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https://openalex.org/W2739747493
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https://repository.ubn.ru.nl/bitstream/2066/181882/1/181882.pdf
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Cognitive rehabilitation and mindfulness in multiple sclerosis (REMIND-MS): a study protocol for a randomised controlled trial
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BMC neurology
| 2,017
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| 7,968
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Cognitive rehabilitation and mindfulness in multiple sclerosis (REMIND-MS): A study protocol
for a randomised controlled trial
Nauta, I.M.; Speckens, A.E.M.; Kessels, R.P.C.; Geurts, J.J.G.; Groot, V. de; Uitdehaag, B.M.J.;
Fasotti, L.; Jong, B.A. de
2017, Article / Letter to editor (BMC Neurology, 17, (2017), article 201)
Doi link to publisher: https://doi.org/10.1186/s12883-017-0979-y Version of the following full text: Publisher’s version
Downloaded from: http://hdl.handle.net/2066/181882
Download date: 2024-10-24 * Correspondence: i.nauta1@vumc.nl
1Department of Neurology, Amsterdam Neuroscience, MS Center
Amsterdam, VU University Medical Center, PO Box 7057, 1007 MB
Amsterdam, the Netherlands
Full list of author information is available at the end of the article Note: Note:
To cite this publication please use the final published version (if applicable). To cite this publication please use the final published version (if applicable). Nauta et al. BMC Neurology (2017) 17:201
DOI 10.1186/s12883-017-0979-y Open Access Cognitive rehabilitation and mindfulness in
multiple sclerosis (REMIND-MS): a study
protocol for a randomised controlled trial Ilse M. Nauta1*, Anne E. M. Speckens2, Roy P. C. Kessels3,4, Jeroen J. G. Geurts5, Vincent de Groot6,
Bernard M. J. Uitdehaag1, Luciano Fasotti3,7 and Brigit A. de Jong1 © The Author(s). 2017 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Background treatment option is cognitive rehabilitation therapy (CRT)
[10]. CRT entails the learning of new cognitive strategies
aimed at compensating for cognitive problems. The use of
these strategies shows positive effects on cognitive function
among stroke and brain injury patients [11]. There is also
some evidence for positive effects of CRT on cognitive func-
tion among MS patients. However, no final conclusion on
the effectiveness of CRT can be established due to contra-
dictory findings [12, 13]. These contradictory findings may
be explained by small sample sizes, heterogeneous interven-
tions across studies and methodological limitations (e.g. biased selection) [12, 13]. Multiple sclerosis (MS) is a chronic disease of the central
nervous system, which leads to physical, neuropsychiatric
and cognitive problems. Cognitive problems are commonly
reported by MS patients, with prevalence rates of objective
cognitive deficits varying between 43 and 70% [1]. The
most frequently affected cognitive domains are information
processing speed, memory, attention, visuospatial process-
ing and executive function. These objective cognitive defi-
cits (i.e. assessed with cognitive tests) only show a weak
relation with the cognitive complaints reported by MS
patients themselves [2, 3]. Despite this weak relation, sub-
jectively experienced cognitive problems are arguably as
important as objective cognitive deficits, since they may re-
flect the burden of cognitive problems in daily life. A second promising non-pharmacological treatment
option is mindfulness-based cognitive therapy (MBCT)
[14]. MBCT entails mindfulness training combined with
elements of cognitive behavioural therapy. There is prelim-
inary evidence that mindfulness-based interventions posi-
tively affect cognitive function in healthy individuals
[14, 15] and they may even influence brain structures
and functions that are involved in cognitive function
[14, 16, 17]. In MS patients, positive effects of mind-
fulness-based interventions on psychological symptoms
have been found [18–20], and a recent pilot study re-
ported some positive effects of mindfulness on objective
cognitive function [19]. To our knowledge, no other stud-
ies have investigated the effect of mindfulness-based inter-
ventions on cognitive function among MS patients. In
summary, well-designed studies are necessary to investi-
gate the effect of MBCT and CRT on cognitive function
among patients with MS. The impact of cognitive problems on daily life can be
extensive given the relatively young age of disease onset. Problems in social relations and work participation are
likely to occur, consequently negatively affecting the
quality of life of MS patients [1, 4]. Background This highlights the
need for effective cognitive treatment options for MS pa-
tients. To develop and guide effective cognitive treat-
ments, knowledge about the aetiology of objective and
subjective cognitive problems is essential. Objectives This study primarily aims to examine the effectiveness
of CRT and MBCT on subjectively experienced cognitive
problems among MS patients. We hypothesise that both
CRT and MBCT positively affect subjective cognitive
function compared to enhanced treatment as usual
(ETAU). We also expect positive effects on the second-
ary outcome measures objective cognitive function,
functional brain network measures, psychological symp-
toms, well-being, quality of life and daily life functioning. Additionally, we will evaluate in an exploratory way The REMIND-MS study The REMIND-MS study is a randomised controlled trial
(RCT) that investigates the effect of CRT and MBCT on
subjective and objective cognitive function in MS pa-
tients. Additionally, resting-state magnetoencephalogra-
phy (MEG) data will be obtained to gain additional
knowledge about the aetiology of subjective and object-
ive cognitive problems with respect to functional brain
networks, and to unravel if cognitive improvements after
both interventions are associated with functional brain
network changes. Whereas the aetiology of objective cognitive deficits is
widely studied, studies focusing on the aetiology of subjective
cognitive complaints are rare. Since subjective and objective
cognitive problems correlate weakly [2, 3], their aetiology
might be different [9]. One recent study found that subject-
ively experienced cognitive problems could not be explained
by brain pathology, but no measures of brain networks were
included [9]. To date, the study of brain networks and their
relation to objective and subjective cognitive function among
MS patients is still in its infancy. Additional well-designed
studies are needed to unravel the aetiology of objective and
subjective cognitive problems in MS. Abstract Background: Cognitive problems frequently occur in patients with multiple sclerosis (MS) and profoundly affect
their quality of life. So far, the best cognitive treatment options for MS patients are a matter of debate. Therefore, this
study aims to investigate the effectiveness of two promising non-pharmacological treatments: cognitive rehabilitation
therapy (CRT) and mindfulness-based cognitive therapy (MBCT). Furthermore, this study aims to gain additional
knowledge about the aetiology of cognitive problems among MS patients, since this may help to develop and guide
effective cognitive treatments. Methods/design: In a dual-centre, single-blind randomised controlled trial (RCT), 120 MS patients will be randomised
into one of three parallel groups: CRT, MBCT or enhanced treatment as usual (ETAU). Both CRT and MBCT consist of a
structured 9-week program. ETAU consists of one appointment with an MS specialist nurse. Measurements will be
performed at baseline, post-intervention and 6 months after the interventions. The primary outcome measure is the
level of subjective cognitive complaints. Secondary outcome measures are objective cognitive function, functional
brain network measures (using magnetoencephalography), psychological symptoms, well-being, quality of life and
daily life functioning. Discussion: To our knowledge, this will be the first RCT that investigates the effect of MBCT on cognitive function
among MS patients. In addition, studying the effect of CRT on cognitive function may provide direction to the
contradictory evidence that is currently available. This study will also provide information on changes in functional
brain networks in relation to cognitive function. To conclude, this study may help to understand and treat cognitive
problems among MS patients. Trial registration: This trial was prospectively registered at the Dutch Trial Registration (number NTR6459, registered
on 31 May 2017). Keywords: Multiple sclerosis, Cognition, Cognitive rehabilitation therapy, Mindfulness-based cognitive therapy, Brain
networks, Randomised controlled trial © The Author(s). 2017 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Nauta et al. BMC Neurology (2017) 17:201 Page 2 of 10 Page 2 of 10 Aetiology of cognitive problems The aetiology of objective and subjective cognitive prob-
lems in MS is complex and not completely understood. Objective cognitive deficits in MS patients have been
linked to cortical, deep grey matter and white matter
damage [5, 6]. Researchers have argued that this wide-
spread pathology may result in a disruption of the con-
nectivity between brain regions, which in turn may
result in cognitive decline [7]. Changes in brain net-
works are indeed present in MS patients: studies have
reported changes in functional connectivity [7] and a
loss of hierarchal structure [8], which both related to re-
duced objective cognitive performance in MS patients. Participants Mixed model analyses will be applied with three mea-
surements comparing two groups (MBCT vs. ETAU,
CRT vs. ETAU). There are no previous studies with MS
patients that investigated the effect of CRT or MBCT on
the primary outcome measure, the Cognitive Failure
Questionnaire (CFQ) [23]. Based on a previous RCT
using a comparable outcome measure, a medium effect
size can be expected [24, 25]. With an alpha of .05, a
power of .80, an intra-class correlation of .06, and 33
participants per group, a minimal difference of 0.62 SD
can be detected between two groups. Taking into ac-
count drop-out and loss to follow-up, we intend to re-
cruit 40 MS patients per group. Exclusion criteria Participants who meet any of the following criteria are
excluded from participation: (1) psychosis, (2) suicidal
ideation, (3) an inability to speak or read Dutch, (4) pre-
vious experience with a similar intervention (e.g. a com-
parable cognitive rehabilitation training or mindfulness
training), (5) physical or cognitive disabilities, comorbid-
ities or treatments that would interfere too much with
the interventions to enrol in this study (to be evaluated
on an individual level). The reasons for excluding partic-
ipants who express interest in the study will be accur-
ately documented. Treatment of cognitive problems The best cognitive treatment options for MS patients are still
a matter of debate [10]. A promising non-pharmacological Nauta et al. BMC Neurology (2017) 17:201 Page 3 of 10 Page 3 of 10 whether there are differences in intervention effects be-
tween CRT and MBCT. participants who are still interested to participate are in-
vited by the trial coordinator to sign the informed consent
form. After signing the informed consent form, it will be
checked whether the participants are fully eligible. Secondary study objectives are: 1) to explore the role of functional brain network
measures (using MEG) in subjective and objective
cognitive problems, and to evaluate whether there
are differences in functional brain network measures
between these types of cognitive problems; On the informed consent form, participants have the op-
tion to give permission for an informant to be contacted. If
permission is given, an informant of the participants will
also receive written information and an informed consent
form, as informants will be asked to complete one ques-
tionnaire at three time-points (see outcome measures). On
the informed consent form, participants and their infor-
mants also have the option to give permission for using
their data for other research, for sharing their data with re-
searchers outside of the European Union and to be con-
tacted again for follow-up research. 2) to explore the role of functional brain network
measures as possible mediators in the effect of the
interventions; 3) to evaluate whether alterations in objective cognitive
function, functional brain network measures,
psychological symptoms, well-being, quality of life
and daily life functioning are mediating factors that
determine subjective cognitive function; Methods-design The REMIND-MS study is a dual-centre, single-blind
RCT with three parallel groups: CRT, MBCT and ETAU. All interventions last nine weeks in total. Measurements
take place at baseline, post-intervention and after a 6-
month follow-up period. The full trial design is sum-
marised in Fig. 1. Setting Selection and measurements take place at the VU Univer-
sity Medical Center in Amsterdam, the Netherlands. Part of
the measurements, that is, the self-report questionnaires,
can be completed by the participants at home. The inter-
ventions take place at two centres in the Netherlands: VU
University Medical Center in Amsterdam and Klimmendaal
Rehabilitation Center in Arnhem. Inclusion criteria
P j
g
4) to evaluate which factors determine whether a
patient is likely to benefit from one of the therapies,
such disease severity, severity of cognitive problems
and mood at baseline, or gender. Participants are eligible to participate if they meet the
following criteria: (1) between 18 and 65 years of age, (2)
confirmed diagnosis of MS according to the McDonald
2010 criteria [21], (3) a minimum score of 23 on the
Multiple Sclerosis Neuropsychological Questionnaire –
Patient version (MSNQ-P), which measures subjective
cognitive complaints [22]. Recruitment and consent Participants are recruited through the participating cen-
tres (VU University Medical Center and Klimmendaal Re-
habilitation Center), the ‘VUmc MS Center Amsterdam’
website and MS patient associations. All potentially eli-
gible participants who express interest in the study are
provided with written trial information, which contains
information about the rationale, purpose and personal
implications of the study. The information sheet also
includes contact details of the trial coordinator and of an
independent medical doctor who is not part of the
research team, who can both be contacted for additional in-
formation. After sufficient time for consideration, potential Nauta et al. BMC Neurology (2017) 17:201 Page 4 of 10 VUmc: eligibility check
Decision which location: VUmc or KR
VUmc: randomisation
t = 9
weeks
MBCT
CRT
ETAU
VUmc: Baseline assessment
KR: randomisation
MBCT
CRT
ETAU
VUmc: Post-intervention assessment
VUmc: 6-month follow-up assessment
Lost to follow-up or discontinued
Informed consent
Information provided
Excluded: no
longer willing
to participate
Excluded: based
on in- and
exclusion criteria
Confirm willingness to participate
Excluded: no
informed
consent
Fig. 1 Flowchart of the trial design. KR = Klimmendaal Rehabilitation Center; VUmc = VU University Medical Center Cognitive rehabilitation therapy (CRT) Interventions Interventions
All interventions last nine weeks. The CRT consists of
nine 2.5-h group sessions, MBCT of eight 2.5-h group
sessions and one ‘silent day’, and enhanced treatment as
usual (ETAU) of one individual appointment within the
9-week period. For CRT and MBCT, the optimal group
size was determined based on previous experiences. Groups will consist of a maximum of 6 people in the
CRT group and a maximum of 10 people in the MBCT
group. Professionally trained psychologists will guide the
CRT sessions, certified mindfulness trainers will teach
the MBCT sessions and MS specialist nurses will have
appointments with participants from the ETAU group. All trainers will be instructed and supervised by the
same specialists. The interventions will be provided in a
standardised manner using a written protocol. The
trainers are instructed not to disclose treatment infor-
mation to trainers from another treatment arm. All par-
ticipants will receive an information brochure on MS
and cognition. The CRT protocol focuses on the following cognitive do-
mains: speed of information processing, memory, execu-
tive function and mental fatigue. Cognitive impairments
will be treated by a combination of compensatory strategy
training and psycho-education. The proposed strategies
are based on MS-tailored variants of evidence-based treat-
ments that have been developed in CRT research with
brain-injured subjects. Treatment of problems in informa-
tion processing speed will be based on ‘Time Pressure
Management’ [26, 27], memory on ‘Training Memory
strategies’ [28], executive function on a ‘Multifaceted
Treatment for Executive Dysfunction’ [29, 30] and mental
fatigue on ‘Cognitive and Graded Activity Training’
[31, 32]. These four treatments are incorporated in the
protocol as described by Geusgens, Baars-Elsinga, Visser-
Meily and van Heugten [33]. In addition to cognitive strat-
egy training, CRT focuses on emotional and behavioural
changes, and grief resolution. Grief resolution will be in-
cluded by explaining the stages of bereavement and by Page 5 of 10 Nauta et al. BMC Neurology (2017) 17:201 Page 5 of 10 discussing the loss of physical independence, mobility, cog-
nitive ability and emotional control on self-esteem and fu-
ture perspective. The participants will receive homework
assignments aimed at identifying their own cognitive prob-
lems and at applying the learned strategies in daily life situ-
ation. These homework assignments will take 30 to 45 min
a day, 6 days per week. assignments will be checked and evaluated during each
visit of the treatment period. Outcome measures Outcome measures
All outcome measures will be administered at each as-
sessment: at baseline, post-intervention and 6-months
follow-up (see Table 1). Mindfulness based cognitive therapy (MBCT) Mindfulness based cognitive therapy (MBCT)
The MBCT protocol is primarily based on the MBCT
program by Segal, Williams and Teasdale [34]. MBCT is an
intervention in which aspects of mindfulness meditation
are combined with aspects of cognitive behavioural therapy. MBCT focuses on increasing awareness of the present mo-
ment. To achieve this, participants will be trained in both
self-regulation of attention and non-judgmental awareness
of moment-to-moment experience. Patients will become
more aware of their emotions, thoughts and behaviours
and will learn to use more adaptive behaviour to respond
to their symptoms. The program will be adapted to the MS
patients in terms of tailoring psycho-educative elements to
themes relevant to the MS patient (e.g. cognitive problems)
and modified movement exercises (for patients suffering
from physical impairments). Participants will receive guided
mindfulness meditation exercises of 30 to 45 min, 6 days
per week, for home practice and a reader with home prac-
tice instructions and background information. All thera-
pists will fulfil the advanced criteria of the Association of
Mindfulness Based Teachers in the Netherlands and
Flanders, which are in concordance with those of the UK
Mindfulness-Based Teacher Trainer Network [35]. Replacement and follow-up of withdrawn participants
Participants can leave the study at any time for any reason
without any consequences. Follow-up measurements will
still be scheduled if the participant is willing and able to
participate in follow-up measurements. There will be no
replacement of individual participants after withdrawal. If a
high rate of participants drops out during the study, more
participants will be included in the study. These partici-
pants will be randomly allocated to one of three parallel
groups using the randomisation and minimisation proced-
ure as described under ‘randomisation and blinding’. Relevant concomitant care and interventions During the intervention period and the 6-months follow-
up period, patients are asked not to follow an intervention
outside this study that focuses on mindfulness or cogni-
tion, and to keep their level of care constant during this
period when possible. Naturally, usual care should con-
tinue, as do new treatment options when the health situ-
ation of the patient changes. Enhanced treatment as usual (ETAU) (
)
Enhanced treatment as usual (ETAU) entails an appoint-
ment with an MS specialist nurse in addition to usual
care. The appointment will focus on psycho-education. More specifically, the MS specialist nurse will provide the
participants with information on the frequently affected
cognitive domains in MS and their relation to brain path-
ology. This will occur in a standardised manner. Interventions For the MBCT group, ad-
herence will be assessed during the entire treatment
period with a calendar on which participants fill out
whether they adhere to both formal (e.g. the sitting
meditation) and informal (e.g. 3-min breathing space)
mindfulness exercises. Demographic and patient characteristics g
p
p
At baseline, the following demographic characteristics
are collected: age, gender, work status and education. In
addition, the following clinical characteristics will be
noted: comorbid condition as defined by the Cumulative
Illness Rating Scale (CIRS) [37], subtype of MS, year of
diagnosis, disease duration and MS disability as defined
by the Expanded Disability Status Scale (EDSS) [38]. If
an EDSS score is not available, or if this score has been
determined more than three months ago, a new EDSS
score will be gathered at baseline. The use of medication
will be noted at each assessment. Health care consump-
tion will be measured with a questionnaire on healthcare
utilisation and productivity losses in patients with a psy-
chiatric disorder (TIC-P) [39] and will be administered
at each measurement. Table 1 presents an overview of
the demographic and patient characteristics that will be
collected at each assessment. Teacher ratings CRT and MBCT sessions will be recorded on video to
evaluate teacher competence and protocol adherence. These video recordings will solely be used for the pur-
pose of trainer evaluation, and the camera will be di-
rected at the trainer. For the CRT sessions, adherence to
the protocol will be checked using a checklist. For the
MBCT sessions, the Mindfulness-Based Interventions -
Teachers Assessment Criteria [36] will be used. Primary outcome measure The primary outcome measure is the level of subjective
cognitive complaints and is measured with the CFQ
[23]. Subjective cognitive complaints in terms of execu-
tive function will be measured with the Behaviour Rating
Inventory
of
Executive
Function
–
Adult
Version
(BRIEF-A) [40]. The BRIEF-A consists of a self- and an
informant report version. Adherence For all groups, attendance to the sessions will be docu-
mented. For the CRT group, adherence to homework Page 6 of 10 Nauta et al. BMC Neurology (2017) 17:201 Table 1 Overview of outcome measures per assessment
Assessment
Baseline
Post-intervention
Follow-up
Demographic characteristics
X
Medical history (e.g. MS subtype)
X
Use of medication
X
X
X
Expanded Disability Status Scale (EDSS)
X
Health care consumption
X
X
X
Questionnaires measuring subjective cognitive complaints, psychological
symptoms, quality of life, well-being and daily life functioning
X
X
X
Neuropsychological assessment
X
X
X
Magnetoencephalography (MEG)
X
X
X
Qualitative data to improve the interventions
X Qualitative data to improve the interventions with available scripts [49]. The MEG data will be used to
determine resting-state functional connectivity and brain
network organisation. To study functional connectivity,
synchronisation measures will be computed, such as the
phase-lag index [7, 50]. To study brain network organ-
isation, tools from modern network theory will be ap-
plied to the entire network and a subset of the network
(i.e. the minimum spanning tree (MST)) [8, 50]. Mea-
sures such as degree, clustering coefficient and path
length will be computed, as well as MST-network de-
rived measures, such as betweenness centrality, tree
hierarchy and eccentricity. There will be an emphasis on
node centrality measures to identify the ‘hubs’ (i.e. highly
connected nodes) of the network [51]. Since the field of
modern network science is constantly developing, the
best methods and measures will be selected once the
study is completed. Secondary outcome measures Cognitive function A test battery based on the Minimal
Assessment of Cognitive Function in MS (MACFIMS) will
be used [41]. Verbal learning and memory is assessed with
the Dutch version of the California Verbal learning Test
(CVLT) [42]. Spatial learning and memory are measured
with the Brief Visuospatial Memory Test-Revised (BVMT-
R) [43]. Visual-spatial abilities are measured with the
Benton Judgment of Line Orientation Test (JLO) [44]. Visual processing speed and working memory are mea-
sured with the Symbol Digit Modalities Test (SDMT) [45]. Verbal fluency and memory retrieval are assessed with the
Controlled Oral Word Association Test (COWAT) [46]. Higher executive function is measured with the Delis-
Kaplan Executive Function System sorting test (D-KEFS)
free sorting condition [47]. Selective attention and response
inhibition are measured with the Stroop Colour-Word
Test [48]. When available, parallel versions of tests
will be administered for repeated assessment to ac-
count for material-specific learning effects. Psychological symptoms Depression and anxiety are
measured with the Hospital Anxiety and Depression
Scale (HADS) [52]. The level of fatigue is measured with
the Checklist Individual Strength-20-r (CIS-20-r) [53]. The tendency to ruminate when being sad or depressed
is measured with the subscale ‘brooding’ of the Dutch
Ruminative Response Scale (RRS-NL) [54]. Quality of life Health-related quality of life is measured
with the Multiple Sclerosis Quality of Life Questionnaire
(MSQoL-54) [55]. Well-being Emotional, psychological and social well-
being is measured with the Mental Health Continuum-
Short Form (MHC-SF) [56]. The ability to be mindful, that
is, non-judgmental awareness of moment-to-moment
experience, is measured with the Five Facets of the Mind-
fulness Questionnaire short form (FFMQ-SF) [57]. Self-
compassion, that is, the ability to act with compassion
towards oneself in difficult times, is measured with the
short form of the Self-Compassion Scale (SCS-SF) [58]. Functional brain networks Resting-state MEG data will
be recorded using a 306-channel whole-head MEG
system (Elekta Neuromag Inc., Helsinki, Finland) in a
magnetically shielded room (Vacuumschmelze GmbH,
Hanau, Germany) at the VU University Medical Center. Magnetic fields will be recorded during resting state (i.e. a no-task, eyes-closed condition). Pre-processing of data
and removal of noise will be done on Linux computers Page 7 of 10 Page 7 of 10 Nauta et al. BMC Neurology (2017) 17:201 Daily life functioning Participation in society is mea-
sured with the Utrecht Scale for Evaluation of Rehabili-
tation – Participation (USER-P) [59]. Monitoring and harms
A
i d
d
i An independent monitor, the Clinical Research Bureau
(CRB) of the VU University Medical Center, will monitor
the data of this study according to GCP. The CRB will
check the following aspects of the participants: (1) in-
formed consents, (2) source data verification, (3) the re-
ported (serious) adverse events ((S)AEs). Considering the
nature of this study, SAEs are not expected. All AEs that
are reported spontaneously by the participant or observed
by the research staff or therapists will be recorded. All
SAEs will be reported by the investigator to the sponsor,
and the sponsor will inform the accredited Medical Ethics
Committee (MEC). Secondary outcome measures Goal Attainment
Scaling (GAS) is used to determine the effect of the
treatment on personalised goals in daily situations [60]. ETAU, MBCT vs. ETAU, CRT vs. MBCT, drop-outs vs. treatment completers) in demographic and clinical charac-
teristics and outcome measurements at baseline are
analysed using independent samples t-tests (normally dis-
tributed continuous outcome variables), Mann-Whitney
U tests (skewed continuous outcome variables) and
Pearson’s chi-square tests (categorical outcome variables). Primary and secondary objectives Primary and secondary objectives
To
evaluate
the
effectiveness
of
the
interventions,
mixed-model analyses will be performed for the primary
and secondary outcome measurements with time (base-
line, post-intervention, follow-up) as a within subjects fac-
tor and condition (CRT vs. ETAU, MBCT vs. ETAU, and
exploratory: CRT vs. MBCT) as a between-subjects factor. These analyses will be performed using an intention-to-
treat approach, including all randomised participants re-
gardless of adherence and measurement completion. Secondarily, per-protocol analyses will be performed for
further exploration of the intervention effects. To evaluate the secondary study aims, mediation and
moderation analyses [61] will be performed to evaluate
whether alterations in functional brain networks play a
role in the effect of the interventions. In addition, cross-
sectional associations between functional brain networks
and cognitive function (subjective and objective) will be
analysed using Pearson’s correlation and linear regression
analyses. To evaluate whether alterations in secondary
study parameters are mediating factors that determine
subjective cognitive function, mediation analyses [61]
and linear regression analyses will be performed. Fi-
nally, logistic and linear regression models will be per-
formed to evaluate which factors determine whether a
patient is likely to benefit from one of the therapies. Data management The collected data will be labelled with a participant
identification code. The name and other identifiers of
the participant will be removed from the data. The link
between the participant identification code and the
names of the participants will be kept separately. An
electronic case report form is developed according to
the guidelines of Good Clinical Practice (GCP) to docu-
ment the data collected in the study. This case report
form will include demographic and clinical characteris-
tics, and all outcomes of the study parameters. The data
will be treated confidentially and will only be available to
the trial coordinator and principal investigator. Other in-
vestigators can only get access to the data for the pur-
pose of research and with permission of the principal
investigator. The data gathered in this study will be pro-
tected in accordance with the Dutch Personal Data Pro-
tection Act and the Medical Treatment Contracts Act. For all analyses, confounding variables will be inserted,
such as age and education. Bonferroni corrections will
be applied to correct for multiple comparisons within
each objective. Randomisation and blinding Following baseline assessment, participants will be ran-
domly allocated to one of three treatment arms (MBCT,
CRT or ETAU). First, the location of the intervention
will be determined based on the patient’s living location
and preference. For each location, randomisation will be
performed in variable blocks of 6 and 9, and with an
1:1:1 allocation ratio. A minimisation program will be
used to ensure balance between all groups. Minimisation
will be performed on three factors: (1) subjective cogni-
tive function, (2) age and (3) gender. Weighting is equal
for each factor. The minimisation program will be con-
structed before the start of the study by an independent
scientific programmer. The randomisation procedure
will be performed by a researcher who is not involved in
administering any outcome measure. Outcome measure-
ments will be administered by assessors who are blind to
treatment assignment, but this blinding is not feasible
with regard to participants and therapists. Prior to each
post-measurement, participants will be reminded not to
disclose their group allocation to the assessor. Authorship
Th
i
i The principal investigator will justify the names for authorship. Individuals
who fulfil authorship criteria will be an author on the manuscripts. An important strength of our study is that we use
functional brain network measures, such as functional
connectivity and nodal centrality, as an outcome vari-
able. These measures may help to explain treatment ef-
fects and may provide information on whether network
deterioration can be halted. Additionally, if functional
brain network measures at baseline predict treatment
outcomes, network analyses can be used as a prognostic
factor. We will also relate functional brain network mea-
sures to objective and subjective cognitive problems in
MS, which may help to understand the overlap and dis-
tinctiveness between these types of cognitive problems. Dissemination policy When the data collection is completed, the total data set will be analysed
and the results will be published in scientific journals and presented at
(inter)national scientific meetings. A summary of the results will be released
to the participants of this study. The identity of the participants will not be
disclosed in any of these publication forms. The researchers of this study will
attempt to reduce the time between the completion of data collection and
the release of the study results. Statistical analysis
Descriptive statistics Data on demographic and clinical characteristics will be
summarised in a table. For adherence and other feasibility
indicators, frequencies and percentages will be calculated. Satisfaction with the program will be summarised in quali-
tative descriptions. Differences between groups (CRT vs. Nauta et al. BMC Neurology (2017) 17:201 Nauta et al. BMC Neurology (2017) 17:201 Page 8 of 10 Page 8 of 10 Ancillary and post-trial care At the end of the study, participants can take part in one of the other
interventions of the study. The REMIND-MS study does not provide additional
care outside these interventions. Author details
1 1Department of Neurology, Amsterdam Neuroscience, MS Center
Amsterdam, VU University Medical Center, PO Box 7057, 1007 MB
Amsterdam, the Netherlands. 2Department of Psychiatry, Radboud University
Medical Center, PO Box 9101, 6500 HB Nijmegen, the Netherlands. 3Donders
Institute for Brain, Cognition and Behaviour, Radboud University, PO Box
9101, 6500 HB Nijmegen, the Netherlands. 4Department of Medical
Psychology, Radboud University Medical Center, PO Box 9101, 6500 HB
Nijmegen, the Netherlands. 5Department of Anatomy and Neurosciences,
Amsterdam Neuroscience, MS Center Amsterdam, VU University Medical
Center, PO Box 7057, 1007 MB Amsterdam, the Netherlands. 6Department of
Rehabilitation Medicine, MS Center Amsterdam, VU University Medical
Center, PO Box 7057, 1007 MB Amsterdam, the Netherlands. 7Klimmendaal
Rehabilitation Center, PO Box 9044, 6800 CG Arnhem, the Netherlands. USER-P: Utrecht Scale for Evaluation of Rehabilitation – Participation; VUmc: VU
University Medical Center Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in published
maps and institutional affiliations. Authors’ contributions BAJ initiated the study, applied for funding and is the principal investigator. IMN is the study coordinator, drafted this manuscript and will perform the
data collection. BAJ, LF, AEMS, RPCK, JJGG, VG and BMJU were involved in
the conception and design of the study. LF contributed his CRT expertise to the
study protocol development and the CRT intervention protocol, and he will
train and supervise the CRT therapists. AEMS contributed her mindfulness
expertise to the study protocol development and the MBCT intervention
protocol, and she will train and supervise the MBCT therapists. RPCK made
important statistical contributions. All authors provided feedback on drafts of
this paper and read and approved the final manuscript. In summary, this study may help to unravel and treat
cognitive problems among MS patients. Availability of data and materials
h d
h
ll b
ll
d
h The data that will be collected in this study will be available from the principal
investigator on reasonable request. Acknowledgements
ld l k
h We would like to thank the Dutch MS Research Foundation for funding our
project. Discussion the protocol, and will not have any impact on data generation, statistical
analyses or writing of the final manuscript. The best treatment options for cognitive problems in
MS patients are still a matter of debate. This study will
therefore investigate the effect of two promising non-
pharmacological treatments: MBCT and CRT. To our
knowledge, this will be the first RCT that investigates
the effect of MBCT on cognitive function among MS
patients. In addition, studying the effect of CRT on cog-
nitive function may provide direction to the contradict-
ory evidence that is currently available [12, 13]. If these
treatments appear to be effective, we will investigate
which factors predict this beneficial effect. These prog-
nostic factors may lead towards tailored treatments for
MS patients who suffer from cognitive problems. Abbreviations
AE Ad This study has been reviewed and approved by the MEC of the VU University
Medical Center (METC 2017.009, protocol version 5, 19 May 2017) and the
Scientific Research Committee of Amsterdam Neuroscience (CWO nr.16–14). All
substantial protocol amendments undergo review and approval by the MEC of
the VU University Medical Center. All participants will provide written informed
consent prior to study participation. The study is registered in Dutch Trial
registry (NTR6459). Abbreviations
AE: Adverse event; BRIEF-A: Behaviour Rating Inventory of Executive
Function – Adult Version; BVMT-R: Brief visuospatial memory test-revised;
CFQ: Cognitive failure questionnaire; CIRS: Cumulative illness rating scale;
CIS-20-r: Checklist individual strength-20-r; COWAT: Controlled oral word
association test; CRB: Clinical Research Bureau; CRT: Cognitive rehabilitation
therapy; CVLT: California verbal learning test; CWO: Scientific Research
Committee; D-KEFS: Delis-Kaplan Executive Function System sorting test;
EDSS: Expanded disability status scale; ETAU: Enhanced treatment as usual;
FFMQ-SF: Five facets of mindfulness questionnaire short form; GAS: Goal
attainment scale; GCP: Good clinical practice; HADS: Hospital anxiety and
depression scale; JLO: Judgment of line orientation test; KR: Klimmendaal
Rehabilitation Center; MBCT: Mindfulness-based cognitive therapy; MEC: Medical
Ethics Committee; MEG: Magnetoencephalography; MHC-SF: Mental Health
Continuum-Short Form; MS: Multiple sclerosis; MSNQ-P: Multiple Sclerosis
Neuropsychological Questionnaire – Patient version; MSQoL-54: Multiple
sclerosis quality of life questionnaire; MST: Minimum spanning tree;
RCT: Randomised controlled trial; REMIND-MS: Cognitive Rehabilitation and
Mindfulness in Multiple Sclerosis; RRS-NL: Dutch Ruminative Response Scale;
SAE: Serious adverse event; SCS-SF: Short form of the self-compassion scale;
SDMT: Symbol digit modalities test; TIC-P: Questionnaire on healthcare
utilisation and productivity losses in patients with a psychiatric disorder;
USER-P: Utrecht Scale for Evaluation of Rehabilitation – Participation; VUmc: VU
University Medical Center Consent for publication
Not applicable. Competing interests
The authors declare to have no competing interests. Competing interests
The authors declare to have no competing interests. References 38. Kurtzke JF. Rating neurologic impairment in multiple sclerosis: an expanded
disability status scale (EDSS). Neurology. 1983;33(11):1444–52. 13. Rosti-Otajarvi EM, Hamalainen PI. Neuropsychological rehabilitation for
multiple sclerosis. Cochrane Database Syst Rev. 2014;2:CD009131. 14. Tang YY, Holzel BK, Posner MI. The neuroscience of mindfulness meditation. Nat Rev Neurosci. 2015;16(4):213–25. 39. Bouwmans C, Jong KD, Timman R, Zijlstra-Vlasveld M, Van d, Feltz-Cornelis
C, Tan SS, et al. Feasibility, reliability and validity of a questionnaire on
healthcare consumption and productivity loss in patients with a psychiatric
disorder (TiC-P). BMC Health Serv Res. 2013;13 15. Chiesa A, Calati R, Serretti A. Does mindfulness training improve cognitive
abilities? A systematic review of neuropsychological findings. Clin Psychol
Rev. 2011;31(3):449–64. 40. Roth RM, Isquith PK, Gioia GA, Widows M. Development of the Behavior
Rating Inventory of Executive Function-Adult version. Arch Clin Neuropsych. 2005;20(7):906. 16. Fox KC, Nijeboer S, Dixon ML, Floman JL, Ellamil M, Rumak SP, et al. Is
meditation associated with altered brain structure? A systematic review and
meta-analysis of morphometric neuroimaging in meditation practitioners. Neurosci Biobehav Rev. 2014;43:48–73. 41. Benedict RH, Cookfair D, Gavett R, Gunther M, Munschauer F, Garg N, et al. Validity of the minimal assessment of cognitive function in multiple
sclerosis (MACFIMS). J Int Neuropsychol Soc. 2006;12(4):549–58. 17. Tomasino B, Chiesa A, Fabbro F. Disentangling the neural mechanisms involved
in Hinduism- and Buddhism-related meditations. Brain Cogn. 2014;90:32–40. 42. Mulder JL, Dekker R, Dekker DH. Verbale Leer- & Geheugen test:
Handleiding [Verbal Learning & Memory Test: manual]. Lisse, the
Netherlands: Swets & Zeitlinger; 1996. 18. Bogosian A, Chadwick P, Windgassen S, Norton S, McCrone P, Mosweu I,
et al. Distress improves after mindfulness training for progressive MS: a pilot
randomised trial. Mult Scler. 2015;21(9):1184–94. 43. Benedict RHB, Schretlen D, Groninger L, Dobraski M, Shpritz B. Revision of
the brief visuospatial memory test: studies of normal performance,
reliability, and validity. Psychol Assessment. 1996;8(2):145–53. 19. Blankespoor RJ, Schellekens MPJ, Vos SH, Speckens AEM, de Jong BA. The
effectiveness of mindfulness-based stress reduction on psychological
distress and cognitive functioning in patients with multiple sclerosis: a pilot
study. Mindfulness. 2017; doi:10.1007/s12671-017-0701-6. 44. Benton AL, Hamsher KD, Varney NR, Spreen O. Judgment of line orientation. New York: Oxford University Press; 1983. 45. Smith A. Symbol digit modality test (SDMT): manual (revised). Los Angeles. Psychol Serv. 1982; 20. Grossman P, Kappos L, Gensicke H, D'Souza M, Mohr DC, Penner IK, et al. Funding
Thi i This investigator-initiated trial is funded by the Dutch MS Research Founda-
tion (project number 15–911). The funder had no influence on the design of Page 9 of 10 Page 9 of 10 Nauta et al. BMC Neurology (2017) 17:201 Nauta et al. BMC Neurology (2017) 17:201 Nauta et al. BMC Neurology (2017) 17:201 Received: 13 July 2017 Accepted: 12 November 2017 References Rocca MA, Amato MP, De Stefano N, Enzinger C, Geurts JJ, Penner IK, et al. Clinical and imaging assessment of cognitive dysfunction in multiple
sclerosis. Lancet Neurol. 2015;14(3):302–17. 31. Zedlitz AM, Fasotti L, Geurts AC. Post-stroke fatigue: a treatment protocol
that is being evaluated. Clin Rehabil. 2011;25(6):487–500. 32. Zedlitz AM, Rietveld TC, Geurts AC, Fasotti L. Cognitive and graded activity
training can alleviate persistent fatigue after stroke: a randomized,
controlled trial. Stroke. 2012;43(4):1046–51. 7. Tewarie P, Schoonheim MM, Stam CJ, van der Meer ML, van Dijk BW, Barkhof
F, et al. Cognitive and clinical dysfunction, altered MEG resting-state networks
and thalamic atrophy in multiple sclerosis. PLoS One. 2013;8(7):e69318. 33. Geusgens C, Baars-Elsinga A, Visser-Meily A, van Heugten C. Niet Rennen
maar Plannen: Trends Service in kommunikatie B.V.; 2012. 8. Tewarie P, Hillebrand A, Schoonheim MM, van Dijk BW, Geurts JJ, Barkhof F,
et al. Functional brain network analysis using minimum spanning trees in
multiple sclerosis: an MEG source-space study. NeuroImage. 2014;88:308–18. 34. Segal ZV, Williams JMG, Teasdale JD. Mindfulness-based cognitive therapy
for depression. second ed. New York: The Guilford Press; 2013. 9. Hulst HE, Gehring K, Uitdehaag BM, Visser LH, Polman CH, Barkhof F, et al. Indicators for cognitive performance and subjective cognitive complaints in
multiple sclerosis: a role for advanced MRI? Mult Scler. 2014;20(8):1131–4. 35. Good practice guidelines for teaching mindfulness-based courses. UK
Mindfulness-Based Teacher Trainer Network. 2011. http://mindfulnessteachersuk. org.uk/pdf/teacher-guidelines.pdf. Accessed 1 June 2017. 10. Lovera J, Kovner B. Cognitive impairment in multiple sclerosis. Curr Neurol
Neurosci Rep. 2012;12(5):618–27. 36. Crane RS, Kuyken W, Williams JM, Hastings RP, Cooper L, Fennell MJ. Competence in teaching mindfulness-based courses: concepts,
development and assessment. Mindfulness (N Y). 2012;3(1):76–84. 11. Cicerone KD, Langenbahn DM, Braden C, Malec JF, Kalmar K, Fraas M, et al. Evidence-based cognitive rehabilitation: updated review of the literature
from 2003 through 2008. Arch Phys Med Rehabil. 2011;92(4):519–30. 37. Miller MD, Paradis CF, Houck PR, Mazumdar S, Stack JA, Rifai AH, et al. Rating
chronic medical illness burden in Geropsychiatric practice and research -
application of the cumulative illness rating-scale. Psychiatry Res. 1992;41(3):237–48. 12. Mitolo M, Venneri A, Wilkinson ID, Sharrack B. Cognitive rehabilitation in
multiple sclerosis: a systematic review. J Neurol Sci. 2015;354(1–2):1–9. 12. Mitolo M, Venneri A, Wilkinson ID, Sharrack B. Cognitive rehabilitation in
multiple sclerosis: a systematic review. J Neurol Sci. 2015;354(1–2):1–9. 13. Rosti-Otajarvi EM, Hamalainen PI. Neuropsychological rehabilitation for
multiple sclerosis. Cochrane Database Syst Rev. 2014;2:CD009131. References 1. Chiaravalloti ND, DeLuca J. Cognitive impairment in multiple sclerosis. Lancet Neurol. 2008;7(12):1139–51. 1. Chiaravalloti ND, DeLuca J. Cognitive impairment in multiple sclerosis. Lancet Neurol. 2008;7(12):1139–51. 26. Fasotti L, Kovacs F, Eling PATM, Brouwer WH. Time pressure management as
a compensatory strategy training after closed head injury. Neuropsychol
Rehabil. 2000;10(1):47–65. 2. Benedict RH, Munschauer F, Linn R, Miller C, Murphy E, Foley F, et al. Screening for multiple sclerosis cognitive impairment using a self-
administered 15-item questionnaire. Mult Scler. 2003;9(1):95–101. 2. Benedict RH, Munschauer F, Linn R, Miller C, Murphy E, Foley F, et al. Screening for multiple sclerosis cognitive impairment using a self-
administered 15-item questionnaire. Mult Scler. 2003;9(1):95–101. 27. Winkens I, Van Heugten CM, Wade DT, Fasotti L. Training patients in time
pressure management, a cognitive strategy for mental slowness. Clin
Rehabil. 2009;23(1):79–90. 3. Kinsinger SW, Lattie E, Mohr DC. Relationship between depression, fatigue,
subjective cognitive impairment, and objective neuropsychological functioning
in patients with multiple sclerosis. Neuropsychology. 2010;24(5):573–80. 3. Kinsinger SW, Lattie E, Mohr DC. Relationship between depression, fatigue,
subjective cognitive impairment, and objective neuropsychological functioning
in patients with multiple sclerosis. Neuropsychology. 2010;24(5):573–80. 28. van Kessel M, Fasotti L, Berg I, van Hout M, Wekking E. Training
geheugenstrategieën. Amsterdam: Boom Uitgevers; 2010. 4. Wynia K, Middel B, van Dijk JP, De Keyser JH, Reijneveld SA. The impact of
disabilities on quality of life in people with multiple sclerosis. Mult Scler. 2008;14(7):972–80. 4. Wynia K, Middel B, van Dijk JP, De Keyser JH, Reijneveld SA. The impact of
disabilities on quality of life in people with multiple sclerosis. Mult Scler. 2008;14(7):972–80. 29. Boelen DH, Spikman JM, Fasotti L. Rehabilitation of executive disorders after
brain injury: are interventions effective? J Neuropsychol. 2011;5(Pt 1):73–113. 30. Spikman JM, Boelen DH, Lamberts KF, Brouwer WH, Fasotti L. Effects of a
multifaceted treatment program for executive dysfunction after acquired
brain injury on indications of executive functioning in daily life. J Int
Neuropsychol Soc. 2010;16(1):118–29. 5. DeLuca GC, Yates RL, Beale H, Morrow SA. Cognitive impairment in multiple
sclerosis: clinical, radiologic and pathologic insights. Brain Pathol. 2015;
25(1):79–98. 5. DeLuca GC, Yates RL, Beale H, Morrow SA. Cognitive impairment in multiple
sclerosis: clinical, radiologic and pathologic insights. Brain Pathol. 2015;
25(1):79–98. 6. Rocca MA, Amato MP, De Stefano N, Enzinger C, Geurts JJ, Penner IK, et al. Clinical and imaging assessment of cognitive dysfunction in multiple
sclerosis. Lancet Neurol. 2015;14(3):302–17. 6. Received: 13 July 2017 Accepted: 12 November 2017 but reduces perceived cognitive deficits in patients with multiple sclerosis: a
randomised, controlled, multi-centre trial. Mult Scler. 2014;20(1):99–107. but reduces perceived cognitive deficits in patients with multiple sclerosis: a
randomised, controlled, multi-centre trial. Mult Scler. 2014;20(1):99–107. 25. Rosti-Otajarvi E, Mantynen A, Koivisto K, Huhtala H, Hamalainen P. Neuropsychological rehabilitation has beneficial effects on perceived
cognitive deficits in multiple sclerosis during nine-month follow-up. J Neurol Sci. 2013;334(1–2):154–60. References MS quality of life, depression, and fatigue improve after mindfulness
training: a randomized trial. Neurology. 2010;75(13):1141–9. 46. Benton LA, Hamsher KD, Sivan AB. Controlled oral word association test. Multilingual aphasia examination. 3 ed. Iowa City, IA: AJA; 1994. 21. Polman CH, Reingold SC, Banwell B, Clanet M, Cohen JA, Filippi M, et al. Diagnostic criteria for multiple sclerosis: 2010 revisions to the McDonald
criteria. Ann Neurol. 2011;69(2):292–302. 47. Delis DC, Kaplan E, Kramer JH. The delis-Kaplan executive function system:
Examiner's manual. San Antonio: The Psychological Corporation; 2001. 22. Sonder JM, Mokkink LB, van der Linden FA, Polman CH, Uitdehaag BM. Validation and interpretation of the Dutch version of the multiple sclerosis
neuropsychological screening questionnaire. J Neurol Sci. 2012;320(1–2):91–6. 48. Hammes JGW. The STROOP color-word test: manual. Amsterdam: Swets and
Zeitlinger; 1973. 49. Hillebrand A, Barnes GR, Bosboom JL, Berendse HW, Stam CJ. Frequency-
dependent functional connectivity within resting-state networks: an atlas-
based MEG beamformer solution. NeuroImage. 2012;59(4):3909–21. 23. Merckelbach H, Muris P, Nijman H, de Jong PJ. Self-reported cognitive
failures and neurotic symptomatology. Pers Indiv Differ. 1996;20(6):715–24. 24. Mantynen A, Rosti-Otajarvi E, Koivisto K, Lilja A, Huhtala H, Hamalainen P. Neuropsychological rehabilitation does not improve cognitive performance 50. Stam CJ, van Straaten ECW. The organization of physiological brain networks. Clin Neurophysiol. 2012;123(6):1067–87. Page 10 of 10 Nauta et al. BMC Neurology (2017) 17:201 Nauta et al. BMC Neurology (2017) 17:201 51. Stam CJ. Modern network science of neurological disorders. Nat Rev
Neurosci. 2014;15(10):683–95. 52. Zigmond AS, Snaith RP. The hospital anxiety and depression scale. Acta
Psychiat. Scandinavica. 1983;67(6):361–70. Psychiat. Scandinavica. 1983;67(6):361–70. 53. Vercoulen JHMM, Alberts M, Bleijenberg G. De checkl
spankracht (CIS). Gedragstherapie. 1999;32:131–6. 54. Raes F, Hermans D, Eelen P. Kort instrumenteel De Nederlandstalige versie
van de Ruminative Response Scale (RRS-NL) en de Rumination on Sadness
Scale (RSS-NL). Gedragstherapie. 2003;36(2):97–104. 55. Vickrey BG, Hays RD, Harooni R, Myers LW, Ellison GWA. Health-related
quality-of-life measure for multiple-sclerosis. Qual Life Res. 1995;4(3):187–206. quality-of-life measure for multiple-sclerosis. Qual Life Res. 1995;4(3):187 56. Lamers SMA, Westerhof GJ, Bohlmeijer ET, ten Klooster PM, Keyes CLM. Evaluating the psychometric properties of the mental health continuum-
short form (MHC-SF). J Clin Psychol. 2011;67(1):99–110. 57. Bohlmeijer E, ten Klooster PM, Fledderus M, Veehof M, Baer R. Psychometric
properties of the five facet mindfulness questionnaire in depressed adults
and development of a short form. Assessment 2011;18(3):308–320. 58. Raes F, Pommier E, Neff KD, Van Gucht D. Nauta et al. BMC Neurology (2017) 17:201 References Construction and factorial
validation of a short form of the self-compassion scale. Clin Psychol Psychot
2011;18(3):250–255. 59. Post MWM, van der Zee CH, Hennink J, Schafrat CG, Visser-Meily JMA, van
Berlekom SB. Validity of the Utrecht scale for evaluation of rehabilitation-
participation. Disabil Rehabil. 2012;34(6):478–85. 60. Kiresuk TJ, Sherman RE. Goal attainment scaling - general method for
evaluating comprehensive community mental health programs. Community
Ment Hlt J. 1968;4(6):443–53. 61. Holmbeck GN. Toward terminological, conceptual, and statistical clarity in
the study of mediators and moderators: examples from the child-clinical and
pediatric psychology literatures. J Consult Clin Psychol. 1997;65(4):599–610. • We accept pre-submission inquiries
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An environment for sustainable research software in Germany and beyond: current state, open challenges, and call for action
|
F1000Research
| 2,021
|
cc-by
| 26,758
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F1000Research 2021, 9:295 Last updated: 28 JAN 2021 Abstract Research software has become a central asset in academic research. It
optimizes existing and enables new research methods, implements
and embeds research knowledge, and constitutes an essential
research product in itself. Research software must be sustainable in
order to understand, replicate, reproduce, and build upon existing
research or conduct new research effectively. In other words, software
must be available, discoverable, usable, and adaptable to new needs,
both now and in the future. Research software therefore requires an
environment that supports sustainability. Willi Hasselbring
, Kiel University, Kiel,
Germany
1. Hence, a change is needed in the way research software development
and maintenance are currently motivated, incentivized, funded,
structurally and infrastructurally supported, and legally treated. Failing to do so will threaten the quality and validity of research. In
this paper, we identify challenges for research software sustainability
in Germany and beyond, in terms of motivation, selection, research
software engineering personnel, funding, infrastructure, and legal
aspects. Besides researchers, we specifically address political and
academic decision-makers to increase awareness of the importance
and needs of sustainable research software practices. In particular, we
recommend strategies and measures to create an environment for
sustainable research software, with the ultimate goal to ensure that
software-driven research is valid, reproducible and sustainable, and
that software is recognized as a first class citizen in research. This
paper is the outcome of two workshops run in Germany in 2019, at
deRSE19 - the first International Conference of Research Software
Engineers in Germany - and a dedicated DFG-supported follow-up
workshop in Berlin. F1000Research 2021, 9:295 Last updated: 28 JAN 2021 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 27FIZ Karlsruhe - Leibniz Institute for Information Infrastructure, Karlsruhe, Germany
28University of Goettingen, Göttingen, Germany
29University of Münster, Münster, Germany
30Institute for Advanced Sustainability Studies, Potsdam, Germany
31Ulm University, Ulm, Germany
32Linköping University, Linköping, Sweden
33Ludwig Maximilian University of Munich, München, Germany
34Leibniz University Hannover, Hannover, Germany
35Eindhoven University of Technology, Eindhoven, The Netherlands
36Julius Kühn-Institut (JKI), Quedlinburg, Germany * Equal contributors First published: 27 Apr 2020, 9:295
https://doi.org/10.12688/f1000research.23224.1
Latest published: 26 Jan 2021, 9:295
https://doi.org/10.12688/f1000research.23224.2
v2 OPINION ARTICLE
An environment for sustainable research software in
Germany and beyond: current state, open challenges, and call
for action [version 2; peer review: 2 approved] Hartwig Anzt1,2*, Felix Bach
1*, Stephan Druskat
3-5*, Frank Löffler3,6*,
Axel Loewe
1*, Bernhard Y. Renard7*, Gunnar Seemann
8*,
Alexander Struck
5*, Elke Achhammer9, Piush Aggarwal
10, Franziska Appel11,
Michael Bader9, Lutz Brusch
12, Christian Busse
13, Gerasimos Chourdakis
9,
Piotr Wojciech Dabrowski
14, Peter Ebert15, Bernd Flemisch16, Sven Friedl
17,
Bernadette Fritzsch18, Maximilian D. Funk19, Volker Gast3, Florian Goth20,
Jean-Noël Grad
16, Jan Hegewald
18, Sibylle Hermann16, Florian Hohmann21,
Stephan Janosch22, Dominik Kutra
23, Jan Linxweiler
24, Thilo Muth
25,
Wolfgang Peters-Kottig
26, Fabian Rack27, Fabian H.C. Raters
28,
Stephan Rave
29, Guido Reina
16, Malte Reißig
30, Timo Ropinski31,32,
Joerg Schaarschmidt1, Heidi Seibold
33, Jan P. Thiele
34,
Benjamin Uekermann
35, Stefan Unger36, Rudolf Weeber16 1Karlsruhe Institute of Technology (KIT), Karlsruhe, Germany
2University of Tennessee, Knoxville, TN, USA
3Friedrich Schiller University, Jena, Germany
4German Aerospace Center (DLR), Berlin, Germany
5Humboldt-Universität zu Berlin, Berlin, Germany
6Louisiana State University, Baton Rouge, LA, USA
7Hasso Plattner Institute, Digital Engineering Faculty, University of Potsdam, Potsdam, Germany
8University Heart Centre Freiburg Bad Krozingen, Freiburg, Germany
9Technische Universität München, München, Germany
10Universität Duisburg-Essen, Duisburg, Germany
11Leibniz Institute of Agricultural Development in Transition Economies (IAMO), Halle (Saale), Germany
12Technische Universität Dresden, Dresden, Germany
13Deutsches Krebsforschungszentrum, Heidelberg, Germany
14Hochschule für Technik und Wirtschaft Berlin, Berlin, Germany
15Saarland Informatics Campus, Saarbrücken, Germany
16University of Stuttgart, Stuttgart, Germany
17Berlin Institute of Health, Berlin, Germany
18Alfred Wegener Institute, Bremerhaven, Germany
19Max-Planck-Gesellschaft e.V., München, Germany
20Universität Würzburg, Würzburg, Germany
21Universität Bremen, Bremen, Germany
22Max Planck Institute of Molecular Cell Biology and Genetics, Dresden, Germany
23European Molecular Biology Laboratory, Heidelberg, Germany
24Technische Universität Braunschweig, Braunschweig, Germany
25Federal Institute for Materials Research and Testing, Berlin, Germany
26Konrad-Zuse-Zentrum für Informationstechnik Berlin (ZIB), Berlin, Germany 16University of Stuttgart, Stuttgart, Germany 17Berlin Institute of Health, Berlin, Germany 18Alfred Wegener Institute, Bremerhaven, Germany Page 1 of 34 This article is included in the Science Policy
Research gateway. This article is included in the Science Policy
Research gateway. This article is included in the Science Policy
Research gateway. This article is included in the Science Policy
Research gateway. ng authors: Axel Loewe (axel.loewe@kit.edu), Gunnar Seemann (gunnar.seemann@universitaets-herzzentrum.de Author roles: Anzt H: Conceptualization, Writing – Original Draft Preparation, Writing – Review & Editing; Bach F: Conceptualization,
Investigation, Writing – Original Draft Preparation, Writing – Review & Editing; Druskat S: Conceptualization, Investigation, Writing –
Original Draft Preparation, Writing – Review & Editing; Löffler F: Conceptualization, Investigation, Visualization, Writing – Original Draft
Preparation, Writing – Review & Editing; Loewe A: Conceptualization, Funding Acquisition, Investigation, Project Administration, Writing
– Original Draft Preparation, Writing – Review & Editing; Renard BY: Conceptualization, Investigation, Writing – Original Draft
Preparation, Writing – Review & Editing; Seemann G: Conceptualization, Funding Acquisition, Investigation, Project Administration,
Writing – Original Draft Preparation, Writing – Review & Editing; Struck A: Conceptualization, Writing – Original Draft Preparation,
Writing – Review & Editing; Achhammer E: Writing – Original Draft Preparation; Aggarwal P: Writing – Original Draft Preparation; Appel
F: Writing – Original Draft Preparation, Writing – Review & Editing; Bader M: Writing – Original Draft Preparation, Writing – Review &
Editing; Brusch L: Writing – Original Draft Preparation, Writing – Review & Editing; Busse C: Writing – Review & Editing; Chourdakis G:
Writing – Review & Editing; Dabrowski PW: Writing – Review & Editing; Ebert P: Writing – Original Draft Preparation; Flemisch B: Writing
– Original Draft Preparation; Friedl S: Visualization, Writing – Original Draft Preparation, Writing – Review & Editing; Fritzsch B: Writing –
Review & Editing; Funk MD: Writing – Original Draft Preparation, Writing – Review & Editing; Gast V: Writing – Review & Editing; Goth F:
Writing – Original Draft Preparation; Grad JN: Writing – Original Draft Preparation; Hegewald J: Writing – Review & Editing; Hermann S:
Writing – Original Draft Preparation, Writing – Review & Editing; Hohmann F: Writing – Original Draft Preparation; Janosch S: Writing –
Review & Editing; Kutra D: Writing – Original Draft Preparation; Linxweiler J: Writing – Original Draft Preparation; Muth T: Writing –
Original Draft Preparation; Peters-Kottig W: Writing – Original Draft Preparation; Rack F: Writing – Original Draft Preparation, Writing –
Review & Editing; Raters FHC: Writing – Original Draft Preparation; Rave S: Writing – Original Draft Preparation; Reina G: Writing –
Original Draft Preparation, Writing – Review & Editing; Reißig M: Writing – Review & Editing; Ropinski T: Writing – Original Draft
Preparation; Schaarschmidt J: Writing – Original Draft Preparation; Seibold H: Writing – Review & Editing; Thiele JP: Writing – Original
Draft Preparation, Writing – Review & Editing; Uekermann B: Writing – Original Draft Preparation, Writing – Review & Editing; Unger S:
Visualization, Writing – Original Draft Preparation; Weeber R: Writing – Original Draft Preparation Competing interests: No competing interests were disclosed. Keywords Sustainable Software Development, Academic Software, Software
Infrastructure, Software Training, Software Licensing, Research
Software Page 2 of 34 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 This article is included in the Science Policy
Research gateway. Grant information: The authors thank the Deutsche Forschungsgemeinschaft (DFG) for funding a meeting (Rundgespräch, grants LO
2093/3-1 and SE 1758/6-1) during which the initial draft of this paper has been created. We are particularly grateful for the support from
Dr. Matthias Katerbow (DFG). This work was additionally supported by Research Software Sustainability grants funded by the DFG:
Aggarwal: 390886566; PI: Zesch. Appel: 391099391; PI: Balmann. Bach & Loewe & Seemann: 391128822; PIs:
Loewe/Scholze/Seemann/Selzer/Streit/Upmeier.Bader: 391134334; PIs: Bader/Gabriel/Frank. Brusch: 391070520; PI: Brusch. Druskat &
Gast: 391160252; PI: Gast/Lüdeling. Ebert: 391137747; PI: Marschall.Flemisch & Hermann: 391049448; PIs:
Boehringer/Flemisch/Hermann.Hohmann: 391054082; PI: Hepp. Goth: 390966303; PI: Assaad. Grad & Weeber: 391126171; PI: Holm. Kutra: 391125810; PI: Kreshuk.Mehl & Uekermann: 391150578; PIs: Bungartz/Mehl/Uekermann. Peters-Kottig: 391087700; PIs:
Gleixner/Peters-Kottig/Shinano/Sperber. Raters: 39099699; PI:Herwartz. Reina: 391302154; PIs: Ertl/Reina. Muth & Renard: 391179955;
PIs Renard/Fuchs. Ropinski:391107954; PI: Ropinski. Alexander Struck acknowledges the support of the Cluster of Excellence Matters of
Activity. Image Space Material funded by the Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) under Germany´s
Excellence Strategy – EXC 2025. We acknowledge support by the KIT-Publication Fund of the Karlsruhe Institute of Technology. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript. Grant information: The authors thank the Deutsche Forschungsgemeinschaft (DFG) for funding a meeting (Rundgespräch, grants LO
2093/3-1 and SE 1758/6-1) during which the initial draft of this paper has been created. We are particularly grateful for the support from
Dr. Matthias Katerbow (DFG). This work was additionally supported by Research Software Sustainability grants funded by the DFG:
Aggarwal: 390886566; PI: Zesch. Appel: 391099391; PI: Balmann. Bach & Loewe & Seemann: 391128822; PIs: Copyright: © 2021 Anzt H et al. This is an open access article distributed under the terms of the Creative Commons Attribution License,
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. How to cite this article: Anzt H, Bach F, Druskat S et al. An environment for sustainable research software in Germany and beyond:
current state, open challenges, and call for action [version 2; peer review: 2 approved] F1000Research 2021, 9:295
https://doi.org/10.12688/f1000research.23224.2 How to cite this article: Anzt H, Bach F, Druskat S et al. This article is included in the Science Policy
Research gateway. An environment for sustainable research software in Germany and beyond:
current state, open challenges, and call for action [version 2; peer review: 2 approved] F1000Research 2021, 9:295
https://doi.org/10.12688/f1000research.23224.2 First published: 27 Apr 2020, 9:295 https://doi.org/10.12688/f1000research.23224.1 Page 3 of 34 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 In combination with the predominance of temporary positions
in research, this results in a highly inefficient system where
millions of lines of code are generated every year that
will not be re-used after the termination of the developer’s
position. Part of the problem is the reluctance to accept research
software engineering as an academic profession that results
in a lack of incentives to produce high-quality software:
producing high software quality needs sufficient resources, and
although the San Francisco Declaration on Research Assessment
(DORA) demands a change in the academic credit system, many
institutions base promotion and appointments on traditional
metrics like the Hirsch index4. It is obvious that an extraordi-
nary amount of idealism is required to write sustainable code,
including documentation and installation routines, as well
as running infrastructure and giving support to others when
resources can be used more profitably in writing scientific
publications based on fragile prototype software5,6. In combination with the predominance of temporary positions
in research, this results in a highly inefficient system where
millions of lines of code are generated every year that
will not be re-used after the termination of the developer’s
position. Part of the problem is the reluctance to accept research
software engineering as an academic profession that results
in a lack of incentives to produce high-quality software:
producing high software quality needs sufficient resources, and
although the San Francisco Declaration on Research Assessment Background Similarly, it is research software that allows us to
get a glimpse of the consequences our actions today have on the
climate of tomorrow. However, an implication of computer-based
research is that findings and data can only be reproduced,
understood, and validated if the software that was used in the
research process is sustained and their functionality maintained. We mainly focus on the situation of research software and
RSEs in Germany, where funding bodies increasingly acknowl-
edge the importance and value of sustainable research software
and related infrastructures. The DFG, the largest funding
body for fundamental research in Germany, for example,
opened a call for sustainable research software development
at the end of 2016 and a second call for quality management
in research software in June 2019. The first call was oversub-
scribed by a factor of 10-15, a strong indicator of unmet demand. As another example, the 2019 “Guidelines for Safeguarding
Good Research Practice” codex of the DFG now explicitly lists
software side-by-side with other research results and data. The FAIR principles for research data10 provide guidelines
for data archiving, but enabling full reproducibility and
traceability of research software requires additional steps11. In
consequence, there are ongoing discussions on whether software
should be considered as a specific kind of research data or as a
separate entity12. At the same time, sustaining research software, and in particu-
lar open research software, comes with a number of challenges. Commercial research software often has revenue flows that
can
facilitate
sustainable
software
development,
mainte-
nance, and documentation as well as the operation of adequate
infrastructure. However, a large share of researchers base
their research on software that was developed in-house or as
a community effort. Many of these software stacks can not be
sustained – often because research software was not a first
class deliverable in a research project and hence remained
in a prototype state, or because of missing incentives and
resources to maintain the software after project funding ended. Another fundamental difference to industrial software devel-
opment is that most developers of academic research software
(often doctoral students or postdoctoral researchers) never
receive training in sustainable software development3. In
particular, as they see themselves usually as the primary user of a
software product, there are virtually no incentives to invest in
sustainability measures such as code documentation or portability. Amendments from Version 1
REVISED Besides fixing some typographic errors and adding references as
suggested by the reviewers, We separated the legal decision tress from this manuscript. As they were not the focus of this position paper and diluted
its key messages, they were published separately: https://doi. org/10.5281/zenodo.4327147 Other aspects that were elaborated on include: testing,
infrastructure for cross-institutional use, sustainable funding,
the relation between software quality and transparency, a clear
statement pro open source, the potential role of legal help desks. (DORA) demands a change in the academic credit system, many
institutions base promotion and appointments on traditional
metrics like the Hirsch index4. It is obvious that an extraordi-
nary amount of idealism is required to write sustainable code,
including documentation and installation routines, as well
as running infrastructure and giving support to others when
resources can be used more profitably in writing scientific
publications based on fragile prototype software5,6. Jan Hegewald was added to the list of authors. He already
contributed to initial submission but unfortunately his name was
missing in the list. Any further responses from the reviewers can be found at
the end of the article Thus, one main factor for the poor sustainability of research
software is the lack of long-term funding for research software
engineers (RSEs)7,8 who take care of the appropriate architecture,
organization, implementation, documentation, and community
interaction for the software, paired with the implementation of
measures towards making the software sustainable during and
beyond the development process9. Background Meet Kim, who is currently a post-grad PhD student in
researchonomy at the University of Arcadia (UofA). We will follow
Kim’s fictional career in order to understand different aspects of
research software sustainability. Note that in Kim’s world, many of
the changes this paper calls for have already been implemented. (In our example, Kim is a female person. Of course, research
software engineers (RSEs) can be of any gender.) In this paper, we describe the state of the practice and current
challenges for research software sustainability and suggest measures
towards improvements that can solve these challenges. The
paper is the result of a community effort, with work under-
taken during two workshops and subsequent collaborative
work across the larger RSE community in Germany. It has been
initiated during a half-day workshop at first International Confer-
ence for Research Software Engineers in Germany (deRSE19)
in Potsdam, Germany on June 5th, 2019, and continued during a
dedicated two-day workshop in Berlin, Germany on November
7th and 8th, 2019, which was funded by the German Research
Foundation (Deutsche Forschungsgemeinschaft, DFG). Subse-
quently, the draft produced during the latter event was opened
up for collaborative discussion by the German RSE community
through de-RSE e.V. - Society for Research Software. Computational analysis of large data sets, computer-based simu-
lations, and software technology in general play a central role
for virtually all scientific breakthroughs of at least the 21st
century. The first image of a black hole may be the most promi-
nent recent example where astrophysical experiments and the
collection and processing of data had to be complemented
with sophisticated algorithms and software to enable research
excellence1,2. Similarly, it is research software that allows us to
get a glimpse of the consequences our actions today have on the
climate of tomorrow. However, an implication of computer-based
research is that findings and data can only be reproduced,
understood, and validated if the software that was used in the
research process is sustained and their functionality maintained. Computational analysis of large data sets, computer-based simu-
lations, and software technology in general play a central role
for virtually all scientific breakthroughs of at least the 21st
century. The first image of a black hole may be the most promi-
nent recent example where astrophysical experiments and the
collection and processing of data had to be complemented
with sophisticated algorithms and software to enable research
excellence1,2. Why sustainable research software in the first
place? In order to support research, a sustainable software must ideally be
correct15–17, and validatable. Due to the experimental nature
of some research software, this may not be possible in all
cases, e.g., due to lack, or infeasible implementation, of a test
oracle18, vast configuration spaces, or large and heterogeneous
data inputs19. While it must be accepted that precise,
oracle-based testing may not be possible here, alternative
solutions should be implemented, such as metamorphic testing,
runtime assertions, test input sampling and generation (e.g. via machine learning), and input data modeling. Sustainable
software must also be understandable, documented, publicly
released, adequately published (i.e. in persistently identifiable
form as software source code20, and potentially in an addi-
tional paper which describes the software concept, design
decisions, and development rationale), actively maintained, and
(re-)usable21–23. We also argue that truly sustainable research
software should ideally be published under a Free/Libre Open
Source Software (FLOSS) license, and follow an open develop-
ment model, to (1) enable the validation of research results that
have been produced using the software, (2) enable the repro-
ducibility of software-based research, (3) enable improvement
and (re-) use of the software to support more and better
research, and reduce resources to be spent on software devel-
opment, (4) reduce legal issues (see section below), (5) meet
ethical obligations from public funding, and (6) open research
software to the general public, i.e., the stakeholder group
with arguably the greatest interest in furthering research
knowledge and improving research for the benefit of all. After graduation, Kim joins a fixed-term researchonomical
research project. For her PhD thesis, she wants to crunch
some data. Her colleague recommends learning some Boa,
which is an all-purpose programming language often used in
researchonomy. Luckily, the UofA runs regular Software Plumbery
courses for researchers, including a Boa course. Kim takes the
course and gains a solid understanding of the basics of the Hash
shell, version control with Tig, and the basics of Boa. She starts
writing scripts, which help her a lot with the data processing. Unfortunately, Kim’s scripts are quite slow and actually break after
she installs a newer version of Boa. She visits the weekly Code
Café organized by her university’s central RSE team. The RSEs not
only help her update her scripts but also suggest some changes
which speed up the computation by a factor of 25. Background These positive developments notwithstanding, guidelines and
policies for sustainable research software development in
Page 4 of 34 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 Germany are unfortunately still lacking, and long-term funding
strategies are missing. This all leads to unmet requirements and
unsolved challenges that we want to highlight in this paper by
elaborating on (1) why research software engineering needs
to be considered an integral part of academic research; (2) how
to decide which software to sustain; (3) who sustains research
software; (4) how software can be funded sustainably; (5) what
infrastructure is needed for sustainable software develop-
ment; and (6) legal aspects of research software development in
academia. While we specifically focus on the research soft-
ware landscape in Germany, we are convinced that many
of the analyses, findings, and recommendations may carry
beyond. We want to address RSEs who are experiencing simi-
lar challenges and newcomers to the field of research software
development, but first and foremost political and academic
decision makers to raise awareness of the importance of and
requirements for sustainable software development. As a
community, we work hard on overcoming the challenges of software
development in an academic setting, but we need support
– and reliable funding options and institutional recognition in
particular – for the sake of better research. Our credibility as researchers in society hinges on the notion
of proper research conduct, also known as “good research
practice”. The
digitalization
of
research
has
introduced
complex digital research outputs, such as software and data sets. Although first recommendations13 and policies14 exist, they are
far from being widely adopted. It is still somewhat unclear how
to translate good research practice into good research software
practice, for example in terms of validity and reproducibility,
but also pertaining to the responsible use of resources. The damage that failing to do so is causing both to the progress
of the research community and to the credibility of academic
research in society is becoming increasingly clear with the
growth of the replication crisis - while the lack of universally
agreed-upon and supported good research software practice is not
the main reason for that crisis, it clearly is a contributing factor. Background While it is obvious that software qualifies as a potentially
re-usable digital artifact, the additional benefit of not just
reproducing a given scenario, but transferring software use to
new problems, domains, and/or applications, justifies develop-
ing research software with a long-term perspective as sustainable
research software. Why sustainable research software in the first
place? Page 5 of 34 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 • Lack of impact measures: It is unclear how to measure
the impact of research software with respect to its
quality,
reusability,
and
benefit
for
the
research
community. This exceeds the implementation of research
software citation (which is work in progress20,31,32,44), and
pertains to sustainability and policy studies. Currently, creating and using sustainable research software
is not sufficiently incentivized. To evaluate in which area
this shortcoming should be addressed, we have identified the
following challenges: • Lack of benefit for the individual: Currently, the
primary motivation for sustainable research software is
the common benefit, rather than the individual benefit. It is clearly beneficial for the research community as a
whole to direct resources towards sustainable research
software, as it enables better and more research by free-
ing funds for domain research rather than (repetitive)
software development. But the developers are often even
at a disadvantage (e.g., they publish fewer papers5,6),
which in turn prevents sustainable research software. • Infrastructure issues: Due to a lack of knowledge about
how sustainability features impact the application of
research software, there is not yet enough evidence for
whether centralized or decentralized facilities should be
favored to further research software sustainability45–47. Commonly, local infrastructure hinders cross-institutional
collaboration, whereas cross-organizational infrastructures
often suffer from lack of authentication and authorization
implementations, or legal constraints. This in turn leads
to a lack of infrastructure as a whole. • Lack of suitable incentive systems: Contributions to
research that are not traditional text-based products
(i.e., papers or monographs) are still not sufficiently
rewarded, or not rewarded at all, due to the missing
implementation of mandatory software citation20,24–32,
among other reasons. Interestingly, one third of research
software repositories have a lifespan (defined as the time
from the first time any code was uploaded to the last
contribution) of less than one day (median: 15 days11),
indicating that many codes are only made available
publicly for the publication in a journal (as increasingly
encouraged or required by journals33 and associated
with higher impact34) but are not maintained thereafter. • Legal issues: Many obstacles for research software per-
tain to legal issues, such as applicable licensing and
compatibility of licenses48, and decisions about license types. • Funding issues: Despite some individual initiatives49–52,
funding for the creation, maintenance, and support of
sustainable research software is still scarce. Why sustainable research software in the first
place? During the next meeting with her PhD supervisor, Kim presents
her collection of scripts. The supervisor encourages Kim to create
a Boa library from them, as they will be very useful to other
researchonomists. Thankfully, Kim’s project PI had applied for
three RSE person months in their grant, so the project enlists
an RSE from the central team. Over the next three months, Kim
and the RSE work together to build the library, document it, test
it, license it under the permissive Comanche license, update the
TigLab repository to let others contribute, introduce automated
builds for every code change via a continuous integration
platform, and make the library citable. Finally, they release the first
major version of the library, named hal9k and publish it through
the university library’s software portal, where they get a DOI
(Digital Object Identifier) for the version as well as a concept DOI
for any future versions of the library. Working with the RSE, Kim
has gained a good understanding of some methods in software
engineering, and she’s thrilled because this also means she’ll be
able to get a job with a local tech company once her fixed-term
contract has run out. To make software-based research (and with that almost any
research) reproducible, the used software must continue to exist. Furthermore, it must continue to be usable, understandable, and
return consistent results (or potential changes to results and bug
fixes must be clearly documented) in the evolving software and
hardware environment. Moreover, the software should support
reuse scenarios to avoid duplication of efforts and drain
of resources. Therefore, if research software is publicly
funded, it should be freely available under a FLOSS license. Kim passes her PhD - of which hal9k is an important part - with
flying colors, and soon citations to her library start appearing
in the researchonomic literature. To Kim’s surprise, she also
reads a blog post about a citizen science maker project which
has used hal9k to process researchonomic data measured in a
neighborhood of her hometown. She is invited to give a talk at
the local office of Siren, a global tech company, which look to
adopt hal9k, and pay Kim a generous speaker honorarium. So
generous in fact, that Kim can pay a student assistant for a full
year from the money. Why sustainable research software in the first
place? Addition-
ally, existing models usually supply seed funding only,
which disregards the support and maintenance steps in
the software development lifecycle. Instead, a potential
“market” is relied upon to support these, which may only
develop long after the initial project has ended. With
regard to the funding of infrastructure which underpins
modern development approaches such as DevOps and
continuous deployment, cloud infrastructure providers
and their pricing models do not work well with
current funding models, due to lack of knowledge of how
to target them with traditional academic funding and
budgeting, compliance issues, or rigid bureaucracy. • Lack of awareness: Research software sustainabil-
ity and its importance is lacking visibility as well as
acceptance35–38, and research software engineering in
its implementation as sustainable software develop-
ment and software maintenance is not sufficiently
supported, both in Germany and beyond9,39,40. • Lack of expertise: Knowledge about how to create,
maintain, and support sustainable research software
is emerging41–43 but has not yet permeated related
activities within organizations - specifically teaching,
mentoring, and consultancy. This lack of expertise can
also lead to divergence between software design and
community uptake, e.g., if the software fails to meet
the needs of the target group, or is insufficiently usable. RSEs combine sustainable software engineering expertise
with experience in one or more research domains. • Slow adoption of research software engineering as
a profession: Career options for research software
work are not fully determined, although career paths
are emerging in some regions. Initially, the RSE
initiative in the UK has made progress in this area, and
RSE groups have been installed in many institutions. In Germany, the US, and the Netherlands, this is still work
in progress. It is also not yet determined how to match
research software engineering roles in public institutions
with industry roles53. • Heterogeneous
research
community:
There
are
significant differences with respect to how software is
developed, published, used, and valued in the different
academic disciplines. Additionally, there is even hetero-
geneity within a community in terms of application and
approach. This also makes it hard to train researchers
for sustainable software development, as beyond basic
training in computational research such as provided by
The Carpentries, advanced courses for research soft-
ware engineering are not widely available (with the
notable exception of the CodeRefinery project). Targeted
curricula must be developed and updated regularly,
and specialized instructors need to be trained. Stakeholder motivations for research software
sustainability While a wide range of stakeholders share interest in sustain-
able software, we argue that their individual motivation can
differ quite significantly: Research funding organizations have inherent interest in
– and directly benefit from – the existence of sustainable
research software as it allows them to direct more resources
towards actual research (rather than recreation of software)
and increase return on investment. At the same time, funding
organizations can create incentives for sustainable software by
imposing policies that reflect the necessity of research software
sustainability and creating respective funding opportunities. The general public benefits from research which supports the
common good, in other terms: creates a better world, faster. Taxpayers have an interest in economical use of their tax
money, to which duplicated or flawed efforts to create research
software – in contrast to software reuse – is contrary. A subset
of this group may be interested in sustainable, i.e., re-usable
and understandable, software as part of citizen science. Domain researchers benefit from better software to do more,
better, and faster research. Sustainable research software
supports this through validated functionality (e.g., correct
algorithms), the potential for reuse, and general availability. Sustainable software also potentially simplifies building upon
previous research results by reusing the involved software to
produce additional data or by extending the software’s function-
ality. In light of recent updates to definitions of good research
practice, sustainable research software also allows domain
researchers to comply with guidelines and best practices. Addi-
tionally, using software that is sustainable enough to establish
itself as a standard tool in a field signifies inclusion in a research
community. Less directly, researchers may benefit from the
existence of sustainable standard tools as they yield stand-
ard formats, which in themselves facilitate reuse of research
data. Geopolitical units have a strategic interest to be independent
of other geopolitical units to ensure that research can continue
seamlessly regardless of geopolitical developments and ensuing
embargoes on information flow. Reuse of sustainable software
additionally frees up funding for uses other than software
development. Well-established, sustainable software systems
can also attract researchers and companies in the research
and technology sector. Libraries (also registries, indices) benefit from sustainable
research software, as it will undergo a formal publishing proc-
ess and be properly described in its metadata. Libraries can
extend their portfolio beyond text-based research objects and
stake claims as organizations harnessing the digitalization of
research. Stakeholder motivations for research software
sustainability In turn, they help to increase visibility and discoverabil-
ity for research software through their services and advance the
competitiveness of their organization or geopolitical unit. In addition, libraries also use research software and would
thus benefit directly from a more sustainable research
software landscape. Last but not least, by using FLOSS research
software, libraries could avoid expensive licenses and often
insufficiently adapted commercial software. Research software engineers (RSEs) have an intrinsic inter-
est in sustainable research software. They create better software
for research, which enables more and better research. RSEs
have an inherent interest in developing and working with high
quality software, as part of professional ethics as well as good
research practice. RSEs build their reputation on high quality
software and software citation20,31, which will open up new
career paths. Finally, for RSEs, creating sustainable research
software is part of an attractive, intellectually challenging, and
satisfying work environment. Infrastructure units, such as supercomputing facilities and
university computing centers, benefit from sustainable software
as it makes their daily work in terms of software installation
and user support easier. Additionally, they can position them-
selves at the forefront of research by bundling expertise on
the creation and maintenance of sustainable research software
and installing research software engineering teams. Research leaders as well as research performing organizations
mainly focus on the economic aspects and management of
research, i.e., available funds, people, and time employed to
optimize research output. Both need to make sure that their
employees continually improve their qualification and gener-
ate impact to improve their standing in the various research
communities and ensure continued funding. Overseeing and
enabling the creation of sustainable research software advances
their visibility in the field and makes their research endeavors
both more future-proof and more easily traceable, reproduc-
ible, and verifiable and thus more likely to attract additional
resources (including human resources). Research performing
organizations
can
additionally
benefit
from
sustainable
research software if it can be reused in other areas, creat-
ing synergies between different research disciplines. These Industry benefits from sustainable research software, as
the process of creating and maintaining research software
produces a highly-skilled workforce. Depending on the employed
licensing model, sustainable research software can also be
adopted by industry partners to reduce cost in corporate research
and development. Helping to sustain research software may
also enable positive outreach for companies across industry and
into society. F1000Research 2021, 9:295 Last updated: 28 JAN 2021 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 Subsequently, we specify challenges towards satisfying the
demands of the individual stakeholders. synergies typically free resources that can then be used in areas
other than software development and maintenance. Finally,
organizations can gain highly competitive positions in terms
of funding and hiring opportunities, as well as a reputation for
being on the cutting edge of research, through early adoption of
research software engineering units, and the implementation
of sustainable research software policy and practice. Why sustainable research software in the first
place? • Heterogeneous
research
community:
There
are
significant differences with respect to how software is
developed, published, used, and valued in the different
academic disciplines. Additionally, there is even hetero-
geneity within a community in terms of application and
approach. This also makes it hard to train researchers
for sustainable software development, as beyond basic
training in computational research such as provided by
The Carpentries, advanced courses for research soft-
ware engineering are not widely available (with the
notable exception of the CodeRefinery project). Targeted
curricula must be developed and updated regularly,
and specialized instructors need to be trained. In summary, the necessary but resource-intensive practice of
creating, maintaining, supporting, and funding sustainable
research software is not yet sufficiently incentivized and
enabled by research institutions and funding agencies, nor
does it align well with the publish-or-perish culture that is still
prominent in most fields. Therefore,
it
is
necessary
to
comprehensively
motivate
sustainable research software practice. In the following, we
identify stakeholders of research software54–56, and explicate
their particular motivations for sustainable research software. Page 6 of 34 How to decide which software to sustain? Kim’s PI is happy because Kim writes a longer section on
hal9k for the final project report and provides a software
management plan alongside it, which ticks off a box in the
template that the PI had previously worried about. The PI
does not want to let Kim go and instead offers her to be co-PI
on a follow-up project to test new methods on the data, and
integrate them into hal9k as well. They are positive that such a
project proposal has a good chance to be funded, as they can
show impact of their first project via their university’s current
research information system (CRIS) and through the number
of citations of hal9k and the publications for which it was used. While they write the proposal, the faculty dean approaches
the two to tell them that based on Kim’s work, they will now
negotiate about two new RSEs for the central RSE team with
the university’s provost for research and plan to consider
candidates with a background in researchonomics. While an assessment based purely on quantitative metrics
would allow for seemingly objective comparisons between pro-
grams, the definition of valid and robust quantitative metrics
that can be evaluated with reasonable effort is a major chal-
lenge. On the other hand, a structured qualitative assessment
with scores for groups of criteria can provide a middle ground. It is clear that both preparing an application for a review
against these criteria from the applicant side as well as the
evaluation by the reviewers requires significant effort. We
believe that the added value significantly outweighs the invest-
ment but appropriate resources need to be factored in. Sus-
tainability of research software should be considered from the
beginning for new projects. The criteria listed below, or a sub-
set such as the “good enough” practices proposed by Wilson
et al.43 and artifact review approaches58,59 are valuable throughout
the development process (including early phases) for almost
all types of research software applications. “Classical” research
funding schemes should acknowledge the need to follow best
practices during the development of new software and allow
factoring in appropriate resources to design and implement
for sustainability. In this section, we focus on the question
which software to support in dedicated sustainability funding
schemes. Stakeholder motivations for research software
sustainability Independent (open source) developers can get involved in
research software, even if they are not employed by a research
institution. This can help them get in contact with other Page 7 of 34 Page 7 of 34 Page 7 of 34 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 developers in the field and may potentially lead to collaborations
or job opportunities in research based on this extended
experience. organize a fair and transparent review process. We believe that
it is important that the review process is conducted by experts,
or teams of experts, that have a strong background both on
software engineering as well as on the domain-specific aspects,
the latter because certain criteria often exist on a spectrum that
is most likely shaped by the specific demands of the respective
research community. organize a fair and transparent review process. We believe that
it is important that the review process is conducted by experts,
or teams of experts, that have a strong background both on
software engineering as well as on the domain-specific aspects,
the latter because certain criteria often exist on a spectrum that
is most likely shaped by the specific demands of the respective
research community. How to decide which software to sustain? For such sustained funding, only software in
application class 2 or 3 as defined by Schlauch et al.60, i.e., with
significant use beyond personal or institutional purposes,
would likely be considered. Excellence as reflected in funded
projects, publications, and software adoption, i.e., back-
ing by a community, should be considered during selection. Nevertheless, we believe a good scheme should strike a balance
between consolidating the field to few well-established software
packages on one side and stimulating innovation and coopera-
tion promoting diversity in terms of more than one monopolis-
tic package on the other side. Last but not least, there is an
inherent conflict between the long-term goals of sustainability
funding software and the necessary reevaluation to monitor
the state of the software over time. When they get the decision letter from the research funding
organization, Kim and her co-PI are happy to learn that their
new project has won the grant. The reviewers specifically
point out the value of extending Kim’s Boa library to include
the proposed new methods, as well as the significant reuse
potential of hal9k for the researchonomic community as a
direct effect of its well-engineered architecture and modularity. Additionally, they stress that it was really easy to evaluate the
software due to the comprehensive test suite, documentation,
and example data. In fact, during the first month of the new
project, three other researchonomic research projects approach
them to ask whether they can contribute to Kim’s library and
offer to fund six months of RSE work for this. Kim uses this
money to also parallelize hal9k together with the RSEs and
works with her university’s computing center to offer it as a
standard tool for researchonomic supercomputing. Requirements and challenges The sustained funding of all existing software efforts is not
only impossible but would risk overly splintering the commu-
nity and eventually become counterproductive to the efficiency
of the research community. Therefore, it is important to agree
on a list of transparent criteria that qualify a software prod-
uct for sustained funding. We recognize that defining research
software engineering criteria for software evaluation will
also lead to activities aiming at optimizing scores to achieve
these criteria. Hence, the criteria have to be designed such that
all score-pushing effort truly advances the value of the software. Criteria that can be manipulated without effectively adding
value, i.e., wasting resources, should be excluded. The list
of criteria presented in this section could be the basis for a
structured review process that facilitates an unbiased evalua-
tion of software tools from various fields. Therefore, this list
must be general enough to be applied to research software from
various research disciplines while also respecting differences
between fields (e.g. citation rates between humanities and life
sciences). The challenge to do justice to a wide spectrum is e.g. reflected by suggesting criteria comprising different levels57. One of the major challenges in the endeavor to define a selec-
tion scheme for sustainable funding of research software is to Selection criteria As mandatory criteria of
software transparency and quality that have to be fulfilled, we
consider (6) the public availability of the source code in both a
code repository and an archive (for long term availability),
developed using (7) version control with meaningful commit
messages and linked to an issue tracker (ideally maintained, but
at least mirrored on a public platform). (8) Documentation of
the software needs to be publicly available comprising both
user documentation (requirements, installation, getting started,
user manual, release notes) and developer documentation (with
a development guide and API documentation within the code,
e.g. using Doxygen)67. (9) The license under which the soft-
ware is distributed must be defined. Publicly funded software
should be published under a Free/Libre Open Source Software
(FLOSS) license by default, although exceptions to this might
apply (e.g. excluding commercial use). (10) Dependencies on
libraries and technologies must be defined. We acknowledge that some additional criteria have to be
evaluated under consideration of the research domain. These
comprise (11) the availability of examples (comprising input
data and reference results), (12) mechanisms for extensibility
(software modularity) as one aspect of software architecture68
and (13) interoperability (APIs / common and open data formats
for input and output), (14) a test suite (including at least some
of the following: unit tests, regression tests, integration tests,
end-to-end tests, performance tests; ideally run in an auto-
mated fashion in a continuous integration environment),
(15) tagged releases (considering their frequency, and avail-
ability for end users in terms of binary packages for major
operating systems, or availability via package managers or
containers),
(16)
no
large-scale
re-implementations
for
functionality for which good solutions already exist. Many of
these aspects require appropriate infrastructure (see page 12). We drew inspiration from all these works and suggest a set
of criteria on which to base reviews for sustainable fund-
ing. This set comprises mandatory, hard criteria that we think
have to be fulfilled across domains (highlighted in italics) and
additional desirable, soft criteria that can be implemented to
different degrees depending on the use case and domain-
specific software development requirements. The soft criteria
should be evaluated in a structured way by the reviewers
with a specific response for each section rather than one
running text. The fact that most of these criteria will be consid-
ered in any software management plan (SMP) highlights its
importance for sustainable research software. Usage and impact. Selection criteria Selection criteria
Several
evaluation
schemes
for
research
software
have
been proposed before and led to the formulation of first
recommendations13,14. Gomez-Diaz & Recio suggested the
CDUR scheme based on Citation, Dissemination (includ-
ing aspects like license, web site, contact point), Use, and
Research (output)61. Lamprecht et al. rephrased the FAIR data
principles10 for research software12. Hasselbring et al. found
that the adoption of FAIR principles is different between fields
with an emphasis on reuse in computer science as opposed to
a reproducibility focus in computational science11. Fehr et al. collected a set of best practices for the setup and publication of
numerical experiments62. Jiménez et al. boiled it down to four Page 8 of 34 Page 8 of 34 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 best practices63: public source code, community registry, license,
and governance. Hsu et al.64 proposed a framework of seven sus-
tainability influences (outputs modified, code repository used,
champion present, workforce stability, support from other organ-
izations, collaboration/partnership, and integration with pol-
icy). They found that the various outputs are widely accessible
but not necessarily sustained or maintained. Projects with
most sustainability influences often became institutionalized
and met required needs of the community64. In the field of
open source software, the CHAOSS (Community Health Ana-
lytics Open Source Software) project has developed met-
rics to evaluate sustainability. One objective of CHAOSS
is to automatically generate project health reports based on
software that evaluates the metrics, with most of the metrics
already covered. The UK Software Sustainability Institute
(SSI) suggested both a subjective tutorial-based and a more
objective criteria-based software evaluation scheme65, the lat-
ter being available as an online form. ROpenSci66 provides
software reviews for R developers, which have been very
successful in the community. The review criteria of the Jour-
nal of Open Source Software (JOSS) focus on the aspects
license, documentation, functionality, and tests. This list of
essential items should be fulfilled by all research software
that wants to beconsidered not only for publication but also
for sustained funding. common software, would be a strong indicator of impact. (5) As
community uptake and benefits are a central goal of sustained
software funding, outreach and appropriate training material
for new users of the software are essential. Software transparency and quality. Selection criteria Requirements qualifying software for
sustained funding are (1) its use beyond a single research
group, (2) the scientific relevance and validity of the software
documented in at least one peer-reviewed scientific publication. Ideally a paper also describes the scope, performance, and
design of the software. (3) The use of the software in pub-
lications is a measure of impact but quantitative assessment
brings about additional challenges27. Therefore, other, potentially
domain-specific, impact measures, such as influence on pol-
icy and practice as well as use in other software and products
should be considered as well to evaluate relevance for academia
and society. Considerable attendanceat training and networking
events can be considered as a proof of use as well. (4) A market
analysis needs to show that the software is important to a user
base of relevant size and either unique or one of the main play-
ers in a field with several existing solutions. Geographical or
political aspects can be considered as well, e.g. to support the
maintenance of a European solution. A convergence process
of (parts of) a research community towards a specific software
stack, i.e., documented transition of several research groups to a Maturity. The research software applying for sustained fund-
ing must have already reached a certain level of maturity (typi-
cally class 2 or 3 as defined by Schlauch et al.60). A mandatory
requirement is (17) a comprehensive and up--to-date software
management plan69. The software should (18) be maintainable
with an appropriate amount of resources as detailed in a sustain-
ability section of the software management plan. The software has
(19) a well maintained website with a clearly defined point of
contact and a communication channel to inform users about
news regarding the software such as new releases. Besides an
active user community, sustainable software requires (20) a
group of developers (i.e., definitely more than 1 developer) doc-
umented, e.g. by contributions to the code base or participation
in documented, public discussions or issue tracking. Another
criterion is (21) whether potential contributors are invited to par-
ticipate in a clearly defined process (e.g., a CONTRIBUTING
document). The group of developers should have defined a
governance model for their project and easy ways for users to
provide input regarding their needs. Requirements Possibly the most important demand is the need for an increase
in recognition and awareness of research software as a first
class citizen in research14,71,72. For sustainability of research soft-
ware, long-term commitments of the respective software leads
are crucial, but very few professional RSE profiles currently
exist. In consequence, it is essential to create career paths for
RSEs that are attractive and include permanency perspectives. While creating permanent positions in the German academic
system below the faculty level is an actively discussed topic
overall73, we specifically focus on the needs originating from the
development and maintenance of research software here. As already mentioned, research software development not
only requires domain expertise, but also software development
education, skills, and competence. Currently, most of the domain
researchers
developing
and
maintaining
domain-specific
software technology have not received professional training on
software development3,41. To enhance the productivity and
sustainability of computer-based research, it is essential to
integrate software development training into the education of
domain researchers. Currently, a significant portion of the existing research software
is developed by individuals or in small groups, primarily
to serve their own requirements. This situation is unsatis-
fying in terms of collaboration and inefficient in terms of
several groups spending resources on generating similar or
even the same functionality. To enable and promote syner-
gies, it is important to allocate resources for research software
development and to build communities, as described in 74. Recommendations Given the diversity in the software technology landscape, and
the domain-specific software development cultures70, some of the
above-mentioned criteria have to be evaluated against domain-
specific requirements. Therefore, we highly recommend to base
the selection process on a combination of (1) a software qual-
ity-based review and (2) a domain-specific scientific review. In
particular, the former should be ideally performed by a central
institution (e.g. at funding bodies or other independent agen-
cies such as a software sustainability institute). Only criteria for
which improvement truly advances the value of the software
should be considered in evaluation schemes, i.e. no criteria
that can be gamed. After rejecting software not fulfilling the
mandatory criteria in a first stage of the review process, the
second stage of the selection process should be realized as a
transparent procedure ideally allowing the reviewers to interact
with the PIs of the software (e.g. remote meetings, forum-like
discussions) and put the software quality and development efforts
into the domain-specific context. The outcome of this sec-
ond stage should be a structured review assessing each criterion
explicitly and a rating for each of the dimensions Usage and impact,
Software quality, and Maturity. For sustained software funding,
it is important to audit the performance, relevance, impact,
progress, and level of sustainability of funded software after
reasonable time frames. Such a reevaluation should revisit the
criteria under consideration of evolving software technology and
scientific standards, without requiring a completely new proposal
being submitted. We envision funding periods of 5 years to
provide sufficient security for funded software projects, while
allowing for adaptation of the portfolio of funded software
to novel research directions and community needs. Failure to
meet the reevaluation criteria should lead to the decision to
phase-out sustainable funding. The phase-out process may
come with a 1-year funding program based on a consolidation
plan with clear goals regarding the archiving and preservation
of the software, documentation, and all existing resources. Selection criteria Page 9 of 34 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 Research relies on software and software relies on the people
developing and maintaining it. Sustainable research requires
sustainable software, and this in turn requires continuity for
those who develop and maintain it. Recommendations F1000Research 2021, 9:295 Last updated: 28 JAN 2021 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 community. However, the current academic system in Germany
does not provide a defined RSE role. Fixed-term positions are, at
least currently within the German academic system, often effec-
tively the end of a Research Software Engineer’s career path,
sometimes even a dead end. The challenge here is the lack of
available permanent positions within the non-professorial aca-
demic faculty (“Mittelbau”) in Germany, compounded by a lack
of access to these few permanent positions for RSEs. This in
turn is due to the already mentioned lack of recognition for
efforts concerning research software for faculty appointments
within domain sciences. community. However, the current academic system in Germany
does not provide a defined RSE role. Fixed-term positions are, at
least currently within the German academic system, often effec-
tively the end of a Research Software Engineer’s career path,
sometimes even a dead end. The challenge here is the lack of
available permanent positions within the non-professorial aca-
demic faculty (“Mittelbau”) in Germany, compounded by a lack
of access to these few permanent positions for RSEs. This in
turn is due to the already mentioned lack of recognition for
efforts concerning research software for faculty appointments
within domain sciences. definition of research impact beyond traditional scientific
publications to also include other impactful results. Not all
researchers that think of themselves as RSEs pursue a fac-
ulty position as their main career goal. However, permanent
academic non-faculty positions are rare within the German
academic system, also due to the lack of a defined RSE role. We
recommend research institutions to leverage the benefit of dedi-
cated RSEs by establishing attractive long-term career options
in the academic environment. The long-term solution in
order to gain sufficient software development skills should be
education that is included early in the career path, ideally
already at the Bachelor level. For the time being however, efforts
involving workshops and seminars that provide easy access to
hands-on training on software-related questions should be
promoted and supported as much as possible. In order to develop sustainable software, researchers need to
have the skills and expertise to build software that is easy to
maintain and extend76. However, most of the researchers are
self-taught developers3,41. How can research software be sustainably funded? As long as the necessary software skills within domain
sciences are not yet wide-spread, building a network from those
that have acquired relevant skills is difficult. Community efforts,
that concentrate on questions regarding research software, can
help to fill this gap. Examples of such efforts include the
Software Carpentries, national and international RSE societies
(e.g., within Germany deRSE e.V.). However, since research
software is such an interdisciplinary topic, it is hard to get
recognition and find funding within any specific discipline. As a result, existing communities often have to rely heavily
on volunteers. This is challenging because despite benefits to
domain science, volunteers hardly receive recognition for their
work “back home”, i.e., within their domain, underlining again
the importance of our first demand. Hal9k has grown into a widely used software in
researchonomics, and Kim is proactively asked to apply for
- and is subsequently awarded - a permanent RSE position at
the institute for researchonomy at UofA, based on her work
on the library. She works closely with the central RSE team,
but mostly due to bureaucracy and the high demand for her
library, Kim does not have enough time to maintain and further
develop hal9k alone anymore. Together with the dean she
develops a course for the researchonomics curriculum which
teaches data processing with hal9k. As a lesson from her own
career, she starts the course with sessions on the Hash shell,
version control with Tig, Boa, and two whole sessions on basics
of sustainable software development. This is very fruitful, and
due to the implementation of a new research software funding
scheme at UofA, Kim is able to hire one of the course students,
who has shown great RSE skills, straight into a long-term
position at her institute, where they focus on the maintenance
and development of hal9k, work with the computing center
to support hal9k-based supercomputing on a new, dedicated
FGPA cluster, develop training materials for external users, and
organize the yearly hal9k users and developers conference. Kim
gets to travel the world to visit researchonomics groups who
are using hal9k. F1000Research 2021, 9:295 Last updated: 28 JAN 2021 Ideally, these skills have to be built
into the domain science curricula, which could generally be done
in two different ways (or a combination of them). One obvious
solution attempt are additional courses that focus on these
topics. The main challenge here is to decide which other
topic(s) to possibly drop due to the limited volume of any given
curriculum. A different approach is to incorporate software-
related topics into existing domain science courses. While
this would provide the benefit of show-casing the usage of
specific software skills directly within the domain science,
the challenge here is the amount of work necessary to change
existing lecture material, let alone the need of the lecturers to
acquire those skills themselves in the first place. It is important to provide an environment where communities
can form and flourish by allocating resources for research
software
development
and
for
building
communities
around it63,74,77. The identification with a community of
like-minded people and personal action78 can lead to a
permanent establishment of sustainable research software as a
valuable research output. Thus, research institutions as well as
funding agencies should not only be open-minded regarding
existing volunteer organizations, but should actively promote
the creation of such groups. How can research software be sustainably funded? Recommendations Increasing recognition and awareness is a challenge that calls
for both immediate action and perseverance. Nevertheless,
some measures will likely show positive effects comparatively
soon. Similarly to plans for research data management, funding
agencies should request that applicants include considerations
about how software developed in a project can be sustained
beyond the end of the funded project. A follow up on these plans
during and after the project lifetime, i.e., a dedicated software
management plan, is crucial. Challenges We are currently facing a lack of awareness for the importance
of research software as discussed above. Moreover, there is little
recognition for the efforts put into software development and
maintenance. In consequence, software development in academic
settings is mostly considered as a means to an end and sustain-
ability is often not considered in project planning and grant
proposals and contributes little to progressing research careers75. The main challenge here is the continued use of metrics that
primarily leverage traditionally published articles and article
citation numbers. Kim wants to broaden her research portfolio within
researchonomics and applies for postdoctoral positions at other
institutions. Her library hal9k is growing in popularity within
researchonomics, and she wants to continue working on it. As
her university has adopted an open science policy, hal9k is free
software under a Free/Libre Open Source Software (FLOSS)
license, and Kim is free to continue her work on the library even
after moving away from UofA. Due to her involvement in the
creation of hal9k as well as her previous success in attracting
funding, Kim has the choice between multiple, attractive
positions and decides to move to the researchonomics group
at Eden University (EdU). She has already extended hal9k in
multiple directions in the past and plans to continue this work
at EdU. Her group leader at EdU would like to continue funding
her but due to a law called the Fixed-term Research Contract
Bill, EdU is not allowed to extend her contract, and neither third-
party funding for her own position nor a permanent position
are available. After having developed a now widely-used
research tool, several publications in software and paper form,
as well as having attracted funding, Kim finds herself looking for
a job again. In academia, developers of research software are typically
domain researchers, and in particular if new areas are explored,
the software development process itself has research charac-
ter. Obviously, developing research software requires not only
domain knowledge but also software development skills, and the
researchers leading the software development process are often
domain experts with substantial software development experi-
ence, making them extremely valuable members of the research Page 10 of 34 Page 10 of 34 Challenges Short-term engagement of (early career) researchers raises the
question of how to maintain a constant level of expertise within
a developer team and prevent knowledge drain concerning
domain knowledge and software engineering skills. Conversely,
the permanent engagement of qualified personnel requires to
offer career perspectives, especially due to the fact that academia
competes with industry for the same people. A challenge spe-
cific to Germany is posed by the shortage of permanent positions
and by the restrictions for temporary positions due to the
German Wissenschaftszeitvertragsgesetz79. Computing centers and supercomputing facilities for research
need to receive earmarked resources for the support of
sustainable software development. This funding is necessary to
provide continuous integration services, a hardware portfolio for
development, testing and benchmarking software, as well as
personnel for training domain researchers in software design
and the proper usage of the services. The creation and maintenance of training materials for
general research software engineering education and the
software-specific documentation and tutorial creation needs to
be reflected in funding opportunities. This can either happen by
dedicating modules of research or software grants to providing
support and the generation of training material, or by opening
funding schemes focusing on interdisciplinary software devel-
opment education. The latter may include research that looks
at research software development as a process to analyze
which measures, interactions, and team compositions make
research software successful. Additionally, funding instruments
fostering the formation of research software communities have
to be established. Sustainable software development requires hardware tech-
nology to develop, test, validate, and benchmark features in
a continuous integration cycle. The challenge in this context
is the persistent evolution of the hardware landscape. Hence,
for creating an environment promoting sustainable software
development, it is important to provide access to a wide
hardware portfolio and to support a development cycle based
on continuous integration. Expertise in sustainable research software development is a
scarce resource, and training is heavily needed as one way
of building up more expertise. However, while integrating
interdisciplinary
software
engineering
courses
into
the
education curriculum can build up basic skills, some expertise is
domain-specific and requires interinstitutional training activities. Furthermore, there exist no financial incentives for creating
software-specific documentation and tutorials nor to provide
other forms of support. Requirements Requirements
Sustainable funding for research software boils down to
funding the four main pillars enabling sustainable soft-
ware development: (1) Personnel with expertise in research
software
development;
(2)
Infrastructure
for
developing,
testing,
validating,
and
benchmarking
research
software;
(3) Training in software design and sustainable software
development; and (4) Community management and events for
creating synergies between research groups and software efforts. Another
recommendation
is
aimed
at
decision
makers
concerning recruitment for academic positions: broaden the Page 11 of 34 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 to decide which software to sustain? may be entitled for
sustained funding as long as they live up to the standards and
remain a central component of the research landscape. Which infrastructure is needed to sustain research
software? As the hal9k community grows, so does the need for
infrastructure. Kim and her team collaborate with the National
RSE Consortium to set up hal9k on the Consortium’s distributed
TigHub instance and organize world-wide access to it via
the NRSEC-AAI federation. Going forward, the Consortium’s
Research Software Hub - a registry and Software Heritage
Archive-based long-term repository for research software
on a national level - ingests hal9k releases with complete
metadata: citation information, the hal9k provenance graph and
computational environment information, ORCID iDs, etc. and
provides its own DOIs for versions under a concept (umbrella)
DOI. The community reviews all code and documentation
changes that are contributed to hal9k via the central TigHub
instance. The Hub’s CI system Alfred builds, tests, and pushes
new releases automatically to the registered supercomputing
clusters. Community efforts become better and more
streamlined by the day, as research software development
training is now offered as part of most curricula, and skilled
RSEs are now much easier to find and hire by research
institutions. While the creation of research software communities is one
major asset in sustaining research software technology, promot-
ing this process requires the installation of new funding instru-
ments. Traditionally, research grants are limited to rather short
time frames and support personnel, material, hardware, and
to a limited degree also travel and research visits. Creating a
research software community however requires funding for
community and training events as well as “virtual hardware”
such as webspace, versioning systems, task-managing systems,
and compute cycles. These demands can hardly be met without
third-party funding45,80–82. Recommendation: creation of adequate funding
schemes Funding is a crucial factor for sustaining research software. Currently available sources and instruments are not adequately
shaped for the challenges and solutions outlined above. We recommend actions on the individual, organizational, and
national level. Project management tools Research software is developed by individual researchers,
in small teams within a single institution, or in larger teams
distributed across multiple institutions. In particular if software
development is distributed across institutions, there exists an
urgent need for frameworks and tools enabling collaborative
code development, software feature planning, and software
management. As research software development typically includes
bleeding-edge research and in some cases development that the
researchers do not want to disclose for a certain time to preserve
intellectual property, distributed research software development Research software is developed by individual researchers,
in small teams within a single institution, or in larger teams
distributed across multiple institutions. In particular if software
development is distributed across institutions, there exists an
urgent need for frameworks and tools enabling collaborative
code development, software feature planning, and software
management. As research software development typically includes
bleeding-edge research and in some cases development that the
researchers do not want to disclose for a certain time to preserve
intellectual property, distributed research software development Existing project-focused funding instruments on the local,
national, and international level need to be complemented with
funding instruments specifically designed for research soft-
ware development and sustained research software maintenance
to make research software a first class citizen in the research
landscape. For example, software projects enhancing research
and fulfilling the sustainability criteria detailed in section How Page 12 of 34 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 also needs a global Authentication and Authorization Infrastruc-
ture (AAI). We recommend the development and/or deployment
of tools for distributed software development and software man-
agement as central research infrastructure. An important aspect
in this context is the cataloging of research software to reduce
the duplication of development efforts. This can efficiently be
realized by promoting the registration of all research software
with a unique identifier and developing a tool that allows to
explore the research software landscape. Research software
contributors should have an ORCID iD to be uniquely iden-
tifiable and referable. While some funding for such tools and
software repositories is emerging (e.g. the bio.tools catalogue
of bioinformatics tools funded as part of the European ELIXIR
project83), a standardized extension of such efforts to the RSE
community as a whole is necessary. However, as the experi-
ences from ELIXIR demonstrate, this is a non-trivial effort
that requires significant dedicated and long-term funding. Developer training, motivation, and knowledge
exchange As elaborated, training in sustainable software development is key
to achieve sustainability in research software. At the same time,
it is not clear how such training should be facilitated and insti-
tutionalized. Furthermore, for deriving software quality stand-
ards, evaluating the quality of software, and providing a code
review service, central resources are necessary that individuals
and groups in the research software landscape can draw from. Especially in interdisciplinary environments, it would be
helpful to have access to a meta software repository index,
similar to what re3data86 does for research data repositories. We
recommend the creation of such a meta index covering
important (disciplinary) software indexes in order to ease
discovery of relevant software locations. Evaluation of discovered
software is an unsolved problem. Here, anonymous telemetry of
usage may provide information for the selection of relevant
software. Publishing software, their dependencies, and envi-
ronment in containers may also ease evaluation and further
reuse. These suggestions require significant investment in
longterm infrastructure. When publishing research software
it is recommended to make use of integration schemes like
GitHub with Zenodo or local GitLab instances with publica-
tion platforms. Such indices and publication outlets may benefit
national federated research indexing & archiving systems,
similar to the hierarchy of library catalogs87. We consider Software Carpentry and similar efforts like the
creation of the Data Science Academy HIDA in the Helmholtz
Association of German Research Centers helpful solutions
to exchange and distribute knowledge. Local chapters of RSE
groups and (inter-)national conferences will further foster
networking and community building. We strongly recommend
the creation of a national Software Sustainability Institute
(involving funded positions to establish web platforms and
training material) similar to the UK Software Sustainability
Institute (SSI), which serves as a national contact for all aspects
related to research software. The UK SSI also publishes best
practice guidelines for research software engineering. Project management tools We consider GitLab or GitHub as collaborative working envi-
ronments and repositories like Zenodo appropriate publica-
tion platforms, because the latter mint DOIs, allow versioning
and are publicly funded for long-term access. GitHub, Figshare,
and Mendeley Data are examples of commercial enterprises
with business cases in the background, which leverage
research results. Besides the aforementioned metadata standards,
it is advisable to document source code, e.g. using MarkDown
(with Doxygen tooling). Metadata and citations play a role in
beneficial tools like PIDgraph, DataCite.org, CrossRef, which
utilize Persistent Identifiers (PIDs) like DOIs. Another solu-
tion to discovery are (mostly) disciplinary software indices
like swMATH or the Astronomy Source Code Library as
well as language focused systems like CRAN for R. Most of
them started as national endeavors and became platforms of
global importance. For Germany, we assume that the Nationale
Forschungsdateninfrastruktur (NFDI) will put effort into creat-
ing or supporting discovery platforms at a central point that ease
information retrieval. At the same time, all stakeholders should
be aware of and counteract potential institutional “fear” of
losing “their” data, software, and intellectual property. Developer training, motivation, and knowledge
exchange Research software discovery and publication This means that in most cases of
employed software developers and research staff, the institu-
tion holds the rights of use for the software work. This is not
automatically the case for students, freelancers, and individual
external cooperation partners. Employment and service con-
tracts with contributors could contain regulations regarding
the transfer of rights of use. For researchers who conduct free
research not subject to directives, in Germany the constitution
guarantees freedom of research so that the rights of use for
their work remains initially with the natural person. In addition
to the rights of the people directly involved, other rights of third
parties may also be relevant. Existing source code (e.g., other
Free/Libre Open Source Software (FLOSS)), external libraries,
and contributions from institutional cooperation partners are
published and provided under certain licenses and their condi-
tions must be observed (which, due to incompatibilities even
among FLOSS licenses, may well mean that individually reusable
pieces of software cannot be reused together or in a new con-
text). The nature of research careers often brings additional
complications to the chain of rights. It happens that research-
ers take their software with them when they change institu-
tions and develop it further during their career. Here, the former
employer may be entitled to some rights of use. In third-party
funded projects, in particular with industry but also with public
funding, rules regarding rights of use are often defined. Last but not least, the software can also be affected by other
(intellectual) property rights such as patents or trademarks. Software itself is usually not patentable but it may imple-
ment a technical invention covered by patents. When using or
distributing such software, an additional matching patent
license may be necessary. Licenses exist (for example: GNU
GPL v3) which automatically grant related patent licenses
while using the software license. That should be considered
when exploitation of the patent is planned. There are both local and global approaches to software con-
servation. One solution to keep the software in an executable
state by preserving its context and runtime environment is to
use containers such as Docker. However, to archive the Docker
containers, additional metadata should be added and stored
with the software in an archive container format that allows
exchange between repositories and exit strategies, such as the
BagIt container format88. Research software discovery and publication Application or platform conservation
is also achieved by conservational efforts where unmaintain-
able (virtual) machines are sandboxed to keep the platform in
a secure but running state. Other notable efforts in this direction
include for example Singularity and Guix HPC. Another threat
is losing project repositories on global platforms like Github
or BitBucket. Here, global platforms like Software Heritage
harvest those repositories and prevent loss by long-term archiving. Research software discovery and publication needed to reproduce results, they should also be archived with
the software or the publication. Specialized and unique hard-
ware like high performance computing resources can be part
of the runtime environment, which may not be accessible in the
future. To overcome this, an emulation of hardware may be a
(challenging) solution. Emulation involves the encapsulation
and distribution of the complete hardware and software stacks,
including the operating system and driver interdependencies. This can result in intellectual property issues when offered as a
service. Challenges and clarifications
Clarification of rights. Software development is a creative
activity. The main relevant law governing legal aspects is there-
fore the copyright law. It regulates the rights and obligations of the
parties involved. Chapter 8 of the German Act on Copyright and
Related Rights (UrhG) contains specific provisions applicable to
computer programs and is based on the EU computer programs
directive. Copyright law protecting the creator of software in
similar ways exist in nearly all legal systems. It is impor-
tant for the identification of rights that software, in the sense of
(German) law, includes not only the source code but also the
design materials89. The challenge in the use, distribution, and
commercialization of software is to determine the chain of
rights and to identify all right holders. The owner of the copy-
right is not necessarily the owner of the right of use. For Ger-
many, the Copyright Act regulates the rights for employment
relationships90. In such cases, the right of use is automatically
transferred to the employer. This means that in most cases of
employed software developers and research staff, the institu-
tion holds the rights of use for the software work. This is not
automatically the case for students, freelancers, and individual
external cooperation partners. Employment and service con-
tracts with contributors could contain regulations regarding
the transfer of rights of use. For researchers who conduct free
research not subject to directives, in Germany the constitution
guarantees freedom of research so that the rights of use for
their work remains initially with the natural person. In addition
to the rights of the people directly involved, other rights of third
parties may also be relevant. Research software discovery and publication Existing source code (e.g., other
Free/Libre Open Source Software (FLOSS)), external libraries,
and contributions from institutional cooperation partners are
published and provided under certain licenses and their condi-
tions must be observed (which, due to incompatibilities even
among FLOSS licenses, may well mean that individually reusable
pieces of software cannot be reused together or in a new con-
text). The nature of research careers often brings additional
complications to the chain of rights. It happens that research-
ers take their software with them when they change institu-
tions and develop it further during their career. Here, the former
employer may be entitled to some rights of use. In third-party
funded projects, in particular with industry but also with public
funding, rules regarding rights of use are often defined. Last but not least, the software can also be affected by other
(intellectual) property rights such as patents or trademarks. Software itself is usually not patentable but it may imple-
ment a technical invention covered by patents. When using or
distributing such software, an additional matching patent
license may be necessary. Licenses exist (for example: GNU
GPL v3) which automatically grant related patent licenses
while using the software license. That should be considered
when exploitation of the patent is planned. Liability Iss es of
arrant
and liabilit
for fa lt
soft are m st Challenges and clarifications
Clarification of rights. Software development is a creative
activity. The main relevant law governing legal aspects is there-
fore the copyright law. It regulates the rights and obligations of the
parties involved. Chapter 8 of the German Act on Copyright and
Related Rights (UrhG) contains specific provisions applicable to
computer programs and is based on the EU computer programs
directive. Copyright law protecting the creator of software in
similar ways exist in nearly all legal systems. It is impor-
tant for the identification of rights that software, in the sense of
(German) law, includes not only the source code but also the
design materials89. The challenge in the use, distribution, and
commercialization of software is to determine the chain of
rights and to identify all right holders. The owner of the copy-
right is not necessarily the owner of the right of use. For Ger-
many, the Copyright Act regulates the rights for employment
relationships90. In such cases, the right of use is automatically
transferred to the employer. Research software discovery and publication Software preservation aims to extend the lifetime of software that
is no longer actively maintained. There are different approaches,
which vary in the effort required and the likelihood of success. Software archiving is one important aspect of software pres-
ervation: the process of storing a copy of a software package
so that it may be referred to in the future. The publication of a
certain software version for reference in research articles
requires simple ways to archive research software on a long-term
basis. Furthermore, its integration with collaborative software
development environments such as GitLab or GitHub and with
publication repositories is needed to facilitate archiving of
referenced software versions based on sustainable frameworks
(e.g. Invenio for GitHub to Zenodo integration). Proper software publication and possibilities for the commu-
nity to find existing software solutions for a given problem
are a prerequisite to optimally exploit synergies and avoid
redundant development. However, we observe that today, many
funding proposals lack a thorough state-of-the-art report of
software that could possibly be reused. This is most often
caused by insufficient information retrieval strategies, lack of
knowledge about relevant repositories, and an abundance of
locations where software is collaboratively developed and
stored84. Discovery requires publication in a globally accessible
location
with
appropriate
metadata,
e.g. Citation
File
Format (CFF)85 and CodeMeta. Comprehensive metadata
(e.g. contributors, contact, keywords, linked publications, etc.)
and publishing platforms have to enable persistent citing, which
in turn benefits research evaluation. Selection and curation
of software (probably by a data/software librarian) for publication
and discovery are certainly challenging. A challenge for software archiving is the need to (ideally)
preserve the runtime environment and all dependencies of the
software. This could improve reproducibility, especially when
running the software in its original state. If research data are Page 13 of 34 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 needed to reproduce results, they should also be archived with
the software or the publication. Specialized and unique hard-
ware like high performance computing resources can be part
of the runtime environment, which may not be accessible in the
future. To overcome this, an emulation of hardware may be a
(challenging) solution. Emulation involves the encapsulation
and distribution of the complete hardware and software stacks,
including the operating system and driver interdependencies. This can result in intellectual property issues when offered as a
service. F1000Research 2021, 9:295 Last updated: 28 JAN 2021 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 Ideas for solutions Ideas for solutions presented, and (if not implemented yet) develop the software
policy of the research performing organization. As an example,
with the help of on-boarding processes performed by the
research software task force, RSEs should be able to keep
the clearance of rights as simple as possible right from the
start. This helps to avoid that - out of uncertainty and fear
to make a legal mistake - some research groups end up not
choosing any license at all, which may hinder reuse of the
software. We suggest that the local task forces build a network
with the other research performing organizations for exchange
of ideas but also for generating a bottom-up strategy to organ-
ize RSE standards for Germany and beyond and possibly be
the origin of the aforementioned software sustainability institute. In order to meet the legal challenges mentioned, it is abso-
lutely necessary for the software developer (team) to document
the rights chain comprehensively during the software devel-
opment (one possible solution is presented in the accompa-
nying report91). Contributions of individual persons must be
traceable and their (labor law) status must be named. At best,
contracts with rules on the transfer of rights of use should
be concluded before work begins. Declarations of assign-
ment of rights can be made for existing works. License
conditions for external contributions must be evaluated with
regard to further rights of use and possible sub-licensing. Contracts and funding conditions must be conscientiously
documented and analyzed with regard to rules on rights of
use. In case that different parts of the software are based
on different conditions and rights of third parties, individ-
ual modules of the new software could be published under
different licenses and merged accordingly. Conclusionsi We find that the research software ecosystem is notoriously
lacking resources despite its strategic importance. If funding
and support does not improve, the success story of science based
on academic research software may be at stake. We recom-
mend the installation of infrastructure that enables sustainable
software development including platforms for collaboration,
continuous
integration,
testing,
discovery,
and
long-term
preservation. We suggest the establishment of a nationwide
institution similar to the Software Sustainability Institute (SSI)
to provide project consulting and code review services as well
as sustainable software development training. We think that
sustainable software development should become an integral
component of the universities’ teaching curriculum. We
encourage the research funding bodies to reflect the licensing
models for academic software development, and to decide
whether the “public money, public code” paradigm justifies the
requirement that all publicly funded software has to be publicly
available under a Free/Libre Open Source Software (FLOSS)
license. Ultimately, we strongly advise the implementation of
funding schemes for sustainably supporting the development
and maintenance of research software based on clear and
transparent criteria, for creating incentives to produce high
quality community software, and for enabling career paths as
research software engineer (RSE). A national research software sustainability institute could be
established. This institute supports local research software task
forces and thereby respective researchers and research teams
in the licensing of research software and related legal issues. For this purpose, a legal help desk will be set up, to which all
members of their respective research performing organization
can apply. Such a legal help desk should be seen as an infra-
structural investment to avoid any uncertainty about re-use of
existing research software and to support research-friendly
licensing. If researchers want to publish the research software
under a Free/Libre Open Source Software (FLOSS) license,
the organization could bundle the necessary rights beforehand. This is particularly useful when teams of researchers, often
international, write software. In addition, the sustainability
institute may serve as a one-stop-shop for the licensing of
research software. Glossary general public Lay people that do not necessarily have specific
insight regarding a research domain. geopolitical units Governed public units, ranging from
cities and councils, over federal states and countries, up to
political unions such as the EU. In the context of this paper, the
discussion usually focuses on the larger units (countries and
political unions). Legal aspects More and more industrial partners enter the hal9k community,
and they bring their lawyers. Together with UofA’s research
software task force, the RSE team, the researchonomy institute,
the corporate lawyers, and community representatives,
Kim decides to create a foundation to govern hal9k and its
environment: the Fullest Possible Use Foundation for Open
Researchonomy, funded by the Ministry of Research and
Education and a consortium of corporate partners. As a first
step, they re-license hal9k under the OSI-approved MIT license. A common situation in research software creation is that the
developer has no knowledge or awareness of legal aspects and
therefore did not consider them early enough. As seen in Kim’s
example, re-licensing later in the project can be not only legally,
but also organizationally very tricky, in particular for projects
which developed over many years and involved many contribu-
tors from different organizations. Thus, we think the main legal
demands for research software development are raising aware-
ness and empowering all levels of responsible persons in
academia (from researchers and RSEs over PIs to research
performing organizations and research funding organizations)
in legal aspects. This will hopefully lead to a general legal cer-
tainty before, during, and after the research software develop-
ment process and thus enable better options for collaborations
between universities, non-commercial research institutions, and
other national or international partners. Legal aspects always
have to be considered regarding the relevant jurisdiction. Though similar issues arise in all jurisdictions, the follow-
ing will focus on the European and specifically German legal
framework. Liability. Issues of warranty and liability for faulty software must
be taken into account. We consider the possibilities of contrac-
tual limitation of liability in licenses. Full exclusions of liability
are generally invalid in the German law. Limitations of
liability usually depend on the form of distribution: The limitation
options are larger if the rights of use are granted free of charge,
e.g. provision “as is” as defined, e.g. in the BSD 3-clause license. Page 14 of 34 Recommendations We see it as an essential part of the sustainability of research
to enable the free distribution of research software. There are
a variety of open source software licensing models (ranging
from permissive to copyleft; for further information, see
tldrlegal, the ifrOSS Lizenz-Center, or Morin et al., 201248). The use of an FSF- or OSI-approved FLOSS license for
example would enable a truly free model and also reduce
legal issues. We recommend that research funding organiza-
tions such as the DFG discuss if they expect publishing all
funded software under these licenses, following the paradigm
of “public money, public code”. If licenses such as Apache
or MIT are applied, the research institutions may later still
commercialize the software if appropriate. Such open source
licensing is also beneficial for start-ups that intend to provide
professional services for the software. Glossary
domain researchers The people doing the research to advance
knowledge in a field. References Research Software. arXiv: 1908.05986. 2019. Reference Source
12. Lamprecht AL, Garcia L, Kuzak M, et al.: Towards FAIR principles for research
software. Data Sci. 2019; 3(1): 37–59. Publisher Full Text
13. Katerbow M, Feulner G: Recommendations on the development,use and
provision of Research Software. 2018. Publisher Full Text
14. Scheliga K, Pampel H, Konrad U, et al.: Dealing with research software:
Recommendations for best practices. Helmholtz Open Science Coordination
Office. 2019. Publisher Full Text
15. Hatton L: The Chimera of Software Quality. Computer. 2007; 40(8): 104–103. Publisher Full Text
16. Chang G, Roth CB, Reyes CL, et al.: Retraction. Science. 2006; 314(5807):
1875–1875. PubMed Abstract | Publisher Full Text
17. Matthews BW: Five retracted structure reports: inverted or incorrect? Protein Sci. 2007; 16(6): 1013–1016. PubMed Abstract | Publisher Full Text | Free Full Text
18. Kanewala U, Bieman JM: Techniques for testing scientific programs without
an oracle. In: 2013 5th International Workshop on Software Engineering for
Computational Science and Engineering (SE-CSE). 2013; 48–57. Reference Source
19. Vogel T, Druskat S, Scheidgen M, et al.: Challenges for Verifying and
Validating Scientific Software in Computational Materials Science. In:
International Workshop on Software Engineering for Science. 2019; 25–32. Publisher Full Text
20. Smith AM, Katz DS, Niemeyer KE, et al.: Software Citation Principles. PeerJ
Comput Sci. 2016; 2: e86. Publisher Full Text
21. Merali Z: Computational science: ...Error. Nature. 2010; 467(7317): 775–777. PubMed Abstract | Publisher Full Text 1. The Event Horizon Telescope Collaboration, Akiyama K, Alberdi A, et al.:
First M87 Event Horizon Telescope Results. IV. Imaging the Central
Supermassive Black Hole. Astrophys J. 2019; 875(1): L4. Publisher Full Text
2. Nowogrodzki A: How to support open-source software and stay sane. Nature. 2019; 571(7763): 133–134. PubMed Abstract | Publisher Full Text
3. Philippe O, Hammitzsch M, Janosch S, et al.: softwaresaved/international-
survey: Public release for 2018 results. 2019. Publisher Full Text
4. Hirsch JE: An index to quantify an individual’s scientific research output. Proc Natl Acad Sci U S A. 2005; 102(46): 16569–16572. PubMed Abstract | Publisher Full Text | Free Full Text
5. Bangerth W, Heister T: Quo Vadis, Scientific Software? SIAM News. 2014; 47(1):
8. Reference Source
6. Prins P, de Ligt J, Tarasov A, et al.: Toward effective software solutions for big
biology. Nat Biotechnol. 2015; 33(7): 686–687. PubMed Abstract | Publisher Full Text
7. Richardson C, Croucher M: Research Software Engineer: A New Career
Track? 2018. 1.
The Event Horizon Telescope Collaboration, Akiyama K, Alberdi A, et al.:
First M87 Event Horizon Telescope Results. IV. Imaging the Central
Supermassive Black Hole. Astrophys J. 2019; 875(1): L4.
Publisher Full Text independent (open source) developers Project-external soft-
ware developers who are not employed by the institution(s)
carrying out the project. independent (open source) developers Project-external soft-
ware developers who are not employed by the institution(s)
carrying out the project. Also for legal aspects, we believe it is important that all
(German) research performing organizations install a research
software task force, especially in light of the new DFG Code
of Conduct. Besides organization and bundling of techni-
cal and infrastructural support for local RSEs and researchers
(see previous sections), this group should organize a local legal
help desk, organize educational offers e.g. for the legal topics industry Companies conducting research or profit from
available academic research software which they can directly
or indirectly apply to their field. Page 15 of 34 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 infrastructure units Computing centers of research bodies
such as universities and other research centers, as well as high-
performance computing facilities. Data availability
Underlying data
No underlying data are associated with this article. libraries (also registries, indices) Infrastructure units of
research bodies such as universities, or independent organi-
zations, which gather research outputs and their structured
metadata, and provide indices, search, etc. Extended data
Decision trees and documentation templates for the legal topics
are available on Zenodo91: doi: 10.5281/zenodo.4327147 research funding organizations Public research funding
bodies but potentially also companies, foundations, associations,
etc. Author information research leaders Heads of research groups, such as professors
and other people with staff responsibility. We are a group of software-providing researchers, RSEs,
and infrastructural as well as legal supporters. Initially,
a group of representatives of funded projects of funded
projects of the first DFG sustainability call met during the
first German RSE conference (deRSE19) in June 2019 in
a grass-roots workshop on sustainable research software
addressing the software-based research community. During
this workshop, we realized that a lot of valuable experience
and good ideas are present in the group, and we decided to start
working on this paper together with other interested practition-
ers. We followed the generous invitation of the DFG for the
above-mentioned two-day meeting at the Robert Koch Institute in
Berlin in November 2019 to sharpen the focus of this
paper. research
performing
organizations
Research
groups,
departments,
faculties,
research
institutions
(universities,
national labs, cross-institutional research groups, etc.), umbrella
organizations,
such
as
Helmholtz-Gemeinschaft
Deutscher
Forschungszentren, Max-Planck-Gesellschaft zur Förderung der
Wissenschaften, Leibniz-Gemeinschaft, etc. research software engineers (RSEs) People creating and
maintaining
research
software;
this
group
ranges
from
research-focused software developers, to software engineers
with a focus on research; other definitions include other roles,
such as research software managers. References Reference Source
8. Cohen J, Katz DS, Barker M, et al.: The Four Pillars of Research Software
Engineering. IEEE Software. 2020; 38(1): 97–105. Publisher Full Text
9. Brett A, Croucher M, Haines R, et al.: Research Software Engineers: State of
the Nation Report 2017. 2017. Publisher Full Text
10. Wilkinson MD, Dumontier M, Aalbersberg IJ, et al.: The FAIR Guiding Principles
for scientific data management and stewardship. Sci Data. 2016; 3(1):
160018. PubMed Abstract | Publisher Full Text | Free Full Text
11. Hasselbring W, Carr L, Hettrick S, et al.: FAIR and Open Computer Science 12. Lamprecht AL, Garcia L, Kuzak M, et al.: Towards FAIR principles for research
software. Data Sci. 2019; 3(1): 37–59. Publisher Full Text 2. Nowogrodzki A: How to support open-source software and stay sane. Nature. 2019; 571(7763): 133–134. 13. Katerbow M, Feulner G: Recommendations on the development,use and
provision of Research Software. 2018. Publisher Full Text 3. Philippe O, Hammitzsch M, Janosch S, et al.: softwaresaved/international-
survey: Public release for 2018 results. 2019. Publisher Full Text 14. Scheliga K, Pampel H, Konrad U, et al.: Dealing with research software:
Recommendations for best practices. Helmholtz Open Science Coordination
Office. 2019. Publisher Full Text 4. Hirsch JE: An index to quantify an individual’s scientific research output. Proc Natl Acad Sci U S A. 2005; 102(46): 16569–16572. PubMed Abstract | Publisher Full Text | Free Full Text 15. Hatton L: The Chimera of Software Quality. Computer. 2007; 40(8): 104–103. Publisher Full Text 5. Bangerth W, Heister T: Quo Vadis, Scientific Software? SIAM News. 2014; 47(1):
8. Reference Source 16. Chang G, Roth CB, Reyes CL, et al.: Retraction. Science. 2006; 314(5807):
1875–1875. PubMed Abstract | Publisher Full Text 6. Prins P, de Ligt J, Tarasov A, et al.: Toward effective software solutions for big
biology. Nat Biotechnol. 2015; 33(7): 686–687. PubMed Abstract | Publisher Full Text 21. Merali Z: Computational science: ...Error. Nature. 2010; 467(7317): 775–777. PubMed Abstract | Publisher Full Text 21. Merali Z: Computational science: ...Error. Nature. 2010; 467(7317): 775–777. PubMed Abstract | Publisher Full Text Page 16 of 34 Page 16 of 34 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 22. Barnes N: Publish your computer code: it is good enough. Nature. 2010;
467(7317): 753. PubMed Abstract | Publisher Full Text 46. References Loewe A, Seemann G, Wülfers EM, et al.: SuLMaSS - Sustainable Lifecycle
Management for Scientific Software. E-Science-Tage 2019: Data to
Knowledge. 2019. Publisher Full Text 23. Tse H: Computer code: more credit needed. Nature. 2010; 468(7320): 37. PubMed Abstract | Publisher Full Text 24. Hafer L, Kirkpatrick AE: Assessing Open Source Software As a Scholarly
Contribution. Commun ACM. 2009; 52(12): 126–129. Publisher Full Text 47. Druskat S, Krause T, Lüdeling A, et al.: Infrastrukturstrategien für
nachhaltige Forschungssoftware in befristeten Projekten. deRSE19 -
Conference for Research Software Engineers in Germany. Potsdam, Germany. 2019. 25. Howison J, Bullard J: Software in the Scientific Literature: Problems with
Seeing, Finding, and Using Software Mentioned in the Biology Literature. J Assoc Inf Sci Technol. 2016; 67(9): 137–2155. Publisher Full Text Publisher Full Text 48. Morin A, Urban J, Sliz P: A Quick Guide to Software Licensing for the
Scientist-Programmer. PLoS Comput Biol. 2012; 8(7): e1002598. PubMed Abstract | Publisher Full Text | Free Full Text 26. Li K, Yan E, Feng Y: How Is R Cited in Research Outputs? Structure, Impacts,
and Citation Standard. J Informetr. 2017; 11(4): 989–1002. Publisher Full Text 49. Katz DS, Ramnath R: Looking at Software Sustainability and Productivity
Challenges from NSF. 2015. arXiv: 1508.03348. Reference Source 27. Li K, Chen PY, Yan E: Challenges of measuring software impact through
citations: An examination of the lme4 R package. J Informetr. 2019; 13(1):
449–461. f
S 50. DFG: Nachhaltigkeit von Forschungssoftware. 2016. Reference Source Publisher Full Text 58. Hasselbring W, Carr L, Hettrick S, et al.: From FAIR research data toward FAIR
and open research software. it - Information Technology. 2020; 62(1): 39–47. Publisher Full Text 35. Venters CC, Jay C, Lau LMS, et al.: Software Sustainability: The Modern Tower
of Babel. ����
In: Proceedings of the Third International Workshop on Requirements
Engineering for Sustainable Systems Co-Located with 22nd International Conference
on Requirements Engineering (RE 2014), Karlskrona, Sweden: CEUR-WS. 2014;
1216: 7–12. Reference Source 59. https://www.acm.org/publications/policies/artifact-review-badging. 60. Schlauch T, Meinel M, Haupt C: DLR Software Engineering Gui 60. Schlauch T, Meinel M, Haupt C: DLR Software Engineering Guidelines. Deutsches Zentrum für Luft- und Raumfahrt (DLR). 2018. Publisher Full Text 61. Gomez-Diaz T, Recio T: On the evaluation of research software: the CDUR
procedure [version 2; peer review: 2 approved]. F1000Res. 2019; 8: 1353. PubMed Abstract | Publisher Full Text | Free Full Text 36. Goble C: Better Software, Better Research. IEEE Internet Comput. 2014; 18(5):
4–8. Publisher Full Text 62. Fehr J, Heiland J, Himpe C, et al.: Best practices for replicability,
reproducibility and reusability of computer-based experiments
exemplified by model reduction software. AIMS Mathematics. 2016; 1(3):
261–281. 37. Druskat S: A Proposal for the Measurement and Documentation of
Research Software Sustainability in Interactive Metadata Repositories. ����
In:
Proceedings of the Fourth Workshop on Sustainable Software for Science: Practice
and Experiences (WSSSPE4), Manchester, UK: CEUR-WS. 2016; 1686. Reference Source ll Text 68. Venters CC, Capilla R, Betz S, et al.: Software sustainability: Research and
practice from a software architecture viewpoint. J Syst Software. 2018; 138:
174–188. Publisher Full Text 43. Wilson G, Bryan J, Cranston K, et al.: Good enough practices in scientific
computing. PLoS Comput Biol. 2017; 13(6): e1005510. PubMed Abstract | Publisher Full Text | Free Full Text blisher Full Text 63. Jiménez RC, Kuzak M, Alhamdoosh M, et al.: Four simple recommendations
to encourage best practices in research software [version 1; peer review: 3
approved]. F1000Res. 2017; 6: pii: ELIXIR-876. PubMed Abstract | Publisher Full Text | Free Full Text 38. Katz DS: Fundamentals of Software Sustainability. 2018. Reference Source 39. Akhmerov A, Cruz M, Drost N, et al.: Raising the Profile of Research Software:
Recommendations for Funding Agencies and Research Institutions. NWO
(The Netherlands Organisation for Scientific Research). 2019. Reference Source 64. Hsu L, Hutchison VB, Langseth ML: Measuring sustainability of seed-funded
earth science informatics projects. PLoS One. 2019; 14(10): e0222807. PubMed Abstract | Publisher Full Text | Free Full Text 40. Casties R, Czmiel A, Damerow J, et al.: DH Research Software Engineers - For
We Are Many. 2019. Reference Source 65. Jackson M, Crouch S, Baxter R: Software Evaluation Guide. 2019. Reference Source 66. rOpenSci; Anderson B, Chamberlain S, et al.: Software Peer Review, Why? What? In: rOpenSci Packages: Development, Maintenance, and Peer Review
Zenodo. 2019. Publisher Full Text 41. Wilson G, Aruliah DA, Brown CT, et al.: Best practices for scientific computing. PLoS Biol. 2014; 12(1): e1001745. PubMed Abstract | Publisher Full Text | Free Full Text 45.
Kuchinke W, Ohmann C, Stenzhorn H, et al.: Ensuring sustainability of
software tools and services by cooperation with a research infrastructure. ource 57. Hong NC: Minimal information for reusable scientific software. In: 2nd
Workshop on Sustainable Software for Science: Practice and Experiences (WSSSPE2). 2014. Publisher Full Text 34. Vandewalle P: Code Sharing Is Associated with Research Impact in Image
Processing. Comput Sci Eng. 2012; 14(4): 42–47. Publisher Full Text ublisher Full Text 42. Stodden V, Miguez S: Best Practices for Computational Science: Software
Infrastructure and Environments for Reproducible and Extensible
Research. J Open Res Softw. 2014; 2(1): e21. Publisher Full Text 67. Lee BD: Ten simple rules for documenting scientific software. PLoS Comput
Biol. 2018; 14(12): e1006561. PubMed Abstract | Publisher Full Text | Free Full Text erence Source 51. DFG: Qualitätssicherung von Forschungssoftware durch ihre nachhaltige
Nutzbarmachung. 2019. Reference Source 28. Park H, Wolfram D: Research software citation in the Data Citation Index:
Current practices and implications for research software sharing and
reuse. J Informetr. 2019; 13(2): 574–582. Publisher Full Text 52. Chan Zuckerberg Initiative: Essential Open Source Software for Science. Reference Source 29. Pan X, Yan E, Cui M, et al.: How Important Is Software to Library
and Information Science Research? A Content Analysis of Full-Text
Publications. J Informetr. 2019; 13(1): 397–406. Publisher Full Text 53. Rodríguez-Sánchez F, Marwick B, Lazowska E, et al.: Academia’s failure to
retain data scientists. Science. 2017; 355(6323): 357–358. PubMed Abstract | Publisher Full Text 30. Doerr A, Rusk N, Vogt N, et al.: Giving Software Its Due. Nat Methods. 2019;
16(3): 207–207. PubMed Abstract | Publisher Full Text 54. Katz DS, Druskat S, Haines R, et al.: The State of Sustainable Research
Software: Learning from the Workshop on Sustainable Software for Science:
Practice and Experiences (WSSSPE5.1). J Open Res Softw. 2019; 7(1): 11. Publisher Full Text 31. Druskat S: Software and Dependencies in Research Citation Graphs. Comput
Sci Eng. 2020; 22(2): 8–21. Publisher Full Text | Free Full Text 55. Druskat S, Katz DS: Mapping the Research Software Sustainability Space. In: 2018 IEEE 14th International Conference on E-Science (e-Science). 2018; 25–30. Publisher Full Text 32. Katz DS, Bouquin D, Hong NP, et al.: Software Citation Implementation
Challenges. arXiv: 1905.08674. 2019. Reference Source 56. Ye Y, Boyce RD, Davis MK, et al.: Open Source Software Sustainability Models:
Initial White Paper from the Informatics Technology for Cancer Research
Sustainability and Industry Partnership Work Group. 2019. Reference Sourcei 33. Resnik DB, Morales M, Landrum R, et al.: Effect of impact factor and
discipline on journal data sharing policies. Account Res. 2019; 26(3):
139–156. PubMed Abstract | Publisher Full Text | Free Full Text Publisher Full Text 69. SSI: Writing and using a software management plan. 2019. Reference Source 44. Li K, Lin X, Greenberg J: Software Citation, Reuse and Metadata
Considerations: An Exploratory Study Examining LAMMPS. Proc Assoc Infor
Sci Tech. 2016; 53(1): 1–10. Publisher Full Text 70. Johanson A, Hasselbring W: Software engineering for computational
science: Past, present, future. Comput Sci Eng. 2018; 20(2): 90–109. Publisher Full Text 45. Kuchinke W, Ohmann C, Stenzhorn H, et al.: Ensuring sustainability of
software tools and services by cooperation with a research infrastructure. 71��. Akhmerov A, Cruz M, Drost N, et al.: Making Research Software a First-Class Page 17 of 34 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 81. Aartsen W, Peeters P, Wagers S, et al.: Getting Digital Assets from Public-
Private Partnership Research Projects through “The Valley of Death,” and
Making Them Sustainable. Front Med (Lausanne). 2018; 5: 65. PubMed Abstract | Publisher Full Text | Free Full Text
82. Gabella C, Durinx C, Appel R: Funding knowledgebases: Towards a
sustainable funding model for the UniProt use case [version 2; peer
review: 3 approved]. F1000Res. 2018; 6: pii: ELIXIR-2051. PubMed Abstract | Publisher Full Text | Free Full Text
83. Ison J, Rapacki K, Ménager H, et al.: Tools and data services registry: a
community effort to document bioinformatics resources. Nucleic Acids Res. 2016; 44(D1): D38–D47. PubMed Abstract | Publisher Full Text | Free Full Text
84. Struck A: Research Software Discovery: An Overview. In: 2018 IEEE 14th
International Conference on e-Science IEEE. 2018. Publisher Full Text
85. Druskat S, Spaaks JH, Chue Hong N, et al.: Citation File Format (CFF) -
Specifications. 2019. Publisher Full Text
86. re3data.org – Registry of Research Data Repositories. Publisher Full Text
87. Mönnich MW: KVK - a meta catalog of libraries. LIBER Quarterly. 2001; 11(2):
121–127. Publisher Full Text
88. Kunze J, Scancella J, Adams C, et al.: The bagIt file packaging format (v1. 0). RFC Editor. 2018; 8493. 89. Bundesministerium der Justiz und für Verbraucherschutz, § 69a subsection
(1) UrhG. 2014. Reference Source
90. Bundesministerium der Justiz und für Verbraucherschutz, § 69b UrhG. 2014. Reference Source
91. Struck A, Loewe A, Achhammer E, et al.: A Guide for Publishing, Using, and
Licensing Research Software in Germany. Zenodo. 2020. http://www.doi.org/10.5281/zenodo.4327147 81. Aartsen W, Peeters P, Wagers S, et al.: Getting Digital Assets from Public-
Private Partnership Research Projects through “The Valley of Death,” and
Making Them Sustainable. Publisher Full Text In: 2018 IEEE 14th
International Conference on e-Science IEEE. 2018. Publisher Full Text 75. Science Guide: Room for everyone’s talent. 2019. Reference Source 85. Druskat S, Spaaks JH, Chue Hong N, et al.: Citation File Format (CFF) -
Specifications. 2019. Publisher Full Text 76. Carver JC, Hong NPC, Thiruvathukal GK: Software engineering for science. CRC Press, 2016; 274. Reference Source 77. Iaffaldano G, Steinmacher I, Calefato F, et al.: Why do developers take breaks
from contributing to OSS projects? A preliminary analysis. arXiv: 1903.09528. 2019. Reference Source 87. Mönnich MW: KVK - a meta catalog of libraries. LIBER Quarterly. 2001; 11(2):
121–127. Publisher Full Text 87. Mönnich MW: KVK - a meta catalog of libraries. LIBER Quarterly. 2001; 11(2):
121–127. Publisher Full Text F1000Research 2021, 9:295 Last updated: 28 JAN 2021 Publisher Full Text Front Med (Lausanne). 2018; 5: 65. PubMed Abstract | Publisher Full Text | Free Full Text Citizen in Research. 2019. Publisher Full Text Citizen in Research. 2019. Publisher Full Text
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. Hong NC: Making Software A First-Class Citizen. 2019. Publisher Full Text
73�
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. Vereinigung der Kanzlerinnen und Kanzler der Universitäten Deutschlands:
Bayreuther Erklärung zu befristeten Beschäftigungsverhältnissen mit
wissenschaftlichem und künstlerischem Personal in Universitäten. 2019. Reference Source
74��. Katz DS, McInnes LC, Bernholdt DE, et al.: Community Organizations:
Changing the Culture in Which Research Software Is Developed and
Sustained. Comput Sci Eng. 2019; 21(2): 8–24. Publisher Full Text
75. Science Guide: Room for everyone’s talent. 2019. Reference Source
76. Carver JC, Hong NPC, Thiruvathukal GK: Software engineering for science. CRC Press, 2016; 274. Reference Source
77. Iaffaldano G, Steinmacher I, Calefato F, et al.: Why do developers take breaks
from contributing to OSS projects? A preliminary analysis. arXiv: 1903.09528. 2019. Reference Source
78. Allen A, Aragon C, Becker C, et al.: Engineering Academic Software (Dagstuhl
Perspectives Workshop 16252). Dagstuhl Manifestos 2017; 6(1): 1–20. Reference Source
79. Bundesministerium der Justiz und für Verbraucherschutz: Gesetz über
befristete Arbeitsverträge in der Wissenschaft. 2017. Reference Source
80. Chang V, Mills H, Newhouse S: From Open Source to long-term
sustainability: Review of Business Models and Case studies. In: Proceedings
of the UK e-Science All Hands Meeting 2007 University of Edinburgh/University
of Glasgow (acting through the NeSC) 2007. Reference Source 72�
����������
. Hong NC: Making Software A First-Class Citizen. 2019. Publisher Full Text 82. Gabella C, Durinx C, Appel R: Funding knowledgebases: Towards a
sustainable funding model for the UniProt use case [version 2; peer
review: 3 approved]. F1000Res. 2018; 6: pii: ELIXIR-2051. PubMed Abstract | Publisher Full Text | Free Full Text 73�
������������������������������������������������������������������������
. Vereinigung der Kanzlerinnen und Kanzler der Universitäten Deutschlands:
Bayreuther Erklärung zu befristeten Beschäftigungsverhältnissen mit
wissenschaftlichem und künstlerischem Personal in Universitäten. 2019. Reference Source 83. Ison J, Rapacki K, Ménager H, et al.: Tools and data services registry: a
community effort to document bioinformatics resources. Nucleic Acids Res. 2016; 44(D1): D38–D47. PubMed Abstract | Publisher Full Text | Free Full Text 74��. Katz DS, McInnes LC, Bernholdt DE, et al.: Community Organizations:
Changing the Culture in Which Research Software Is Developed and
Sustained. Comput Sci Eng. 2019; 21(2): 8–24. Publisher Full Text 84. Struck A: Research Software Discovery: An Overview. Version 2 © 2021 Hasselbring W. This is an open access peer review report distributed under the terms of the Creative
Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium,
provided the original work is properly cited. https://doi.org/10.5256/f1000research.25640.r62872 © 2020 Bast R. This is an open access peer review report distributed under the terms of the Creative Commons
Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the
original work is properly cited. Open Peer Review Current Peer Review Status: sher Full Text 78. Allen A, Aragon C, Becker C, et al.: Engineering Academic Software (Dagstuhl
Perspectives Workshop 16252). Dagstuhl Manifestos 2017; 6(1): 1–20. Reference Source 88. Kunze J, Scancella J, Adams C, et al.: The bagIt file packaging format (v1. 0). RFC Editor. 2018; 8493. 89. Bundesministerium der Justiz und für Verbraucherschutz, § 69a subsection
(1) UrhG. 2014. Reference Source 79. Bundesministerium der Justiz und für Verbraucherschutz: Gesetz über
befristete Arbeitsverträge in der Wissenschaft. 2017. Reference Source 90. Bundesministerium der Justiz und für Verbraucherschutz, § 69b UrhG. 2014. Reference Source 80. Chang V, Mills H, Newhouse S: From Open Source to long-term
sustainability: Review of Business Models and Case studies. In: Proceedings
of the UK e-Science All Hands Meeting 2007 University of Edinburgh/University
of Glasgow (acting through the NeSC) 2007. Reference Source 91. Struck A, Loewe A, Achhammer E, et al.: A Guide for Publishing, Using, and
Licensing Research Software in Germany. Zenodo. 2020. http://www.doi.org/10.5281/zenodo.4327147 Page 18 of 34 Page 18 of 34 Willi Hasselbring Software Engineering Group, Kiel University, Kiel, Germany Thanks for delivering this revised version of your opinion article. I highly appreciate that you
addressed all the concerns I had with the previous version, such that I can now fully approve your
paper! Competing Interests: No competing interests were disclosed. Reviewer Expertise: Software Engineering I confirm that I have read this submission and believe that I have an appropriate level of
expertise to confirm that it is of an acceptable scientific standard. F1000Research 2021, 9:295 Last updated: 28 JAN 2021 Open Peer Review in Germany and beyond. in Germany and beyond. They examine the current state of research software sustainability and challenges in motivating
sustainable research software development, selection criteria for funding, personnel, funding,
infrastructure, and legal aspects, and offer recommendations for addressing these challenges. These sections are accompanied and with a story using a fictional character Kim which helps to
relate these aspects to typical career stages of a research software engineer. The article is thoroughly researched, well-written, and offers an excellent overview of the
challenges when building an environment for sustainable research software. Most of the
discussed challenges and recommendations carry beyond Germany and are relevant and
transferable to other countries. elow I give few (minor) suggestions for consideration when improving the manuscript Regarding the list of challenges under "Why sustainable research software in the first place?"
(pages 5 and 6): (p g
)
Infrastructure issues: One design choice that often limits the use or usability of local
infrastructure resources is that they are often bound to institutional user accounts and thus
limit collaboration possibilities with collaborators in other institutions and countries. On the
other hand, pooling of infrastructure resources which could enable collaboration across
organizations can be limited by lack of authentication and authorization infrastructure (AAI)
or legal constraints. Later in the paper the authors indeed mention AAI (page 12) but this
could already be pointed out and connected earlier. ○ Infrastructure issues: One design choice that often limits the use or usability of local
infrastructure resources is that they are often bound to institutional user accounts and thus
limit collaboration possibilities with collaborators in other institutions and countries. On the
other hand, pooling of infrastructure resources which could enable collaboration across
organizations can be limited by lack of authentication and authorization infrastructure (AAI)
or legal constraints. Later in the paper the authors indeed mention AAI (page 12) but this
could already be pointed out and connected earlier. ○ Legal issues: Not only licensing is an issue but legal constraints or uncertainty about legal
boundaries and identity federation can also limit the deployment of infrastructure services. Often the deployment and operation of infrastructure services is given to technical teams
who may lack the legal support or expertise to clarify legal and privacy terms for the
storage of data and processing of data. Radovan Bast Radovan Bast
Department of Information Technology, UiT The Arctic University of Norway, Tromsø, Norway
In "An environment for sustainable research software in Germany and beyond: current state, open
challenges, and call for action" the authors identify challenges for research software sustainability Department of Information Technology, UiT The Arctic University of Norway, Tromsø In "An environment for sustainable research software in Germany and beyond: current state, open
challenges, and call for action" the authors identify challenges for research software sustainability Page 19 of 34 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 in Germany and beyond. Funding issues: The challenge is not only that funding is scarce but also that it does not
align well with pricing models of cloud infrastructure providers. It can be easier for research
groups to spend a larger chunk of the budget towards the end of a year for hardware
compared to pay possibly relatively modest monthly fees for a cloud service, which however
may not fit into the budget forms. These budget constraints may also limit the possibility of
pooling resources and sharing them with other research groups. Software cloud
infrastructure is often not considered at all in the proposal. There is also a resistance among
some of my research colleagues to pay 20-50 USD/ month for an infrastructure service
which is sometimes solved by reinventing the service locally "for free". Another mismatch between traditional funding models and support of software which
"must continue to exist" to be sustainable (page 5), is the experience that it can take months
or years until the software is picked up by other groups and contributions and questions
start to roll in. But by that time the funding of the project stopped, the developer (team)
may have already moved on to other positions and projects, and may not have the time to
react and help, even though they still may have interest and the knowledge. Our traditional
funding models consider the software to be "done" by the end of the project. Page 20 of 34 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 Selection criteria for "How to decide which software to sustain?" (page 9):
The authors mention "usage and impact", "software quality", as well as "maturity". But I
would like to see also "openness and transparency" among these. The reason is that we can
expect the research community to adapt to these or any metrics and we will over time
observe what we measure. Any set of metrics could be criticized as to some extent being
arbitrary but the advantage of including "openness and transparency" is that the
community as whole would benefit from such a metric [Enrico Glerean, "Responsible
conduct of research and questionable research practices", presentation, slide 471]. ○ Regarding "Who sustains research software?":
The authors discuss the lack of recognition and awareness, as well as lack of career
opportunities. References
1. Enrico Glerean: Responsible conduct of research and questionable research practices. 2018.
Reference Source in Germany and beyond. It is also about respect and I was happy to see the sentence: "Not all
researchers that think of themselves as RSEs pursue a faculty position as their main career
goal." I have experienced that RSEs are sometimes regarded as those who somehow
"failed" to obtain a faculty position whereas many RSEs have chosen this position over a
faculty position because it was a better fit for their career goals. This misunderstanding can
lead to a lack of respect towards this position and this career choice and can lead to
excellent personnel leaving the academic environment towards commercial employment,
possibly not primarily for financial reasons but sometimes to be more respected and
recognized. ○ Archiving and software preservation (page 13:
The authors mention Docker but also Singularity should be mentioned as a tool since it is
getting traction in particular on many-user systems such as higher performance computing
clusters. ○ Legal aspects (page 14):
Re-licensing is mentioned in the story box and the text starts by pointing out that licensing
is often not considered early enough in the project. Indeed re-licensing later in the project
can be not only legally, but also organizationally very tricky, in particular for projects which
developed over many years and involved many contributors in different organizations. This
could be pointed out in the text as additional motivation to consider these very early in the
project. ○ I very much like the recommendation of providing a legal help desk for research groups to
avoid the problem that out of uncertainty and fear of making a legal mistake some research
groups end up not choosing any license at all which may limit further reuse of the software. ○ The manuscript presents a decision tree for contributors (Figure 1) and also discusses
contributor license agreements. It could be useful to point out that without clear policies or
legal help desks, individuals or organizations may be hesitant to contribute to a project
because they may not feel confident having enough knowledge or authority to sign such
agreements and too many legal steps and question can also raise the barrier to contribute,
in particular for smaller projects. Also here clear guidelines and a support desk can help
removing these barriers. ○ References
1. Enrico Glerean: Responsible conduct of research and questionable research practices. 2018. I confirm that I have read this submission and believe that I have an appropria
expertise to confirm that it is of an acceptable scientific standard. Author Response 17 Dec 2020 in Germany and beyond. Reference Source Page 21 of 34 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 Is the topic of the opinion article discussed accurately in the context of the current
literature? Yes
Are all factual statements correct and adequately supported by citations? Yes
Are arguments sufficiently supported by evidence from the published literature? Yes
Are the conclusions drawn balanced and justified on the basis of the presented arguments? Yes
Competing Interests: No competing interests were disclosed. Reviewer Expertise: computational chemistry, research software engineering
I confirm that I have read this submission and believe that I have an appropriate level of
expertise to confirm that it is of an acceptable scientific standard. Axel Loewe, Karlsruhe Institute of Technology (KIT), Karlsruhe, Germany There is also a resistance among
some of my research colleagues to pay 20-50 USD/ month for an infrastructure service
which is sometimes solved by reinventing the service locally "for free". Another mismatch between traditional funding models and support of software which
"must continue to exist" to be sustainable (page 5), is the experience that it can take months
or years until the software is picked up by other groups and contributions and questions
start to roll in. But by that time the funding of the project stopped, the developer (team)
may have already moved on to other positions and projects, and may not have the time to
react and help, even though they still may have interest and the knowledge. Our traditional
funding models consider the software to be "done" by the end of the project. We thank the reviewer for these two comments. To address them, we have extended the “Funding
issues” list item with a discussion of these issues. Funding issues: The challenge is not only that funding is scarce but also that it does not
align well with pricing models of cloud infrastructure providers. It can be easier for research
groups to spend a larger chunk of the budget towards the end of a year for hardware
compared to pay possibly relatively modest monthly fees for a cloud service, which however
may not fit into the budget forms. These budget constraints may also limit the possibility of
pooling resources and sharing them with other research groups. Software cloud
infrastructure is often not considered at all in the proposal. There is also a resistance among
some of my research colleagues to pay 20-50 USD/ month for an infrastructure service
which is sometimes solved by reinventing the service locally "for free". y
g
y
Another mismatch between traditional funding models and support of software which
"must continue to exist" to be sustainable (page 5), is the experience that it can take months
or years until the software is picked up by other groups and contributions and questions
start to roll in. But by that time the funding of the project stopped, the developer (team)
may have already moved on to other positions and projects, and may not have the time to
react and help, even though they still may have interest and the knowledge. election criteria for "How to decide which software to sustain?" (page 9): Selection criteria for "How to decide which software to sustain?" (page 9):
The authors mention "usage and impact", "software quality", as well as "maturity". But I
would like to see also "openness and transparency" among these. The reason is that we can
expect the research community to adapt to these or any metrics and we will over time
observe what we measure. Any set of metrics could be criticized as to some extent being
arbitrary but the advantage of including "openness and transparency" is that the
community as whole would benefit from such a metric [Enrico Glerean, "Responsible
conduct of research and questionable research practices", presentation, slide 471]. We thank the reviewer for this suggestion and realized that indeed most aspects in this section (6-
10, 12, 13) are actually related to openness and transparency. Therefore, we changed the title of
this section to “Software transparency and quality”. Axel Loewe, Karlsruhe Institute of Technology (KIT), Karlsruhe, Germany Axel Loewe, Karlsruhe Institute of Technology (KIT), Karlsruhe, Germany We thank you for the thorough review and constructive feedback regarding the manuscript. Below, we address the issues raised by you point-by-point. Our responses are set in italics. Regarding the list of challenges under "Why sustainable research software in the first
place?" (pages 5 and 6): Regarding the list of challenges under "Why sustainable research software in the first
place?" (pages 5 and 6):
Infrastructure issues: One design choice that often limits the use or usability of local
infrastructure resources is that they are often bound to institutional user accounts and thus
limit collaboration possibilities with collaborators in other institutions and countries. On the
other hand, pooling of infrastructure resources which could enable collaboration across
organizations can be limited by lack of authentication and authorization infrastructure (AAI)
or legal constraints. Later in the paper the authors indeed mention AAI (page 12) but this
could already be pointed out and connected earlier. y
p
We thank the reviewer for their suggestion, and have included the mentioned issues in the
respective list in the section “Why sustainable research software in the first place?”. Legal issues: Not only licensing is an issue but legal constraints or uncertainty about legal
boundaries and identity federation can also limit the deployment of infrastructure services. Often the deployment and operation of infrastructure services is given to technical teams
who may lack the legal support or expertise to clarify legal and privacy terms for the
storage of data and processing of data. g
p
g
We thank the reviewer for their suggestion, and have included the mentioned issues in the
respective list in the section “Why sustainable research software in the first place?” Page 22 of 34 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 Funding issues: The challenge is not only that funding is scarce but also that it does not
align well with pricing models of cloud infrastructure providers. It can be easier for research
groups to spend a larger chunk of the budget towards the end of a year for hardware
compared to pay possibly relatively modest monthly fees for a cloud service, which however
may not fit into the budget forms. These budget constraints may also limit the possibility of
pooling resources and sharing them with other research groups. Software cloud
infrastructure is often not considered at all in the proposal. Axel Loewe, Karlsruhe Institute of Technology (KIT), Karlsruhe, Germany Our traditional
funding models consider the software to be "done" by the end of the project. We thank the reviewer for these two comments. To address them, we have extended the “Funding
i
” li t it
ith
di
i
f th
i getting traction in particular on many-user systems such as higher performance computing
clusters. getting traction in particular on many-user systems such as higher performance computing
clusters. We thank the reviewer for this suggestion and now also mention Singularity and GUIX. However,
we are not aiming for an exhaustive list, as options change dynamically and might even be
specific to certain research communities. Legal aspects (page 14): Re-licensing is mentioned in the story box and the text starts by pointing out that licensing
is often not considered early enough in the project. Indeed re-licensing later in the project
can be not only legally, but also organizationally very tricky, in particular for projects which
developed over many years and involved many contributors in different organizations. This
could be pointed out in the text as additional motivation to consider these very early in the
project. We thank the reviewer to point this out and it also nicely fits into the message of increasing the
awareness of legal aspects early on in the project. We have added the suggested sentence in the
manuscript. I very much like the recommendation of providing a legal help desk for research groups to
avoid the problem that out of uncertainty and fear of making a legal mistake some research
groups end up not choosing any license at all which may limit further reuse of the software. Thank you for supporting this idea. We have further included your idea of avoiding any license
out of a fear to make legal mistakes. The manuscript presents a decision tree for contributors (Figure 1) and also discusses
contributor license agreements. It could be useful to point out that without clear policies or
legal help desks, individuals or organizations may be hesitant to contribute to a project
because they may not feel confident having enough knowledge or authority to sign such
agreements and too many legal steps and question can also raise the barrier to contribute,
in particular for smaller projects. Also here clear guidelines and a support desk can help
removing these barriers. g
We have decided to take the decision trees out of the manuscript to strengthen our point of
publishing software under a FLOSS license. Instead, we published the decision trees together with
documentation templates under a Creative Commons license via Zenodo:
https://zenodo.org/record/4327148#.X9n6ui337OQ. In order to strengthen the point you
addressed, we added some more details related to infrastructural investment. Competing Interests: No competing interests were disclosed. Reviewer Report 13 May 2020 https://doi.org/10.5256/f1000research.25640.r62873 Regarding "Who sustains research software?": g
g
The authors discuss the lack of recognition and awareness, as well as lack of career
opportunities. It is also about respect and I was happy to see the sentence: "Not all
researchers that think of themselves as RSEs pursue a faculty position as their main career
goal." I have experienced that RSEs are sometimes regarded as those who somehow
"failed" to obtain a faculty position whereas many RSEs have chosen this position over a
faculty position because it was a better fit for their career goals. This misunderstanding can
lead to a lack of respect towards this position and this career choice and can lead to
excellent personnel leaving the academic environment towards commercial employment,
possibly not primarily for financial reasons but sometimes to be more respected and
recognized. We fully agree with the reviewer and thank them for the renewed confirmation that this is seen as
problematic not only by the authors. Archiving and software preservation (page 13): Page 23 of 34 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 Willi Hasselbring Software Engineering Group, Kiel University, Kiel, Germany The authors describe the state of the practice and current challenges for research software
sustainability and suggest measures towards improvements that can solve these challenges. In
particular, they propose to fund a German Software Sustainability Institute. The paper is the result
of a community effort, with work undertaken during two workshops and subsequent collaborative
work across the larger RSE community in Germany. The UK Software Sustainability Institute has already been established during a decade (
https://www.software.ac.uk/blog/2020-05-05-impact-institute-10-years). Thus, the idea of such an
institute is not new, but it makes sense to take a specific look at the German situation. Besides
universities, the German states (local and in particular federal) fund significant large-scale
research associations (Helmholtz/DLR, Max-Planck, Leibniz). This is not the case for most other
European states, at least not with a similar scale. Another specialty is the lack of long-term funding
for research software engineers, as discussed by the authors. The paper is well-written and easy to read. I like the boxed story of Kim’s career path However, I’ve some suggestions for improving the paper:
Concerning the statement “In order to support research, a sustainable software must be
correct”, I suggest to include a short discussion of the test oracle problem for scientific
software (see for instance https://doi.org/10.1109/SECSE.2013.66150991). ○ Concerning the discussion of “The list of criteria presented in this section could be the basis
for a structured review process…” I suggest to include two additional initiatives for software
review. The first is artifact evaluation in computer science conferences (the process is
explained in https://doi.org/10.1515/itit-2019-00402). The second is the SPEC Research
Group’s review process of tools for quantitative system evaluation and analysis
(https://research.spec.org/tools/submission.html). ○ Concerning the discussion of “The list of criteria presented in this section could be the basis
for a structured review process…” I suggest to include two additional initiatives for software
review. The first is artifact evaluation in computer science conferences (the process is
explained in https://doi.org/10.1515/itit-2019-00402). The second is the SPEC Research
Group’s review process of tools for quantitative system evaluation and analysis
(https://research.spec.org/tools/submission.html). https://doi.org/10.5256/f1000research.25640.r62873 © 2020 Hasselbring W. This is an open access peer review report distributed under the terms of the Creative
Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium,
provided the original work is properly cited. Page 24 of 34 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 Willi Hasselbring ○ The authors write “We also argue that truly sustainable research software must ideally be
published under a Free/Libre Open Source Software (FLOSS) license, and follow an open
development model…” what I fully support (see for instance https://doi.org/10.1515/itit-2019-0040
2 The authors write We also argue that truly sustainable research software must ideally be
published under a Free/Libre Open Source Software (FLOSS) license, and follow an open
development model…” what I fully support (see for instance https://doi.org/10.1515/itit-2019-0040
2). However, later under the section heading “Legal aspects” this requirement is thwarted. I fully
agree that legal aspects have to be considered, but the general bias of this section seems to be on
commercial licensing of research software. For instance, the decision tree in Figure 1 starts with
the question “Licensing planned?”. I assume that commercial licensing is meant, but this is not
clear since the figures are not explained in the paper. Instead, the process should start with open
sourcing the software. If licenses such as Apache or MIT are applied, the research institutions may
later still commercialize the software if appropriate. Such open source licensing is also beneficial
for start-ups, that intend to provide professional services for the software. My experience with technology transfer units of German universities and research institutes is
that they do not understand the ideas of open source business models (see for instance
https://doi.org/10.1109/MC.2019.28981633). Their focus is on patents and commercializing
licenses, sometimes also on start-ups. Conversely, in the software industry, one major motivation
for open sourcing software is on improving the quality of software. I cite from
https://doi.org/10.1109/ICSAW.2017.114 : “the open-source approach has some psychological Page 25 of 34 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 effects: Developers show a tendency to apply higher quality standards if they know that the code
will be publicly available.” For sustainability, quality is an important property of software. effects: Developers show a tendency to apply higher quality standards if they know that the code
will be publicly available.” For sustainability, quality is an important property of software. The Figures 1-4 do more harm than good. They are daunting to researchers who intend to publish
their code open source. These figures should be removed from the paper, they are useless
without proper explanation. I suggest that the authors focus in the present paper on their main message (request for funding
a German Software Sustainability Institute, which I fully support). Willi Hasselbring Figures 1-4 could be moved to a
separate paper, enriched with proper explanation. References References
1. Kanewala U, Bieman JM: Techniques for testing scientific programs without an oracle. IEEE
Xplore. 2013. Publisher Full Text
2. Hasselbring W, Carr L, Hettrick S, Packer H, et al.: From FAIR research data toward FAIR and
open research software. it - Information Technology. 2020; 62 (1): 39-47 Publisher Full Text
3. Riehle D: The Innovations of Open Source. Computer. 2019; 52 (4): 59-63 Publisher Full Text
4. Hasselbring W, Steinacker G: Microservice Architectures for Scalability, Agility and Reliability in
E-Commerce. IEEE. 2017. Publisher Full Text
5. Tools Submission Portal. SPEC Research Group. Reference Source References
1. Kanewala U, Bieman JM: Techniques for testing scientific programs without an oracle. IEEE
Xplore. 2013. Publisher Full Text
2. Hasselbring W, Carr L, Hettrick S, Packer H, et al.: From FAIR research data toward FAIR and
open research software. it - Information Technology. 2020; 62 (1): 39-47 Publisher Full Text
3. Riehle D: The Innovations of Open Source. Computer. 2019; 52 (4): 59-63 Publisher Full Text
4. Hasselbring W, Steinacker G: Microservice Architectures for Scalability, Agility and Reliability in
E-Commerce. IEEE. 2017. Publisher Full Text
5. Tools Submission Portal. SPEC Research Group. Reference Source Are arguments sufficiently supported by evidence from the published literature?
Partly Are the conclusions drawn balanced and justified on the basis of the presented arguments? Partly
Competing Interests: No competing interests were disclosed. Reviewer Expertise: Software Engineering
I confirm that I have read this submission and believe that I have an appropriate level of
expertise to confirm that it is of an acceptable scientific standard, however I have
significant reservations, as outlined above. Author Response 17 Dec 2020
Axel Loewe, Karlsruhe Institute of Technology (KIT), Karlsruhe, Germany
Thank you for the thorough review and constructive feedback regarding our manuscript. Below, Page 26 of 34 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 we address the issues raised by you point-by-point. Our responses are set in italics. Concerning the statement “In order to support research, a sustainable software must be
correct”, I suggest to include a short discussion of the test oracle problem for scientific
software (see for instance https://doi.org/10.1109/SECSE.2013.66150991). We thank the reviewer for this suggestion, and included a brief discussion of the test oracle
problem as suggested, and additionally of further challenges to verification and validation, such
as large configuration spaces and heterogeneous data (as discussed in e.g. https://doi.org/10.1109/SE4Science.2019.00010), and have suggested to implement the solutions
mentioned in the literature. Concerning the discussion of “The list of criteria presented in this section could be the basis
for a structured review process…” I suggest to include two additional initiatives for software
review. The first is artifact evaluation in computer science conferences (the process is
explained in https://doi.org/10.1515/itit-2019-00402). The second is the SPEC Research
Group’s review process of tools for quantitative system evaluation and analysis (
h
h
l
b
i
i
h
l problems and agree to your arguments. We like your suggested aspect of commercialization of
FLOSS licensed software and included this aspect in the manuscript. problems and agree to your arguments. We like your suggested aspect of commercialization of
FLOSS licensed software and included this aspect in the manuscript. The Figures 1-4 do more harm than good. They are daunting to researchers who intend to
publish their code open source. These figures should be removed from the paper, they are
useless without proper explanation. I suggest that the authors focus in the present paper on their main message (request for
funding a German Software Sustainability Institute, which I fully support). Figures 1-4 could
be moved to a separate paper, enriched with proper explanation. We thank the reviewer for this suggestion. Our initial thought was to place these decision trees in
the supplemental material but did not realize that this is not the policy of f1000. The editorial
team moved them into the main article. This is the reason why the decision trees appeared
without additional information in the manuscript. We have now decided to take the Figures out
and have published them together with documentation templates in a separate report via
Zenodo unde a Creative Commons license, see ,
ttps://zenodo.org/record/4327148#.X9n6ui337OQ. This report is now cited in the F1000
anuscript. https://zenodo.org/record/4327148#.X9n6ui337OQ. This report is now cited in the F1000
manuscript. Competing Interests: No competing interests were disclosed. p
p
q
y
https://research.spec.org/tools/submission.html). p
p
g
We thank the reviewer for this suggestion and included the artifact review approach in the
introduction to the criteria section. The aspects of repeatability, reproducibility, and replicability
are aimed more at the results of computational research rather than research software itself, we
feel. Therefore, we didn’t include specific criteria in the list suggested to be used when evaluating
research software for sustained funding. f
f
f
g
While the SPEC submission process is very clear, we could not find any concrete criteria applied
during the review (except for requirements regarding the license). The authors write “We also argue that truly sustainable research software must ideally be
published under a Free/Libre Open Source Software (FLOSS) license, and follow an open
development model…” what I fully support (see for instance https://doi.org/10.1515/itit-
2019-00402). However, later under the section heading “Legal aspects” this requirement is
thwarted. I fully agree that legal aspects have to be considered, but the general bias of this
section seems to be on commercial licensing of research software. For instance, the
decision tree in Figure 1 starts with the question “Licensing planned?”. I assume that
commercial licensing is meant, but this is not clear since the figures are not explained in the
paper. Instead, the process should start with open sourcing the software. If licenses such as
Apache or MIT are applied, the research institutions may later still commercialize the
software if appropriate. Such open source licensing is also beneficial for start-ups that
intend to provide professional services for the software. My experience with technology transfer units of German universities and research institutes
is that they do not understand the ideas of open source business models (see for instance
https://doi.org/10.1109/MC.2019.28981633). Their focus is on patents and commercializing
licenses, sometimes also on start-ups. Conversely, in the software industry, one major
motivation for open sourcing software is on improving the quality of software. I cite from
https://doi.org/10.1109/ICSAW.2017.114 : “the open-source approach has some
psychological effects: Developers show a tendency to apply higher quality standards if they
know that the code will be publicly available.” For sustainability, quality is an important
property of software. p
p
q
y
https://research.spec.org/tools/submission.html). As further detailed below, we have moved the decision trees out of this manuscript as we see the As further detailed below, we have moved the decision trees out of this manuscript as we see the Page 27 of 34 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 problems and agree to your arguments. We like your suggested aspect of commercialization of
FLOSS licensed software and included this aspect in the manuscript. think of them. Looking forward to your opinion and you feedback to my comments, if you like also
gladly by telephone
Best regards Dirk Feuchter
Thank you very much for your comments regarding distribution issues, IP compliance and
commercialization. We have generally subsumed these issues under the more general term “availability”. We believe that this implies that software is legally available only if it is licensed, either under an open
source license or proprietarily. This impacts possible modes of distribution, but does not concern actual
(commercial) distribution processes. As a community of Research Software Engineers, we strongly believe
that publicly funded research software should be F(L)OSS-licensed per default, although we recognize
that this may not always be possible (and hence have weakened “must” to “should” as you suggested in
the respective paragraph under “Why sustainable research software in the first place”). We have further
avoided any changes to the text that would weaken this point, as we see no central obstacles to making
publicly funded research software open source in general. Contrarily, we do not accept that IP should
override public interest (both intellectually and fiscally) here, some corner cases excluded. Concurrently,
we purposefully do not focus on marketability and commercialization of research software. Instead, we
see commercial opportunities, e.g., in the provision of services for a research software product, whereas
the product itself should remain free and open source. p
f
f
p
Thank you, also, for notifying us of some errors in the text itself and the figures, which we are fixing in
the next version. Below, we address some of your concrete suggestions in more detail: Abstract:
I would like to suggest to extend
„Research software must be sustainable in order to
understand, replicate, reproduce, and…“
as follows
„Research software must be sustainable in order to
understand, replicate, reproduce, distribute and…“
We thank you for the comment. The development of research software does not focus on distribution of
software results, which is more of a business aspect. The availability, regardless of the actual distribution,
is noted in the next sentence of the abstract. Abstract:
I would like to suggest to extend
„Research software must be sustainable in order to
understand, replicate, reproduce, and…“
as follows
„Research software must be sustainable in order to
understand, replicate, reproduce, distribute and…“
We thank you for the comment. The development of research software does not focus on distribution of
software results, which is more of a business aspect. The availability, regardless of the actual distribution
is noted in the next sentence of the abstract. Comments on this article Version 1 Author Response 17 Dec 2020 Author Response 17 Dec 2020 Axel Loewe, Karlsruhe Institute of Technology (KIT), Karlsruhe, Germany We thank you for your thorough review and constructive feedback regarding the manuscript. Below, we
address the issues raised by you point-by-point. Our responses are set in italics. Dear Mr. Anzt, dear Mr. Loewe, dear Mr. Bach, dear Mr. Seemann, dear Elke, and dear Sven, as well
as dear authors as yet unknown to me, I am working at KIT in the field of Innovation and Relations Management, especially Licensing of
Intellectual Property Rights from KIT to Free Maket Economy. My particual focus is to Out-license
Computerprograms to Third Parties and Industry. I am working at KIT in the field of Innovation and Relations Management, especially Licensing of
Intellectual Property Rights from KIT to Free Maket Economy. My particual focus is to Out-license
Computerprograms to Third Parties and Industry. Thank you for your great efforts with your extensive and intersting article including the nicely
written and ever-recurring story of Kim. Thank you for your great efforts with your extensive and intersting article including the nicely
written and ever-recurring story of Kim. Your FLOSS-based approach for sustainable software devlopment is holding immense savings
potential. That’s great. Your FLOSS-based approach for sustainable software devlopment is holding immense savings
potential. That’s great. Following are my comments to your article from the perspective of a TTO license manager, typically
supporting RSEs in cases of proprietary licensing e.g. to spin-offs or industrial companies. Hence, most of my comments might go in a slightly different direction than the main focus of your
article, but in my point of view these comments are complementary. Hence, I wonder what you Following are my comments to your article from the perspective of a TTO license manager, typically
supporting RSEs in cases of proprietary licensing e.g. to spin-offs or industrial companies. Hence, most of my comments might go in a slightly different direction than the main focus of your
article, but in my point of view these comments are complementary. Hence, I wonder what you Page 28 of 34 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 think of them. Looking forward to your opinion and you feedback to my comments, if you like also
gladly by telephone
Best regards Abstract:
I would like to suggest to extend
„In other words, software must be available, discoverable, usable, and adaptable to new needs,
both now and in the future.“
as follows
„In other words, software must be available, (IP-/FLOSS)compliant*, discoverable, usable, and
adaptable to new needs, both now and in the future.“
*By „(IP-/FLOSS)compliant“ I mean
in compliance
with intellectual property of third-party suppliers,
with the terms of free/libre open source licenses and with the aim to protect own intellectual
property from unintended disclosure
We thank you for the comment. As a community of RSEs we are aiming for FLOSS whenever feasible but Abstract: Page 29 of 34 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 nowledge that there are scenarios in which non-FLOSS licenses need to be considered. Suggestion of a new penultimate paragraph in subchapter „Stakeholder motivations for research
software sustainability“ as follows: RSEs, Research leaders and research performing organisations
are interested in software sustainability also in the sense that their (research)software is
sustainable concerning legal compliance.This is an important issue distributing (research)software
for both acaedmic puposes as well as commerical purposes. For the latter RSEs and their research
leaders (typically contacting their TTO) are interested to marktet (parts of) their research software
and/or additional connectable closed software (which they prevent from unintended disclosure) to
a spin-off or an industrial company using a proprietary or a dual licensing model. For both,
acaedmic and commerical purposes RSEs and their research leaders and their research performing
organisation are interested that their (research) software plus any connectable closed software is
compliant with intellectual property of third-party suppliers and compliant with the terms of
free/libre open source licenses. An important stakeholder motivation is therefore „software
sustainbility with the aim of clarification of all software rights ownerships“. We thank you for the suggestion While we aim for reusable software in terms of licenses we as a y
g
p
We thank you for the suggestion. While we aim for reusable software in terms of licenses we as a
community do not focus on commercial purposes. Please replace Subchapter heading„Challenges and clarifications Clarification of rights“by
„Challenges and Clarification of rights“
We thank you for pointing this out and corrected the structure (section and subsection headings,
respectively). The term "research institution" appears in the glossary as a duplicate. Therefore, "research
institution" should be deleted in the brackets. Thank you, we have replaced it by “national labs”. as follows „In other words, software must be available, (IP-/FLOSS)compliant*, discoverable, usable, and
adaptable to new needs, both now and in the future.“ think of them. Looking forward to your opinion and you feedback to my comments, if you like also
gladly by telephone
Best regards Competing Interests: No competing interests were disclosed. Reader Comment 19 May 2020 Dirk Feuchter, Karlsruhe Institute of Technology (KIT), Eggenstein-Leopoldshafen and Karlsruhe,
Germany Subject: Feedback to your article „An environment for sustainable research software in Germany
and beyond: current state, open challenges, and call for action…“. Subject: Feedback to your article „An environment for sustainable research software in Germany
and beyond: current state, open challenges, and call for action…“. Dear Mr. Anzt, dear Mr. Loewe, dear Mr. Bach, dear Mr. Seemann, dear Elke, and dear Sven, as well
as dear authors as yet unknown to me,
I am working at KIT in the field of Innovation and Relations Management, especially Licensing of
Intellectual Property Rights from KIT to Free Maket Economy. My particual focus is to Out-license
Computerprograms to Third Parties and Industry. Your FLOSS-based approach for sustainable software devlopment is holding immense savings Page 30 of 34 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 potential. That’s great. Following are my comments to your article from the perspective of a TTO license manager, typically
supporting RSEs in cases of proprietary licensing e.g. to spin-offs or industrial companies. Hence, most of my comments might go in a slightly different direction than the main focus of your
article, but in my point of view these comments are complementary. Hence, I wonder what you
think of them. Looking forward to your opinion and you feedback to my comments, if you like also
gladly by telephone
Best regards
Dirk Feuchter # # # # # # # # # # # # # # # # # # # # # # #
Comment-DF-01:
Abstract:
I would like to suggest to extend
„Research software must be sustainable in order to
understand, replicate, reproduce, and…“
as follows
„Research software must be sustainable in order to
understand, replicate, reproduce, distribute and…“ # # # # # # # # # # # # # # # # # # # # # # #
Comment-DF-02:
Abstract:
I would like to suggest to extend
„In other words, software must be available, discoverable, usable, and adaptable to new needs,
both now and in the future.“ # # # # # # # # # # # # # # # # # # # # # # # Comment-DF-05:Why sustainable research software in the first place =>„Therefore, if research
software is publicly funded, it should be freely available under a FLOSS license.„Therefore, if
research software is publicly funded, it should be normally freely available under a FLOSS license. # # # # # # # # # # # # # # # # # # # # # # # Comment-DF-06:Why sustainable research software in the first place =>I would like to suggest to
extend„Legal issues: Many obstacles for research software pertain to legal issues, such as
applicable licensing and compatibility of licenses45, and decisions about license types. as
follows „Legal issues: Many obstacles for research software pertain to legal issues, such as IT law,
copyright law, copyright notices and author attributions, applicable licensing and compatibility
of licenses45, and decisions about license types. # # # # # # # # # # # # # # # # # # # # # # # Comment-DF-07:Why sustainable research software in the first place =>„A subset of this group
may be interested in …“.Which „group“ do you mean? => the „Taxpayers“? # # # # # # # # # # # # #
# # # # # # # # # # Comment-DF-08:Suggestion of a new penultimate paragraph in subchapter „Stakeholder
motivations for research software sustainability“ as follows: RSEs, Research leaders and research
performing organisations are interested in software sustainability also in the sense that their
(research)software is sustainable concerning legal compliance.This is an important issue
distributing (research)software for both acaedmic puposes as well as commerical purposes. For the
latter RSEs and their research leaders (typically contacting their TTO) are interested to marktet
(parts of) their research software and/or additional connectable closed software (which they
prevent from unintended disclosure) to a spin-off or an industrial company using a proprietary or a
dual licensing model. For both, acaedmic and commerical purposes RSEs and their research
leaders and their research performing organisation are interested that their (research) software
plus any connectable closed software is compliant with intellectual property of third-party suppliers
and compliant with the terms of free/libre open source licenses. An important stakeholder
motivation is therefore „software sustainbility with the aim of clarification of all software rights
ownerships“. *By „(IP-/FLOSS)compliant“ I mean
in compliance with intellectual property of third-party suppliers,
• with the terms of free/libre open source licenses and with the aim to protect own intellectual
property from unintended disclosure
• with the terms of free/libre open source licenses and with the aim to protect own intellectual
property from unintended disclosure
• # # # # # # # # # # # # # # # # # # # # # # #Comment-DF-03:Why sustainable research software in
the first place =>I would like to suggest to extend„In order to support research, a sustainable
software must be correct14, validatable, understandable, documented, publicly released,...“ as
follows „In order to support research, a sustainable software must be correct14, (IP-/FLOSS)
compliant* validatable, understandable, documented, publicly released,...“ *Concerning „(IP-
/FLOSS)compliant“ please see upon # # # # # # # # # # # # # # # # # # # # # # # Page 31 of 34 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 Comment-DF-04:Why sustainable research software in the first place =>„We also argue that
truly sustainable research software must ideallybe published under a Free/Libre Open
Source Software (FLOSS) license, and…“„We also argue that truly sustainable research
software should typically be published under a Free/Libre Open Source Software (FLOSS)
license, and…“
• Comment-DF-04:Why sustainable research software in the first place =>„We also argue that
truly sustainable research software must ideallybe published under a Free/Libre Open
Source Software (FLOSS) license, and…“„We also argue that truly sustainable research
software should typically be published under a Free/Libre Open Source Software (FLOSS)
license, and…“
• # # # # # # # # # # # # # # # # # # # # # # #Comment-DF-10:In the heading such as „Why # # # # # # # # # # # # # # # # # # # # # # # Comment-DF-12:In both Fig. 1 and „Legal aspects/Challenges and clarifications of rights“instead of
„Subject to directives“ {weisungsgebunden dt.} from UrhG 69 bI propose to write „in execution of
his duties {in Wahrnehmung seiner Aufgaben dt.}“ from UrhG 69b, in no way to constrain
scientists, RSEs and Research leaders, but in order to free up the scope for decision-making and
thus open up opportunities.[Regardless of that, I would translate the German "weisungsgebunden"
from „UrhG 69 b“ with "bound by instructions"(short) or with "following the instructions given by
his employer"(long)] # # # # # # # # # # # # # # # # # # # # # # # Comment-DF-09:Abstract:I would like to suggest to extend„Failing to do so will threaten the quality
and validity of research..“ as follows „Failing to do so will threaten the quality, Xi and validity of
research..“ // X1= marketability or X2= distribution // As TTO-license-manager I personally would
prefer X1 but X2 is fine as well Page 32 of 34 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 sustainable research software in the first place?“, one might prefix a chapter number, just as
announced at the end of the introductory background: „This all leads to unmet requirements and
unsolved challenges that we want to highlight in this paper by elaborating on
(1)…(2)…(3)…(4)…(5)…(6)…“Hence, instead of„Why sustainable research software in the first
place?“use„(1) Why sustainable research software in the first place?“and so on:(2) How to decide
which software to sustain?(3) Who sustains research software?(4) How can research software be
sustainably funded?(5) Which infrastructure is needed to sustain research software?(6) Legal
aspects.That's a matter of taste, of course. sustainable research software in the first place?“, one might prefix a chapter number, just as
announced at the end of the introductory background: „This all leads to unmet requirements and
unsolved challenges that we want to highlight in this paper by elaborating on
(1)…(2)…(3)…(4)…(5)…(6)…“Hence, instead of„Why sustainable research software in the first
place?“use„(1) Why sustainable research software in the first place?“and so on:(2) How to decide
which software to sustain?(3) Who sustains research software?(4) How can research software be
sustainably funded?(5) Which infrastructure is needed to sustain research software?(6) Legal
aspects.That's a matter of taste, of course. # # # # # # # # # # # # # # # # # # # # # # # Comment-DF-11:Please replace Subchapter heading„Challenges and clarifications Clarification of
rights“by „Challenges and Clarification of rights“ # # # # # # # # # # # # # # # # # # # # # # # Comment-DF-13:In Subchapter „Conclusions“I would not write the following sentence, or at
most I would write it differently.„We encourage the research funding bodies to reflect the
licensing models for academic software development, and to decide whether the “public
money, public code” paradigm justifies the requirement that all publicly funded software has
to be publicly available under a Free/Libre Open Source Software (FLOSS) license.“ I can
understand your point of view and this sentence. But isn't there a lack of perspective
regarding those research leaders or RSE-teams, who are considering a foundation based on
a proprietary license model regarding their software development or RSE teams whose
software developments are taken over and marketed by industrial companies in or outside
of Germany, without return to the research performing organizations and the corresponding
RSE teams.Hence, an alternative formulation might be as follows: „We encourage the
research funding bodies to reflect the licensing models for academic software development,
and to suggest research performing organisations and their research leaders in the sense of
sustainability to make their software typically publicly available under a FLOSS-license but
also to take into consideration revenue-oriented approaches such as FLOSS business models
or proprietrary licensing if applicable.“
• In my opinion, the final decision to license in and out as well as to transfer computer programs
under FLOSS licenses should be the responsibility of the (authorised for this purpose by the
Presidium/Board of Directors of the research performing organisation) Research Leaders, with
whom the computerprogram developing RSEs should therefore consult. Furthermore, the RSEs
and their research leaders ideally should have the opportunity at their research institution to Page 33 of 34 F1000Research 2021, 9:295 Last updated: 28 JAN 2021 contact (preferably at an early stage) science-supporting specialist departments such as Legal, TTO,
research software local task forces or even a SSI-like nationwide institution and seek advice. # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #
Comment-DF-14:In Fig.3 it should read "Check (1)..." instead of "Check (2)..." in both the centre left
and the top right. # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #
Comment-DF-15: The term "research institution" appears in the glossary as a duplicate. Therefore,
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A preliminary simulation-based qualitative study of healthcare students’ experiences of interprofessional primary care scenarios
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RESEARCH Open Access Lunde et al. Advances in Simulation (2022) 7:9
https://doi.org/10.1186/s41077-022-00204-5 Abstract Background: Introducing interprofessional education (IPE) in healthcare curricula can prepare students for health-
care practices that have become increasingly complex. The use of simulation is promoted to support IPE. This study
explores healthcare students’ experiences of participating in common, sub-acute patient scenarios that routinely
occur in clinical practice in primary care. More specifically, it looks at how sub-acute patient scenarios from primary
care can help develop interprofessional collaborative competence. Methods: Medical students (N = 10), master’s students in advanced geriatric nursing (N = 8) and bachelor’s students
in nursing (N = 9) participated in the simulations. The students were in their last or second-to-last year of education. We conducted five semi-structured focus group interviews with the participants’ directly after the simulation training
to elicit experiences related to the scenarios, the simulation and interprofessional collaboration. The transcripts were
analysed using systematic text condensation. To supplement the focus group interviews, the students also completed
the interprofessional collaborative competency attainment survey (ICCAS), which measures the students’ self-assessed
interprofessional competence. Results: Three main themes emerged from the analysis of the focus group interviews: realism, uncertainty and
reflection. The students emphasised the importance of authentic and recognisable scenarios. They said the vague
and unspecific patient symptoms created uncertainty in the situation, making it difficult to understand the patient’s
diagnosis. Despite that uncertainty, they described the experience as positive. Further, the students expressed that
the simulation increased their confidence in interprofessional collaboration and prepared them for future work. The
results from the ICCAS questionnaire showed that the students reported a subjective positive change in their inter-
professional competence after participating in the scenarios. Conclusions: This study showed that simulation-based IPE with sub-acute primary care scenarios contributes to
develop interprofessional collaborative competence in healthcare education. Sub-acute scenarios can supplement
the more common approaches with acute care scenarios and aid in developing the collaborative competence
required to work in healthcare teams. Keywords: Simulation, Interprofessional, Primary care, Healthcare students, Sub-acute scenarios, Focus group © The Author(s) 2022. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which
permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the
original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or
other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line
to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory
regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this
licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativeco
mmons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data. Background Interprofessional education (IPE) is a critical component
in healthcare curricula and can help prepare students
for healthcare practices that have become increasingly
complex [1, 2]. However, there is no widespread educa-
tional consensus on how to conduct IPE so that it better *Correspondence: lene.lunde@medisin.uio.no
1 Department of Nursing Science, Institute of Health and Society, Faculty
of Medicine, University of Oslo, Oslo, Norway
Full list of author information is available at the end of the article As a
result, healthcare education needs to find approaches
that expose students to interprofessional collaboration
(IPC).h The use of simulation provides learning experiences
where the students are placed in realistic and safe clini-
cal situations [6]. A growing body of research promotes
simulation as an educational strategy to support IPE in
healthcare education [7–10]. Most simulation-based
IPE experiences have focused on life-threatening, time-
critical acute-care scenarios [11–14]. While it is impor-
tant for healthcare students to learn and practice how to
respond to severe, acute care scenarios, everyday clinical
situations are rife with IPC. Shorter hospital stays and
an increased emphasis on home care and ageing in place
suggest that more patients with increasingly complex
needs will require treatment in a primary care setting
[15]. In contrast to most acute care algorithm-based sce-
narios, sub-acute patient scenarios in primary care pro-
vide the students with more time to solve a problem, but
the actual clinical situation may be more complex. Intro-
ducing simulation training of scenarios typical of primary
care can therefore contribute to the students’ learning
experiences of IPC. The simulations took place in a research laboratory at
the University of Oslo. The simulation units were set up
like rooms in nursing homes. The scenarios were cre-
ated in collaboration with primary care health profes-
sionals and comprised common medical conditions from
primary care: an older patient convalescing at a nursing
home following surgery for a hip fracture. The patient
then developed symptoms of either a urinary tract infec-
tion or pneumonia.h The students participated in both scenarios described
in Additional file 2 during the simulation-based training. Two scenarios were conducted during each simulation-
based training activity each preceded by a briefing and
immediately followed by a debriefing [20]. The briefing
provided an introduction to the simulation room, the
available (technical) equipment and the patient simulator
SimMan® by Laerdal Medical [21], as well as a reminder
about confidentiality and an introduction to the sce-
nario [22]. During the simulation, facilitators acted as
the patient’s voice and answered the questions directed
towards the patient. We instructed the students to act
according to their distinct professional roles and future
responsibilities. Each scenario lasted approximately 30
min. The debriefing took place directly after each sce-
nario and lasted on average 25 min [23]. With this in mind, we developed simulation-based IPE
with sub-acute patient scenarios that would commonly
occur in clinical practice. © The Author(s) 2022. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which
permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the
original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or
other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line
to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory
regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this
licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativeco
mmons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data. Lunde et al. Advances in Simulation (2022) 7:9 Page 2 of 12 Page 2 of 12 Lunde et al. Advances in Simulation IPE simulation we developed is not yet implemented in
our healthcare curricula. FG interviews were considered
well suited to elicit experiences and views from the par-
ticipants and encourage group dialogue after participat-
ing in a joint experience such as simulation-based IPE
[16]. A series of questions addressing experiences related
to the scenarios, the simulation and IPC acted as a guide
for the semi-structured interviews. The participants were
encouraged to elaborate on topics they considered rel-
evant and important (Additional file 1). In addition, to
supplement the FG interviews, the students completed
the Norwegian version of the interprofessional collabo-
rative competency attainment survey (ICCAS). ICCAS
captures the students’ self-assessment of their interpro-
fessional competence and is validated across various set-
tings and countries, including Norway [17–19].h prepares students to collaborate across healthcare disci-
plines. Traditionally, healthcare students are educated
in professional silos [3, 4]. As such, traditional teach-
ing does not promote students’ interactions with other
healthcare professions. It is a common assumption that
students’ exposure to, and involvement in, teamwork
occurs naturally in clinical practice and, consequently,
prepares the students for working in interprofessional
teams. However, there is no guarantee that without pur-
poseful organisation, students will experience exemplary
teamwork or even collaborate with other healthcare pro-
fessionals or students during clinical practice [5]. Participants We recruited medical students, master’s students in
advanced geriatric nursing and bachelor’s students in
nursing through purposeful sampling. Educational lead-
ers in universities in central Eastern Norway facilitated
the recruitment. The inclusion criteria were healthcare
students in the final semester of their last or second-to-
last year of education because they had completed most
of their clinical practice rotation and thus presumably
would have skills competence sufficient to be capable of
participating in IPC. Potential participants that met our The main aim of this article is
to explore healthcare students’ experiences of participat-
ing in the sub-acute patient scenarios. Specifically, we
aimed to understand how the use of sub-acute patient
scenarios from primary care could support the develop-
ment of interprofessional collaborative competence. Strategies to enhance trustworthiness in the analysish Strategies to enhance trustworthiness in the analysis
The authors are nurses (LL, AM), medical doctors (RBJ,
EOR, AMB) and an educator (BM). Collectively, our
experience combines primary care and medical educa-
tions, as well as research, teaching, curriculum planning,
workplace learning and simulation-based training. Our
backgrounds might have influenced our preunderstand-
ing of the simulation setting, the scenarios and the stu-
dents’ experiences. However, having co-authors with
different, yet complementary backgrounds might also
help in ensuring the legitimacy of our interpretations
[26]. By reporting the process of analysis and providing
examples of codes, construction of condensates, syn-
theses and themes in Table 2, we have brought a cer-
tain transparency to the process. Through the research
group’s collective reading and analysis, we have worked
to enhance the trustworthiness of the results [26]. i
The interviewers observed the simulations from behind
a one-way mirror in the control room and did not inter-
act with the students during the simulation. The FG
interviews were audio-recorded and were exported to a
secure data storage facility at the University of Oslo, then
transcribed verbatim by LL. Research design and setting We conducted a qualitative study, using focus group (FG)
interviews to capture experiences from students par-
ticipating in IPE simulation sessions. This is part of an
exploratory study exploring different aspects of simula-
tion as a strategy for training healthcare students in IPC
in future curricula development. We developed scenarios
comprised of sub-acute situations from primary care. The Page 3 of 12 Lunde et al. Advances in Simulation (2022) 7:9 discussed, modified themes, reviewed abstractions and
syntheses until reaching a consensus. inclusion criteria received information about the study
from contact persons at the different universities. The
lead author LL was also invited to several lectures to talk
about the project to recruit participants. A total of 27
healthcare students agreed to participate, ranging from
21 to 49 years of age (mean 31), and 21 were female and
six were male. All participants in the simulation train-
ing took part in the FG interviews. Table 1 presents the
details regarding the participants. We used the software NVivo12 to organise and struc-
ture the data. As the analysis progressed, we organised
the material into tables. Table 2 shows an example of the
analysis. The ICCAS questionnaires were analysed using IBM SPSS
Statistics Version 27. ICCAS comprised the interprofes-
sional competency communication, collaboration, patient-
and family-centred care, roles and responsibilities and
conflict management. Since prior validation studies recom-
mend analysing ICCAS at an overall level to address change
in interprofessional competence [17, 18], we used paired
t-test to determine the difference in perceived abilities in
the mean overall pre- and post-score (range 1–5). We ana-
lysed the differences in terms of Cohen d standardised effect
size (“large” = values of ≥ 0.8, “moderate” = values between
0.79 and 0.50 and “small” values between 0.2 and 0.49) and
95% confidence limits [25]. To maintain the anonymity of the participants, gender
and name were excluded from the transcripts, and abbre-
viations were used, as can be seen in Table 1. The partici-
pants were numbered in the order they appeared in the
interviews (e.g. NS1). The FG interviews were numbered
in the order they were conducted (e.g. FG1). Data analysis
Th The transcripts from the FG interviews were analysed
by systematic text condensation, in a four-step process
[24]. First, we read the transcripts independently to get
an overview and total impression and to identify prelimi-
nary themes. Secondly, we collaboratively identified and
sorted the meaning units into code groups. In the third
step, we abstracted condensates from each code group. Finally, we created synthesised descriptions by recon-
ceptualising the condensates and chose the quotes that
would best represent the synthesised description (golden
quotes). The initial steps were conducted by LL and AMB
independently (step 1) and in collaboration (step 2). Then, LL drafted the first versions of condensates (step
3) and synthetisation (step 4) and translated the quotes
into English. For each step of the analysis, the research
group read the material independently, collaboratively Resultsh Three main themes emerged from the analysis of the FG
interviews: realism, uncertainty and reflection. Within
uncertainty, the sub-themes “unspecific situations”, “time
to collaborate” and “room for communication” became
apparent. In reflection, the sub-themes “opportunities not
present in practice”, “developing confidence” and “better
prepared for the future” emerged. Data collection
d
d We conducted the FG interviews in April 2019, just
after the students had finished the simulations and com-
pleted the ICCAS questionnaire, to avoid conflicts with
study schedules. Each student was a member of one of
10 interprofessional teams during the simulations. Two
teams participated in the simulation each day, and they
joined the same FG, resulting in five FG interviews. The
lead interviewers were members of the research group
with experience in qualitative research and with doctoral
degrees in nursing (AM) and medicine (AMB, EOR). Each FG interview lasted between 60 and 90 min and had
five or six participants.h Unspecific situationh Although there was enough time to work on it, the
clinical problem itself was less clear-cut. The students
reported that they could not take any shortcuts because
the symptoms were so vague. They had to discuss what
they were unsure of and do a full clinical examination. The students expressed that in prior simulation experi-
ences, they were usually provided with predefined ways
of solving the problem, either through algorithms or
checklists. In these scenarios, however, they experienced
an ambiguous situation, where the right solution did not
clearly stand out. They described it as they knew something
was going on, but the unspecific clinical signs made the
situation difficult to grasp and therefore difficult to analyse. AGN3 (FG2): If it is a cardiac arrest, pretty much
everyone knows what to do, and you cooperate. But
when it is so vague, you get a discussion of everyone’s
knowledge, and it’s completely different. You get to
use each other’s competence in a completely differ-
ent way than if it was a very specific and dramatic
situation. AGN3 (FG2): Very often it starts with the fact that
you realise that there is something going on. Without
having anything specific, everything is a bit vague. That’s what it’s often like. In contrast, the students found that a simulation solv-
ing an acute care situation such as a cardiac arrest where
they follow a predefined algorithm was more rehearsed
and explicit as they would know what to do and how to
react. Sub-acute scenarios provided the students with
an opportunity to use each other’s competences in new
ways. The vagueness, the students said, consequently
led to another kind of insight of what the other students
knew and how they could contribute, as they had to share
their knowledge to expand on the problem. The simula-
tion seemed to contribute to increased understanding of
the competence the different educations provided, and
how they could complement each other. Thus, when they
combined their different perspectives, it helped reduce
the uncertainty. This indicated that adding different The realisation that the patient’s situation was chang-
ing encouraged the students to pay careful attention to
the vague and undefinable signs that were found in the
clinical examination. The students explained that espe-
cially with elderly patients, the clinical signs might not
be as apparent or lead to textbook solutions. Realism of the scenarioh The students recognised the scenarios as realistic,
authentic and likely to be encountered in healthcare and,
specifically, in primary care. MS9 (FG5): I especially think about the fact that it MS9 (FG5): I especially think about the fact that it Page 4 of 12 Lunde et al. Advances in Simulation (2022) 7:9 Lunde et al. Advances in Simulation (2022) 7:9 was so relevant. The topics were important, and the
situations ones that you would often experience. The students expressed that they were unaccustomed
to these assessments, especially because there was no
quick fix or easy solution. However, the students per-
ceived this experience as positive because, in nursing
homes, and primary care in general, they would often
experience vague clinical situations. As such, it seemed
that the scenarios were recognised as important learn-
ing activities to prepare for real-life situations. The use of
sub-acute scenarios shifted their focus to the inherently
complex health services that are provided in primary
care on a daily basis and appeared to renew the students’
understanding of the many different challenges that can
occur. Furthermore, the students described the nursing home
setting as recognisable and representative. They noted
that to make the simulations authentic, you needed to
have such surroundings. The students seemed to manage
to conceptualise the scenario in a clearer way based on
the information provided and the environmental set-up. AGN6 (FG4): And I also think that it was very good
that we were told immediately that this is a nurs-
ing home and this is the available equipment in the
nursing home, and the doctor is present one day a
week. This made it realistic. Time to collaborateh As such, the students emphasised that it was important
to have authentic, recognisable scenarios and that having
the setting and equipment described beforehand allowed
them to better envision the scenario. Together, these
statements illustrated that including information about
setting, surroundings and available equipment as well as
scenario description in the pre-briefing was important to
prepare the students for the simulation. The students emphasised that having an adequate time
to practice scenarios together in a calm setting offered
the opportunity to ask additional questions, listen to
one another and engage in group discussions to solve
problems. MS4 (FG2): When you have so much time and it is
quite calm, you have the opportunity to listen, and
to ask, “What do you think? Is there anything we
have not thought of?” Room for communication Based on their prior experience with simulation, the stu-
dents said they expected an extraordinary situation even
though they were prepared for sub-acute scenarios. The
fact that the clinical condition in the scenario did not
overwhelm them was highlighted as positive. Thus, it was
possible to focus on the team’s interactions and commu-
nication, which they deemed important. The students explained that it was not always possible
to take an active part in collaboration in clinical prac-
tice, and the possibility to interact with other students or
healthcare personnel could be limited or non-existent. In clinical practice, they experienced that there was lit-
tle time given over to reflect together with others. This
appeared to illustrate that profession-specific learning
goals in clinical practice are still the most common and
that interprofessional activities where the students have
time to reflect with others are scarce. MS5 (FG3): When it’s not medically precarious and
acute, you get a little more time to actually commu-
nicate. And that’s what’s most important. The students appreciated that the clinical condition did
not decline rapidly, as it gave them more time to react
and collaborate. They pointed out that in a medically
complicated scenario, you could just as well end up with
a situation where one team member dominates. NS9 (FG5): We know that, in practice, we can call
the priest, social worker, or nutritionist and get them
up there and then talk to them. But you may not
know how you would collaborate with them in that
meeting. You are doing that in here. What we do
here is very important in shedding light on how we
should collaborate. NS9 (FG5): We know that, in practice, we can call
the priest, social worker, or nutritionist and get them
up there and then talk to them. But you may not
know how you would collaborate with them in that
meeting. You are doing that in here. What we do
here is very important in shedding light on how we
should collaborate. NS10 (FG5): If it gets too complicated and there’s a
dispute between the professions, and the one who
speaks loudest overrides the rest of the group. Some
just cave in and heed to the one who has the strong-
est opinions. As the students pointed out, complicated cases could
negatively affect the communication and collaboration. Unspecific situationh The presen-
tation of vague and unspecific symptoms made the stu-
dents think more broadly in their clinical assessments, as
a symptom could be interpreted in several ways. Conse-
quently, they were less certain of the patient’s diagnosis. MS6 (FG3): Because there were vague symptoms,
you had to think a bit more broadly. You think there
can always be something more to it. And, that this
kind of assessment feels a little unfamiliar. Page 5 of 12 Lunde et al. Advances in Simulation (2022) 7:9 Lunde et al. Advances in Simulation professional perspectives enhanced the joint discussion
and thus increased their learning outcome. awareness and understanding of the situation together
without merely pointing out what went wrong. MS10 (FG5): I absolutely believe that training in
controlled settings where you get time to reflect after-
wards has great value that is difficult to include in
practice. Because in practice, you are dependent on
a supervisor taking time to include reflection and a
department with suitable conditions for reflection
with others MS10 (FG5): I absolutely believe that training in
controlled settings where you get time to reflect after-
wards has great value that is difficult to include in
practice. Because in practice, you are dependent on
a supervisor taking time to include reflection and a
department with suitable conditions for reflection
with others Room for communication By sharing experiences and reflecting together, the stu-
dents indicated that they got to know the competences of
the other healthcare professions first hand. This was per-
ceived as important for managing collaboration. The stu-
dents described the simulation setting as a good way to
become more aware of the roles and responsibility they
would assume in their future work life. It also gave room
to reflect on how to collaboratively solve problems, not
just on the idea that collaboration was necessary. Expe-
riencing the benefits of IPC may also lead to enhanced
respect for each other’s profession. As such, the students
voiced the importance of participating in training that
enhances the quality of IPC. Opportunities not present in practice Several students talked about the simulation as being
similar to practice and yet not so, especially regarding
time to reflect during the simulation and in the debrief-
ing. They highlighted that in these scenarios, they had
time to talk through the clinical picture of the patient
together and really listen to each other. In real-life prac-
tice settings, they said it might be busy and chaotic,
and opportunities for reflecting together and share pro-
fession-specific knowledge about the patient were less
available. AGN3 (FG2): I learned a lot from seeing what
the others reflected on. Here you do the reflection
together. You see what the different students see;
there is not always room for that when you work. Developing confidence
Th
d
id
h The students said that participating in the simulation
made them more aware of themselves for better or worse,
in terms of how they behaved and dealt with situations. They described the experience as discovering themselves
in a new way. Consequently, the experience appeared to
develop their confidence to engage more actively in IPC. The students also emphasised that having the oppor-
tunity to sit down together in the debriefing and reflect
on what they did enhanced the learning outcome. In the
debriefing, the students appreciated the possibility to talk
about how they communicated and collaborated in the
simulation sessions individually and as a team. They par-
ticularly pointed out that they valued the focus on raising AGN4 (FG3): With simulation, I see that if I can talk
to the medical student, then maybe I can talk to a
real doctor. You see proof that it’s actually possible to AGN4 (FG3): With simulation, I see that if I can talk
to the medical student, then maybe I can talk to a
real doctor. You see proof that it’s actually possible to Page 6 of 12 Lunde et al. Advances in Simulation (2022) 7:9 Discussioni In the findings reported here, the students emphasised
the importance of authentic and recognisable scenarios. They described that the vague and unspecific symptoms
in the scenarios created an uncertain situation where
it was difficult to find a clear direction. The students
repeatedly emphasised, however, that this experience
was positive. They acknowledged, with some surprise,
the complexity the sub-acute scenarios presented and the
opportunity that arose for them to focus on collabora-
tion and communication. Further, the students reported
increased confidence and preparedness for future work. Our results from ICCAS also supported that partici-
pating in the scenarios led to a positive change in self-
assessed interprofessional competence. Furthermore, we
discuss the potential for the sub-acute scenarios to pro-
mote interprofessional collaborative learning opportuni-
ties for healthcare students. Self‑reported interprofessional competence In addition to the material from the FG interviews, all 27
participants completed the ICCAS questionnaire. The
results from the ICCAS questionnaire showed that after
participating in the scenarios, the students reported a
positive change in self-assessed interprofessional com-
petence. There was a statistically significant increase in
the mean sum score from pre-scores (mean = 3.64, SD =
0.65) to post-scores (mean = 4.4, SD = 0.3), t (26) = 6.67,
p < .001 (two-tailed). The mean difference, 0.76, 95% CI
[0.53, 0.99], represented a large effect of d = 1.29. NS5 (FG3): I learned today that I don’t have to be
afraid. If I have some knowledge or something that
I think of, with the patient in mind, I will just say it. NS5 (FG3): I learned today that I don’t have to be
afraid. If I have some knowledge or something that
I think of, with the patient in mind, I will just say it. The students explained that when they discussed
together, they realised that they had an important role to
play. Thus, the joint problem-solving activities the sce-
narios provided seemed to increase their experience of
themselves as important contributors to the interprofes-
sional discussion. Consequently, the simulation experi-
ence led to newfound confidence in the students’ abilities
to participate and voice their opinions. This confidence
appeared to reassure the students in their own role as
healthcare professionals. When reassured in their own
role, they managed to benefit from the others’ compe-
tence and mutually create joint knowledge. talk to other professional groups. education. Consequently, this type of scenarios could
prepare the students for future IPC. The students found that as the simulation progressed,
they got more comfortable with expressing their opinion
with the team, which made it possible to have a clinical
conversation across professions. Solving the scenario,
they explained, provided an opportunity for participating
in discussions in a safe environment as equals. The crea-
tion of a safe environment allowed the students to dare to
present their perspectives and express their opinions. Better prepared for the futureh The students indicated that the experiences from the sce-
narios would be long lasting because the simulation cre-
ated practical memories they could recall later. MS5 (FG3): It’s the kind of experience that you can
come back to and reflect on. You can call on it in dif-
ferent settings and think, “Oh, yes, we did this that
time.” Collaborative problem solving in a realistic setting
A
fi d
f
h
d
h Collaborative problem solving in a realistic setting
An important finding from this study was the students’
positive response to the sub-acute scenarios, especially
their seeing scenarios as authentic and realistic learn-
ing situations. The recognisable scenarios, together with
information about the setting and available equipment,
were important factors in getting students to engage in
the simulation. Considering the simulation activity as a
social practice where learning is constructed in interac-
tion between the participants, environment and equip-
ment, it highlights the importance of pre-briefing to
create a safe and recognisable environment for the stu-
dents to interact in [22, 27, 28]. Thus, they seemed to
manage to utilise the resources available in the room
and frame the simulated situations into something
manageable.hi The students said that taking part in the simulations
would help them deal with similar situations in the
future. Facing such issues in a safe environment dur-
ing education gave the students a sense of assurance for
future work. NS6 (FG4): If you could act through it in advance
and be trained beforehand, you can handle it better
later, in terms of how to talk to each other. Thus, the students reported that interprofessional col-
laboration could become something familiar and man-
ageable because of prior training. Participating in the
scenarios seemed to provide the students with a clearer
frame of reference for problem-solving in future situ-
ations. Having useful experiences to refer could pro-
vide security since they had faced such issues during This supports the findings showing that IPE has to be
meaningful and relevant, with authentic activities, to be
able to support interprofessional learning [4, 29]. Further, Page 7 of 12 Lunde et al. Advances in Simulation (2022) 7:9 for a learning experience to be of value and to prepare the
students for future teamwork, structured opportunities
for active engagement need to be made available [11, 30]. Thus, IPC experiences involving engagement and oppor-
tunities to interact, rather than passive observation of
teamwork, are found to have more impact on interpro-
fessional learning and competence development [31–33].hi in the simulations. For students to be prepared for the
expected collaboration, educators have to create spaces
to train for IPC in healthcare education [15]. Learning opportunitiesh Through IPE-based simulation training of sub-acute
situations, this study shows that the following learning
potentials can be realised: establishing greater confidence
in handling uncertain, sub-acute situations through IPC,
understanding their own and others’ perspectives and
competencies and strengthened confidence in their own
IPC competencies and contributions for future work. These practice spaces for IPC emerge during the joint
examination of the clinical situation and is strengthened
through reflection.l l
Reflecting on the simulation experience, especially the
debriefing, is seen as a cornerstone in simulation-based
training for students to reconstruct their experience into
learning [27]. There are several ways of facilitating sce-
nario debriefing [41, 42], making it important for educa-
tors to make well-considered choice of debriefing strategy
beforehand. In this study, the facilitators were instructed
to follow the debriefing framework proposed by Rudolph
et al. [23] where the focus is enhancing awareness and
understanding of the situation. The framework highlights
creating a safe learning environment where the students
feel comfortable discussing successes and failures to
understand and learn of their actions. The students in our
study appreciated that the facilitators did not solely focus
on what went wrong, but prompted questions, thoughts
and opinions that engaged the students to contribute
actively with their own reflections and perspectives on
collaboration and communication. i
When developing scenarios for simulation-based train-
ing, careful consideration of the level of difficulty and
complexity is necessary to optimise the learning oppor-
tunities [27, 28, 36]. It is important to take into account
that the students participating in the scenarios are there
to train on competence they have not yet fully acquired
[37]. Thus, a mismatch between the difficulty and com-
plexity of the scenario and the students’ capacity to make
sense of the scenario could compromise the learning
opportunities. As the students explained, complicated
cases can breed poor communication, as one team mem-
ber may dominate. As such, scenarios where the patient’s
condition is stable seem to provide students with more
time and opportunity to emphasise team collaboration
[38, 39].h In our study, the realistic but vague and unspecific
signs and symptoms in the scenarios without a clear
conclusion created uncertainty that challenged the stu-
dents’ competence, their role understanding and task
sharing. However, the uncertainty also mobilised their
resources as they resolved the uncertainty by communi-
cation and joint reflection in the simulation and during
the debriefing. Collaborative problem solving in a realistic setting
A
fi d
f
h
d
h The founda-
tion for fruitful learning spaces have to be laid in the pre-
briefing to get the students to engage in the simulation
and interact with the participants, scenario and environ-
ment [22]. Without these spaces, it is difficult for health-
care students to get to know one another and find ways of
working together [40]. The practice space for IPC in the
sub-acute scenarios seems to provide the opportunity for
healthcare students to explore one another’s perspectives
and use one another’s competencies interprofessionally. The unspecific symptoms presented in the scenarios
created an uncertain situation for the students, where
the patient’s problem or diagnosis was unclear. As such,
the sub-acute scenarios exposed the students to the
complexity often presented by this patient group, where
accurate diagnosis can be difficult due to atypical symp-
toms [34]. Since there was no detailed algorithm to fol-
low, the outcome depended on the students’ capacity to
discuss, identify signs and symptoms and use relevant
knowledge to solve the patients’ main concerns. Students
who actively share information, discuss and draw on one
another’s resources and competencies seem to manage
defining the patients’ concerns and prepare for future
care in collaboration [35]. In our study, the students high-
lighted that the relaxed pace of the scenarios, combined
with a reasonable amount of time to complete them,
made it possible to focus on the interactions and commu-
nication within the team, to ask each other questions and
discuss and reflect together without being overwhelmed. When students recognise the simulation-based activity as
a safe environment, it can motivate them to perform at
the edge of their expertise [22], which might enable them
to expand on the learning activity and enhance their
knowledge. In our scenarios, the students recognised the
setting as a safe environment, which made them willing
to ask questions, listen to reflections from others and
contemplate on the best way forward together, although
it might highlight skills deficiencies. Learning opportunitiesh As such, the development of IPC com-
petence took place both during the scenario and in the
debriefing. The quality of the debriefing seems as impor-
tant for the development of IPC competence as the The students’ experiences of a collaborative learning
potential in simulation seemed to come from the combi-
nation of a realistic scenario and a practice space for IPC Lunde et al. Advances in Simulation (2022) 7:9 Page 8 of 12 Page 8 of 12 quality of the scenario since the debriefing is where the
participants shift their perspective from the action to
the reflection on actions and common experiences from
the scenario [23]. This study suggests that the scenarios
allowed for discussion and joint reflection and that the
simulation training may lead to enhanced understand-
ing of one another’s sense of competence and scope of
practice. Most especially, the simulation provided an
opportunity for equal discussions in a safe environment. This supports the findings suggesting that feeling safe
in a learning situation fosters confidence in one’s role
and willingness to participate in a team [8, 9, 12, 14]. Moreover, our results may indicate that the scenarios
provided safe ways of developing interprofessional col-
laborative competence where different perspectives
are valued. Unequal power relations and hierarchical
structures are seen as barriers for learning [43, 44]. We
highlighted that everyone’s knowledge and perspective
were necessary to solve the problem which seemed to
promote a non-hierarchical learning environment and
strengthen the students’ confidence in their interprofes-
sional competence. which means that the necessary level of realism should
be evaluated to create the required learning environ-
ment [28]. In our study, we have shown that the stu-
dents valued the authentic and realistic scenarios. Although the simulation was conducted in a simula-
tion centre with a SimMan as the older nursing home
patient, the student perceived the situation as realistic
due to the authentic scenario description, convincing
access to equipment, presentation of vague clinical
signs and credible information provided in the medical
record. This highlights that to create a realistic simu-
lation experience—or the right amount of fidelity—it
has to contain physical elements but also situations the
students manage to make sense of and experience as
relevant [28, 39]. Learning opportunitiesh In our study, albeit the fact that not
everything was identical to practice, the abovemen-
tioned factors contributed to create a context where
the students experienced a sense of recognisability
and, thus, engaged in the scenarios. Systematic IPE could be an advantage for future team-
work, as the students explained that having experienced
IPC, they felt prepared to contribute in future IPC situ-
ations. The positive change in the students’ self-reported
competence score supported that participating in the
scenarios prepared the students for collaborative prac-
tice. Other studies have also found that IPC training
develops competence and enhances the ability to engage
in future interprofessional teamwork in clinical practice
[33]. Exposing healthcare students to IPE during educa-
tion can result in more graduates with IPC competence,
which in turn can promote a positive change towards fur-
ther interprofessional collaborative healthcare practice. Thus, the IPC learning outcomes the students achieved
in these scenarios could be transferable to other settings
and situations. The students said that though similar to clinical
practice, the simulated setting was also different. The
joint discussions and reflections about the patients’
clinical picture they experienced during the simula-
tion session were not usually encountered in clinical
practice or work, neither was the structured debrief-
ing. This might be seen as an educational paradox, in
which students participate in IPE to prepare for future
interprofessional practice that rarely takes place. Thus, it can be challenging to prepare students with
IPC competencies if they do not find opportunities to
practice in clinical work. Consequently, those students
might not consider IPC as important in real-life clini-
cal work [5]. At the same time, education institutions
have a responsibility to include high-quality IPE, and
thereby contribute to the quality of IPC in the future. Otherwise, newly graduated students risk entering
their professions without the interprofessional col-
laborative competence needed to work efficiently in
future healthcare teams [2]. Strengths and limitations A strength of this study is that it expands simulation-
based IPE as a strategy to prepare healthcare students
for future IPC and shows the potential of adding sim-
ulations of sub-acute primary care scenarios to IPE. We acknowledge that the participating students might
be more positive about simulation and IPC than other
students might. Reasons for non-participation were,
however, mainly the lack of time and not getting time
off from work or clinical practice. The simulations
and FG interviews were conducted in 1 day to facili-
tate participation and avoid study schedule conflicts. We do not know if the students would have shared the
same viewpoints in the FG interview had they had time
to process the experience over a longer period. How-
ever, FG interviews provided us with detailed and rich
descriptions of the students’ immediate experiences. The simulation-based experience offered a frame of
reference for future problem solving. Thus, it seems
that the realistic setting not only enhances learning,
but also makes it more transferable for future situ-
ations, confirming existing research which suggests
that authentic, interactive and competence-building
IPE experiences create lasting impressions [29, 30]. However, it is important to highlight that realism—or
fidelity—does not mean that everything must be as
found in practice, without exception. Simulation fidel-
ity relates to the educational value of the simulation Page 9 of 12 Lunde et al. Advances in Simulation (2022) 7:9 Lunde et al. Advances in Simulation Fig. 1 Simulation set-up and available equipment Fig. 1 Simulation set-up and available equipment Fig. 1 Simulation set-up and available equipment The students have not had the opportunity to comment
on our interpretations, and we acknowledge that their
interpretations or explanations of the transcripts may
differ from ours. Although research promotes the use
of simulation to support IPE, there are few studies with
sub-acute scenarios from primary care. Thus, our study
contributes to a new perspective on how to facilitate
for IPE in healthcare education. These scenarios seem
to be feasible for implementation in healthcare educa-
tion. Adding observers with specific tasks related to
observation of the simulation activity could be one way
to scale up to accommodate real student numbers and
consequently avoid inactive participants in the scenar-
ios. Step 4 Step 4 Acknowledgements g
We wish to thank all the medical students, master’s students in advanced geri-
atric nursing and bachelor’s students in nursing who participated in this study. We also wish to thank Ragnhild Hellesø and Astri Letnes Janson for assisting in
the focus group interviews. Abbreviations IPE: Interprofessional education; IPC: Interprofessional collaboration; MS:
Medical student; AGN: Master’s students in advanced geriatric nursing; NS:
Bachelor’s students in nursing; FG: Focus group. Conclusionsh The present study shows that simulation-based IPE with
sub-acute primary care scenarios in healthcare educa-
tion contributes to the development of the collaborative
competence. The students valued the authentic scenarios
and expressed that solving the scenarios increased their
competence in IPC and prepared them for future work. The sub-acute scenarios, although complex in relation to
the unspecific and vague symptoms, promoted collabo-
rative learning opportunities for the students due to the
authenticity and sufficient time to discuss and reflect. Introducing simulation-based IPE with a focus on pri-
mary care scenarios can supplement more common acute
care simulation approaches for developing the collabora-
tive competence required to work in healthcare teams. Additional file 1. Additional file 2. Supplementary Information The online version contains supplementary material available at https://doi.
org/10.1186/s41077-022-00204-5. Authors’ contributions LL, AMB, AM, EOR and RBJ contributed to the study conception, design, mate-
rial preparation and data collection. All authors contributed to the analysis. LL wrote the first draft of the manuscript, and all authors contributed to the
subsequent versions and the final manuscript. The authors read and approved
the final manuscript. Step 3 Construction of artificial quotations
(condensates) summarising several
meaning units (first person) Identification and coding of mean-
ing units (first person) Construction of artificial quotations
(condensates) summarising several
meaning units (first person) Syntheses of contents into main
themes and sub-categories
Choice of golden quotes (third
person) Very realistic and similar to practice MS1 (FG1): “I am in nursing home
practice now and had my first day
yesterday. This could have been yes-
terday! And it could be tomorrow.”
NS2 (FG2): “I think they were really
good cases. Because it’s the type of
patient you would actually meet.”
MS9 (FG5): “I especially think about
the fact that it was so relevant. The
topics were important, and the situ-
ations ones that you would often
experience.” MS1 (FG1): “I am in nursing home
practice now and had my first day
yesterday. This could have been yes-
terday! And it could be tomorrow.”
NS2 (FG2): “I think they were really
good cases. Because it’s the type of
patient you would actually meet.”
MS9 (FG5): “I especially think about
the fact that it was so relevant. The
topics were important, and the situ-
ations ones that you would often
experience.” I am in practice at a nursing home
and this could have been yesterday,
or tomorrow. It felt very realistic
and relevant for primary care. This is
also the kind of patient you would
typically meet in healthcare. We
were told immediately that this is a
nursing home and what equipment
we had access to. Having been in
a nursing home, the resources and
their availability felt realistic. You
need to have surroundings that
feel realistic to make the simulation
believable. Main theme: realism
Sub category: recognition of realistic
scenario and setting Strengths and limitations Advances in Simulation Table 2 Example of analysis
Step 1
Step 2
Step
General impression and identifica-
tion of preliminary themes
Identification and coding of mean-
ing units (first person)
Cons
(con
mea Table 2 Example of analysis Main theme: realism
Sub category: recognition of realistic
scenario and setting Main theme: realism
Sub category: recognition of realistic
scenario and setting The students recognised the
scenarios as realistic, the situations
as authentic situations and ones
that they would likely encounter in
healthcare, and specifically in primary
care. The students also described
the setting in a nursing home as
recognisable and realistic. They high-
lighted the necessity to have realistic
surroundings that would make the
simulation authentic. AGN6 (FG4): “And I also think that
it was very good that we were told
immediately that this is a nurs-
ing home and this is the available
equipment in the nursing home,
and that the doctor is present one
day a week. This made it realistic.”
MS7 (FG4): “You need those sur-
roundings to make it is as believable
as possible.” Golden quotes: Golden quotes: MS9 (FG5): “I especially think about
the fact that it was so relevant. The topics were important, and the
situations ones that you would often
experience.” AGN6 (FG4): “And I also think that
it was very good that we were told
immediately that this is a nursing
home and this is the available equip-
ment in the nursing home, and that
the doctor is present one day a week. This made it realistic.” another scenario. The scenarios also have potential to
be expanded to include other healthcare professions,
which would have been an interesting opportunity for
further study. Abbreviations Strengths and limitations Then, the students could take turn in taking part
in a scenario and observing their peers taking part in The students have not had the opportunity to comment
on our interpretations, and we acknowledge that their
interpretations or explanations of the transcripts may
differ from ours. Although research promotes the use
of simulation to support IPE, there are few studies with
sub-acute scenarios from primary care. Thus, our study
contributes to a new perspective on how to facilitate
for IPE in healthcare education. These scenarios seem
to be feasible for implementation in healthcare educa-
tion. Adding observers with specific tasks related to
observation of the simulation activity could be one way
to scale up to accommodate real student numbers and
consequently avoid inactive participants in the scenar-
ios. Then, the students could take turn in taking part
in a scenario and observing their peers taking part in An interesting follow-up study could be to investigate
how the students experienced the simulation after
having entered healthcare as healthcare professionals. Although ICCAS added the students’ individual and
anonymous assessment of their own competence, we
have too small a sample size to evaluate the effect of the
sub-acute scenarios. We performed the FG interviews
with the whole interprofessional group and not divided
by professions. This might have inhibited some partici-
pants to speak freely, since they might be influenced by
how they think they are expected to act in their future
professional roles. However, since the students were
in these groups for 1 day only, we consider it unlikely
that this was a major problem. The analysis was based
on the researchers’ interpretations of the transcripts. Table 1 Description of the participants
a The AGN students have a minimum of 2 years of clinical experience as staff nurses before entering into the master’s programme
N (%)
Prior participation in simulation
Prior participation in
interprofessional simulation
Yes, N (%)
No, N (%)
Yes, N (%)
No, N (%)
Total
27 (100)
22 (82)
5 (18)
7 (26)
20 (74)
Medical students (MS)
10 (37)
8 (80)
2 (20)
2 (20)
8 (80)
Master’s students in adv. geriatric nursing
(AGN)a
8 (30)
6 (75)
2 (25)
2 (25)
6 (75)
Bachelor’s students in nursing (NS)
9 (33)
8 (88.9)
1 (11.1)
3 (33.3)
6 (66.7) Page 10 of 12 Lunde et al. Advances in Simulation (2022) 7:9 Lunde et al. Very realistic and similar to practice Funding
Th F
l g
The Faculty of Medicine, University of Oslo, funded this study. Page 11 of 12 Lunde et al. Advances in Simulation (2022) 7:9 (2022) 7:9 Lunde et al. Advances in Simulation Consent for publication The students and facilitator in Fig. 1 have consented to the use of the picture
in this article. y
p
15. Thistlethwaite J. Interprofessional education: a review of context, learning
and the research agenda. Med Educ. 2012;46(1):58–70. y
15. Thistlethwaite J. Interprofessional education: a review of c
and the research agenda. Med Educ. 2012;46(1):58–70. 16. Malterud K. Fokusgrupper som forskningsmetode for medisin og
helsefag [Focus groups as a research method for medicine and health
sciences]. Oslo: Universitetsforlaget; 2012. 16. Malterud K. Fokusgrupper som forskningsmetode for medisin og
helsefag [Focus groups as a research method for medicine and health
sciences]. Oslo: Universitetsforlaget; 2012. Ethics approval and consent to participate 13. Akselbo I, Killingberg H, Aune I. Simulation as a pedagogical learning
method for critical paediatric nursing in Bachelor of Nursing pro-
grammes: a qualitative study. Adv Simul. 2020;5(1):24. 13. Akselbo I, Killingberg H, Aune I. Simulation as a pedagogical learning
method for critical paediatric nursing in Bachelor of Nursing pro-
grammes: a qualitative study. Adv Simul. 2020;5(1):24. The Norwegian Centre for Research Data approved the study (project number
60867). We obtained written, informed consent from the participants after
providing oral and written information. 14. Costello M, Prelack K, Faller J, Huddleston J, Adly S, Doolin J. Student
experiences of interprofessional simulation: findings from a qualitative
study. J Interprof Care. 2018;32(1):95–7. Received: 17 May 2021 Accepted: 6 March 2022 Received: 17 May 2021 Accepted: 6 March 2022 Received: 17 May 2021 Accepted: 6 March 2022 20. INACSL Standards Committee, Watts PI, McDermott DS, Alinier G,
Charnetski M, Ludlow J, et al. Healthcare Simulation Standards of Best
Practice™: simulation design. Clin Simul Nurs. 2021;58:14–21. 21. Laerdal Medical. SimMan 3G Plus Stavanger: Norway; 2020. Avail-
able from: https://www.laerdal.com/no/doc/86/SimMan. [cited 2020
November 5] Availability of data and materials respiratory therapy students: a mixed-method research study. Nurse Educ
Today. 2021;99:104816. respiratory therapy students: a mixed-method research study. Nurse Educ
Today. 2021;99:104816. The datasets generated and/or analysed during the current study are not
publicly available due to the data corpus still being subject to analysis but are
available from the corresponding author on reasonable request. Additional
file 1: Interview guide; Additional file 2: Scenario description. y
11. Nichols A, Wiley S, Morrell BLM, Jochum JE, Moore ES, Carmack JN, et al. Interprofessional healthcare students’ perceptions of a simulation-based
learning experience. J Allied Health. 2019;48(3):159–66. 11. Nichols A, Wiley S, Morrell BLM, Jochum JE, Moore ES, Carmack JN, et al. Interprofessional healthcare students’ perceptions of a simulation-based
learning experience. J Allied Health. 2019;48(3):159–66. 12. Washington VL, Zakrajsek A, Myler L, Seurynck K, Holt S, Scazzero J. Blending interprofessional education and simulation learning: a mixed-
methods study of an interprofessional learning experience with nursing
and occupational therapy students. J Interprof Care. 2021:1–6. 12. Washington VL, Zakrajsek A, Myler L, Seurynck K, Holt S, Scazzero J. Blending interprofessional education and simulation learning: a mixed-
methods study of an interprofessional learning experience with nursing
and occupational therapy students. J Interprof Care. 2021:1–6. The authors declare that they have no competing interests. 17. Schmitz CC, Radosevich DM, Jardine P, Macdonald CJ, Trumpower D,
Archibald D. The interprofessional collaborative competency attain-
ment survey (ICCAS): a replication validation study. J Interprof Care. 2017;31(1):28–34. References 1. World Health Organization. Framework for action on interprofessional
education & collaborative practice Geneva: WHO Press; 2010. Available
from: http://apps.who.int/iris/bitstream/10665/70185/1/WHO_HRH_
HPN_10.3_eng.pdf?ua=1. [cited 2021 March 02] 1. World Health Organization. Framework for action on interprofessional
education & collaborative practice Geneva: WHO Press; 2010. Available
from: http://apps.who.int/iris/bitstream/10665/70185/1/WHO_HRH_
HPN_10.3_eng.pdf?ua=1. [cited 2021 March 02] 22. Rudolph JW, Raemer DB, Simon R. Establishing a safe container for learn-
ing in simulation: the role of the presimulation briefing. Simul Healthc. 2014;9(6):339–49. 2. Frenk J, Chen LC-H, Bhutta ZA, Cohen J, Crisp N, Evans T, et al. Health professionals for a new century: transforming education
to strengthen health systems in an interdependent world. Lancet. 2010;376(9756):1923–58. 23. Rudolph JW, Simon R, Dufresne RL, Raemer DB. Thereʼs no such thing as
“nonjudgmental” debriefing: a theory and method for debriefing with
good judgment. Simul Healthc. 2006;1(1):49–55. 24. Malterud K. Systematic text condensation: a strategy for qualitative analy-
sis. Scand J Public Health. 2012;40(8):795–805. 3. World Health Organization. Transforming and scaling up health
professionals’ education and training: World Health Organization
guidelines 2013. Geneva: WHO Press; 2013. Available from: https://
www.who.int/hrh/resources/transf_scaling_hpet/en/. [cited 2021
March 10] 3. World Health Organization. Transforming and scaling up health
professionals’ education and training: World Health Organization
guidelines 2013. Geneva: WHO Press; 2013. Available from: https://
www.who.int/hrh/resources/transf_scaling_hpet/en/. [cited 2021
March 10] 25. Cohen J. Statistical power analysis for the behavioral sciences. 2nd ed. Hillsdale: Laurence Erlbaum; 1988. 26. Patton MQ. Qualitative research & evaluation methods: integrating theory
and practice. 4th ed. Los Angeles: SAGE Publications; 2015. 4. Bell R, Fredland N. The use of theoretical frameworks guiding inter-
professional simulation: an integrative review. Nurs Educ Perspect. 2020;41(3):141–5. 4. Bell R, Fredland N. The use of theoretical frameworks guiding inter-
professional simulation: an integrative review. Nurs Educ Perspect. 2020;41(3):141–5. 27. Dieckmann P, Friis SM, Lippert A, Østergaard D. Goals, success factors,
and barriers for simulation-based learning: a qualitative interview
study in health care. Simul Gaming. 2012;43(5):627–47. 5. Thistlethwaite J, Forman RD, Matthews DL, Rogers DG, Steketee DC, Yass-
ine DT. Competencies and frameworks in interprofessional education: a
comparative analysis. Acad Med. 2014;89(6):869–75. 5. Thistlethwaite J, Forman RD, Matthews DL, Rogers DG, Steketee DC, Yass-
ine DT. Competencies and frameworks in interprofessional education: a
comparative analysis. Acad Med. 2014;89(6):869–75. 28. Chiniara G, Clark M, Jaffrelot M, Posner GD, Rivière É. Moving beyond
fidelity. In: Chiniara G, editor. Clinical Simulation. 2nd ed: Academic
Press; 2019. p. 539–54. 6. Gaba DM. Author details 1 Department of Nursing Science, Institute of Health and Society, Faculty
of Medicine, University of Oslo, Oslo, Norway. 2 Department of Health
Management and Health Economics, Institute of Health and Society, Faculty
of Medicine, University of Oslo, Oslo, Norway. 3 Department of Communication
and Psychology, Humanistic Faculty, Aalborg University, Aalborg, Denmark. 4 Department of General Practice, Institute of Health and Society, Faculty
of Medicine, University of Oslo, Oslo, Norway. 18. Lunde L, Bærheim A, Johannessen A, Aase I, Almendingen K, Andersen
IA, et al. Evidence of validity for the Norwegian version of the interprofes-
sional collaborative competency attainment survey (ICCAS). J Interprof
Care. 2020;35:1–8. 19. Archibald D, Trumpower D, Macdonald CJ. Validation of the interprofes-
sional collaborative competency attainment survey (ICCAS). J Interprof
Care. 2014;28(6):553–8. References The future vision of simulation in health care. Qual Saf Health
Care. 2004;13:i2–10. 6. Gaba DM. The future vision of simulation in health care. Qual Saf Health
Care. 2004;13:i2–10. 29. Naumann F, Mullins R, Cawte A, Beavis S, Musial J, Hannan-Jones M. Designing, implementing and sustaining IPE within an authentic
clinical environment: the impact on student learning. J Interprof Care. 2020;35:1–7. 7. Bullard MJ, Fox SM, Wares CM, Heffner AC, Stephens C, Rossi L. Simulation-based interdisciplinary education improves intern attitudes
and outlook toward colleagues in other disciplines. BMC Med Educ. 2019;19(1):276. 30. Gilligan C, Outram S, Levett-Jones T. Recommendations from recent
graduates in medicine, nursing and pharmacy on improving interpro-
fessional education in university programs: a qualitative study. BMC
Med Educ. 2014;14(1):52. 8. Oxelmark L, Amorøe TN, Carlzon L, Rystedt H. Students’ understanding
of teamwork and professional roles after interprofessional simulation: a
qualitative analysis. Adv Simul. 2017;2:8. 31. O’Leary N, Salmon N, Clifford AM. ‘It benefits patient care’: the value
of practice-based IPE in healthcare curriculums. BMC Med Educ. 2020;20(1):1–424. 9. Hamilton P, Coey-Niebel C, McCaig J, Zlotos L, Power A, Craig G, et al. Evaluation of inter-professional education (IPE) with medical, nursing and
pharmacy students through a simulated IPL educational intervention. Int
J Clin Pract. 2021;75(11):e14725. 32. van Lierop M, van Dongen J, Janssen M, Smeets H, van Bokhoven L,
Moser A. Jointly discussing care plans for real-life patients: the poten-
tial of a student-led interprofessional team meeting in undergraduate
health professions education. Perspect Med Educ. 2019;8(6):372–7. 10. Kleib M, Jackman D, Duarte-Wisnesky U. Interprofessional simulation
to promote teamwork and communication between nursing and 10. Kleib M, Jackman D, Duarte-Wisnesky U. Interprofessional simulation
to promote teamwork and communication between nursing and Page 12 of 12 Lunde et al. Advances in Simulation (2022) 7:9 33. Brewer ML, Flavell HL. Teamwork, collaboration and networking: self-
reported behavioural change following pre-licensure interprofessional
clinical learning. J Interprof Care. 2020;34(2):184–92. 34. Karpa K, Graveno M, Brightbill M, Fox G, Kelly S, Lehman E, et al. Geriatric assessment in a primary care environment: a standardized
patient case activity for interprofessional students. MedEdPORTAL. 2019;15(1):10844. 35. Lunde L, Moen A, Jakobsen RB, Rosvold EO, Brænd AM. Exploring health-
care students’ interprofessional teamwork in primary care simulation
scenarios: collaboration to create a shared treatment plan. BMC Med
Educ. 2021;21(1):416. 36. Alinier G, Hssain I. Creating effective learning environments: the educa-
tor’s perspective. In: Chiniara G, editor. Clinical Simulation. References 2nd ed:
Academic Press; 2019. p. 217–27. 37. Husebø SE, Abrandt Dahlgren M, Edelbring S, Nordenström E, Nordahl
Amorøe T, Rystedt H, et al. Reflecting on interprofessional simulation. In:
Abrandt Dahlgren M, Rystedt H, Felländer-Tsai L, Nyström S, editors. Inter-
professional simulation in health care. Professional and practice-based
learning. Cham: Springer International Publishing; 2019. p. 139–71. 38. Abrandt Dahlgren M, Rystedt H, Felländer-Tsai L, Nyström S. Advancing
simulation pedagogy and research. In: Abrandt Dahlgren M, Rystedt H,
Felländer-Tsai L, Nyström S, editors. Interprofessional simulation in health
care: materiality, embodiment, interaction. 26. Cham: Springer Interna-
tional Publishing AG; 2019. p. 197–211. g
p
39. Dieckmann P, Ringsted C. Pedagogy in simulation-based training in
healthcare. In: Forrest K, McKimm J, Edgar S, editors. Essential simulation
in clinical education. Oxford: Wiley; 2013. p. 43–58. 40. Schot E, Tummers L, Noordegraaf M. Working on working together. A
systematic review on how healthcare professionals contribute to inter-
professional collaboration. J Interprof Care. 2020;34(3):332–42. 41. Sawyer T, Eppich W, Brett-Fleegler M, Grant V, Cheng A. More than one
way to debrief: a critical review of healthcare simulation debriefing meth-
ods. Simul Healthc. 2016;11(3):209–17. 42. Levin H, Cheng A, Catena H, Chatfield J, Cripps A, Bissett W, et al. Debrief-
ing frameworks and methods. In: Chiniara G, editor. Clinical Simulation. 2nd ed: Academic Press; 2019. p. 483–505. 43. Aase I, Aase K, Dieckmann P, Bjørshol CA, Hansen BS. Interprofessional
communication in a simulation-based team training session in health-
care: a student perspective. J Nurs Educ Pract. 2016;6(7):91. 44. Furr S, Lane SH, Martin D, Brackney DE. Understanding roles in health
care through interprofessional educational experiences. Br J Nurs. 2020;29(6):364–72. Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in pub-
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https://link.springer.com/content/pdf/10.1007/JHEP05(2022)138.pdf
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English
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A Green's basis for the bosonic SMEFT to dimension 8
| null | 2,021
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cc-by
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Published for SISSA by
Springer Published for SISSA by
Springer Received: January 12, 2022
Revised: April 6, 2022
Accepted: April 27, 2022
Published: May 20, 2022 Open Access, c⃝The Authors.
Article funded by SCOAP3. Keywords: Effective Field Theories, SMEFT, Specific BSM Phenomenology 4
Explicit form of the operators 4.1
Operators in the class Xφ2D4 4.1
Operators in the
4.1.1
X = B
4.1.2
X = W p
4.1.1
X = B
4.1.2
X = W 4.1.1
X = B
4.1.2
X = W 4.2
Operators in the class X2φ2D2 4.2
Operators in the class X2φ2D2 4.2.1
X2 = B2
4.2.2
X2 = W 2
4.2.3
X2 = WB
4.2.4
X2 = G2 4.3
Operators in the class X3D2 4.3
Operators in the class X3D2 4.3.1
X3 = W 2B
4.3.2
X3 = G2B
4.3.3
X3 = W 3
4.3.4
X3 = G3 4.4
Operators in the class X2D4 4.4
Operators in the class X2D4 4.4.1
X = B
4.4.2
X = W
4.4.3
X = G 5
On-shell relations A Green’s basis for the bosonic SMEFT to
dimension 8 JHEP05(2022)138 Mikael Chala,a Álvaro Díaz-Carmonaa and Guilherme Guedesa,b
aCAFPE and Departamento de Física Teórica y del Cosmos, Universidad de Granada,
Campus de Fuentenueva, E-18071 Granada, Spain
bLaboratório de Instrumentaçao e Física Experimental de Partículas,
Departamento de Física da Universidade do Minho,
Campus de Gualtar, 4710-057 Braga, Portugal E-mail: mikael.chala@ugr.es, aldiaz@ugr.es, gguedes@lip.pt E-mail: mikael.chala@ugr.es, aldiaz@ugr.es, gguedes@lip.pt Abstract: We present a basis of dimension-eight Green’s functions involving Standard
Model (SM) bosonic fields, consisting of 86 new operators. Rather than using algebraic
identities and integration by parts, we prove the independence of these interactions in
momentum space, including discussion on evanescent bosonic operators. Our results pave
the way for renormalising the SM effective field theory (SMEFT), as well as for performing
matching of ultraviolet models onto the SMEFT, to higher order. To demonstrate the
potential of our construction, we have implemented our basis in matchmakereft and used
it to integrate out a heavy singlet scalar and a heavy quadruplet scalar up to one loop. We provide the corresponding dimension-eight Wilson coefficients. Likewise, we show how
our results can be easily used to simplify cumbersome redundant Lagrangians arising, for
example, from integrating out heavy fields using the path-integral approach to matching. Keywords: Effective Field Theories, SMEFT, Specific BSM Phenomenology ArXiv ePrint: 2112.12724 Open Access, c⃝The Authors. Article funded by SCOAP3. Open Access, c⃝The Authors. Article funded by SCOAP3. https://doi.org/10.1007/JHEP05(2022)138 1
Introduction
2 2
Theory and conventions 2
Theory and conventions
4 2
Theory and conventions 3
Off-shell independence in momentum space JHEP05(2022)138 4
Explicit form of the operators 1
Introduction Effective field theories (EFTs) are indispensable tools for tackling quantum field theory
(QFT) problems involving very different mass scales, particularly when employing mass-
independent renormalisation schemes such as MS. The Lagrangian of an EFT at a certain energy scale ˜µ is organised as a power expansion
in operators of increasing energy dimension (and therefore decreasing relevance). If some
observable at a much smaller energy ˜µ′ ≪˜µ is to be computed, the Lagrangian must be
run down using the renormalisation group equations (RGEs). In doing so, one typically
crosses energy thresholds corresponding to particles of mass M. The latter do not decouple
in mass-independent schemes; decoupling must be instead enforced by integrating out M. In practice, this is done by requiring that the Lagrangians with and without the particles of
mass M describe the same physics at ˜µ = M. This procedure is usually known as matching. JHEP05(2022)138 It is well known that EFT operators related by (non-singular) field redefinitions are
physically equivalent [1, 2]. They give exactly the same S-matrix, which in turn requires
all particles to be on the mass shell. However, when addressing the processes of running
and matching, it is common practice to perform intermediate computations off-shell. In
particular, for the matching this implies equating one-light-particle irreducible (off-shell)
Green’s functions above and below ˜µ = M, rather than S-matrix elements. There are a
variety of reasons for proceeding this way. 1. Within the traditional way of computing within QFT, namely à la Feynman, S-matrix
elements are obtained from connected and amputated diagrams. The amount of these
scales much faster than one-particle-irreducible (1PI) diagrams with the number of
external legs, thus turning the calculations computationally very challenging. 2. In the path integral approach to matching [3–5], no off-shell Green’s functions are
computed. However, the resulting EFT involves, in general, operators related not
only by field redefinitions, but even by algebraic identities, integration by parts, etc. The easiest way to simplify this EFT is by matching it off-shell at tree level onto
a set of independent Green’s functions whose reduction to a physical basis must be
known in advance. 3. While helicity-amplitude methods have been proved powerful to address the com-
putation of some anomalous dimensions strictly on-shell [6–15], to the best of our
knowledge they are not yet mature enough to be used in a number of cases. 6
Some applications 6.1
Integrating out a scalar singlet to one loop
6.2
Integrating out a scalar quadruplet to one loop
6.3
Reduction of Lagrangian to a physical basis 6.1
Integrating out a scalar singlet to one loop
16
6.2
Integrating out a scalar quadruplet to one loop
17
6.3
Reduction of Lagrangian to a physical basis
18 7
Conclusions and future directions A Tables of operators
21 – 1 – 1
Introduction These
include renormalisation triggered by operators with smaller number of legs than the
resulting amplitude or mixing of amplitudes of different mass dimensions. The price to pay for working off-shell, though, is that operators related by field redefi-
nitions must be kept in the action. Still, those related by algebraic identities (including
Fierz relations) or integration by parts must be considered equivalent. A complete set of
independent operators (up to field redefinitions) is called a Green’s basis. – 2 – The Standard Model EFT (SMEFT) is arguably the most important EFT, and likely
the most reliable extension of the SM.1 A Green’s basis for the SMEFT to dimension six
was worked out in ref. [16]. On top of the 84 real terms appearing in the physical basis [17]
(for one fermion family), it involves 8 bosonic and 73 fermionic new operators, thus a total
of 81 redundant interactions. (Green’s bases are also known for the EFT of the SM with
sterile neutrinos [18] to dimensions six, as well as for the EFT of the SM extended with an
axion-like particle to dimension five [19].) However, there is by now convincing evidence that the dimension-six sector alone is not
sufficient for making predictions within the SMEFT in a number of situations; see for exam-
ple refs. [20–29] for details. Thus, in this article we elaborate a Green’s basis for the SMEFT
to dimension eight. Given the large number of operators (1649 on top of the 993 physical
ones of refs. [30] and [31]) and the technical difficulties, we restrict this work to bosonic
interactions. We find a total of 86 redundant operators that extend the 89 physical ones. JHEP05(2022)138 Let us notice that there are automatic tools to count independent off-shell operators,
in particular Basisgen [32] and Sym2Int [33]. However, to the best of our knowledge, none
can yet build the operators explicitly, leave apart reducing them to the physical basis. Even checking whether certain operators within a set of interactions can be related by
integration by parts, Fierz and Bianchi identities, etc. can become extremely cumbersome
when the operators involve several fields and derivatives. Thus, to simplify this task, we work in momentum space, where operator independence
translates into the linear independence of 1PI tree-level amplitudes, conveniently written
in terms of independent kinematic invariants. 1This claim is supported by the lack of evidence of new particles between the electroweak scale v ∼
246 GeV and the TeV; as well as by the fact that the most tantalizing experimental anomalies, namely those
in B decays, point to scales of several TeVs. 2
Theory and conventions Given that we focus only on the bosonic sector of the SMEFT, the relevant renormalisable
SM Lagrangian reads simply: Given that we focus only on the bosonic sector of the SMEFT, the relevant renormalisable
SM Lagrangian reads simply: LSM = −1
4GA
µνGA µν −1
4W a
µνW a µν −1
4BµνBµν
(2.1)
+ (Dµφ)† (Dµφ) +µ2|φ|2 −λ|φ|4 . (2.1) We denote by W, B and G the electroweak gauge bosons and the gluon, respectively. We
represent the Higgs doublet by φ = (ϕ+, ϕ0)T , and ˜φ = iσ2φ∗with σI (I = 1, 2, 3) being
the Pauli matrices. Our convention for the covariant derivative is: We denote by W, B and G the electroweak gauge bosons and the gluon, respectively. We
represent the Higgs doublet by φ = (ϕ+, ϕ0)T , and ˜φ = iσ2φ∗with σI (I = 1, 2, 3) being
the Pauli matrices. Our convention for the covariant derivative is: JHEP05(2022)138 Dµ = ∂µ −ig1Y Bµ −ig2
σI
2 W I
µ −ig3
λA
2 GA
µ ,
(2.2) (2.2) where g1, g2 and g3 represent, respectively, the U(1)Y , SU(2)L and SU(3)c gauge couplings,
Y stands for the hypercharge and λA are the Gell-Mann matrices. Also, as customary, we
define dual tensors as eXµν = 1
2ϵµνρλXρλ, where our convention for the Levi-Civita symbol
follows that of FeynRules and FormCalc [36], ϵ0123 = +1. The SMEFT extendes LSM with effective operators of energy dimension d > 4, sup-
pressed by powers of the cutoffΛ, above which the SMEFT is no longer a valid EFT. Ig-
noring lepton number violation and operators of dimension higher than eight, the SMEFT
Lagrangian reads: LSMEFT = LSM +
X
i
c(6)
i
Λ2 O(6)
i
+
X
j
c(8)
j
Λ4 O(8)
j
. (2.3) (2.3) Any set of physically independent dimension-six (bosonic) operators involve 15 terms. A
widely-used such set is the Warsaw basis of ref. [17]. Likewise, the bosonic sector of the
SMEFT to dimension eight comprises 89 independent physical couplings [30, 31]. In this work, though, we are interested in operators that are independent off-shell,
namely up to field redefinitions. A basis of operators of this kind is known to dimension
six; see ref. [16]. The remaining of the paper is devoted to discussing the corresponding
dimension-eight set, the way we have obtained it and some applications. 2
Theory and conventions Hereafter, unless
otherwise stated, independence of operators will implicitly mean off-shell independence. 1
Introduction One of the most appreciated implications
of this approach is that integration by parts reduces simply to momentum conservation. Likewise, Bianchi (and other) identities manifest simply and automatically as relations
between different Feynman rules. This article is organised as follows. In section 2 we introduce the SMEFT Lagrangian,
including notation and sign conventions. In section 3 we discuss the approach to establish-
ing the off-shell independence of interactions in momentum space. We also make emphasis
on subtleties arising in interactions involving pure four-dimensional objects such as the
Levi-Civita symbol. In section 4 we provide, class by class, the operators comprising the
bosonic Green’s basis. We also include the relevant information to cross-check their in-
dependence in momentum space. In section 5 we provide the explicit reduction of the
redundant operators to the physical basis. Finally, with the aim of demonstrating the
potential of intertwining our results with automatic tools, in section 6 we integrate out
a heavy scalar singlet as well as a heavy scalar quadruplet up to one loop to dimension
eight using matchmakereft [34]. We also show how complicated Lagrangians arising from
matching using functional methods can be trivially reduced to a physical basis using our
Green’s set of operators together with standard tools such as FeynRules [35]. We conclude
in section 7. Appendix A includes tables with all operators for an easier reading. As
auxiliary material, we provide the operators in a FeynRules model. – 3 – 3
Off-shell independence in momentum space Let {Oi}i=1...N be N (potentially dependent) operators, and let A(a →b) be the 1PI
amplitude for a given process a →b. The contribution of Oi to the latter can be written
in terms of independent kinematics invariants {κα}α∈I where I is a collection of indices. Explicitly, at tree level: A(a →b) = ci
X
α∈I
fi
α(⃗g)κα ,
(3.1) (3.1) where f is simply a matrix that is function of ⃗g = (g1, g2, g3, λ), which collectively encodes
the SM couplings. (No sum over i is implied.) where f is simply a matrix that is function of ⃗g = (g1, g2, g3, λ), which collectively encodes
the SM couplings. (No sum over i is implied.) – 4 – – 4 – If two operators Oi and Oj, i ̸= j, describe different off-shell physics, and precisely
because the κ are independent, then there must exist at least one process for which the
corresponding fi
α = (fi
α1, fi
α2, . . .) and fj
α = (fj
α1, fj
α2, . . .) are non-collinear vectors. In more
generality, if there is one amplitude A such that the associate matrix M with elements
(M)ij = fi
j has rank N, then the operators {Oi}i=1...N are independent. (Clearly, the
opposite is not true.) As a matter of example, let us consider the following dimension-eight six-Higgs oper-
ators: O1 = (φ†φ)Dµ(φ†φ)Dµ(φ†φ) ,
(3.2)
O2 = (φ†φ)2(D2φ†φ + φ†D2φ) ,
(3.3)
O3 = (φ†φ)2Dµφ†Dµφ . (3.4) (3.2) JHEP05(2022)138 JHEP05(2022)138 (3.4) They are all hermitian. The 1PI amplitude for ϕ0(p1) →ϕ0(p2)ϕ+(p3)ϕ−(p4)ϕ+(p5)ϕ−(p6)
reads: They are all hermitian. The 1PI amplitude for ϕ0(p1) →ϕ0(p2)ϕ+(p3)ϕ−(p4)ϕ+(p5)ϕ−(p6)
reads: A = 2i c1(2κ13 + 2κ14 + 2κ15 + 2κ16 −2κ23 −2κ24 −2κ25 −2κ26
−κ34 −2κ35 −κ36 −κ45 −2κ46 −κ56)
−4i c2(κ11 + κ22 + κ33 + κ44 + κ55 + κ66)
+ 2i c3(2κ12 −κ34 −κ36 −κ45 −κ56) ,
(3.5) (3.5) where κij = pi · pj. j
j
Clearly, the matrix M associated to this process has, in appearance, rank 3. Indeed,
for example the sub-matrix ˆ
M associated to the invariants κ11, κ12, κ13 looks like Clearly, the matrix M associated to this process has, in appearance, rank 3. 3
Off-shell independence in momentum space Indeed,
for example the sub-matrix ˆ
M associated to the invariants κ11, κ12, κ13 looks like ˆ
M =
0
0 4i
−4i 0 0
0
4i 0
=⇒3 ≥Rank(M) ≥Rank( ˆM) = 3 . (3.6) (3.6) However, the kinematic invariants that we have chosen are not independent, because by
momentum conservation p1 = p2 + p3 + p4 + p5 + p6, and therefore κi1 can always be
eliminated. Taking this into account, we get instead: A = 2i c1(2κ33 + 3κ43 + 2κ44 + 2κ53 + 3κ54 + 2κ55 + 3κ63 + 2κ64 + 3κ65 + 2κ66)
−8i c2(κ22 + κ32 + κ33 + κ42 + κ43 + κ44 + κ52 + κ53 + κ54 + κ55 + κ62 + κ63
+ κ64 + κ65 + κ66)
+ 2i c3(2κ22 + 2κ32 + 2κ42 −κ43 + 2κ52 −κ54 + 2κ62 −κ63 −κ65) . (3.7) (3.7) + 2i c3(2κ22 + 2κ32 + 2κ42 −κ43 + 2κ52 −κ54 + 2κ62 −κ63 −κ65) . (3.7) The corresponding matrix has only rank 2. This is clear from the fact that the first and
third lines in the equation above add to minus half the second one. Or in other words,
O2 = −2(O1 +O3). At the level of the Lagrangian, this results from the fact that the three – 5 – operators are related by integration by parts up to a total derivative: operators are related by integration by parts up to a total derivative: Dµ
(φ†φ)2Dµ(φ†φ)
= 2(φ†φ)Dµ(φ†φ)Dµ(φ†φ)
+ (φ†φ)2(D2φ†φ + φ†D2φ)
+ 2(φ†φ)2Dµφ†Dµφ . (3.8) (3.8) Let us now study a slightly more elaborated example. Let us consider the following three
operators: Let us now study a slightly more elaborated example. Let us consider the following three
operators: O1 = Dµ(φ†φ)DνBµρBνρ ,
(3.9)
O2 = (D2φ†φ + φ†D2φ)BνρBνρ ,
(3.10)
O3 = Dµφ†DµφBνρBνρ . 3
Off-shell independence in momentum space (3.11) (3.9) JHEP05(2022)138 The amplitude for ϕ0(p1) →ϕ0(p2)B(p3)B(p4) takes the form: The amplitude for ϕ0(p1) →ϕ0(p2)B(p3)B(p4) takes the form: The amplitude for ϕ0(p1) →ϕ0(p2)B(p3)B(p4) takes the form: A = −ic1(κ3334 + 2κ3434 + κ3444 −κ′
4333 −2κ′
4334 −κ′
4344)
+ 4ic2(2κ2234 + 2κ2334 + 2κ2434 + κ3334 + 2κ3434 + κ3444 −2κ′
4322 −2κ′
4323
−2κ′
4324 −κ′
4333 −2κ −2κ′
4334 −κ4344) (3.12) −4ic3(κ2234 + κ2334 + κ2434 −κ′
4322 −κ4323 −κ4324) ;
(3.12) where we have removed p1 using momentum conservation, and the kinematic invariants
are: κijkl = (ε3 · ε4)(pi · pj)(pk · pl) and κ′
ijkl = (ε3 · pi)(ε4 · pj)(pk · pl), with ε representing a
polarization vector. The rank of the corresponding matrix is only 2, so one of the operators
is a linear combination of the other two. In fact, from the expression above it is obvious
to check that O1 = −1
4O2 −1
2O3. This result reflects the following Lagrangian relation: O1 = −Dµ(φ†φ)DµBρνBνρ −Dµ(φ†φ)DρBνµBνρ
= −Dµ(φ†φ)DµBρνBνρ −Dµ(φ†φ)DνBµρBνρ
= −Dµ(φ†φ)DµBρνBνρ −O1
⇒O1 = −1
2Dµ(φ†φ)DµBρνBνρ
= 1
2D2(φ†φ)BρνBνρ −1
2Dµ(φ†φ)BρνDµBνρ
= 1
2D2(φ†φ)BρνBνρ −O1
⇒O1 = 1
4D2(φ†φ)BρνBνρ
= −1
4(D2φ†φ + φ†D2φ)BνρBνρ −1
4(2Dµφ†Dµφ)BνρBνρ
= −1
4O2 −1
2O3 . (3.13) O1 = −Dµ(φ†φ)DµBρνBνρ −Dµ(φ†φ)DρBνµBνρ
= −Dµ(φ†φ)DµBρνBνρ −Dµ(φ†φ)DνBµρBνρ
= −Dµ(φ†φ)DµBρνBνρ −O1 (3.13) In the first equality we have used the Bianchi identity DµBνρ + DνBρµ + DρBµν = 0; in
the second we have renamed indices as ν ↔ρ in the last operator; in the fifth equality we
have integrated by parts the derivative acting on Bρν; while in the penultimate equality – 6 – we have simply expanded the derivative. In all steps, we have also taken into account that
B is anti-symmetric: Bνρ = −Bρν. These purposely-easy-to-follow example calculations might look trivial to address also
from the Lagrangian (position space) point of view. However, things get significantly
more complicated when not only a few but instead tens of operators are involved. More
importantly, the examples above show how one can obtain the relations between depen-
dent operators. However, demonstrating that several operators are independent, at the
Lagrangian level, implies proving that there is no single combination of operations (inte-
gration by parts, Bianchi, etc.) that can relate any of them. In momentum space, though,
one only needs to check, still, the rank of the corresponding matrix. 2The identities above are not necessarily fulfilled in D > 4 space-time dimensions if the Levi-Civita
symbol is replaced by a fully anti-symmetric rank-4 tensor. 3
Off-shell independence in momentum space Now, let us require that the three momenta (we have removed p1) and the two polariza-
tion vectors can not be linearly independent in four space-time dimensions. In other words: (3.21) p4 = a1ε3 + a2ε4 + a3p2 + a4p3
(3.21) p4 = a1ε3 + a2ε4 + a3p2 + a4p3 r some real numbers ai, i = 1, . . . , 4. Upon using this constraint, the amplitude reads: A = (c1 + c2)
a3κ342323 + a3(1 + a4)κ342323 + a4(1 + a4)κ342333 JHEP05(2022)138 + a1a3κ342332 + a1(1 + 2a4)κ342333 + a2a4κ342343 + a2
1κ342333
. (3.22) (3.22) sion, it is obvious that both operators are related (and identical). The
n the two is actually an evanescent term which vanishes in D = 4 From this expression, it is obvious that both operators are related (and identical). The
difference between the two is actually an evanescent term, which vanishes in D = 4. om this expression, it is obvious that both operators are related (and identical). The From this expression, it is obvious that both operators are related (and identical). Th
difference between the two is actually an evanescent term which vanishes in D = 4 Equipped with this background, our strategy for finding minimal sets of Green’s op-
erators in a given class (defined by number of field strength tensors, derivatives and Higgs
fields) consists simply in building all possible operators in the class, computing their con-
tribution to a single particular amplitude in which they are all independent,3 and finally
eliminating operators whose removal does not decrease the rank of the system. From our
point of view, automatising this procedure in momentum space is significantly simpler than
in position space. 4
Explicit form of the operators Following Basisgen and Sym2Int, there are 2 redundant operators in the class φ6D2, 10 in
φ4D4, 1 in φ2D6, 4 in Xφ4D2, 44 in X2φ2D2, 6 in Xφ2D4, 16 in X3D2 and 3 in the class
X2D4. Those in the first four classes have been already presented in ref. [37]. Hence, we
focus here on the remaining operators. For clarity, in the lists of interactions below, we include also the physical operators (in
the classes in which they exist) as given in ref. [30], and with the same names. 3
Off-shell independence in momentum space JHEP05(2022)138 There is one last subtlety that one has to deal with in operators involving dual field
strength tensors. The fully anti-symmetric Levi-Civita symbol ϵµνρλ, which is a pure 4-
dimensional object, fulfills in particular the Schouten identity: (3.14) gµνϵαβγδ + gµαϵβγδν + gµβϵγδνα + gµγϵδναβ + gµδϵναβγ = 0 . (3.14) Related to this, the following relations involving an arbitrary rank-2 tensor T and two field
strength tensors X and F hold: T[µν]Xµ
ρ eF νρ = T[µν] eXµ
ρF νρ ,
(3.15)
T{µν}Xµ
ρ eF νρ = −T{µν} eXµ
ρF νρ + 1
2T µ
µ eXνρFνρ ,
(3.16)
TµνXµρ eXν
ρ = 1
4T µ
µ Xνρ eXνρ ,
(3.17) (3.15) (3.17) where [µν] and {µν} denote, as usual, anti-symmetrisation and symmetrisation, respec-
tively, with respect to the indices involved. Certainly, these relations are much less imme-
diate to take care of at the level of amplitudes than, for example, momentum conservation. However, precisely because they are restrictions that hold only in D = 4 space-time dimen-
sions,2 they can be automatically enforced upon requiring all Lorentz vectors (momenta
and polarizations) involved in the amplitude to be four-vectors. In practice, we simply
demand that five or more Lorentz vectors can not be linearly independent. Let us show
how this works with a simple example. Let us consider the operators Let us consider the operators O1 = i(Dµφ†σIDνφ −Dνφ†σIDµφ)Bµ
ρf
W Iνρ ,
(3.18)
O2 = i(Dµφ†σIDνφ −Dνφ†σIDµφ) eBµ
ρW Iνρ . (3.19) (3.18)
(3.19) (3.18) They are obviously related by the identity in eq. (3.15). They are obviously related by the identity in eq. (3.15). Now, let us compute the amplitude for ϕ0(p1) →ϕ0(p2)W 3(p3)B(p4). Already after
imposing momentum conservation, we obtain: A = c1(−κ323443 −κ323444 + κ343424 + κ342334 + κ342344)
+ c2(−κ423433 −κ423434 −κ343423 + κ342433 + κ342434) ;
(3.20) (3.20) 2The identities above are not necessarily fulfilled in D > 4 space-time dimensions if the Levi-Civita
symbol is replaced by a fully anti-symmetric rank-4 tensor. – 7 – – 7 – where in this case, κijklmn = ϵ(εi, pj, pk, pl)(εm · pn) and κ′
ijklmn = ϵ(εi, εj, pk, pl)(pm · pn). Naively, one would conclude that the operators are independent, because the rank of the
matrix of the system is obviously 2. 4.1
Operators in the class Xφ2D4 There are 3 real terms for X = B, and 3 more for X = W. In the first case, it suffices
to compute the amplitude for the process ϕ0(p1) →ϕ0(p2)B(p3), while in the second case
only ϕ0(p1) →ϕ0(p2)W +(p2) is needed. 4.1.1
X = B 4.1.1
X = B O(1)
Bφ2D4 = i(Dνφ†D2φ −D2φ†Dνφ)DµBµν ,
(4.1)
O(2)
Bφ2D4 = (Dνφ†D2φ + D2φ†Dνφ)DµBµν ,
(4.2)
O(3)
Bφ2D4 = i(DρDνφ†Dρφ −Dρφ†DρDνφ)DµBµν . (4.3) (4.1) (4.2) (4.3) 3For this we simply search for an amplitude whose associated rank equals the number of independent
off-shell operators as provided by Sym2Int and Basisgen. – 8 – .2
X = W 4.1.2
X = W O(1)
Wφ2D4 = i(Dνφ†σID2φ −D2φ†σIDνφ)DµW Iµν ,
(4.4)
O(2)
Wφ2D4 = (Dνφ†σID2φ + D2φ†σIDνφ)DµW Iµν ,
(4.5)
O(3)
Bφ2D4 = i(DρDνφ†σIDρφ −Dρφ†σIDρDνφ)DµW Iµν . (4.6) (4.6) 4.2
Operators in the class X2φ2D2 There are 12 independent operators for X2 = B2, 19 for X2 = W 2 and also 19 for
X2 = WB. One can check the independence of the operators below by evaluating the
amplitudes ϕ0(p1) →ϕ0(p2)B(p3)B(p4), ϕ0(p1) →ϕ0(p2)W +(p3)W −(p4) and ϕ0(p1) →
ϕ+(p2)W +(p3)B(p4), respectively. JHEP05(2022)138 4.2.1
X2 = B2 4.2.1
X2 = B2 O(1)
B2φ2D2 = (Dµφ†Dνφ)BµρBνρ ,
(4.7)
O(2)
B2φ2D2 = (Dµφ†Dµφ)BνρBνρ ,
(4.8)
O(3)
B2φ2D2 = (Dµφ†Dµφ)Bνρ eBνρ ,
(4.9)
O(4)
B2φ2D2 = (Dµφ†φ + φ†Dµφ)DνBµρBν
ρ ,
(4.10)
O(5)
B2φ2D2 = i(φ†DµDνφ −DµDνφ†φ)BµρBν
ρ ,
(4.11)
O(6)
B2φ2D2 = φ†φDµDνBµρBν
ρ ,
(4.12)
O(7)
B2φ2D2 = i(φ†Dνφ −Dνφ†φ)DµBµρBν
ρ ,
(4.13)
O(8)
B2φ2D2 = (φ†Dνφ + Dνφ†φ)DµBµρBν
ρ ,
(4.14)
O(9)
B2φ2D2 = (φ†D2φ + D2φ†φ)Bνρ eBνρ ,
(4.15)
O(10)
B2φ2D2 = i(φ†D2φ −D2φ†φ)Bνρ eBνρ
(4.16)
O(11)
B2φ2D2 = (φ†Dνφ + Dνφ†φ)DµBµρ eBν
ρ
(4.17)
O(12)
B2φ2D2 = i(φ†Dνφ −Dνφ†φ)DµBµρ eBν
ρ . (4.18)
4.2.2
X2 = W 2
O(1)
W 2φ2D2 = (Dµφ†Dνφ)W I
µρW Iρ
ν ,
(4.19)
O(2)
W 2φ2D2 = (Dµφ†Dµφ)W I
νρW Iνρ ,
(4.20)
O(3)
W 2φ2D2 = (Dµφ†Dµφ)W I
νρf
W Iνρ ,
(4.21)
O(4)
W 2φ2D2 = iϵIJK(Dµφ†σIDνφ)W J
µρW Kρ
ν
,
(4.22)
O(5)
W 2φ2D2 = ϵIJK(Dµφ†σIDνφ)(W J
µρf
W Kρ
ν
−f
W J
µρW Kρ
ν
) ,
(4.23)
O(6)
W 2φ2D2 = iϵIJK(Dµφ†σIDνφ)(W J
µρf
W Kρ
ν
+ f
W J
µρW Kρ
ν
) ,
(4.24)
O(7)
W 2φ2D2 = iϵIJK(φ†σIDνφ −Dνφ†σIφ)DµW Jµρf
W K
νρ ,
(4.25) O(1)
B2φ2D2 = (Dµφ†Dνφ)BµρBνρ ,
(4.7)
O(2)
B2φ2D2 = (Dµφ†Dµφ)BνρBνρ ,
(4.8)
O(3)
B2φ2D2 = (Dµφ†Dµφ)Bνρ eBνρ ,
(4.9)
O(4)
B2φ2D2 = (Dµφ†φ + φ†Dµφ)DνBµρBν
ρ ,
(4.10)
O(5)
B2φ2D2 = i(φ†DµDνφ −DµDνφ†φ)BµρBν
ρ ,
(4.11)
O(6)
B2φ2D2 = φ†φDµDνBµρBν
ρ ,
(4.12)
O(7)
B2φ2D2 = i(φ†Dνφ −Dνφ†φ)DµBµρBν
ρ ,
(4.13)
O(8)
B2φ2D2 = (φ†Dνφ + Dνφ†φ)DµBµρBν
ρ ,
(4.14)
O(9)
B2φ2D2 = (φ†D2φ + D2φ†φ)Bνρ eBνρ ,
(4.15)
O(10)
B2φ2D2 = i(φ†D2φ −D2φ†φ)Bνρ eBνρ
(4.16)
O(11)
B2φ2D2 = (φ†Dνφ + Dνφ†φ)DµBµρ eBν
ρ
(4.17)
O(12)
B2φ2D2 = i(φ†Dνφ −Dνφ†φ)DµBµρ eBν
ρ . 4.2
Operators in the class X2φ2D2 (4.18)
4.2.2
X2 = W 2
O(1)
W 2φ2D2 = (Dµφ†Dνφ)W I
µρW Iρ
ν ,
(4.19)
O(2)
W 2φ2D2 = (Dµφ†Dµφ)W I
νρW Iνρ ,
(4.20)
O(3)
W 2φ2D2 = (Dµφ†Dµφ)W I
νρf
W Iνρ ,
(4.21)
O(4)
W 2φ2D2 = iϵIJK(Dµφ†σIDνφ)W J
µρW Kρ
ν
,
(4.22)
O(5)
W 2φ2D2 = ϵIJK(Dµφ†σIDνφ)(W J
µρf
W Kρ
ν
−f
W J
µρW Kρ
ν
) ,
(4.23)
O(6)
W 2φ2D2 = iϵIJK(Dµφ†σIDνφ)(W J
µρf
W Kρ
ν
+ f
W J
µρW Kρ
ν
) ,
(4.24)
O(7)
W 2φ2D2 = iϵIJK(φ†σIDνφ −Dνφ†σIφ)DµW Jµρf
W K
νρ ,
(4.25) O(1)
B2φ2D2 = (Dµφ†Dνφ)BµρBνρ ,
(4.7)
O(2)
B2φ2D2 = (Dµφ†Dµφ)BνρBνρ ,
(4.8)
O(3)
B2φ2D2 = (Dµφ†Dµφ)Bνρ eBνρ ,
(4.9)
O(4)
B2φ2D2 = (Dµφ†φ + φ†Dµφ)DνBµρBν
ρ ,
(4.10)
O(5)
B2φ2D2 = i(φ†DµDνφ −DµDνφ†φ)BµρBν
ρ ,
(4.11)
O(6)
B2φ2D2 = φ†φDµDνBµρBν
ρ ,
(4.12)
O(7)
B2φ2D2 = i(φ†Dνφ −Dνφ†φ)DµBµρBν
ρ ,
(4.13)
O(8)
B2φ2D2 = (φ†Dνφ + Dνφ†φ)DµBµρBν
ρ ,
(4.14)
O(9)
B2φ2D2 = (φ†D2φ + D2φ†φ)Bνρ eBνρ ,
(4.15)
O(10)
B2φ2D2 = i(φ†D2φ −D2φ†φ)Bνρ eBνρ
(4.16)
O(11)
B2φ2D2 = (φ†Dνφ + Dνφ†φ)DµBµρ eBν
ρ
(4.17)
O(12)
B2φ2D2 = i(φ†Dνφ −Dνφ†φ)DµBµρ eBν
ρ . 4.2
Operators in the class X2φ2D2 (4.18)
X2
W 2 4.2.2
X2 = W 2 O(1)
W 2φ2D2 = (Dµφ†Dνφ)W I
µρW Iρ
ν ,
(4.19)
O(2)
W 2φ2D2 = (Dµφ†Dµφ)W I
νρW Iνρ ,
(4.20)
O(3)
W 2φ2D2 = (Dµφ†Dµφ)W I
νρf
W Iνρ ,
(4.21)
O(4)
W 2φ2D2 = iϵIJK(Dµφ†σIDνφ)W J
µρW Kρ
ν
,
(4.22)
O(5)
W 2φ2D2 = ϵIJK(Dµφ†σIDνφ)(W J
µρf
W Kρ
ν
−f
W J
µρW Kρ
ν
) ,
(4.23)
O(6)
W 2φ2D2 = iϵIJK(Dµφ†σIDνφ)(W J
µρf
W Kρ
ν
+ f
W J
µρW Kρ
ν
) ,
(4.24)
O(7)
W 2φ2D2 = iϵIJK(φ†σIDνφ −Dνφ†σIφ)DµW Jµρf
W K
νρ ,
(4.25) – 9 – O(8)
W 2φ2D2 = ϵIJKφ†σIφDνDµW Jµρf
W Kν
ρ ,
(4.26)
O(9)
W 2φ2D2 = i(φ†Dνφ −Dνφ†φ)DµW Iµρf
W Iν
ρ ,
(4.27)
O(10)
W 2φ2D2 = (φ†Dνφ + Dνφ†φ)DµW Iµρf
W Iν
ρ ,
(4.28)
O(11)
W 2φ2D2 = (φ†Dνφ + Dνφ†φ)DµW IµρW Iν
ρ ,
(4.29)
O(12)
W 2φ2D2 = i(φ†Dνφ −Dνφ†φ)DµW IµρW Iν
ρ ,
(4.30)
O(13)
W 2φ2D2 = φ†φDµW IµρDνW Iν
ρ ,
(4.31)
O(14)
W 2φ2D2 = (Dµφ†φ + φ†Dµφ)W IνρDµW I
νρ ,
(4.32)
O(15)
W 2φ2D2 = i(Dµφ†φ −φ†Dµφ)W IνρDµW I
νρ ,
(4.33)
O(16)
W 2φ2D2 = (Dµφ†φ + φ†Dµφ)DµW Iνρf
W I
νρ ,
(4.34)
O(17)
W 2φ2D2 = i(Dµφ†φ −φ†Dµφ)DµW Iνρf
W I
νρ ,
(4.35)
O(18)
W 2φ2D2 = ϵIJK(φ†σIDνφ + Dνφ†σIφ)DµW JµρW K
νρ ,
(4.36)
O(19)
W 2φ2D2 = iϵIJK(φ†σIDνφ −Dνφ†σIφ)DµW JµρW K
νρ . (4.37) JHEP05(2022)138 4.2.3
X2 = W B 4.2.3
X2 = W B (4.55)
(4 56) φ
4.2.4
X2 = G2 φ
4.2.4
X2 = G2 4.2.4
X2 = G2 O(1)
G2φ2D2 = (Dµφ†Dνφ)GA
µρGAνρ ,
(4.57)
O(2)
G2φ2D2 = (Dµφ†Dµφ)GA
νρGAνρ ,
(4.58)
O(3)
G2φ2D2 = (Dµφ†Dµφ)GA
νρ eGAνρ ,
(4.59)
O(4)
G2φ2D2 = (Dµφ†φ + φ†Dµφ)DνGAµρGAν
ρ ,
(4.60)
O(5)
G2φ2D2 = i(φ†DµDνφ −DµDνφ†φ)GAµρGAν
ρ ,
(4.61)
O(6)
G2φ2D2 = φ†φDµDνGAµρGAν
ρ ,
(4.62)
O(7)
G2φ2D2 = i(φ†Dνφ −Dνφ†φ)DµGAµρGAν
ρ ,
(4.63)
O(8)
G2φ2D2 = (φ†Dνφ + Dνφ†φ)DµGAµρGAν
ρ ,
(4.64)
O(9)
G2φ2D2 = (φ†D2φ + D2φ†φ)GAνρ eGAν
ρ ,
(4.65)
O(10)
G2φ2D2 = i(φ†D2φ −D2φ†φ)GAνρ eGA
νρ
(4.66)
O(11)
G2φ2D2 = (φ†Dνφ + Dνφ†φ)DµGAµρ eGAν
ρ
(4.67)
O(12)
G2φ2D2 = i(φ†Dνφ −Dνφ†φ)DµGAµρ eGAν
ρ . (4.68) O(1)
G2φ2D2 = (Dµφ†Dνφ)GA
µρGAνρ ,
(4.57)
O(2)
G2φ2D2 = (Dµφ†Dµφ)GA
νρGAνρ ,
(4.58)
O(3)
G2φ2D2 = (Dµφ†Dµφ)GA
νρ eGAνρ ,
(4.59)
O(4)
G2φ2D2 = (Dµφ†φ + φ†Dµφ)DνGAµρGAν
ρ ,
(4.60)
O(5)
G2φ2D2 = i(φ†DµDνφ −DµDνφ†φ)GAµρGAν
ρ ,
(4.61)
O(6)
G2φ2D2 = φ†φDµDνGAµρGAν
ρ ,
(4.62)
O(7)
G2φ2D2 = i(φ†Dνφ −Dνφ†φ)DµGAµρGAν
ρ ,
(4.63)
O(8)
G2φ2D2 = (φ†Dνφ + Dνφ†φ)DµGAµρGAν
ρ ,
(4.64)
O(9)
G2φ2D2 = (φ†D2φ + D2φ†φ)GAνρ eGAν
ρ ,
(4.65)
O(10)
G2φ2D2 = i(φ†D2φ −D2φ†φ)GAνρ eGA
νρ
(4.66)
O(11)
G2φ2D2 = (φ†Dνφ + Dνφ†φ)DµGAµρ eGAν
ρ
(4.67)
O(12)
G2φ2D2 = i(φ†Dνφ −Dνφ†φ)DµGAµρ eGAν
ρ . (4.68) JHEP05(2022)138 4.2.3
X2 = W B 4.2.3
X2 = W B O(1)
WBφ2D2 = (Dµφ†σIDµφ)BνρW Iνρ ,
(4.38)
O(2)
WBφ2D2 = (Dµφ†σIDµφ)Bνρf
W Iνρ ,
(4.39)
O(3)
WBφ2D2 = i(Dµφ†σIDνφ)(BµρW I ρ
ν
−BνρW I ρ
µ ) ,
(4.40)
O(4)
WBφ2D2 = (Dµφ†σIDνφ)(BµρW I ρ
ν
+ BνρW I ρ
µ ) ,
(4.41)
O(5)
WBφ2D2 = i(Dµφ†σIDνφ)(Bµρf
W I ρ
ν
−Bνρf
W I ρ
µ ) ,
(4.42)
O(6)
WBφ2D2 = (Dµφ†σIDνφ)(Bµρf
W I ρ
ν
+ Bνρf
W I ρ
µ ) ,
(4.43)
O(7)
WBφ2D2 = i(φ†σIDµφ −Dµφ†σIφ)DµBνρW I
νρ ,
(4.44)
O(8)
WBφ2D2 = (φ†σIDνφ + Dνφ†σIφ)DµBµρW I
νρ ,
(4.45)
O(9)
WBφ2D2 = i(φ†σIDνφ −Dνφ†σIφ)DµBµρW I
νρ ,
(4.46)
O(10)
WBφ2D2 = (φ†σIφ)DµBµρDνW Iνρ ,
(4.47)
O(11)
WBφ2D2 = (Dνφ†σIφ + φ†σIDνφ)BµρDµW Iνρ ,
(4.48)
O(12)
WBφ2D2 = i(Dνφ†σIφ −φ†σIDνφ)BµρDµW Iνρ ,
(4.49)
O(13)
WBφ2D2 = (φ†σIφ)BµρDνDµW Iνρ ,
(4.50)
O(14)
WBφ2D2 = i(Dνφ†σIφ −φ†σIDνφ)DµBµρf
W Iνρ ,
(4.51)
O(15)
WBφ2D2 = i(φ†σIDµφ −Dµφ†σIφ)DµBνρf
W Iνρ ,
(4.52)
O(16)
WBφ2D2 = (φ†σIφ)(D2Bνρ)f
W I
νρ ,
(4.53)
O(17)
WBφ2D2 = (φ†σIφ)(DρDµW Iµν) eBνρ ,
(4.54) O(1)
WBφ2D2 = (Dµφ†σIDµφ)BνρW Iνρ ,
(4.38)
O(2)
WBφ2D2 = (Dµφ†σIDµφ)Bνρf
W Iνρ ,
(4.39)
O(3)
WBφ2D2 = i(Dµφ†σIDνφ)(BµρW I ρ
ν
−BνρW I ρ
µ ) ,
(4.40)
O(4)
WBφ2D2 = (Dµφ†σIDνφ)(BµρW I ρ
ν
+ BνρW I ρ
µ ) ,
(4.41)
O(5)
WBφ2D2 = i(Dµφ†σIDνφ)(Bµρf
W I ρ
ν
−Bνρf
W I ρ
µ ) ,
(4.42)
O(6)
WBφ2D2 = (Dµφ†σIDνφ)(Bµρf
W I ρ
ν
+ Bνρf
W I ρ
µ ) ,
(4.43)
O(7)
WBφ2D2 = i(φ†σIDµφ −Dµφ†σIφ)DµBνρW I
νρ ,
(4.44)
O(8)
WBφ2D2 = (φ†σIDνφ + Dνφ†σIφ)DµBµρW I
νρ ,
(4.45)
O(9)
WBφ2D2 = i(φ†σIDνφ −Dνφ†σIφ)DµBµρW I
νρ ,
(4.46)
O(10)
WBφ2D2 = (φ†σIφ)DµBµρDνW Iνρ ,
(4.47)
O(11)
WBφ2D2 = (Dνφ†σIφ + φ†σIDνφ)BµρDµW Iνρ ,
(4.48)
O(12)
WBφ2D2 = i(Dνφ†σIφ −φ†σIDνφ)BµρDµW Iνρ ,
(4.49)
O(13)
WBφ2D2 = (φ†σIφ)BµρDνDµW Iνρ ,
(4.50)
O(14)
WBφ2D2 = i(Dνφ†σIφ −φ†σIDνφ)DµBµρf
W Iνρ ,
(4.51)
O(15)
WBφ2D2 = i(φ†σIDµφ −Dµφ†σIφ)DµBνρf
W Iνρ ,
(4.52)
O(16)
WBφ2D2 = (φ†σIφ)(D2Bνρ)f
W I
νρ ,
(4.53)
O(17)
WBφ2D2 = (φ†σIφ)(DρDµW Iµν) eBνρ ,
(4.54) – 10 – O(18)
WBφ2D2 = i(Dνφ†σIφ −φ†σIDνφ) eBµρDµW I
νρ ,
(4.55)
O(19)
WBφ2D2 = (Dνφ†σIφ + φ†σIDνφ) eBµρDµW I
νρ . (4.56) O(18)
WBφ2D2 = i(Dνφ†σIφ −φ†σIDνφ) eBµρDµW I
νρ ,
O(19)
WBφ2D2 = (Dνφ†σIφ + φ†σIDνφ) eBµρDµW I
νρ . 4.4
Operators in the class X2D4 4.4
Operators in the class X2D4 In this class, there is only 1 operator per category, X = B, W, G. So the independence of
operators is obvious. 4.4.1
X = B
OB2D4 = (DσDµBµν)(DσDρBρν) . (4.85) 4.4.1
X = B OB2D4 = (DσDµBµν)(DσDρBρν) . (4.85) (4.85) 4.4.2
X = W OW 2D4 = (DσDµW Iµν)(DσDρW I
ρν) . (4.86) (4.86) 4.4.3
X = G OG2D4 = (DσDµGAµν)(DσDρGA
ρν) . (4.87) 4.3
Operators in the class X3D2 (4.80)
4.3.4
X3 = G3 JHEP05(2022)138 O(1)
G3D2 = fABCGA
µνDρGBµνDσGCρσ ,
(4.81)
O(2)
G3D2 = fABCGA
µνDρGBρµDσGCσν ,
(4.82)
O(3)
G3D2 = fABC eGA
µνDρGBµνDσGCρσ ,
(4.83)
O(4)
G3D2 = fABC eGA
µνDρGBρµDσGCσν ,
(4.84) O(1)
G3D2 = fABCGA
µνDρGBµνDσGCρσ ,
(4.81)
O(2)
G3D2 = fABCGA
µνDρGBρµDσGCσν ,
(4.82)
O(3)
G3D2 = fABC eGA
µνDρGBµνDσGCρσ ,
(4.83)
O(4)
G3D2 = fABC eGA
µνDρGBρµDσGCσν ,
(4.84)
h
l
X2D4 4.3
Operators in the class X3D2 In this case, there are 4 operators for each of the combinations X3 = W 2B, X3 = G2B,
X3 = W 3 and X3 = G3. The (CP-conserving) W 3 and G3 operators were previously
presented in ref. [38]. For the test, again, only one amplitude is needed for each combination
to manifest their independence. For example: B(p1) →W +(p2)W −(p3) and B(p1) →
G(p2)G(p3). 4.3.1
X3 = W 2B 4.3.1
X3 = W 2B
O(1)
W 2BD2 = BµνDρW IµνDσW Iρσ ,
(4.69)
O(2)
W 2BD2 = Bµν(D2W Iµρ)W Iν
ρ ,
(4.70)
O(3)
W 2BD2 = eBµνDρW IµνDσW Iρσ ,
(4.71)
O(4)
W 2BD2 = eBµν(D2W Iµρ)W Iν
ρ . (4.72)
4.3.2
X3 = G2B
O(1)
G2BD2 = BµνDρGAµνDσGAρσ ,
(4.73)
O(2)
G2BD2 = Bµν(D2GAµρ)GAν
ρ ,
(4.74)
O(3)
G2BD2 = eBµνDρGAµνDσGAρσ ,
(4.75)
O(4)
G2BD2 = eBµν(D2GAµρ)GAν
ρ . (4.76) 4.3.1
X
= W B
O(1)
W 2BD2 = BµνDρW IµνDσW Iρσ ,
(4.69)
O(2)
W 2BD2 = Bµν(D2W Iµρ)W Iν
ρ ,
(4.70)
O(3)
W 2BD2 = eBµνDρW IµνDσW Iρσ ,
(4.71)
O(4)
W 2BD2 = eBµν(D2W Iµρ)W Iν
ρ . (4.72)
4.3.2
X3 = G2B
O(1)
G2BD2 = BµνDρGAµνDσGAρσ ,
(4.73)
O(2)
G2BD2 = Bµν(D2GAµρ)GAν
ρ ,
(4.74)
O(3)
G2BD2 = eBµνDρGAµνDσGAρσ ,
(4.75)
O(4)
G2BD2 = eBµν(D2GAµρ)GAν
ρ . (4.76) – 11 – 4.3.3
X3 = W 3 4.3.3
X3 = W 3 O(1)
W 3D2 = ϵIJKW I
µνDρW JµνDσW Kρσ ,
(4.77)
O(2)
W 3D2 = ϵIJKW I
µνDρW JρµDσW Kσν ,
(4.78)
O(3)
W 3D2 = ϵIJK f
W I
µνDρW JµνDσW Kρσ ,
(4.79)
O(4)
W 3D2 = ϵIJK f
W I
µνDρW JρµDσW Kσν . (4.80)
4.3.4
X3 = G3 O(1)
W 3D2 = ϵIJKW I
µνDρW JµνDσW Kρσ ,
(4.77)
O(2)
W 3D2 = ϵIJKW I
µνDρW JρµDσW Kσν ,
(4.78)
O(3)
W 3D2 = ϵIJK f
W I
µνDρW JµνDσW Kρσ ,
(4.79)
O(4)
W 3D2 = ϵIJK f
W I
µνDρW JρµDσW Kσν . (4.80)
4.3.4
X3 = G3 O(1)
W 3D2 = ϵIJKW I
µνDρW JµνDσW Kρσ ,
(4.77)
O(2)
W 3D2 = ϵIJKW I
µνDρW JρµDσW Kσν ,
(4.78)
O(3)
W 3D2 = ϵIJK f
W I
µνDρW JµνDσW Kρσ ,
(4.79)
O(4)
W 3D2 = ϵIJK f
W I
µνDρW JρµDσW Kσν . 5
On-shell relations Tables 1, 2, 3 and 4 show all bosonic operators comprising the Green’s basis for the
dimension-eight SMEFT. Those in gray are redundant on-shell. They can be reduced
to the physical basis of ref. [30] by using the SM equations of motion (EOM). Ignoring
fermions, the latter read simply: D2φi = µ2φi −2λ(φ†φ)φi ,
(5.1)
∂νBµν = g1
2 (φ†iDµφ −Dµφ†iφ) ,
(5.2)
DνW I
µν = g2
2 (φ†iDµσIφ −φ†iσIDµφ) . (5.3) (5.1) (5.2) (5.3) – 12 – The following relations are also useful: The following relations are also useful: The following relations are also useful: [Dµ, Dν]φ = −ig1
2 Bµνφ −ig2
2 σIW I
µνφ ,
(5.4)
[Dµ, Dν]W Iρλ = g2ϵIJKW J
µνW Kρλ ,
(5.5)
[Dµ, Dν]GAρλ = g3fABCGB
µνGCρλ . (5.6) (5.4) (5.5)
(5.6) (5.6) The operators O(5)
φ4 ,O(7)
φ4 ,O(9)
φ4 ,O(13)
φ4 , O(4)
φ6 , O(2)
Bφ2D4, O(2)
Wφ2D4, O(5)
Wφ2D4, O(5)
Wφ4D2, O(5)
B2φ2D2,
O(7)
B2φ2D2, O(10)
B2φ2D2, O(12)
B2φ2D2, O(15)
W 2φ2D2, O(17)
W 2φ2D2, O(5)
G2φ2D2, O(7)
G2φ2D2, O(8)
G2φ2D2, O(10)
G2φ2D2,
O(11)
G2φ2D2, O(12)
G2φ2D2, O(1)
G2BD2, O(2)
G2BD2, O(3)
G2BD2, O(4)
G2BD2, O(1)
G3D2, O(2)
G3D2, O(3)
G3D2, O(4)
G3D2
and OG2D4 vanish on-shell (up to fermionic interactions). The rest shift the Wilson coeffi-
cients of physical operators, which finally read as follows: The operators O(5)
φ4 ,O(7)
φ4 ,O(9)
φ4 ,O(13)
φ4 , O(4)
φ6 , O(2)
Bφ2D4, O(2)
Wφ2D4, O(5)
Wφ2D4, O(5)
Wφ4D2, O(5)
B2φ2D2,
O(7)
B2φ2D2, O(10)
B2φ2D2, O(12)
B2φ2D2, O(15)
W 2φ2D2, O(17)
W 2φ2D2, O(5)
G2φ2D2, O(7)
G2φ2D2, O(8)
G2φ2D2, O(10)
G2φ2D2,
O(11)
G2φ2D2, O(12)
G2φ2D2, O(1)
G2BD2, O(2)
G2BD2, O(3)
G2BD2, O(4)
G2BD2, O(1)
G3D2, O(2)
G3D2, O(3)
G3D2, O(4)
G3D2
and OG2D4 vanish on-shell (up to fermionic interactions). 5
On-shell relations (5.43) c(4)
Wφ4D2 →c(4)
Wφ4D2 + c(3)
W 2BD2g1g2
2
+ c(4)
W 2BD2g1g2
4
−c(8)
W 2φ2D2g2 +c(9)
W 2φ2D2g2 +c(14)
WBφ2D2g1
−c(15)
WBφ2D2g1 −
c(18)
WBφ2D2g1
2
,
(5.41) (5.41) 2
c(1)
Bφ4D2 →c(1)
Bφ4D2 +cB2D4g3
1 −c(6)
B2φ2D2g1 +c(8)
B2φ2D2g1 −
c(3)
Bφ2D4g2
1
2
−3cW 2D4g1g2
2
+
3c(11)
WBφ2D2g2
2
+3c(13)
WBφ2D2g2 +
3c(3)
Wφ2D4g1g2
2
,
(5. c(1)
Bφ4D2 →c(1)
Bφ4D2 +cB2D4g3
1 −c(6)
B2φ2D2g1 +c(8)
B2φ2D2g1 −
c(3)
Bφ2D4g2
1
2
−3cW 2D4g1g2
2
(11)
(3) c(1)
Bφ4D2 →c(1)
Bφ4D2 +cB2D4g3
1 −c(6)
B2φ2D2g1 +c(8)
B2φ2D2g1 −
c(3)
Bφ2D4g2
1
2
−3cW 2D4g1g2
2
+
3c(11)
WBφ2D2g2
2
+3c(13)
WBφ2D2g2 +
3c(3)
Wφ2D4g1g2
2
,
(5.42)
c(2)
Bφ4D2 →c(2)
Bφ4D2 +c(11)
B2φ2D2g1 −3c(19)
WBφ2D2g2 −3c(17)
WBφ2D2g2 . (5.43) (5.42) (5.43) JHEP05(2022)138 Wilson coefficients absent in the equations above are not modified by redundant interac-
tions. This concludes the reduction of the redundant operators to the physical basis. One
more important remark is in order, though. The physical operators also get corrections
from the removal of redundant dimension-six interactions that, due to our focus on the
dimension-eight sector, we do not specify. Eliminating these operators by applying the
dimension-six SMEFT EOM is only valid up to linear order in the redundant Wilson co-
efficients [39]. For calculating the RGEs at one-loop accuracy, one can therefore apply
directly the EOMs as the neglected quadratic effects are formally two-loop corrections [37];
however, if the redudant contributions arise at tree-level — which can happen in the cal-
culation of the matching conditions of a UV theory onto the SMEFT — the dimension-six
redundant operators must be removed by proper field redefinitions. This exercise will be
addressed elsewhere. Furthermore, let us note that due to the µ proportional term in the Higgs EOM,
eq. (5.1), the removal of the redundant dimension-eight operators also results in a shift of
the dimension-six physical Wilson coefficients. While not written in the manuscript, we
also provide these contributions (in addition to the ones presented in the paper) in the
Warsaw basis [17] in an auxiliary notebook in the supplementary material. 5
On-shell relations The rest shift the Wilson coeffi-
cients of physical operators, which finally read as follows: JHEP05(2022)138 cφ8 →cφ8 −1
2cB2D4g2
1g2
2λ+ 1
2c(8)
B2φ2D2g2
1λ+2c(1)
Bφ2D4g1λ2 + 1
4c(3)
Bφ2D4g1g2
2λ
−2c(3)
Bφ2D4g1λ2 +c(3)
Bφ4D2g1λ+4c(10)
φ4 λ2 +4c(11)
φ4 λ2 −4c(12)
φ4 λ2 +8c(8)
φ4 λ2
−cW 2D4g2
1g2
2λ−1
2cW 2D4g4
2λ+ 1
2c(11)
W 2φ2D2g2
2λ−1
2c(13)
W 2φ2D2g2
2λ−c(19)
W 2φ2D2g2
2λ
−c(1)
W 3D2g3
2λ+ 1
2c(2)
W 3D2g3
2λ−1
2c(10)
WBφ2D2g1g2λ+
c(11)
WBφ2D2g1g2λ
4
+c(13)
WBφ2D2g1g2λ
+2c(1)
Wφ2D4g2λ2 + 1
2c(3)
Wφ2D4g2
1g2λ−2c(3)
Wφ2D4g2λ2 +c(6)
Wφ4D2g2λ+
c(7)
Wφ4D2g2λ
2
−4c(3)
φ6 λ−cφ2
g2
1λ2 +g2
2λ2 +32λ3
,
(5.7) (5.7) c(1)
φ6 →c(1)
φ6 +cB2D4g2
1g2
2 −
3c(8)
B2φ2D2g2
1
4
−3c(1)
Bφ2D4g1λ−1
2c(3)
Bφ2D4g1g2
2 +3c(3)
Bφ2D4g1λ
−
3c(3)
Bφ4D2g1
2
+ 3
2cφ2g2
1λ+ 5
2cφ2g2
2λ+8cφ2λ2 +4c(12)
φ4 λ−4c(4)
φ4 λ−2c(6)
φ4 λ
+ 3
2cW 2D4g2
1g2
2 + 5cW 2D4g4
2
4
−
5c(11)
W 2φ2D2g2
2
4
+
5c(13)
W 2φ2D2g2
2
4
+
5c(19)
W 2φ2D2g2
2
2
+ 5c(1)
W 3D2g3
2
2
−5c(2)
W 3D2g3
2
4
+
3c(10)
WBφ2D2g1g2
4
−
c(11)
WBφ2D2g1g2
4
−
3c(13)
WBφ2D2g1g2
2
+
c(8)
WBφ2D2g1g2
4
−5c(1)
Wφ2D4g2λ−3
4c(3)
Wφ2D4g2
1g2 +5c(3)
Wφ2D4g2λ−
5c(6)
Wφ4D2g2
2
−c(7)
Wφ4D2g2 ,
(5.8) (5.8) c(2)
φ6 →c(2)
φ6 + 1
4cB2D4g2
1g2
2 −
c(8)
B2φ2D2g2
1
2
−2c(1)
Bφ2D4g1λ−1
8c(3)
Bφ2D4g1g2
2 +2c(3)
Bφ2D4g1λ
−c(3)
Bφ4D2g1 +cφ2g2
1λ+2c(12)
φ4 λ−2c(6)
φ4 λ+cW 2D4g2
1g2
2 +
c(10)
WBφ2D2g1g2
2
−
c(8)
WBφ2D2g1g2
4
−
3c(11)
WBφ2D2g1g2
8
−c(13)
WBφ2D2g1g2 −1
2c(3)
Wφ2D4g2
1g2
c(7)
Wφ4D2g2
(5 9) (5.9) – 13 – c(1)
φ4 →c(1)
φ4 +cB2D4g2
1 −c(3)
Bφ2D4g1 −cW 2D4g2
2 +c(3)
Wφ2D4g2 ,
(5.10)
c(2)
φ4 →c(2)
φ4 −cB2D4g2
1 +c(3)
Bφ2D4g1 −cW 2D4g2
2 +c(3)
Wφ2D4g2 ,
(5.11)
c(3)
φ4 →c(3)
φ4 +2cW 2D4g2
2 −2c(3)
Wφ2D4g2 ,
(5.12)
c(1)
G3φ2 →c(1)
G3φ2 +g3c(6)
G2φ2D2 ,
(5.13)
c(1)
W 3φ2 →c(1)
W 3φ2 −c(1)
W 3D2g2
2
2
,
(5.14)
c(2)
W 3φ2 →c(2)
W 3φ2 −c(3)
W 3D2g2
2
2
,
(5.15)
c(1)
W 2Bφ2 →c(1)
W 2Bφ2 −c(1)
W 3D2g1g2
2
+
c(11)
WBφ2D2g2
2
+c(13)
WBφ2D2g2 ,
(5.16)
c(2)
W 2Bφ2 →c(2)
W 2Bφ2 + c(3)
W 3D2g1g2
4
+
c(19)
WBφ2D2g2
2
,
(5.17)
c(1)
G2φ4 →c(1)
G2φ4 +λc(4)
G2φ2D2 ,
(5.18)
c(2)
G2φ4 →c(2)
G2φ4 −4λc(9)
G2φ2D2 ,
(5.19)
c(1)
W 2φ4 →c(1)
W 2φ4 −1
8cB2D4g2
1g2
2 + 1
16c(3)
Bφ2D4g1g2
2 −cW 2D4g4
2
8
+
c(11)
W 2φ2D2g2
2
4
+2c(14)
W 2φ2D2λ−
c(19)
W 2φ2D2g2
2
2
−c(1)
W 3D2g3
2
2
+ c(2)
W 3D2g3
2
4
−
c(11)
WBφ2D2g1g2
16
−
c(8)
WBφ2D2g1g2
8
+
c(7)
Wφ4D2g2
8
−1
2cφ2g2
2λ,
(5.20)
c(2)
W 2φ4 →c(2)
W 2φ4 +
c(10)
W 2φ2D2g2
2
4
+2c(16)
W 2φ2D2λ−
c(7)
W 2φ2D2g2
2
2
+ c(3)
W 3D2g3
2
2
+ c(4)
W 3D2g3
2
4
+
c(16)
WBφ2D2g1g2
4
+
c(19)
WBφ2D2g1g2
16
,
(5.21)
c(3)
W 2φ4 →c(3)
W 2φ4 + 1
16c(3)
Bφ2D4g1g2
2 +
c(7)
Wφ4D2g2
8
+
c(8)
WBφ2D2g1g2
8
+
c(11)
WBφ2D2g1g2
16
,
(5.22)
c(4)
W 2φ4 →c(4)
W 2φ4 −
c(16)
WBφ2D2g1g2
4
−
c(19)
WBφ2D2g1g2
16
,
(5.23)
c(1)
WBφ4 →c(1)
WBφ4 −
c(6)
B2φ2D2g1g2
4
+
c(8)
B2φ2D2g1g2
4
+ 1
8c(3)
Bφ2D4g2
1g2 −1
2cW 2D4g1g3
2
+
c(11)
W 2φ2D2g1g2
4
−
c(19)
W 2φ2D2g1g2
2
−1
2c(1)
W 3D2g1g2
2 + 1
4c(2)
W 3D2g1g2
2 +
c(11)
WBφ2D2g2
2
8
+c(11)
WBφ2D2λ+
c(13)
WBφ2D2g2
2
4
+ 1
4c(3)
Wφ2D4g1g2
2 +
c(7)
Wφ4D2g1
4
−cφ2g1g2λ,
(5.24) c(1)
φ4 →c(1)
φ4 +cB2D4g2
1 −c(3)
Bφ2D4g1 −cW 2D4g2
2 +c(3)
Wφ2D4g2 ,
(5.10)
c(2)
φ4 →c(2)
φ4 −cB2D4g2
1 +c(3)
Bφ2D4g1 −cW 2D4g2
2 +c(3)
Wφ2D4g2 ,
(5.11)
c(3)
φ4 →c(3)
φ4 +2cW 2D4g2
2 −2c(3)
Wφ2D4g2 ,
(5.12)
c(1)
G3φ2 →c(1)
G3φ2 +g3c(6)
G2φ2D2 ,
(5.13)
c(1)
W 3φ2 →c(1)
W 3φ2 −c(1)
W 3D2g2
2
2
,
(5.14)
c(2)
W 3φ2 →c(2)
W 3φ2 −c(3)
W 3D2g2
2 ,
(5.15) φ
φ
W D g2
Wφ D g
(
)
c(1)
G3φ2 →c(1)
G3φ2 +g3c(6)
G2φ2D2 ,
(5.13)
c(1)
W 3φ2 →c(1)
W 3φ2 −c(1)
W 3D2g2
2
2
,
(5.14)
c(2)
W 3φ2 →c(2)
W 3φ2 −c(3)
W 3D2g2
2
2
,
(5.15)
c(1)
W 2Bφ2 →c(1)
W 2Bφ2 −c(1)
W 3D2g1g2
2
+
c(11)
WBφ2D2g2
2
+c(13)
WBφ2D2g2 ,
(5.16)
c(2)
W 2Bφ2 →c(2)
W 2Bφ2 + c(3)
W 3D2g1g2
4
+
c(19)
WBφ2D2g2
2
,
(5.17)
c(1)
G2φ4 →c(1)
G2φ4 +λc(4)
G2φ2D2 ,
(5.18)
c(2)
G2φ4 →c(2)
G2φ4 −4λc(9)
G2φ2D2 ,
(5.19)
c(1)
W 2φ4 →c(1)
W 2φ4 −1
8cB2D4g2
1g2
2 + 1
16c(3)
Bφ2D4g1g2
2 −cW 2D4g4
2
8
+
c(11)
W 2φ2D2g2
2
4
+2c(14)
W 2φ2D2λ−
c(19)
W 2φ2D2g2
2
2
−c(1)
W 3D2g3
2
2
+ c(2)
W 3D2g3
2
4
−
c(11)
WBφ2D2g1g2
16
c(8)
g1g2
c(7)
g2
1 JHEP05(2022)138 (5.20) (5.21) (5.24) – 14 – c(2)
WBφ4 →c(2)
WBφ4 +
c(11)
B2φ2D2g1g2
4
+
c(10)
W 2φ2D2g1g2
4
−
c(7)
W 2φ2D2g1g2
2
+ 1
2c(3)
W 3D2g1g2
2
+ 1
4c(4)
W 3D2g1g2
2 −
c(19)
WBφ2D2g2
2
4
+c(19)
WBφ2D2λ−
c(17)
WBφ2D2g2
2
4
,
(5.25)
c(1)
B2φ4 →c(1)
B2φ4 + cB2D4g4
1
8
+c(4)
B2φ2D2λ−
c(6)
B2φ2D2g2
1
4
+
c(8)
B2φ2D2g2
1
4
−3
8cW 2D4g2
1g2
2
+
c(11)
WBφ2D2g1g2
8
+
c(13)
WBφ2D2g1g2
4
+ 1
4c(3)
Wφ2D4g2
1g2 −1
2cφ2g2
1λ,
(5.26)
c(2)
B2φ4 →c(2)
B2φ4 +
c(11)
B2φ2D2g2
1
4
−4c(9)
B2φ2D2λ−
c(19)
WBφ2D2g1g2
4
−
c(17)
WBφ2D2g1g2
4
,
(5.27)
c(2)
G2φ2D2 →c(2)
G2φ2D2 −1
2c(4)
G2φ2D2 ,
(5.28)
c(2)
W 2φ2D2 →c(2)
W 2φ2D2 −c(14)
W 2φ2D2 ,
(5.29)
c(3)
W 2φ2D2 →c(3)
W 2φ2D2 −c(16)
W 2φ2D2 ,
(5.30)
c(4)
W 2φ2D2 →c(4)
W 2φ2D2 −2c(1)
W 3D2g2 ,
(5.31)
c(6)
W 2φ2D2 →c(6)
W 2φ2D2 −c(3)
W 3D2g2 ,
(5.32)
c(1)
WBφ2D2 →c(1)
WBφ2D2 −
c(11)
WBφ2D2
2
,
(5.33)
c(2)
WBφ2D2 →c(2)
WBφ2D2 −
c(19)
WBφ2D2
2
,
(5.34)
c(3)
WBφ2D2 →c(3)
WBφ2D2 −c(1)
W 2BD2g2 +c(2)
W 2BD2g2 +c(12)
WBφ2D2 +2c(7)
WBφ2D2 ,
(5.35)
c(5)
WBφ2D2 →c(5)
WBφ2D2 −c(3)
W 2BD2g2 + 3c(4)
W 2BD2g2
2
+2c(15)
WBφ2D2 +c(18)
WBφ2D2 ,
(5.36)
c(2)
B2φ2D2 →c(2)
B2φ2D2 −
c(4)
B2φ2D2
2
,
(5.37)
c(1)
Wφ4D2 →c(1)
Wφ4D2 −cB2D4g2
1g2 +
c(3)
Bφ2D4g1g2
2
−cW 2D4g3
2 +c(11)
W 2φ2D2g2 −4c(19)
W 2φ2D2g2
−4c(1)
W 3D2g2
2 +2c(2)
W 3D2g2
2 −
c(11)
WBφ2D2g1
2
−c(8)
WBφ2D2g1 −
c(3)
Wφ2D4g2
2
2
+2c(7)
Wφ4D2 ,
(5.38)
c(2)
Wφ4D2 →c(2)
Wφ4D2 +c(10)
W 2φ2D2g2 −4c(7)
W 2φ2D2g2 +4c(3)
W 3D2g2
2 +2c(4)
W 3D2g2
2 +2c(16)
WBφ2D2g1
+
c(19)
WBφ2D2g1
2
,
(5.39)
c(3)
Wφ4D2 →c(3)
Wφ4D2 + c(1)
W 2BD2g1g2
2
+c(12)
W 2φ2D2g2 +c(18)
W 2φ2D2g2 −
c(12)
WBφ2D2g1
2
−c(7)
WBφ2D2g1
−c(9)
WBφ2D2g1 ,
(5.40) (5.25) JHEP05(2022)138 c(1)
Wφ4D2 →c(1)
Wφ4D2 −cB2D4g2
1g2 +
c(3)
Bφ2D4g1g2
2
−cW 2D4g3
2 +c(11)
W 2φ2D2g2 −4c(19)
W 2φ2D2g2
−4c(1)
W 3D2g2
2 +2c(2)
W 3D2g2
2 −
c(11)
WBφ2D2g1
2
−c(8)
WBφ2D2g1 −
c(3)
Wφ2D4g2
2
2
+2c(7)
Wφ4D2 ,
(5.38)
c(2)
Wφ4D2 →c(2)
Wφ4D2 +c(10)
W 2φ2D2g2 −4c(7)
W 2φ2D2g2 +4c(3)
W 3D2g2
2 +2c(4)
W 3D2g2
2 +2c(16)
WBφ2D2g1
+
c(19)
WBφ2D2g1
2
,
(5.39)
c(3)
Wφ4D2 →c(3)
Wφ4D2 + c(1)
W 2BD2g1g2
2
+c(12)
W 2φ2D2g2 +c(18)
W 2φ2D2g2 −
c(12)
WBφ2D2g1
2
−c(7)
WBφ2D2g1
−c(9)
WBφ2D2g1 ,
(5.40) (5.38) (5.38) +
Wφ4D2 ,
(5 38)
c(2)
Wφ4D2 →c(2)
Wφ4D2 +c(10)
W 2φ2D2g2 −4c(7)
W 2φ2D2g2 +4c(3)
W 3D2g2
2 +2c(4)
W 3D2g2
2 +2c(16)
WBφ2D2g1
+
c(19)
WBφ2D2g1
2
,
(5.39)
c(3)
Wφ4D2 →c(3)
Wφ4D2 + c(1)
W 2BD2g1g2
2
+c(12)
W 2φ2D2g2 +c(18)
W 2φ2D2g2 −
c(12)
WBφ2D2g1
2
−c(7)
WBφ2D2g1
−c(9)
WBφ2D2g1 ,
(5.40) (5.39) (5.40) (5.40) −c(9)
WBφ2D2g1 ,
(5.40) – 15 – c(4)
Wφ4D2 →c(4)
Wφ4D2 + c(3)
W 2BD2g1g2
2
+ c(4)
W 2BD2g1g2
4
−c(8)
W 2φ2D2g2 +c(9)
W 2φ2D2g2 +c(14)
WBφ2D2g1
−c(15)
WBφ2D2g1 −
c(18)
WBφ2D2g1
2
,
(5.41)
c(1)
Bφ4D2 →c(1)
Bφ4D2 +cB2D4g3
1 −c(6)
B2φ2D2g1 +c(8)
B2φ2D2g1 −
c(3)
Bφ2D4g2
1
2
−3cW 2D4g1g2
2
+
3c(11)
WBφ2D2g2
2
+3c(13)
WBφ2D2g2 +
3c(3)
Wφ2D4g1g2
2
,
(5.42)
c(2)
Bφ4D2 →c(2)
Bφ4D2 +c(11)
B2φ2D2g1 −3c(19)
WBφ2D2g2 −3c(17)
WBφ2D2g2 . 6.1
Integrating out a scalar singlet to one loop Let us extend the SM with a heavy singlet scalar S ∼(1, 1)0. The numbers within paren-
theses and the sub-index indicate the SU(3)c and SU(2)L quantum numbers and the hy-
percharge, respectively. We assume a Z2 symmetry S →−S, so that the new physics
Lagrangian reads: LNP = 1
2(DµS)(DµS) −1
2m2
SS2 −λSφS2φ†φ −λSS4 . (6.1) (6.1) Because of the Z2 symmetry, all effective operators arise first at one loop. Hence, the
contribution from redundant dimension-six interactions to the dimension-eight terms upon
field redefinitions are formally two-loop corrections and therefore negligible within our order
of calculation. Consequently, eqs. (5.7)–(5.43) are valid without any further corrections. Because of the Z2 symmetry, all effective operators arise first at one loop. Hence, the
contribution from redundant dimension-six interactions to the dimension-eight terms upon
field redefinitions are formally two-loop corrections and therefore negligible within our order
of calculation. Consequently, eqs. (5.7)–(5.43) are valid without any further corrections. – 16 – Thus, we implement this model, together with our Green’s basis of operators (including
the on-shell relations in eqs. (5.7)–(5.43)) in matchmakereft [34]. Automatically, we get
the following dimension-eight Wilson coefficients: c(1)
φ6
Λ4 =
1
1920 m4
S π2 λ2
Sφ (5λSφ −8λ) ,
(6.2)
c(3)
φ4
Λ4 =
1
960 m4
S π2 λ2
Sφ . (6.3) (6.2) (6.3) For simplicity, we have taken the limit g2 →0. (Also, we have not computed the Wilson
coefficient of Oφ8.) To the best of our knowledge, this is the first one-loop computation of
the matching of a scalar singlet onto the bosonic SMEFT to dimension-eight. JHEP05(2022)138 For simplicity, we have taken the limit g2 →0. (Also, we have not computed the Wilson
coefficient of Oφ8.) To the best of our knowledge, this is the first one-loop computation of
the matching of a scalar singlet onto the bosonic SMEFT to dimension-eight. 6.2
Integrating out a scalar quadruplet to one loop We are also in agreement with the (loop produced) c(1)
B2
and c(2)
B2 previously reported in refs. [38, 40]. 6.2
Integrating out a scalar quadruplet to one loop In this case, we consider the SM extended with a scalar SU(2)L quadruplet with Y = 1/2
and mass mΘ. We name it as Θ. The relevant new physics Lagrangian is: LNP = DµΘ†DµΘ −m2
ΘΘ†Θ −λΘ(φ†σIφ)Cα
Iβ ˜φβϵαγΘγ + h.c. . (6.4) (6.4) (For simplicity, we are ignoring other quartic terms.)
The Cα
Iβ symbol represents the
Clebsh-Gordan needed to single out the SU(2)L singlet from the contraction of a quadru-
plet, a doublet and a triplet. At tree level and dimension six, only the operator (φ†φ)3
is generated. (Therefore, once more, indirect contributions to the dimension-eight Wilson
coefficients can be obtained simply from eqs. (5.7)–(5.43).) At dimension eight, and again
in the limit g2 →0, we obtain: c(1)
B4
Λ4 =
7g4
1
92160 m4
Θ π2 ,
(6.5)
c(2)
B4
Λ4 =
g4
1
92160 m4
Θ π2 ,
(6.6)
c(1)
φ6
Λ4 = |λΘ|2
3 m2
Θ
+ −6440 g2
1 |λΘ|2 + 103040 |λΘ|2λ
80640 m4
Θ π2
,
(6.7)
c(2)
φ6
|λΘ|2
+ +3640 g2
1|λΘ|2 −655200 |λΘ|2 λ
(6 8) c(1)
B4
Λ4 =
7g4
1
92160 m4
Θ π2 ,
(6.5)
c(2)
B4
Λ4 =
g4
1
92160 m4
Θ π2 ,
(6.6)
c(1)
φ6
Λ4 = |λΘ|2
3 m2
Θ
+ −6440 g2
1 |λΘ|2 + 103040 |λΘ|2λ
80640 m4
Θ π2
,
(6.7)
c(2)
φ6
Λ4 = −|λΘ|2
2 m2
Θ
+ +3640 g2
1|λΘ|2 −655200 |λΘ|2 λ
483840 m4
Θ π2
,
(6.8)
c(1)
φ4
Λ4 = 4480 |λΘ|2 −3g4
1
40320 m4
Θ π2
,
(6.9)
c(2)
φ4
Λ4 = 3g4
1 + 1120 |λΘ|2
40320 m4
Θ π2
,
(6.10)
c(3)
φ4
Λ4 = −
|λΘ|2
18 m4
Θ π2 ,
(6.11) (6.5) (6.6) – 17 – c(1)
B2φ4
Λ4
= 1960 g2
1|λΘ|2 −3g6
1
322560 m4
Θ π2
,
(6.12)
c(1)
Bφ4D2
Λ4
= −
g5
1
13440 m4
Θ π2 . (6.13) (6.12) (6.13) The tree-level contribution to c(1)
φ6 and c(2)
φ6 had been previously computed in ref. [30], and
we agree with the result therein. We are also in agreement with the (loop produced) c(1)
B2
and c(2)
B2 previously reported in refs. [38, 40]. The tree-level contribution to c(1)
φ6 and c(2)
φ6 had been previously computed in ref. [30], and
we agree with the result therein. 6.3
Reduction of Lagrangian to a physical basis JHEP05(2022)138 Functional methods comprise a very powerful tool to match UV models onto EFTs, by
literally integrating over the heavy dynamical fields in the path integral [3–5]. The advan-
tage of this approach with respect to matching 1PI amplitudes in Feynman diagrams is
that no basis of EFT operators (neither Green’s nor physical) must be known in advance
to complete the calculation. The drawback, though, is that the resulting EFT Lagrangian is highly redundant, in-
volving operators related by EOM, integration by parts and algebraic identities. Operators
can be even connected by a re-labeling of dummy indices. (However simple this might look,
they can be hard to differentiate in a more or less automatic fashion.) With the help of SuperTracer [41], we have checked the monstruosity of the EFT
Lagrangian resulting from integrating out heavy fields to one loop in elaborated models. However, the cumbersone mixture of EFT interactions can be already appreciated in simple
models and even at tree level. Let us consider, for example, an extension of the SM with a heavy real vector triplet
W ∼(1, 3)0, with Lagrangian: LNP = 1
2
DµW†
νDνWµ −DµW†
νDµWν +m2
WW†
µWµ +(gφ
WWµφI†σIiDµφ+h.c.)
. (6.1 At tree level, the effective action is given by the UV action evaluated on W = Wc, namely
the classical configuration that solves the W EOM. We compute this to order 1/m4
W using
MatchingTools [42], obtaining: L(8)
EFT= (gφ
W)2
m4
W
2(Dµφ†Dνφ)(Dµφ†Dνφ)+4(Dνφ†DνDµφ)(Dµφ†φ)−2(Dµφ†Dνφ)(φ†DµDνφ)
−4(Dµφ†φ)(DµDνφ†Dνφ)+2(Dµφ†Dνφ)(DµDνφ†φ)−4(Dµφ†Dµφ)(Dνφ†Dνφ)
+2(Dµφ†Dνφ)(Dνφ†Dµφ)+1
2(φ†DµDνφ)(φ†DµDνφ)−2(DνDρφ†DνDρφ)(φ†φ)
+(DµDνφ†φ)(φ†DµDνφ)−4(φ†Dρφ)(Dνφ†DρDνφ)+2(φ†DνDµφ)(Dµφ†Dνφ)
+1
2(DµDνφ†φ)(DµDνφ†φ)+4(DρDνφ†Dρφ)(Dνφ†φ)−2(DνDµφ†φ)(Dµφ†Dνφ)
−1
2(φ†DνDµφ)(φ†DµDνφ)+2(DρDνφ†DνDρφ)(φ†φ)−(DνDµφ†φ)(φ†DµDνφ)
−1
2(DνDµφ†φ)(DµDνφ†φ)
. L(8)
EFT= (gφ
W)2
m4
W
2(Dµφ†Dνφ)(Dµφ†Dνφ)+4(Dνφ†DνDµφ)(Dµφ†φ)−2(Dµφ†Dνφ)(φ†DµDνφ)
−4(Dµφ†φ)(DµDνφ†Dνφ)+2(Dµφ†Dνφ)(DµDνφ†φ)−4(Dµφ†Dµφ)(Dνφ†Dνφ)
+2(Dµφ†Dνφ)(Dνφ†Dµφ)+1
2(φ†DµDνφ)(φ†DµDνφ)−2(DνDρφ†DνDρφ)(φ†φ)
+(DµDνφ†φ)(φ†DµDνφ)−4(φ†Dρφ)(Dνφ†DρDνφ)+2(φ†DνDµφ)(Dµφ†Dνφ)
+1
2(DµDνφ†φ)(DµDνφ†φ)+4(DρDνφ†Dρφ)(Dνφ†φ)−2(DνDµφ†φ)(Dµφ†Dνφ)
−1
2(φ†DνDµφ)(φ†DµDνφ)+2(DρDνφ†DνDρφ)(φ†φ)−(DνDµφ†φ)(φ†DµDνφ)
−1
2(DνDµφ†φ)(DµDνφ†φ)
. – 18 – (The dimension-six piece can be checked in ref. [39, 43], from where we borrow notation.)
We reproduce precisely the different dummy indices resulting from the automatic calcu-
lation. It is apparent that this Lagrangian can not easily (at least not immediately) be
reduced to a physical basis by hand. 6.3
Reduction of Lagrangian to a physical basis ( ) However, one could simply (and automatically) export L(8)
EFT to FeynArts with the
help of FeynRules, compute the relevant 1PI tree-level off-shell amplitudes and project
the results onto our basis.4 Proceeding this way, we obtain: L(8)
EFT = (gφ
W)2
m4
W
2O(1)
φ4 + 2O(2)
φ4 −4O(3)
φ4 −1
4g2
2O(1)
W 2φ4 + 1
2g1g2O(1)
WBφ4
+ 3
4g2
1O(1)
B2φ4 −2g2O(1)
Wφ4D2 + 6g1O(1)
Bφ4D2 + 2g1O(3)
Bφ4D2
. (6.15) JHEP05(2022)138 (6.15) Thus, even matching computations performed using functional methods can benefit
from knowing a basis of independent Green’s functions. Thus, even matching computations performed using functional methods can benefit
from knowing a basis of independent Green’s functions. 4Matchmakereft includes also a single instruction to perform this action automatically. 7
Conclusions and future directions (A more mundane albeit
technically important property of our basis is that all the effective operators in there can
be exported to FeynArts using FeynRules, which is not always the case.) This simplifies notably the calculation, because these operators generate amplitudes with
three polarization vectors and five different momenta, from which three vectors must be
therefore projected onto the remaining four independent ones. (A more mundane albeit
technically important property of our basis is that all the effective operators in there can
be exported to FeynArts using FeynRules, which is not always the case.) Renormalising the bosonic sector of the SMEFT to dimension eight (thus concluding
the effort initiated in ref. [37]) is in fact an avenue we have already started to explore on
the basis of this work. Another future direction of our current work includes classifying all
independent bosonic evanescent operators (and projecting them onto the physical basis in
four dimensions). This will simplify the matching of UV models onto the SMEFT using
tools based on diagrammatic calculations, since the Levi-Civita symbol can be assumed
to be simply a totally anti-symmetric tensor without further structure inherited from the
four-dimensional space-time. (In fact, for performing the matching in section 6.2, we
augmented the basis with the operator O = BµνBνρBρσBσµ, which in D = 4 fullfills
O = 1
2O(1)
B4 + 1
4O(2)
B4.) JHEP05(2022)138 Connected to this, one more avenue that we aim to pursue in the near future is using
matchmakereft to analyse positivity bounds on SMEFT X2φ2D2 operators (first presented
in ref. [46]) in models in which low-momentum 2 →2 amplitudes are not necessarily well
approximated by the EFT at tree level. Such models involve in general heavy fields with
linear interactions, which can be integrated out only if loops involving heavy-light particles
are calculated. To the best of our knowledge, other tools for matching, such as Codex [47],
do not include yet these loops, particularly for dimension-eight computations. The computation of the field redefinitions needed to remove the redundant operators
from a dimension-six Green’s basis and its impact on the physical Wilson coefficients at
dimension-eight is also a future path to follow. 7
Conclusions and future directions Off-shell calculations are common practice within effective quantum field theories. They
have the advantage that they involve a substantially smaller amount of Feynman diagrams
than calculations of physical (on-shell) S-matrix elements. In contrast, they require intro-
ducing redundant interactions in the Lagrangian, including nonphysical terms that vanish
under field redefinitions. Concentrating on the SMEFT, it would then be desirable to have a complete set of
operators independent offshell, so neither related by algebraic identities nor by integration
by parts. Any such set of interactions is called a Green’s basis [44]; a particular realisation
to dimension six was built in ref. [16]. In this paper, we have constructed the bosonic
dimension-eight counterpart, which consists of 86 new interactions. One important aspect of our approach has been working in momentum space to estab-
lish the off-shell independence of operators, thus avoiding the otherwise cumbersome oper-
ations needed at the level of the Lagrangian when the interactions involve many fields and
derivatives. In particular, integration by parts amounts simply to removing one momentum
in 1PI amplitudes. Other relations, such as four-dimensional constraints resulting from con-
tractions of the Levi-Civita symbol, are harder to enforce systematically at the level of am-
plitudes, but we have shown that they can be accounted for by requiring that at most four
Lorentz vectors (momenta or polarisations) are linearly independent in four dimensions. Our Green’s basis is obviously not unique. Infinitely many other combinations of
operators could be considered, in particular bases in which the redundant interactions
are related to physical ones by EOM through simpler relations than those in eqs. (5.7)–
(5.43). One advantage of the one presented here, though, is that the renormalisation of
the X3φ2 operators (which will be presented elsewhere [45]) can be carried out without
necessarily projecting the contractions of the Levi-Civita symbol onto four dimensions. – 19 – This simplifies notably the calculation, because these operators generate amplitudes with
three polarization vectors and five different momenta, from which three vectors must be
therefore projected onto the remaining four independent ones. Acknowledgments We are grateful to Jose Santiago for sharing (and for instructing us on) matchmakereft, as
well as for discussions and for comments on the manuscript. We are also enormously thank-
ful to Renato Fonseca for the many enlightening discussions and for help with Sym2Int. MC would also like to thank Christopher Murphy for clarifying some calculations in
ref. [30]. MC and ADC are supported by SRA under grant PID2019-106087GB-C21/C22
(10.13039/501100011033). MC is also supported by the Junta de Andalucía grants FQM
101, A-FQM-211-UGR18 and P18-FR-4314 (FEDER), as well as by the Spanish MINECO
under the Ramón y Cajal programme. ADC is also supported by the Spanish MINECO
under the FPI programme. GG acknowledges support by LIP (FCT, COMPETE2020-
Portugal2020, FEDER, POCI-01-0145-FEDER-007334) as well as by FCT under project
CERN/FIS-PAR/0024/2019 and under the grant SFRH/BD/144244/2019. – 20 – A
Tables of operators A
Tables of operators A
Tables of operators A Operator
Notation
Operator
Notation
φ8
(φ†φ)4
Oφ8
φ6D2
(φ†φ)2(Dµφ†Dµφ)
O(1)
φ6
(φ†φ)(φ†σIφ)(Dµφ†σIDµφ)
O(2)
φ6
(φ†φ)2(φ†D2φ + h.c.)
O(3)
φ6
(φ†φ)2Dµ(φ†i←→
D µφ)
O(4)
φ6
φ4D4
(Dµφ†Dνφ)(Dνφ†Dµφ)
O(1)
φ4
(Dµφ†Dνφ)(Dµφ†Dνφ)
O(2)
φ4
(Dµφ†Dµφ)(Dνφ†Dνφ)
O(3)
φ4
Dµφ†Dµφ(φ†D2φ + h.c.)
O(4)
φ4
Dµφ†Dµφ(φ†iD2φ + h.c.)
O(5)
φ4
(Dµφ†φ)(D2φ†Dµφ) + h.c. O(6)
φ4
(Dµφ†φ)(D2φ†iDµφ) + h.c. O(7)
φ4
(D2φ†φ)(D2φ†φ) + h.c. O(8)
φ4
(D2φ†φ)(iD2φ†φ) + h.c. O(9)
φ4
(D2φ†D2φ)(φ†φ)
O(10)
φ4
(φ†D2φ)(D2φ†φ)
O(11)
φ4
(Dµφ†φ)(Dµφ†D2φ) + h.c. O(12)
φ4
(Dµφ†φ)(Dµφ†iD2φ) + h.c. O(13)
φ4
X3φ2
fABC(φ†φ)GA,ν
µ
GB,ρ
ν
GC,µ
ρ
O(1)
G3φ2
fABC(φ†φ)GA,ν
µ
GB,ρ
ν
˜GC,µ
ρ
O(2)
G3φ2
ϵIJK(φ†φ)W Iν
µ W Jρ
ν W Kµ
ρ
O(1)
W 3φ2
ϵIJK(φ†φ)W Iν
µ W Jρ
ν
f
W Kµ
ρ
O(2)
W 3φ2
ϵIJK(φ†σIφ)B ν
µ W Jρ
ν W Kµ
ρ
O(1)
W 2Bφ2
ϵIJK(φ†σIφ)( eBµνW J
νρW Kρ
µ
+ BµνW J
νρf
W Kρ
µ
)
O(2)
W 2Bφ2
X2φ4
(φ†φ)2GA
µνGAµν
O(1)
G2φ4
(φ†φ)2 eGA
µνGAµν
O(2)
G2φ4
(φ†φ)2W I
µνW Iµν
O(1)
W 2φ4
(φ†φ)2f
W I
µνW Iµν
O(2)
W 2φ4
(φ†σIφ)(φ†σJφ)W I
µνW Jµν
O(3)
W 2φ4
(φ†σIφ)(φ†σJφ)f
W I
µνW Jµν
O(4)
W 2φ4
(φ†φ)(φ†σIφ)W I
µνBµν
O(1)
WBφ4
(φ†φ)(φ†σIφ)f
W I
µνBµν
O(2)
WBφ4
(φ†φ)2BµνBµν
O(1)
B2φ4
(φ†φ)2 eBµνBµν
O(2)
B2φ4
Xφ2D4
i(Dνφ†σID2φ −D2φ†σIDνφ)DµW Iµν
O(1)
Wφ2D4
(Dνφ†σID2φ + D2φ†σIDνφ)DµW Iµν
O(2)
Wφ2D4
i(DρDνφ†σIDρφ −Dρφ†σIDρDνφ)DµW Iµν
O(3)
Wφ2D4
i(Dνφ†D2φ −D2φ†Dνφ)DµBµν
O(1)
Bφ2D4
(Dνφ†D2φ + D2φ†Dνφ)DµBµν
O(2)
Bφ2D4
i(DρDνφ†Dρφ −Dρφ†DρDνφ)DµBµν
O(3)
Bφ2D4
Xφ4D2
i(φ†φ)(Dµφ†σIDνφ)W I
µν
O(1)
Wφ4D2
i(φ†φ)(Dµφ†σIDνφ)f
W I
µν
O(2)
Wφ4D2
iϵIJK(φ†σIφ)(Dµφ†σJDνφ)W K
µν
O(3)
Wφ4D2
iϵIJK(φ†σIφ)(Dµφ†σJDνφ)f
W K
µν
O(4)
Wφ4D2
(φ†φ)DνW Iµν(Dµφ†σIφ + h.c.)
O(5)
Wφ4D2
(φ†φ)DνW Iµν(Dµφ†iσIφ + h.c.)
O(6)
Wφ4D2
ϵIJK(Dµφ†σIφ)(φ†σJDνφ)W Kµν
O(7)
Wφ4D2
i(φ†φ)(Dµφ†Dνφ)Bµν
O(1)
Bφ4D2
i(φ†φ)(Dµφ†Dνφ) eBµν
O(2)
Bφ4D2
(φ†φ)DνBµν(Dµφ†iφ + h.c.)
O(3)
Bφ4D2
φ2D6
D2φ†DµDνDµDνφ+h.c. Oφ2
Table 1. Green’s basis of operators, part I. Operators in gray are redundant. JHEP05(2022)138 Table 1. Green’s basis of operators, part I. Operators in gray are redundant. – 21 – JHEP05(2022)138 Table 2. Green’s basis of operators, part II. Table 3. Green’s basis of operators, part III. A
Tables of operators – 22 – Operator
Notation
Operator
Notation
X4, X3X′
(GA
µνGAµν)(GB
ρσGBρσ)
Q(1)
G4
(GA
µν eGAµν)(GB
ρσ eGBρσ)
Q(2)
G4
(GA
µνGBµν)(GA
ρσGBρσ)
Q(3)
G4
(GA
µν eGBµν)(GA
ρσ eGBρσ)
Q(4)
G4
(GA
µνGAµν)(GB
ρσ eGBρσ)
Q(5)
G4
(GA
µνGBµν)(GA
ρσ eGBρσ)
Q(6)
G4
dABEdCDE(GA
µνGBµν)(GC
ρσGDρσ)
Q(7)
G4
dABEdCDE(GA
µν eGBµν)(GC
ρσ eGDρσ)
Q(8)
G4
dABEdCDE(GA
µνGBµν)(GC
ρσ eGDρσ)
Q(9)
G4
(W I
µνW Iµν)(W J
ρσW Jρσ)
Q(1)
W 4
(W I
µν f
W Iµν)(W J
ρσ f
W Jρσ)
Q(2)
W 4
(W I
µνW Jµν)(W I
ρσW Jρσ)
Q(3)
W 4
(W I
µν f
W Jµν)(W I
ρσ f
W Jρσ)
Q(4)
W 4
(W I
µνW Iµν)(W J
ρσ f
W Jρσ)
Q(5)
W 4
(W I
µνW Jµν)(W I
ρσ f
W Jρσ)
Q(6)
W 4
(BµνBµν)(BρσBρσ)
Q(1)
B4
(Bµν eBµν)(Bρσ eBρσ)
Q(2)
B4
(BµνBµν)(Bρσ eBρσ)
Q(3)
B4
dABC(BµνGAµν)(GB
ρσGCρσ)
Q(1)
G3B
dABC(Bµν eGAµν)(GB
ρσ eGCρσ)
Q(2)
G3B
dABC(Bµν eGAµν)(GB
ρσGCρσ)
Q(3)
G3B
dABC(BµνGAµν)(GB
ρσ eGCρσ)
Q(4)
G3B
X2X′2
(W I
µνW Iµν)(GA
ρσGAρσ)
Q(1)
G2W 2
(W I
µν f
W Iµν)(GA
ρσ eGAρσ)
Q(2)
G2W 2
(W I
µνGAµν)(W I
ρσGAρσ)
Q(3)
G2W 2
(W I
µν eGAµν)(W I
ρσ eGAρσ)
Q(4)
G2W 2
(W I
µν f
W Iµν)(GA
ρσGAρσ)
Q(5)
G2W 2
(W I
µνW Iµν)(GA
ρσ eGAρσ)
Q(6)
G2W 2
(W I
µνGAµν)(W I
ρσ eGAρσ)
Q(7)
G2W 2
(BµνBµν)(GA
ρσGAρσ)
Q(1)
G2B2
(Bµν eBµν)(GA
ρσ eGAρσ)
Q(2)
G2B2
(BµνGAµν)(BρσGAρσ)
Q(3)
G2B2
(Bµν eGAµν)(Bρσ eGAρσ)
Q(4)
G2B2
(Bµν eBµν)(GA
ρσGAρσ)
Q(5)
G2B2
(BµνBµν)(GA
ρσ eGAρσ)
Q(6)
G2B2
(BµνGAµν)(Bρσ eGAρσ)
Q(7)
G2B2
(BµνBµν)(W I
ρσW Iρσ)
Q(1)
W 2B2
(Bµν eBµν)(W I
ρσ f
W Iρσ)
Q(2)
W 2B2
(BµνW Iµν)(BρσW Iρσ)
Q(3)
W 2B2
(Bµν f
W Iµν)(Bρσ f
W Iρσ)
Q(4)
W 2B2
(Bµν eBµν)(W I
ρσW Iρσ)
Q(5)
W 2B2
(BµνBµν)(W I
ρσ f
W Iρσ)
Q(6)
W 2B2
(BµνW Iµν)(Bρσ f
W Iρσ)
Q(7)
W 2B2
Table 3. Green’s basis of operators, part III. JHEP05(2022)138 Table 3. Green’s basis of operators, part III. A
Tables of operators – 23 – Operator
Notation
Operator
Notation
X3D2
BµνDρW IµνDσW Iρσ
O(1)
W 2BD2
Bµν(D2W Iµρ)W Iν
ρ
O(2)
W 2BD2
eBµνDρW IµνDσW Iρσ
O(3)
W 2BD2
eBµν(D2W Iµρ)W Iν
ρ
O(4)
W 2BD2
BµνDρGAµνDσGAρσ
O(1)
G2BD2
Bµν(D2GAµρ)GAν
ρ
O(2)
G2BD2
eBµνDρGAµνDσGAρσ
O(3)
G2BD2
eBµν(D2GAµρ)GAν
ρ
O(4)
G2BD2
ϵIJKW I
µνDρW JµνDσW Kρσ
O(1)
W 3D2
ϵIJKW I
µνDρW JρµDσW Kσν
O(2)
W 3D2
ϵIJK f
W I
µνDρW JµνDσW Kρσ
O(3)
W 3D2
ϵIJK f
W I
µνDρW JρµDσW Kσν
O(4)
W 3D2
fABCGA
µνDρGBµνDσGCρσ
O(1)
G3D2
fABCGA
µνDρGBρµDσGCσν
O(2)
G3D2
fABC eGA
µνDρGBµνDσGCρσ
O(3)
G3D2
fABC eGA
µνDρGBρµDσGCσν
O(4)
G3D2
X2D4
(DσDµBµν)(DσDρBρν)
OB2D4
(DσDµW Iµν)(DσDρW I
ρν)
OW 2D4
(DσDµGAµν)(DσDρGA
ρν)
OG2D4
Table 4. Green’s basis of operators, part IV. JHEP05(2022)138 Table 4. Green’s basis of operators, part IV. Open Access. This article is distributed under the terms of the Creative Commons
Attribution License (CC-BY 4.0), which permits any use, distribution and reproduction in
any medium, provided the original author(s) and source are credited. Open Access. This article is distributed under the terms of the Creative Commons
Attribution License (CC-BY 4.0), which permits any use, distribution and reproduction in
any medium, provided the original author(s) and source are credited. References Baratella, C. Fernandez, B. von Harling and A. Pomarol, Anomalous dimensions of
effective theories from partial waves, JHEP 03 (2021) 287 [arXiv:2010.13809] [INSPIRE]. [13] M. Jiang, T. Ma and J. Shu, Renormalization group evolution from on-shell SMEFT, JHEP
01 (2021) 101 [arXiv:2005.10261] [INSPIRE]. JHEP05(2022)138 [14] M. Accettulli Huber and S. De Angelis, Standard model EFTs via on-shell methods, JHEP
11 (2021) 221 [arXiv:2108.03669] [INSPIRE]. [15] P. Baratella, D. Haslehner, M. Ruhdorfer, J. Serra and A. Weiler, RG of GR from on-shell
amplitudes, JHEP 03 (2022) 156 [arXiv:2109.06191] [INSPIRE]. [16] V. Gherardi, D. Marzocca and E. Venturini, Matching scalar leptoquarks to the SMEFT at
one loop, JHEP 07 (2020) 225 [Erratum ibid. 01 (2021) 006] [arXiv:2003.12525] [INSPIRE]. [17] B. Grzadkowski, M. Iskrzynski, M. Misiak and J. Rosiek, Dimension-six terms in the
standard model lagrangian, JHEP 10 (2010) 085 [arXiv:1008.4884] [INSPIRE]. [18] M. Chala and A. Titov, One-loop matching in the SMEFT extended with a sterile neutrino,
JHEP 05 (2020) 139 [arXiv:2001.07732] [INSPIRE]. [19] M. Chala, G. Guedes, M. Ramos and J. Santiago, Running in the ALPs, Eur. Phys. J. C 81
(2021) 181 [arXiv:2012.09017] [INSPIRE]. [20] C. Hays, A. Martin, V. Sanz and J. Setford, On the impact of dimension-eight SMEFT
operators on Higgs measurements, JHEP 02 (2019) 123 [arXiv:1808.00442] [INSPIRE]. [21] M. Chala, C. Krause and G. Nardini, Signals of the electroweak phase transition at colliders
and gravitational wave observatories, JHEP 07 (2018) 062 [arXiv:1802.02168] [INSPIRE]. [22] G. Panico, A. Pomarol and M. Riembau, EFT approach to the electron electric dipole
moment at the two-loop level, JHEP 04 (2019) 090 [arXiv:1810.09413] [INSPIRE]. [23] J. Ellis, S.-F. Ge, H.-J. He and R.-Q. Xiao, Probing the scale of new physics in the ZZγ
coupling at e+e−colliders, Chin. Phys. C 44 (2020) 063106 [arXiv:1902.06631] [INSPIRE]. [24] S. Alioli, R. Boughezal, E. Mereghetti and F. Petriello, Novel angular dependence in
Drell-Yan lepton production via dimension-8 operators, Phys. Lett. B 809 (2020) 135703
[arXiv:2003.11615] [INSPIRE]. [25] J. Gu, L.-T. Wang and C. Zhang, An unambiguous test of positivity at lepton colliders,
arXiv:2011.03055 [INSPIRE]. [26] J. Ellis, H.-J. He and R.-Q. Xiao, Probing new physics in dimension-8 neutral gauge
couplings at e+e−colliders, Sci. China Phys. Mech. Astron. 64 (2021) 221062
[arXiv:2008.04298] [INSPIRE]. [27] C. Hays, A. Helset, A. Martin and M. Trott, Exact SMEFT formulation and expansion to
O(v4/Λ4), JHEP 11 (2020) 087 [arXiv:2007.00565] [INSPIRE]. [28] T. Corbett, A. Helset, A. Martin and M. References [1] J.S.R. Chisholm, Change of variables in quantum field theories, Nucl. Phys. 26 (1961) 469
[INSPIRE]. [1] J.S.R. Chisholm, Change of variables in quantum field theories, Nucl. Phys. 26 (1961) 469
[INSPIRE]. [1] J.S.R. Chisholm, Change of variables in quantum field theories, Nucl. Phys. 26 (1961) 469
[INSPIRE]. [2] S. Kamefuchi, L. O’Raifeartaigh and A. Salam, Change of variables and equivalence
theorems in quantum field theories, Nucl. Phys. 28 (1961) 529 [INSPIRE]. [3] M.K. Gaillard, The effective one loop Lagrangian with derivative couplings, Nucl. Phys. B
268 (1986) 669 [INSPIRE]. [3] M.K. Gaillard, The effective one loop Lagrangian with derivative couplings, Nucl. Phys. B
268 (1986) 669 [INSPIRE]. [4] O. Cheyette, Effective action for the standard model with large Higgs mass, Nucl. Phys. B
297 (1988) 183 [INSPIRE]. [4] O. Cheyette, Effective action for the standard model with large Higgs mass, Nucl. Phys. B
297 (1988) 183 [INSPIRE]. [5] B. Henning, X. Lu and H. Murayama, How to use the standard model effective field theory,
JHEP 01 (2016) 023 [arXiv:1412.1837] [INSPIRE]. [5] B. Henning, X. Lu and H. Murayama, How to use the standard model effective field theory,
JHEP 01 (2016) 023 [arXiv:1412.1837] [INSPIRE]. [6] S. Caron-Huot and M. Wilhelm, Renormalization group coefficients and the S-matrix, JHEP
12 (2016) 010 [arXiv:1607.06448] [INSPIRE]. [6] S. Caron-Huot and M. Wilhelm, Renormalization group coefficients and the S-matrix, JHEP
12 (2016) 010 [arXiv:1607.06448] [INSPIRE]. [7] Z. Bern, J. Parra-Martinez and E. Sawyer, Nonrenormalization and operator mixing via
on-shell methods, Phys. Rev. Lett. 124 (2020) 051601 [arXiv:1910.05831] [INSPIRE]. [7] Z. Bern, J. Parra-Martinez and E. Sawyer, Nonrenormalization and operator mixing via
on-shell methods, Phys. Rev. Lett. 124 (2020) 051601 [arXiv:1910.05831] [INSPIRE]. [8] G. Yang, On-shell methods for form factors in N = 4 SYM and their applications, Sci. China
Phys. Mech. Astron. 63 (2020) 270001 [arXiv:1912.11454] [INSPIRE]. [8] G. Yang, On-shell methods for form factors in N = 4 SYM and their applications, Sci. China
Phys. Mech. Astron. 63 (2020) 270001 [arXiv:1912.11454] [INSPIRE]. – 24 – [9] P. Baratella, C. Fernandez and A. Pomarol, Renormalization of higher-dimensional operators
from on-shell amplitudes, Nucl. Phys. B 959 (2020) 115155 [arXiv:2005.07129] [INSPIRE]. [10] Z. Bern, J. Parra-Martinez and E. Sawyer, Structure of two-loop SMEFT anomalous
dimensions via on-shell methods, JHEP 10 (2020) 211 [arXiv:2005.12917] [INSPIRE]. [11] J. Elias Miró, J. Ingoldby and M. Riembau, EFT anomalous dimensions from the S-matrix,
JHEP 09 (2020) 163 [arXiv:2005.06983] [INSPIRE]. [12] P. References Trott, EWPD in the SMEFT to dimension eight,
JHEP 06 (2021) 076 [arXiv:2102.02819] [INSPIRE]. [29] M. Ardu and S. Davidson, What is leading order for LFV in SMEFT?, JHEP 08 (2021) 002
[arXiv:2103.07212] [INSPIRE]. – 25 – [30] C.W. Murphy, Dimension-8 operators in the standard model effective field theory, JHEP 10
(2020) 174 [arXiv:2005.00059] [INSPIRE]. [31] H.-L. Li, Z. Ren, J. Shu, M.-L. Xiao, J.-H. Yu and Y.-H. Zheng, Complete set of
dimension-eight operators in the standard model effective field theory, Phys. Rev. D 104
(2021) 015026 [arXiv:2005.00008] [INSPIRE]. [32] J.C. Criado, BasisGen: automatic generation of operator bases, Eur. Phys. J. C 79 (2019)
256 [arXiv:1901.03501] [INSPIRE]. [33] R.M. Fonseca, Enumerating the operators of an effective field theory, Phys. Rev. D 101
(2020) 035040 [arXiv:1907.12584] [INSPIRE]. [34] A. Carmona, A. Lazopoulos, P. Olgoso and J. Santiago, Matchmakereft: automated tree-level
and one-loop matching, arXiv:2112.10787 [INSPIRE]. JHEP05(2022)138 [35] A. Alloul, N.D. Christensen, C. Degrande, C. Duhr and B. Fuks, FeynRules 2.0 — a
complete toolbox for tree-level phenomenology, Comput. Phys. Commun. 185 (2014) 2250
[arXiv:1310.1921] [INSPIRE]. [36] T. Hahn and M. Pérez-Victoria, Automatized one loop calculations in four-dimensions and
D-dimensions, Comput. Phys. Commun. 118 (1999) 153 [hep-ph/9807565] [INSPIRE]. [37] M. Chala, G. Guedes, M. Ramos and J. Santiago, Towards the renormalisation of the
standard model effective field theory to dimension eight: bosonic interactions I, SciPost Phys. 11 (2021) 065 [arXiv:2106.05291] [INSPIRE]. [37] M. Chala, G. Guedes, M. Ramos and J. Santiago, Towards the renormalisation of the
standard model effective field theory to dimension eight: bosonic interactions I, SciPost Phys. 11 (2021) 065 [arXiv:2106.05291] [INSPIRE]. [38] J. Quevillon, C. Smith and S. Touati, Effective action for gauge bosons, Phys. Rev. D 99
(2019) 013003 [arXiv:1810.06994] [INSPIRE]. [38] J. Quevillon, C. Smith and S. Touati, Effective action for gauge bosons, Phys. Rev. D 99
(2019) 013003 [arXiv:1810.06994] [INSPIRE]. [39] J.C. Criado and M. Pérez-Victoria, Field redefinitions in effective theories at higher orders,
JHEP 03 (2019) 038 [arXiv:1811.09413] [INSPIRE]. [39] J.C. Criado and M. Pérez-Victoria, Field redefinitions in effective theories at higher orders,
JHEP 03 (2019) 038 [arXiv:1811.09413] [INSPIRE]. [40] G.N. Remmen and N.L. Rodd, Consistency of the standard model effective field theory,
JHEP 12 (2019) 032 [arXiv:1908.09845] [INSPIRE]. [40] G.N. Remmen and N.L. Rodd, Consistency of the standard model effective field theory,
JHEP 12 (2019) 032 [arXiv:1908.09845] [INSPIRE]. [41] J. Fuentes-Martin, M. König, J. Pagès, A.E. Thomsen and F. References Wilsch, SuperTracer: a
calculator of functional supertraces for one-loop EFT matching, JHEP 04 (2021) 281
[arXiv:2012.08506] [INSPIRE]. [42] J.C. Criado, MatchingTools: a python library for symbolic effective field theory calculations,
Comput. Phys. Commun. 227 (2018) 42 [arXiv:1710.06445] [INSPIRE]. [43] J. de Blas, J.C. Criado, M. Pérez-Victoria and J. Santiago, Effective description of general
extensions of the standard model: the complete tree-level dictionary, JHEP 03 (2018) 109
[arXiv:1711.10391] [INSPIRE]. [44] M. Jiang, N. Craig, Y.-Y. Li and D. Sutherland, Complete one-loop matching for a singlet
scalar in the standard model EFT, JHEP 02 (2019) 031 [Erratum ibid. 01 (2021) 135]
[arXiv:1811.08878] [INSPIRE]. [45] S. Bakshi Das, M. Chala, A. Díaz-Carmona and G. Guedes, Towards the renormalisation of
the standard model effective field theory to dimension eight: bosonic interactions II,
arXiv:2205.03301 [INSPIRE]. [46] Q. Bi, C. Zhang and S.-Y. Zhou, Positivity constraints on aQGC: carving out the physical
parameter space, JHEP 06 (2019) 137 [arXiv:1902.08977] [INSPIRE]. [47] S. Das Bakshi, J. Chakrabortty and S.K. Patra, CoDEx: Wilson coefficient calculator
connecting SMEFT to UV theory, Eur. Phys. J. C 79 (2019) 21 [arXiv:1808.04403]
[INSPIRE]. – 26 –
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English
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Viticulture extension in response to global climate change drivers – lessons from the past and future projections
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Climate of the past
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cc-by
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To cite this version: Joel Guiot, Nicolas Bernigaud, Alberte Bondeau, Laurent Bouby, Wolfgang Cramer. Viticulture
extension in response to global climate change drivers – lessons from the past and future projections. Climate of the Past, 2023, 19 (6), pp.1219-1244. 10.5194/cp-19-1219-2023. hal-04171966 Distributed under a Creative Commons Attribution 4.0 International License Viticulture extension in response to global climate change
drivers – lessons from the past and future projections
Joel Guiot1, Nicolas Bernigaud1, Alberte Bondeau2, Laurent Bouby3, and Wolfgang Cramer2
1Aix-Marseille Université, CNRS, IRD, INRAE, CEREGE, Aix-en-Provence, France
2Institut Méditerranéen de Biodiversité et d’Écologie marine et continentale (IMBE),
Aix Marseille Université, CNRS, IRD, Avignon Université, Aix-en-Provence, France
3ISEM, Université Montpellier, CNRS, IRD, EPHE, Montpellier, France Correspondence: Joel Guiot (guiot@cerege.fr) Correspondence: Joel Guiot (guiot@cerege.fr) Received: 15 December 2022 – Discussion started: 3 January 2023
Revised: 11 May 2023 – Accepted: 12 May 2023 – Published: 20 June 2023 Abstract. The potential areal extent of agricultural crops is
sensitive to climate change and its underlying drivers. To dis-
tinguish between the drivers of past variations in the Mediter-
ranean viticulture extension since Early Antiquity and im-
prove projections for the future, we propose an original at-
tribution method based on an emulation of offline coupled
climate and ecosystem models. The emulator connects the
potential productivity of grapevines to global direct and in-
direct climate drivers, notably orbital parameters, solar and
volcanic activities, demography, and greenhouse gas con-
centrations. This approach is particularly useful to place the
evolution of future agrosystems in the context of their past
variations. We found that variations in potential area for
viticulture during the last 3 millennia in the Mediterranean
Basin were mainly due to volcanic activity, while the ef-
fects of solar activity and orbital changes were negligible. In the future, as expected, the dominating factor is the in-
crease in greenhouse gases, causing significantly drier con-
ditions and thus major difficulties for viticulture in Spain and
North Africa. These constraints will concern significant areas
of the southern Mediterranean Basin when global warming
exceeds + 2 ◦C above preindustrial conditions. Our experi-
ments showed that even intense volcanic activity compara-
ble to that of the Samalas – sometimes considered to be the
starting point of the Little Ice Age in the mid-13th century
– would not decrease aridity and so not slow down this de-
cline in viticulture extension in the southern margin of the
Mediterranean area. This result does not confirm the idea of
geoengineering that solar radiation modification (SRM) is an
efficient option to limit future global warming. HAL Id: hal-04171966
https://amu.hal.science/hal-04171966v1
Submitted on 27 Jul 2023 L’archive ouverte pluridisciplinaire HAL, est
destinée au dépôt et à la diffusion de documents
scientifiques de niveau recherche, publiés ou non,
émanant des établissements d’enseignement et de
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publics ou privés. HAL is a multi-disciplinary open access
archive for the deposit and dissemination of sci-
entific research documents, whether they are pub-
lished or not. The documents may come from
teaching and research institutions in France or
abroad, or from public or private research centers. Distributed under a Creative Commons Attribution 4.0 International License Clim. Past, 19, 1219–1244, 2023
https://doi.org/10.5194/cp-19-1219-2023
© Author(s) 2023. This work is distributed under
the Creative Commons Attribution 4.0 License. 2
Material and methods As ESMs are an imperfect representation of reality, our ap-
proach has the same limitations even if the model param-
eters are carefully chosen (Crucifix, 2012). Crucifix (2012)
developed the idea that a Bayesian framework is adequate to
stimulate the modeling of the distance between the ESM and
reality. So ESMs produce a certain vision of the world that
needs to converge to the reality represented by the paleodata. This procedure is called data assimilation, which provides a
way to reduce the uncertainties. The global drivers of the studied changes are anthro-
pogenic, including greenhouse gas (GHG) emissions, land
use and cover changes, population density, and economic
production, and natural, including the Earth’s orbit as well
as volcanic and solar activity. They are the boundary condi-
tions of Earth system models (ESM) (Kay et al., 2014). The
ecosystem processes are assessed using impact models (IMs)
coupled to these ESMs (Franklin et al., 2016; Warszawski et
al., 2014; Frieler et al., 2017). In most cases, coupling is of-
fline because (i) the spatial scales of ecosystem processes are
much finer than are those of ESMs, thus making a scale trans-
fer necessary (Su et al., 2016); (ii) a climate simulation of a
given ESM is interpreted as one realization out of a set of
possibilities determined by the boundary conditions and the
characteristics of the ESM, thus making it necessary to work
on ensembles of models to be representative of the climate
system (Kay et al., 2014); and (iii) each ESM has intrinsic
biases that must be corrected before it can be used to drive
the ecosystem model (Williamson et al., 2015). The concept of our method and the data used are presented
in Fig. 1. Global forcings are the inputs of low-resolution
ESMs. Step 1 involves adapting output fields to a common
high-resolution grid using statistical downscaling. This step
is also useful to correct the systematic biases of the ESM
simulations. Step 2 involves applying the vegetation model
BIOME4 to the high-resolution fields to calculate ecosystem
variables. Steps 1 and 2 are repeated for each ESM simula-
tion available. These simulations based on different forcings
and different models provide a large and diversified calibra-
tion dataset. They are a guarantee that the emulator is in some
way more robust than the ESM simulations taken separately. 1
Introduction Our scientific question is related to the attribution of viticul-
ture, which has had an economic role in the Mediterranean
Basin since antiquity, extension changes to any natural or an-
thropogenic drivers. The cultivation and domestication of the
grapevine began between the 7th and 4th millennia before the
common era (BCE) between the eastern Mediterranean and
Caspian areas and spread to Egypt, the Middle East, and the
entire Mediterranean (Terral et al., 2010; Bouby et al., 2021). Introduced in the Gaul region (i.e., roughly France and sur-
rounding regions) by Greek colonists ca. 600 BCE, around
the time they settled Marseilles, viticulture was initially lim-
ited to Mediterranean Gaul (Bouby et al., 2014). Vineyards
expanded into the northern part of Gaul in the 1st century
CE, where wine production developed quite considerably in
the following centuries up to the Paris region, the Rhine and
Moselle valleys (Brun, 2010), and even in southern England
(Brown et al., 2001). One hypothesis behind this expansion
is the climate warming during the Roman Climatic Optimum
(RCO) (Mccormick et al., 2012). These climate variations
are driven by global forcing variables such as solar or vol-
canic activity (Wanner et al., 2008; Brayshaw et al., 2010;
Fuks et al., 2017). After the RCO, the temperature decreased
significantly and Gaul entered the so-called Late Antique Lit-
tle Ice Age, or LALIA (536–660 CE) (Büntgen et al., 2016). This change may have been triggered by several large vol-
canic eruptions at 536, 540, and 547 CE (Sigl et al., 2015). This assumption remains difficult to prove because of the
limited historical and archeological sources. In any case, the Published by Copernicus Publications on behalf of the European Geosciences Union. J. Guiot et al.: Viticulture extension in response to global climate change drivers 1220 500 to 900 CE period remained relatively cold with oscillat-
ing precipitation changes in the region (Reale and Dirmeyer,
2000). In Europe, the following Medieval Climate Anomaly
(MCA, approx. 900–1200 CE) (Luterbacher et al., 2016) was
likely of intensity comparable to the RCO. The Little Ice Age
(LIA, approx. 1250–1850 CE) was a period of alpine glacier
advance (Holzhauser et al., 2005), again marked by several
large volcanic eruptions, in particular that of the Samalas (In-
donesia) in 1257 (Lavigne et al., 2013). and Medieval periods with a regression of the grape cultiva-
tion. 2
Material and methods Calibration of the emulator (step 3) is done by spatial re-
gression of the ecosystem variables on the forcing variables. Step 4 involves the application of the emulator to the forcings
of new time slices or future scenarios. During this step, the
annual temperature and precipitation results for the past time
slice were compared to paleodata to identify the amplitude
of the volcanic and solar activity effects (data assimilation). Step 5 is the independent validation of the emulator using
tree-ring data. Even if human innovation and colonization were also re-
sponsible for the expansion of viticulture, the climate must be
suitable for grape cultivation and thus remains a control vari-
able. As soon as the climate changes to worse conditions for
wine growth, it becomes a driver of a decline in viticulture. Such fluctuations are particularly noticeable near the north-
ern range limit of wine growth during the end of the Roman 1
Introduction Although we focus our viticultural analysis on the Gaul
region (France and surrounding countries), we need to en-
large the area to the entire Mediterranean and European sur-
rounding region to robustly capture the relationships between
global drivers and viticulture extension. For the same reason,
we use a large diversity of time slices of the past (Last Glacial
Maximum, mid-Holocene, last millennium) and of the future
up to 2100 according to several scenarios. The widely diverse
situations used for calibration made it possible to produce a
robust emulator that was effective for extrapolating a wide
range of past and future climate states. This method is appro-
priate to establish a bridge between past variations of a given
agrosystem and its future evolution. Once calibrated, the em-
ulator is of great help to efficiently support decisions in the
domain of impacts of climatic change. On timescales of centuries and millennia, quality and yield
of agricultural crops are strongly affected by climate fluctu-
ations. The nature of the change depends on external forc-
ings and internal feedbacks of the climate system, which pro-
duce different spatial and seasonal patterns of the main vari-
ables in the atmospheric environment. The main objective
of this paper is to develop an innovative solution to statisti-
cally model the impact of changing climate forcing on veg-
etation over several millennia using the grapevine (a major
crop of the Mediterranean and European region) as an ex-
ample. We mimic this impact model on the basis of a large
ensemble of existing model simulations using statistical re-
lationships much faster to compute (Kennedy and O’Hagan,
2000). Based on a large range of climate states from high-
resolution simulations with coupled Earth system models for
the last glacial period to future global warming scenarios,
this approach, called a “emulator”, provides robust results
and can be applied to a large range of ecosystem processes
under different conditions. J. Guiot et al.: Viticulture extension in response to global climate change drivers Low-density hashes in the trapezes
indicate low resolution of the corresponding data, and high-density
hashes correspond to higher resolution. i. Orbital parameters: eccentricity (ecc) and obliquity of
the ecliptic (obl) as well as solar longitude at the per-
ihelion (ω), or more precisely the climate precession
pr = ecc × sin(ω). Nevertheless, to avoid redundancy,
we use as forcing variables the three basic parame-
ters (ecc, obl, ω). They drive the orbit of the Earth
and influence its climate by modulating the solar en-
ergy intercepted by the planet and its seasonal distribu-
tion at timescales above thousands of years (Berger and
Loutre, 1991). They had a major impact on the Earth’s
climate from the last glacial period to the Holocene. At the century timescale, the orbital parameters do not
operate significantly, so the values of the last millen-
nium can be linearly interpolated between the values at
1000 yr BP and the present values, and the values of the
21st century can be set to the present values. i. Orbital parameters: eccentricity (ecc) and obliquity of
the ecliptic (obl) as well as solar longitude at the per-
ihelion (ω), or more precisely the climate precession
pr = ecc × sin(ω). Nevertheless, to avoid redundancy,
we use as forcing variables the three basic parame-
ters (ecc, obl, ω). They drive the orbit of the Earth
and influence its climate by modulating the solar en-
ergy intercepted by the planet and its seasonal distribu-
tion at timescales above thousands of years (Berger and
Loutre, 1991). They had a major impact on the Earth’s
climate from the last glacial period to the Holocene. At the century timescale, the orbital parameters do not
operate significantly, so the values of the last millen-
nium can be linearly interpolated between the values at
1000 yr BP and the present values, and the values of the
21st century can be set to the present values. Figure 1. Diagram of the different steps in the emulator approach;
the ecosystem variables, related to bioclimate and net primary pro-
ductivity, are defined in Table 1. Low-density hashes in the trapezes
indicate low resolution of the corresponding data, and high-density
hashes correspond to higher resolution. ii. Greenhouse gas (GHG) concentration: carbon dioxide
(CO2), methane (CH4), and nitrous oxide (N2O). J. Guiot et al.: Viticulture extension in response to global climate change drivers 1221 . The biome types simulated by BIOME4 and output variables used for the paper; note that there is no correspondence between the
umns. No. Biome names
Output variables
1
Tropical evergreen forest
NPPtot: total net primary production
2
Tropical semi-deciduous forest
Dominant PFT (plant function type)
3
Tropical deciduous forest/woodland
AET actual evapotranspiration (mm)
4
Temperate deciduous forest
MTCO mean temperature of the coldest month (◦C)
5
Temperate conifer forest
MTWA mean temperature of the warmest month (◦C)
6
Warm mixed forest
E/PE actual over potential evapotranspiration
7
Cool mixed forest
GDD5 growing degree days above 5 ◦C (◦d−1)
8
Cool conifer forest
TANN annual mean temperature (◦C)
9
Cold mixed forest
PANN annual sum of precipitation (mm)
10
Evergreen taiga/montane forest
11
Deciduous taiga/montane forest
12
Tropical savanna
NPP net primary production of following PFTs
13
Tropical xerophytic shrubland
Tet: tropical evergreen trees
14
Temperate xerophytic shrubland
Trt: tropical drought–deciduous trees (raingreen)
15
Temperate sclerophyll woodland
Tbe: temperate broadleaved evergreen trees
16
Temperate broadleaved savanna
Tst: temperate deciduous trees
17
Open conifer woodland
Ctc: cool conifer trees
18
Cool desert
Bec: boreal evergreen trees
19
Tropical grassland
Bst: boreal deciduous trees
20
Temperate grassland
tg: C3/C4 temperate grass plant type
21
Hot desert
Trg4: C4 tropical grass plant type
22
Steppe tundra
Wds: C3/C4 woody desert plant type
23
Shrub tundra
Tsg: tundra shrub type
24
Dwarf shrub tundra
Ch: cold herbaceous type
25
Prostrate shrub tundra
Lf: lichen/forb type
26
Cushion forb lichen moss tundra
27
Barren
28
Land ice Table 1. The biome types simulated by BIOME4 and output variables used for the paper; note that there is no correspondence between the
two columns. Table 1. The biome types simulated by BIOME4 and output variables used for the paper; note that there is no correspondence between the
two columns. NPP net primary production of following PFTs
Tet: tropical evergreen trees
Trt: tropical drought–deciduous trees (raingreen)
Tbe: temperate broadleaved evergreen trees
Tst: temperate deciduous trees
Ctc: cool conifer trees
Bec: boreal evergreen trees
Bst: boreal deciduous trees
tg: C3/C4 temperate grass plant type
Trg4: C4 tropical grass plant type
Wds: C3/C4 woody desert plant type
Tsg: tundra shrub type
Ch: cold herbaceous type
Lf: lichen/forb type Figure 1. Diagram of the different steps in the emulator approach;
the ecosystem variables, related to bioclimate and net primary pro-
ductivity, are defined in Table 1. 2.1
The forcing variables Climate forcings or drivers are perturbations imposed on the
Earth’s energy balance. They are mainly the following. https://doi.org/10.5194/cp-19-1219-2023 Clim. Past, 19, 1219–1244, 2023 https://doi.org/10.5194/cp-19-1219-2023 2.3
The future climate data (used for calibration) The future periods are determined by increasingly high GHG
concentrations (depending on the scenario, see below), and
the other forcing variables were set to the PI value. The sim-
ulations were archived by the Coupled Model Intercompari-
son Project (CMIP). We used simulations of CMIP5 (Taylor J. Guiot et al.: Viticulture extension in response to global climate change drivers Volcano activity (V ) represented by the effective aerosol
radius deduced from the aerosol optical depth from ice
core sulfate records from both polar regions for the last
millennium (Crowley and Unterman, 2013) (Fig. 2). Its value is 0.2 when there is no eruption. The maxi-
mum value (0.8) was found in 1258, the year after the
Samalas eruption (Lavigne et al., 2013). The 21 ka, 6 ka,
and future values were set to the preindustrial values. The simulations were archived by the Paleoclimate Mod-
elling Intercomparison Project (PMIP), which produced
snapshot simulations of the mid-Holocene (6 ka BP) and Last
Glacial Maximum (21 ka BP) time slices to study the ef-
fects of insolation, greenhouse gases, and massive ice sheets
on the climate (https://pmip3.lsce.ipsl.fr/overview/, last ac-
cess: 15 June 2023) (Braconnot et al., 2012). The models
used for intercomparisons were coupled atmosphere–ocean–
vegetation models with various levels of complexity and res-
olution (Table 2). v. Solar activity (S) is inferred from 14C and 10Be records,
the proxy for the total solar irradiance (TSI) (Muscheler
et al., 2007) for the last millennium, and varies from 0 to
1200 MeV (Fig. 2). The 21 ka, 6 ka, and future values
were set to the preindustrial values. J. Guiot et al.: Viticulture extension in response to global climate change drivers The
effect of these GHGs has been significant from the
glacial to interglacial periods and has a major effect for
the current century (see, for example, Fig. 2 for CO2). Clim. Past, 19, 1219–1244, 2023 https://doi.org/10.5194/cp-19-1219-2023 J. Guiot et al.: Viticulture extension in response to global climate change drivers 1222 Figure 2. Natural (volcanic activity and solar activity) and anthropogenic forcing (CO2) for the last millennium: (a) the effective aerosol
radius, which is directly related to the aerosol optical depth, is calculated by Crowley and Unterman (2013); (b) the proxy indicating the
total solar irradiance (TSI), i.e., the solar modulation function in MeV based on 14C (Muscheler et al., 2007); and the (c) atmospheric CO2
concentration (in ppm). The red horizontal lines represent the mean values of the five selected periods. Figure 2. Natural (volcanic activity and solar activity) and anthropogenic forcing (CO2) for the last millennium: (a) the effective aerosol
radius, which is directly related to the aerosol optical depth, is calculated by Crowley and Unterman (2013); (b) the proxy indicating the
total solar irradiance (TSI), i.e., the solar modulation function in MeV based on 14C (Muscheler et al., 2007); and the (c) atmospheric CO2
concentration (in ppm). The red horizontal lines represent the mean values of the five selected periods. iii. The world population values taken from the Hyde 3.1
database for the past periods from Klein Goldewijk et
al. (2011) and for the future periods from van Vuuren et
al. (2011). The population varied from less than 106 at
the Last Glacial Maximum (LGM) to 7 × 109 in 2010
and is projected to be between 9 × 109 and 12.3 × 109
in 2100 according to the scenario. determined by a low ecc; (2) the mid-Holocene (6 ka) charac-
terized by GHG close to that of the preindustrial period, low
ecc and pr, and a large obl increasing the seasonality of the
climate; (3) five periods of the last millennium (Fig. 2) repre-
senting various combinations of S and V forcings, including
V −S+ (1200–1220), V + −S (1255–1320), V −S+ (1380–
1420), V −S + + (1720–1780), and V + S+ (1810–1840);
and (4) the preindustrial (PI) reference period with interme-
diate GHG concentrations, low ecc, medium obl, medium pr,
and large V and S. iv. 2.2
The past time climate data (used for calibration) The past time periods retained for calibration are (1) the Last
Glacial Maximum (21 ka) characterized by very low green-
house gases (GHGs), low ecc, and obl and a pr close to zero Clim. Past, 19, 1219–1244, 2023 https://doi.org/10.5194/cp-19-1219-2023 https://doi.org/10.5194/cp-19-1219-2023
Clim. Past, 19, 1219–1244, 2023 J. Guiot et al.: Viticulture extension in response to global climate change drivers The +3 ◦C global warming is reached with a CO2 con-
centration of 600 ppm and is reached under scenario
RCP8.5 in approximately 2060 (Fig. 3). iii. The +3 ◦C global warming is reached with a CO2 con-
centration of 600 ppm and is reached under scenario
RCP8.5 in approximately 2060 (Fig. 3). iv. The +5 ◦C global warming is reached with a CO2 con-
centration of 900 ppm and is reached under scenario
RCP8.5 in about 2090 (Fig. 3). iv. The +5 ◦C global warming is reached with a CO2 con-
centration of 900 ppm and is reached under scenario
RCP8.5 in about 2090 (Fig. 3). We obtained the corresponding CH4 and N2O concentrations
and population sizes from the boundary condition database
of CMIP5. The other future forcings are set to the present
values. Following Giorgi and Lionello (2008), the study area was
divided into nine grid boxes (Fig. 4). We added a 10th box
corresponding to the Gallia Narbonensis Roman province
(south of France), the key area for the introduction of viti-
culture in Gaul. J. Guiot et al.: Viticulture extension in response to global climate change drivers 1223 Table 2. CMIP5 and PMIP3 simulations used in the paper. The first column is the code of model, and the second indicates the institute which
built the model; the other columns provide the availability of the scenarios (RCP) or time slices. Hist.: historical period (last millennium),
MidHol: mid-Holocene (6 kyr BP), LGM: Last Glacial Maximum (21 kyr BP). Table 2. CMIP5 and PMIP3 simulations used in the paper. The first column is the code of model, and the second indicates the institute which
built the model; the other columns provide the availability of the scenarios (RCP) or time slices. Hist.: historical period (last millennium),
MidHol: mid-Holocene (6 kyr BP), LGM: Last Glacial Maximum (21 kyr BP). MidHol: mid-Holocene (6 kyr BP), LGM: Last Glacial Maximum (21 kyr BP). Model
Institute
RCP2.6
RCP4.5
RCP8.5
Hist. MidHol
LGM
bcc-csm1-1
Beijing Climate Center, China Meteorological
X
X
X
X
Administration
bcc-csm1-1-m
Beijing Climate Center, China Meteorological
X
X
X
Administration
CCSM4
Community Climate System Model Contributors,
X
X
UCAR-NSF-DoE-NASA, USA
CCSM4b
Community Climate System Model Contributors,
X
X
UCAR-NSF-DoE-NASA, USA
CanESM2
Canadian Centre for Climate Modelling, Canada
X
X
X
CESM1-BGC
Community Earth System Model Contributors,
X
NSF-DoE-NCAR, USA
CSIRO-Mk3
CSIRO Marine and Atmospheric Research,
X
Victoria, Australia
CSIRO-Mk3L
CSIRO Marine and Atmospheric Research,
X
X
Victoria, Australia
CMCC-CM
Centro Euro-Med per Cambiamenti Climatici,
X
X
Italy
CNRM-CM5
Centre National de Recherches Météorologiques/
X
X
X
X
X
Centre Européen de Recherche et Formation
Avancée en Calcul Scientifique, France
COSMOS-ASO
X
FGOALS-g2
LASG, Institute of Atmospheric Physics, Chinese
X
Academy of Sciences and CESS, Tsinghua
University, China
FGOALS-s2
LASG, Institute of Atmospheric Physics, Chinese
X
X
Academy of Sciences and CESS, Tsinghua
University, China
GFDL-CM3
NOAA Geophysical Fluid Dynamics Laboratory,
X
X
USA
GISS-E2-H
NASA Goddard Institute for Space Studies, USA
X
X
X
GISS-E2-H-CC
NASA Goddard Institute for Space Studies, USA
GISS-E2-R
NASA Goddard Institute for Space Studies, USA
X
X
X
X
X
GISS-E2-Rb
NASA Goddard Institute for Space Studies, USA
X
HadCM3
Met-Office – Hadley Center, UK
X
HadGEM2-AO
Met-Office – Hadley Center, UK
X
X
X
HadGEM2-ES
Met-Office – Hadley Center, contributed by
X
Instituto Nacional de Pesquisas Espaciais, Spain
inmcm4
Inst. For Numerical Mathematics, Russia
X
X
IPSL-CM5A-LR
Institut Pierre-Simon Laplace, France
X
X
X
X
X
IPSL-CM5A-MR
Institut Pierre-Simon Laplace, France
X
X
X https://doi.org/10.5194/cp-19-1219-2023 J. J. Guiot et al.: Viticulture extension in response to global climate change drivers Guiot et al.: Viticulture extension in response to global climate change drivers J. Guiot et al.: Viticulture extension in response to global climate change drivers 1224 Table 2. Continued. Table 2. Continued. able 2. Continued. Model
Institute
RCP2.6
RCP4.5
RCP8.5
Hist. MidHol
LGM
IPSL-CM5B-LR
Institut Pierre-Simon Laplace, France
MIROC-ESM
University of Tokyo, National Institute for
X
X
Environmental Studies, and Japan Agency for
Marine-Earth Science and Technology
MPI-ESM-LR
Max-Planck Inst. für Meteorologie, Germany
X
X
X
MPI-ESM-P
Max-Planck Inst. für Meteorologie, Germany
X
X
MPI-ESM-MR
Max-Planck Inst. für Meteorologie, Germany
X
X
X
MRI-CGCM3
Meteorological Research Institute, Japan
X
X
X
X
X
NorESM1-M
Norwegian Climate Centre
X
X
X
NorESM1-ME
Norwegian Climate Centre
X
X
X
Nb simulations
16
18
16
2
13
11 440 ppm; Fig. 3 shows that the average model simula-
tion reaches this value under scenario RCP2.6 in ap-
proximately 2040. 440 ppm; Fig. 3 shows that the average model simula-
tion reaches this value under scenario RCP2.6 in ap-
proximately 2040. et al., 2012). These include both (i) century-scale integra-
tions, which usually start from a preindustrial control, and
climate predictions until the end of the 21st century, as well
as (ii) near-term integrations for the next 10 to 30 years,
which are initialized using observed ocean and sea-ice con-
ditions. The CMIP5 climate change projections are driven
by emission scenarios divided into four classes referred to as
Representative Concentration Pathways (RCPs) (Moss et al.,
2010). The high-emissions scenario, named RCP8.5 or “busi-
ness as usual”, refers to a high radiative forcing of emissions
at the end of the 21st century (8.5 W m−2). The low-emission
scenario, which roughly represents that of the Paris Agree-
ment, reaches its maximum value near the middle of the cen-
tury before decreasing to a level of 2.6 W m−2 at the end of
the century. We only used the intermediate scenario RCP4.5,
which refers to a radiative forcing maintained at values of
4.5 W m−2 at the end of the 21st century. We used 10 time
slices interpolated at a 10-year steps (2010, 2020, .. . , 2100). The forcing variables for the future scenarios were obtained
from the website http://tntcat.iiasa.ac.at/RcpDb/ (last access:
15 June 2023). ii. The +2 ◦C global warming is reached with a CO2 con-
centration of 480 ppm and is reached under scenario
RCP4.5 in approximately 2050 (Fig. 3). iii. J. Guiot et al.: Viticulture extension in response to global climate change drivers 1225 Table 3. Typical past periods used to calibrate our emulator. The paleoclimatic and societal information is found in the literature given in the
references from the late Holocene to the present. Table 3. Typical past periods used to calibrate our emulator. The paleoclimatic and societal information is found in the literature given in the
references from the late Holocene to the present. yp
p
p
p
g
erences from the late Holocene to the present. Time slices and labels
Location
Climate
Societal events
References
4200 (4200–3900 yr BP)
Levant, Mesopotamia,
Drought
Collapse of Akkadian
Kaniewski et al. (2018),
Sicily
empire in Mesopotamia
Weiss and Bradley (2001)
Magny et al. (2013)
3200 (3300–2900 yr BP)
The Levant, Anatolia,
Drought
Collapse/decline of
Roberts et al. (2011),
Aegean, Egypt
Aegean, Hittite,
Kaniewski et al. (2015),
Palestinian, Egyptian,
Neumann and Parpola
Mesopotamia
Babylonian civilizations
(1987)
2500 (2600–2400 yr BP)
West Med., France
Cold
Early Iron Age
Finné et al. (2011), Magny
et al. (2013),
Maghreb
Dry
Leveau (2009)
2000 (2100–1800 yr BP)
West Med., France,
Warm, wet
Roman Climate Optimum
Mccormick et al. (2012)
Maghreb
(RCO), expansion of the
Büntgen et al. (2016)
empire
1300 (1410–1290 yr BP
West Med., Alps
Cold
Late Antique Little Ice
Büntgen et al. (2016),
or AD 536–660)
Age (LALIA) (migrations,
pandemics, social turmoil)
Mesopotamia, Iran
Dry
Demise of Sasanians
Sharifiet al. (2015)
1000 (1150–650 yr BP
Europe, Alps,
Warm
Medieval Climate Anomaly
Telelis (2008), Büntgen et
or AD 800–1300)
(MCA)
al. (2011), Izdebski et al. East
dry
(2016), Finné et al. (2011)
700 (700–600 yr BP
Europe, Alps
Cold
Beginning of Little Ice
Büntgen et al. (2011),
or AD 1250–1350)
Age (LIA); famine, black
Luterbacher et al. (2016)
death
200 (300–230 yr BP
Europe, Alps
Cold wet
Max of Little Ice Age
Magny et al. (2013),
or 1650–1720)
(LIA); famines
Büntgen et al. (2011),
Spain
Dry
Magny et al. (2013)
Present (1961–1990)
All areas
Warm and
CRU data (Jones et al.,
dry
2012) resolution dataset of surface climate over global land areas
(New et al., 2002) (which has a 10 min resolution and was
aggregated at a 30 min resolution). This climatology is based
on the 1961–1990 period. Each low-resolution (LR) anomaly
field provided by the ESM is downscaled to the HR grid by
the bilinear interpolator of platform R (function interp. sur-
face of package fields). J. Guiot et al.: Viticulture extension in response to global climate change drivers This HR anomaly field is added to the
1961–1990 climatological HR field of New et al. (2002). As
the simulations are corrected by the differences between con-
trol simulations and observations, the main systematic biases
of the model are removed. For the PMIP3 simulations (LGM,
MidHol, and historical), the control is the preindustrial simu-
lation (PI), so we use the 1900–1931 climatology very close
to the PI (1861–1890) used by the recent IPCC reports (Allen
et al., 2018). Figure 3 presents the global mean temperature
for each period and scenario considered. 2.4
The application data We also considered two other scenarios based on bound-
ary conditions of +5 ◦C except for volcanic and solar activ-
ity. The idea is to assess whether volcanic and solar condi-
tions typical of the Little Ice Age can moderate the effect
of the strong increase in GHG concentrations. The first ad-
ditional scenario (labeled +5 CV+) was assigned very sub-
stantial volcanic activity (0.8), the highest value in the last
millennium, and low solar activity (i.e., 100). In contrast, the
second additional scenario (labeled +5 CV−) was assigned
low volcanic activity (0.1) and high solar activity (700), cor-
responding to those of the MCA. The forcing values are listed
in Table 2. We used our emulator to analyze the response of key ecosys-
tem variables to global forcing. We focused on past periods
that were marked by important climate and societal changes
(Table 3). The present time slice was defined by the mean
values for the 1961–1990 period. For the future, instead of
using time slices, we defined the scenarios according to the
global temperature signal simulated in the different models
using the relationship between global warming and CO2 con-
centration (Guiot and Cramer, 2016). i. The +1.5 ◦C global warming recommended by the Paris
Agreement is reached with a CO2 concentration of https://doi.org/10.5194/cp-19-1219-2023 Clim. Past, 19, 1219–1244, 2023 J. Guiot et al.: Viticulture extension in response to global climate change drivers J. Guiot et al.: Viticulture extension in response to global climate change drivers 1226
J. Guiot et al.: Viticulture extension in response to global climate change drivers
Figure 3. Global annual temperature anomalies (T ) simulated by the various models of PMIP3 and CMIP5, according to the reference period
average (1961–1990). The left graphic represents the past simulations, and the right graphic represents the present and future projections
for three scenarios (RCP2.6 in green, RCP4.5 in orange, RCP8.5 in red). Each dot represents one model simulation. The vertical scales are
shifted for better readability. The reference is given by the New et al. (2002) dataset calculated on the 1961–1990 period. The anomalies
versus the preindustrial period are obtained by adding approximately 0.5 ◦C to the 1961–1990 anomalies. Figure 3. Global annual temperature anomalies (T ) simulated by the various models of PMIP3 and CMIP5, according to the reference period
average (1961–1990). The left graphic represents the past simulations, and the right graphic represents the present and future projections
for three scenarios (RCP2.6 in green, RCP4.5 in orange, RCP8.5 in red). Each dot represents one model simulation. The vertical scales are
shifted for better readability. The reference is given by the New et al. (2002) dataset calculated on the 1961–1990 period. The anomalies
versus the preindustrial period are obtained by adding approximately 0.5 ◦C to the 1961–1990 anomalies. Figure 4. Map of the 10 boxes defined in the Mediterranean region. Figure 4. Map of the 10 boxes defined in the Mediterranean region. 2.5
Downscaling (step 1) ESM resolution is too coarse (> 100 km depending on the
model) to assess the impact and risk of climate changes on
ecosystems or human systems. Different approaches can be
used to derive higher-resolution information. We use a sta-
tistical downscaling (SD) based on statistical relationships
that link large-scale atmospheric variables with local and
regional climate variables and that are applied to coarser-
resolution model simulations (Su et al., 2016; Grouillet et al.,
2016; Levavasseur et al., 2011), thereby providing higher-
resolution estimates of climate variables. SD methods are
among the less computationally expensive downscaling tech-
niques. The SD that we use assumes the hypothesis that the fields
of climate anomalies do not depend on the grid resolution. So, they can be interpolated at a finer resolution than the ini-
tial resolution. We use a common 0.5◦high-resolution (HR)
grid for each climate simulation. It is provided by the high- Clim. Past, 19, 1219–1244, 2023 https://doi.org/10.5194/cp-19-1219-2023 1226 2.7
The calibration of the emulator (step 3) The numerous model outputs available in the CMIP and
PMIP databases (Table 2) are used to calibrate robust statis-
tical approximations of coupled ESMs and BIOME4, called
the emulator (Kennedy and O’Hagan, 2000). Various emula-
tors are used in climate science (Tran et al., 2016; Zhu et al.,
2015; Rougier and Goldstein, 2014; Castruccio et al., 2014),
including in paleoclimatology (Strassmann and Joos, 2018;
Joos et al., 1996; Bounceur et al., 2015). Our approach is the
first ESM-independent emulator because it is calibrated us-
ing a large set of model simulations under very different sce-
narios. The calibration is based on a geographically weighted
regression (Brunsdon et al., 1998), whereby the ecosystem
variables are expressed as functions of the global forcing
variables. The emulator is trained on an ensemble of simulations
performed on data sufficiently browsing the plausible input
space. The more the input space is filled, the more robust the
emulator will be. The fact that we have extended the range of
forcing parameters to past, present, and future scenarios is an
excellent way to fill this input space. Even if they are not a
fully exhaustive sampling, it is reasonable to assume that they
represent a model population (Chandler, 2013). The emulator
is used to estimate the conditional probability distribution of
the ecosystem variables (Table 1) in each location or biome
based on the forcing variables (Table 4). The total number of simulations available for 18 time
slices and three scenarios (for the 2020 to 2100 time slices)
from 2 to 18 models is 582. As each one simulates climate
for 65 559 grid points of the globe (after downscaling), the
total number of available observations is ∼4×107. Because
of their strong spatial correlation, it is not necessary to use
all the grid points. To have a balance between the differ-
ent biomes represented on the Earth, for each time slice and
each model, we randomly draw a subset of grid points in each
biome proportional to its representativity (the proportion of For any choice of input q vector x (forcings), the climate
simulator is y(xs) = (y1(x,s), ..., ym(x,s)), where m is the
number of (bio)climatic variables whose response is to be
analyzed and s is the location where the climate variables
must be estimated. There are deterministic and possibly non-
linear functions. 2.6
Vegetation modeling (BIOME4, step 2) bration, the use of a single ecosystem model is required to
ensure that the same ecosystem variables are calculated for
all simulations. The ecosystem model is coupled offline to downscaled
climate outputs and provides indications of land vegeta-
tion structure and productivity. Here, we used a process-
based equilibrium vegetation model, BIOME4 (Kaplan et al.,
2002), which has been successfully applied to similar ques-
tions before (Guiot and Cramer, 2016). While a wide range
of climate simulations are necessary to ensure robust cali- BIOME4 simulates some of the most important processes
related to vegetation at the scale of the ecosystem, specif-
ically photosynthesis, respiration, and evapotranspiration. It predicts structure and productivity of broad-scale land
ecosystems from monthly temperature and rainfall values as https://doi.org/10.5194/cp-19-1219-2023 Clim. Past, 19, 1219–1244, 2023 1227 J. Guiot et al.: Viticulture extension in response to global climate change drivers erties to run very fast and provide an uncertainty description
for the whole plausible input space (i.e., conform to physics,
internally consistent and reasonable; Amara, 1991): well as annual CO2 concentration. It uses a photosynthesis
scheme that simulates acclimation of plants to changed atmo-
spheric CO2 by optimization of nitrogen allocation to foliage
and by accounting for the effects of CO2 on net assimilation,
stomatal conductance, leaf area index (LAI), and ecosystem
water balance. BIOME4 is based on a sufficiently simple de-
scription of ecophysiological processes to allow broad-scale
application. It represents substantial advantages over niche
models because it has not been tuned to reproduce present-
day potential vegetation, but rather to correctly simulate the
main processes underlying the potential vegetation distribu-
tion, which are assumed to have been similar throughout the
Holocene. BIOME4 does not account for human land use. yj(x,s) = Xβj(s) + ej(s) j = 1, ···, m;s = 1, ..., n,
(1) (1) where s indicates the grid point out of a total of n points,
yj(x,s) is the anomaly of the climatic variable j (out of m)
at location s, i.e., the climate variable at time t minus the cli-
mate variable at time 0 (present), X is a matrix with v speci-
fied columns of the input global forcings (they do not depend
on the location s), and e(s) is a stationary Gaussian vari-
able N(0,σ 2
j ). This can be considered a least-square problem
wherein the coefficients βj(s) are estimated to minimize the
sum of the squared errors. 2.6
Vegetation modeling (BIOME4, step 2) These coefficients can be written
as The inputs of the model are monthly average values of
temperature, precipitation and sunshine percentage, atmo-
spheric CO2 concentration, and soil texture. The tempera-
ture and precipitation variables are directly obtained from
the simulations downscaled at the 0.5◦grid. The sunshine
percentages are obtained by linear regression on temperature
and precipitation (Guiot et al., 2000). The absolute minimum
temperature is derived from the mean temperature of the
coldest month according to the quadratic equation of Prentice
et al. (1992). The soil data are provided by the FAO (Zobler,
1986). The CO2 atmospheric concentration values are those
used by CMIP5 and PMIP3 as boundary conditions for their
simulations. as ˆβj(s) =
XT W(s)X
−1
XT W(s)yj,
(2) (2) (2) with W(s) as a matrix of weights specific to location s such
that observations nearer to s are given greater weight than ob-
servations further away, and T is the transpose symbol. The
estimation of βj(s) in location s is provided by weighting all
the observations according to their distance from s, dis. The
method is called geographically weighted regression (GWR)
(Brunsdon et al., 1998). We use a bi-square weighting func-
tion so that W(s) is the diagonal matrix with elements with W(s) as a matrix of weights specific to location s such
that observations nearer to s are given greater weight than ob-
servations further away, and T is the transpose symbol. The
estimation of βj(s) in location s is provided by weighting all
the observations according to their distance from s, dis. The
method is called geographically weighted regression (GWR)
(Brunsdon et al., 1998). We use a bi-square weighting func-
tion so that W(s) is the diagonal matrix with elements The outputs include net primary production (NPP) of each
of the potentially occurring 13 plant functional types (PFTs),
the total NPP, and the corresponding “biome type” from a
set of 28 broad categories (Table 1). The model also provides
several bioclimatic variables (Table 1). wis =
1 −
dis
h
2!2
if dis < h and 0 if dis > h. (3) (3) Here, h is called the bandwidth. We use the function
gwr.basic of the package gw.model on R (Lu et al., 2014). We
have chosen h = 8 (in longitude and latitude degree units). J. Guiot et al.: Viticulture extension in response to global climate change drivers 1228 Table 4. The nine global forcing variables and their values for the different periods considered. The global forcing variables are the predictors
of the emulator; we give their values for the time slices used in the calibration: GHG atmospheric concentration (carbon dioxide, methane,
nitrogen protoxide) in parts per million (ppm), Earth orbit parameters (eccentricity Ecc, obliquity Obl, omega ω), population in millions of
people (M), volcanic activity (Volc), and solar activity (Sol, in MeV). Every column is one out of the v forcings of Eq. (1) (columns of X). For columns CO2, CH4, N2O, and population, we use observations until 2010 (see Sect. 2.1) and the values used by the three scenarios
(RCP2.6, RCP4.5, RCP8.5) for projections (2020 to 2100). Table 4. The nine global forcing variables and their values for the different periods considered. The global forcing variables are the predictors
of the emulator; we give their values for the time slices used in the calibration: GHG atmospheric concentration (carbon dioxide, methane,
nitrogen protoxide) in parts per million (ppm), Earth orbit parameters (eccentricity Ecc, obliquity Obl, omega ω), population in millions of
people (M), volcanic activity (Volc), and solar activity (Sol, in MeV). Every column is one out of the v forcings of Eq. (1) (columns of X). For columns CO2, CH4, N2O, and population, we use observations until 2010 (see Sect. 2.1) and the values used by the three scenarios
(RCP2.6, RCP4.5, RCP8.5) for projections (2020 to 2100). Table 4. The nine global forcing variables and their values for the different periods considered. The global forcing variables are the predictors
of the emulator; we give their values for the time slices used in the calibration: GHG atmospheric concentration (carbon dioxide, methane,
nitrogen protoxide) in parts per million (ppm), Earth orbit parameters (eccentricity Ecc, obliquity Obl, omega ω), population in millions of
people (M), volcanic activity (Volc), and solar activity (Sol, in MeV). Every column is one out of the v forcings of Eq. (1) (columns of X). For columns CO2, CH4, N2O, and population, we use observations until 2010 (see Sect. 2.1) and the values used by the three scenarios
(RCP2.6, RCP4.5, RCP8.5) for projections (2020 to 2100). J. Guiot et al.: Viticulture extension in response to global climate change drivers Time
CO2
CH4
N2O
Ecc
Obl
Omega
Population
Volc
Sol
period
ω
21k
185
350
200
0.0196
23.4
−213
2M
0.3
270
6k
280
650
270
0.0190
24.2
−27
28M
0.3
270
e 1200
280
650
270
0.0170
23.6
85
394M
0.2
400
1255
280
650
270
0.0170
23.6
85
396M
0.4
200
1380
280
650
270
0.0170
23.6
85
390M
0.2
200
1720
280
650
270
0.0170
23.6
85
768M
0.2
600
1810
280
650
270
0.0167
23.4
102
1082M
0.5
400
2006
379
1754
319
0.0167
23.4
102
6542M
0.3
270
2010
389
1773
323
0.0167
23.4
102
6958M
0.3
270
2020
412, 412, 416
1731, 1801, 1824
329, 330, 332
0.0167
23.4
102
7510M, 7505M, 7530M
0.3
270
2030
431, 435, 449
1600, 1830, 2132
334, 337, 342
0.0167
23.4
102
8200M, 8180M, 8800M
0.3
270
2040
440, 461, 489
1527, 1842, 2399
339, 344, 354
0.0167
23.4
102
8800M, 8500M, 9400M
0.3
270
2050
443, 487, 541
1452, 1833, 2740
342, 351, 367
0.0167
23.4
102
9000M, 8900M, 10400M
0.3
270
2060
442, 509, 604
1365, 1801, 3076
343, 356, 381
0.0167
23.4
102
9100M, 9000M,10700M
0.3
270
2070
437, 524, 677
1311, 1745, 3322
344, 361, 394
0.0167
23.4
102
9150M, 9050M, 11500M
0.3
270
2080
432, 531, 758
1285, 1672, 3490
344,365,408
0.0167
23.4
102
9150M, 9050M, 11900M
0.3
270
2090
426, 534, 845
1268, 1614, 3639
344, 369, 421
0.0167
23.4
102
9150M, 8950M, 12050M
0.3
270
2100
421, 538, 936
1254, 1576, 3751
344, 372, 435
0.0167
23.4
102
9050M, 8800M, 12300M
0.3
270 Table 5. Aggregation of the plant functional types (PFTs). The
13 original PFTs are defined in Table 1. grid points with that biome). So, the calibration is done on
about 3×105 observations (the number is slightly lower than
expected because some biomes are absent in some simula-
tions). J. Guiot et al.: Viticulture extension in response to global climate change drivers g
Aggregated PFT (aPFT)
original PFT
(PFT)
Tropical trees (trt)
tet, trt
Temperate broadleaved evergreen trees (tbe)
tbe
Temperate trees (tet)
tst, ctc
Boreal trees (bot)
bec, bst
C3/C4 temperate grass plant type (teg)
tg
C4 tropical grass plant type (trg4)
trg4
C3/C4 woody desert plant type (wds)
wds
Tundra grass/shrub (tug)
tsg, ch, lf As the global forcing variables have the same value for
all the grid points for a given time slice and scenario, this
may produce problems for the computation of the emulator;
we have then added to them a small noise value (a Gaussian
value with mean 0 and standard deviation equal to the initial
standard deviation divided by 100). Because of collinearity between the predictors (the global
forcing variables), their dimensionality is reduced using prin-
cipal components (PCs) of the normalized variables. The
nine variables are reduced into five PCs together explaining
89 % of their total variance. The first PC is mainly related
to the greenhouse gases and the global population, which is
strongly correlated with them. PC3 shows the opposition be-
tween solar and volcanic activity. The other ones are difficult
to interpret. reconstructed variance higher than 10 % (column R2 (lm)),
which clearly shows that a single linear model is not adapted
to our objective. The GWR model is much better as half of
the bioclimatic variables have R2 higher than 0.50, but at the
cost of a much larger effective number of parameters (ENPs)
(ENP ∼1311 vs. 6 for the global linear model). As we have a
very high number of observations (∼3×105), the GWRs re-
main very significant. This is illustrated in Fig. 5 by the maps
of the spatial distribution of the regression coefficients (they
are standardized by their standard error, which comes to the t
value). The degree of smoothing is defined by the bandwidth
h (here set to 8). With a lower h, the patterns should be much The 13 PFTs are aggregated into eight PFTs, represent-
ing the main types of vegetation across the world (Table 5). This enables reducing the dimension of the ecosystem vari-
able vector. The number of variables to be estimated by the
emulator is finally reduced to 17 (predictands in Table 6). For comparison, we first apply a simple linear model to
the data. Table 6 shows that most of the bioclimatic variables
are not well-fitted. 2.7
The calibration of the emulator (step 3) This model is a statistical representation of
the ESM + BIOME4 model, with the very interesting prop- https://doi.org/10.5194/cp-19-1219-2023 Clim. Past, 19, 1219–1244, 2023 J. Guiot et al.: Viticulture extension in response to global climate change drivers 1229 Table 6. The t values of the linear regression between the PFT and bioclimatic variables as well as the five PCs of the forcing variables with
the R2 (in %) of the linear model and the GWR model. For the latter, the coefficients cannot be displayed in a table and are represented as
maps in Fig. 5. Table 6. The t values of the linear regression between the PFT and bioclimatic variables as well as the five PCs of the forcing variables with
the R2 (in %) of the linear model and the GWR model. For the latter, the coefficients cannot be displayed in a table and are represented as
maps in Fig. 5. Predictands
Intercept
PC1
PC2
PC3
PC4
PC5
R2 (lm)
R2 (GWR)
NPPtot
132
194
−53
45
−20
−7
36
59
trt
61
98
−25
24
−11
−13
13
78
tbe
37
42
−15
14
−7
−5
03
25
tet
106
145
−44
39
−21
−15
25
61
bot
−27
−3
18
−14
8
0
01
29
teg
110
154
−36
32
−17
−16
26
74
trg4
52
77
−22
23
−15
−25
09
52
wds
290
380
−146
120
−61
2
71
88
tug
−19
−31
5
−9
7
19
02
19
AET
23
48
9
5
−5
−55
07
28
MTCO
121
310
−28
58
−43
−99
59
76
MTWA
299
387
−100
104
−65
−107
71
77
E/PE
20
4
−4
11
−11
−22
01
16
P −E
28
−4
−19
13
−8
8
01
17
GDD5
309
488
−88
109
−71
−110
78
87
TANN
279
486
−66
97
−67
−138
78
88
PANN
36
39
−5
14
−10
−42
05
28 patchier and the ENPs should become much larger, thereby
diminishing the prediction capability of the model. large diversity of model simulations, in contrast to a single
ESM. The third source of errors is the variance of the error
terms ej(s) of Eq. (1): the statistical model does not perfectly
fit the data. This prompted us to converge the emulator esti-
mates to the real world represented by the paleoclimate data. This is known as paleodata assimilation (Goosse et al., 2012). This led to adjusting a few parameters known to have a large
uncertainty to optimize temperature and precipitation using
information given by proxies (Table 7). J. Guiot et al.: Viticulture extension in response to global climate change drivers The interpretation is not straightforward because the pre-
dictors are not the forcing parameters but their PCs. Never-
theless, a partial interpretation is possible by using the corre-
lation of the PCs with the forcings. For example, PC1 is cor-
related with the greenhouse gases (GHGs) and the population
size, and Fig. 5 (Tann/PC1) shows that the maximum impact
of the GHGs on temperature is in Russia. Figure 5 (Pan-
n/PC1) shows that the GHGs have a negative effect on the
precipitation around the Mediterranean and northern Africa
and a positive effect on Russia. The decrease in precipitation
according to the increase in GHGs is a well-known feature
in the Mediterranean (Giorgi and Lionello, 2008). Figure 5
also shows that the annual temperature (Tann/Pred vs. Obs)
is well-emulated with a strong correlation with CO2. It is also
true, but to a lesser extent, for NPPtot. The annual precipita-
tion estimates have a much lower variance than the observa-
tions. These uncertain parameters are (i) local impact of volcanic
activity, (ii) local impact of solar activity, (iii) a possible
global bias for the temperature simulation (δT ) and (iv) for
the precipitation simulation (δP), and (v) the standard error
of temperature (σT ) and (vi) of precipitation (σP ). Param-
eters (iii) and (iv) are related to a possible global ESM bias
and are then independent of the geographical position. Pa-
rameters (v) and (vi) express the mean quadratic difference
between observations and simulations and then contain the
ESM mean error and the emulator mean error (after remov-
ing the effects of biases δT or δP ). The reconstructed annual temperature and precipitation
values are expressed as anomalies relative to the present day
for each time slice and each box given in Table 7. It shows
that the first two time slices (4200 and 3200 yr BP) were
characterized by dry conditions in the eastern Mediterranean
Basin (boxes Lev, Ana). All the other time slices are charac-
terized by temperature changes. J. Guiot et al.: Viticulture extension in response to global climate change drivers Indeed, only 9 of 17 have a proportion of Clim. Past, 19, 1219–1244, 2023 https://doi.org/10.5194/cp-19-1219-2023 J. Guiot et al.: Viticulture extension in response to global climate change drivers 1230 Figure 5. Table 7. Proxy-based reconstruction of annual temperature (TANN, ◦C) and annual precipitation (PANN, mm). The values are expressed as
anomalies from the preindustrial period for the 10 spatial boxes and the nine time slices, obtained from pollen (Guiot and Kaniewski, 2015)
and corrected or made precise as indicated in Table 3. 2.8
Paleodata assimilation (step 4) The climatic data estimated by the emulator have biases and
uncertainties likely larger than those of the ESMs which have
generated the calibration data. The first source of errors of
the emulator is the same as the source of errors of the ESMs,
which are imperfect representations of the real world. The
second source of errors comes from the oversimplification,
which consists of replacing a complex model by a statisti-
cal model, in considering that a few global forcings are able
to generate the complex observed climate field. It is partly
compensated for by the fact that the emulator is based on a The statistical simplification of the emulator makes it pos-
sible to run it thousands of times in a relatively short compu-
tational time as required by the assimilation methods (Wid-
mann et al., 2010). We use a Bayesian approach called the https://doi.org/10.5194/cp-19-1219-2023 Clim. Past, 19, 1219–1244, 2023 J. Guiot et al.: Viticulture extension in response to global climate change drivers https://doi.org/10.5194/cp-19-1219-2023 2.9
The viticulture index (VI) 2.9
The viticulture index (VI) Markov chain Monte Carlo (MCMC) method, which makes
it possible to converge towards the best parameters in the
sense of probability distribution (Hargreaves and Annan,
2002). We subsequently applied our emulator to the question of
how viticulture has evolved in the Mediterranean region
and in response to which climatic stimuli and global forc-
ing. Numerous bioclimate indices have been published to
delimit viticultural zones in the world (Tonietto and Car-
bonneau, 2004; Santos et al., 2012; Howell, 2001). Among
them, the following are cited: (1) the sum of degree days
above 10 ◦C during the growing season or the heliothermal
index of Huglin (HI), (2) the number of days with a min-
imum temperature below −17 ◦C, which is very important
for the grapes growing in continental climates, (3) the min-
imum temperature of September (cool night index) impor-
tant for the ripening, (4) the sum of the growing season of
the monthly temperature multiplied by monthly precipitation
(Hyl), and (5) the drought stress index (DI) related to the po-
tential water balance of the soil during the growing season. Malheiro et al. (2010) proposed a composite index (CompI)
calculated based on the ratio of years simultaneously satis-
fying four criteria (HI > 1400 degree days), DI > −100 mm,
Hyl < 5100 ◦C mm−1, and Tmin > −17 ◦C). Starting from the prior probability distributions of the six
parameters, available climate reconstructions and model out-
puts provide estimates of their posterior probability distribu-
tions. For each time period, these six parameters were opti-
mized to provide the best posterior probability distribution of
mean temperature and precipitation at the centers of the 10
Mediterranean boxes. The prior probability distributions are
given by uniform distributions delimited by the ±d (Table 8)
for the volcanic and solar activity. The prior distribution of
the other parameters was assumed to be uniform within wide
ranges so that they were considered noninformative for the
purpose of this study. From Tables 3 and 7, we consider the 4200 and 3200 yr BP
time slices to provide robust paleoclimatic information for
precipitation and the other periods to provide robust informa-
tion for temperature. Both the precipitation and temperature
signals were robust for the present time slice. Even if we ulti-
mately calculate both temperature and precipitation, only the
robust variable(s) is (are) used to constrain the emulator. J. Guiot et al.: Viticulture extension in response to global climate change drivers Guiot et al.: Viticulture extension in response to global climate change drivers
1
Figure 5. Markov chain Monte Carlo (MCMC) method, which makes
it possible to converge towards the best parameters in the
sense of probability distribution (Hargreaves and Annan,
2002). 2.9
The viticulture index (VI)
We subsequently applied our emulator to the questio
ho
itic lt re has e ol ed in the Mediterranean re Figure 5. Figure 5. Table 7. Proxy-based reconstruction of annual temperature (TANN, ◦C) and annual precipitation (PANN, mm). The values are expressed as
anomalies from the preindustrial period for the 10 spatial boxes and the nine time slices, obtained from pollen (Guiot and Kaniewski, 2015)
and corrected or made precise as indicated in Table 3. TANN
WMa
EMa
Lev
Ana
CMed
Ibe
Fra
Alp
Balk
Narb
4200 BP
0.14
0.14
0.02
−0.48
−0.26
0.26
0.62
0.26
-0.6
0.62
3200 BP
−0.08
−0.08
−0.15
−0.04
−0.08
−0.02
0.16
0.05
−0.2
0.16
2500 BP
0.24
0.24
0.13
−0.12
−0.2
−0.13
−1.22
−1
−1
−1.22
2000 BP
0.04
0.04
0.18
0.18
0.5
0.5
0.8
0.5
−0.02
0.5
1300 BP
0.03
0.03
−0.14
0.09
−0.25
−0.2
−0.43
−0.43
−0.68
−0.43
1000 BP
−0.07
−0.07
−0.17
−0.07
0.07
0.09
0.54
0.41
−0.25
0.54
700 BP
−0.07
−0.07
−0.25
0.27
0.09
−0.5
−0.8
−0.8
0.25
−0.8
200 BP
−0.3
−0.3
−0.33
−0.15
−0.3
−0.3
−0.5
−0.5
−0.5
−0.5
Present
1.4
1.3
1.2
1.4
1.4
1
1.2
1.5
1.5
1.2
PANN
WMa
EMa
Lev
Ana
CMed
Ibe
Fra
Alp
Balk
Narb
4200 BP
48.4
48.4
−80
−88.7
29.94
40.83
18.11
51.92
42.84
18.11
3200 BP
−6.84
−6.84
−33
−50.04
4.11
5.13
41.03
34.74
2.82
41.03
2500 BP
61.33
61.33
−34.03
−14.8
25.58
43.78
−8.9
35.35
3.02
−8.9
2000 BP
−11.18
−11.18
4.23
10.3
34.61
−2.78
22.4
47.35
10.2
22.4
1300 BP
20.41
20.41
−11.98
−5.78
67.64
27.34
48.13
94.55
36.31
48.13
1000 BP
−8.72
−8.72
−24.36
−26.77
40.28
−0.45
24.36
51
39.21
24.36
700 BP
37.51
37.51
−37.45
−7.43
1.94
25.73
−9.59
16.18
−29.73
−9.59
200 BP
68.77
68.77
−37.65
−3.47
−2.94
63.72
48.56
21.99
−12.64
48.56
Present
−40
−20
−20
0
−40
−40
−50
0
0
−20 https://doi.org/10.5194/cp-19-1219-2023 https://doi.org/10.5194/cp-19-1219-2023 Clim. Past, 19, 1219–1244, 2023 J. Guiot et al.: Viticulture extension in response to global climate change drivers 1231 J. Guiot et al.: Viticulture extension in response to global climate change drivers
Figure 5. Markov chain Monte Carlo (MCMC) method, which makes
it possible to converge towards the best parameters in the
sense of probability distribution (Hargreaves and Annan,
2002). Starting from the prior probability distributions of the six
parameters, available climate reconstructions and model out-
puts provide estimates of their posterior probability distribu-
tions. For each time period, these six parameters were opti-
mized to provide the best posterior probability distribution of
mean temperature and precipitation at the centers of the 10
Mediterranean boxes. The prior probability distributions are
given by uniform distributions delimited by the ±d (Table 8)
for the volcanic and solar activity. The prior distribution of
the other parameters was assumed to be uniform within wide
ranges so that they were considered noninformative for the
purpose of this study. From Tables 3 and 7, we consider the 4200 and 3200 yr BP
time slices to provide robust paleoclimatic information for
precipitation and the other periods to provide robust informa-
tion for temperature. Both the precipitation and temperature
signals were robust for the present time slice. Even if we ulti-
mately calculate both temperature and precipitation, only the
robust variable(s) is (are) used to constrain the emulator. 2.9
The viticulture index (VI)
We subsequently applied our emulator to the
how viticulture has evolved in the Mediterran
and in response to which climatic stimuli and
ing. Numerous bioclimate indices have been p
delimit viticultural zones in the world (Toniet
bonneau, 2004; Santos et al., 2012; Howell, 200
them, the following are cited: (1) the sum of
above 10 ◦C during the growing season or the h
index of Huglin (HI), (2) the number of days
imum temperature below −17 ◦C, which is ver
for the grapes growing in continental climates,
imum temperature of September (cool night in
tant for the ripening, (4) the sum of the growin
the monthly temperature multiplied by monthly p
(Hyl), and (5) the drought stress index (DI) relate
tential water balance of the soil during the grow
Malheiro et al. (2010) proposed a composite ind
calculated based on the ratio of years simultane
fying four criteria (HI > 1400 degree days), DI >
Hyl < 5100 ◦C mm−1, and Tmin > −17 ◦C). Some of the climate variables needed for th
were not available from the BIOME4 outputs J. https://doi.org/10.5194/cp-19-1219-2023 J. Guiot et al.: Viticulture extension in response to global climate change drivers 1232 Figure 5. Local (longitude × latitude) response of a few (bio)climatic variables to the PCs of forcing variables. The colors represent the t
values (t-val) of the response (regression coefficient / standard error). Maps 1 to 5 represent the first five PCs. Map 6 represents the R2 of
the GWRs. Maps 7 and 8 represent the estimates for low-CO2 time slices (< 290 ppm, i.e., LGM and mid-Holocene) and high-CO2 time
slices (> 600 ppm, second half of 21st century with scenario RCP8.5), respectively. The last graphic represents the estimates as a function
of the observations: blue dots are for observations with CO2 < 250 ppm, green dots for CO2 belonging to [250, 400] ppm, orange dots for
[400, 600] ppm, and red dots for CO2 > 600 ppm. The first series of maps is for the net primary production of the ecosystem (NPPtot); the
second is for annual temperature (Tann), and the last one is for annual precipitation (Pann). Figure 5. Local (longitude × latitude) response of a few (bio)climatic variables to the PCs of forcing variables. The colors represent the t
values (t-val) of the response (regression coefficient / standard error). Maps 1 to 5 represent the first five PCs. Map 6 represents the R2 of
the GWRs. Maps 7 and 8 represent the estimates for low-CO2 time slices (< 290 ppm, i.e., LGM and mid-Holocene) and high-CO2 time
slices (> 600 ppm, second half of 21st century with scenario RCP8.5), respectively. The last graphic represents the estimates as a function
of the observations: blue dots are for observations with CO2 < 250 ppm, green dots for CO2 belonging to [250, 400] ppm, orange dots for
[400, 600] ppm, and red dots for CO2 > 600 ppm. The first series of maps is for the net primary production of the ecosystem (NPPtot); the
second is for annual temperature (Tann), and the last one is for annual precipitation (Pann). Table 8. Forcing variables used for the 15 time slices and scenarios. The forcing greenhouse gas atmospheric concentrations (CO2, CH4,
N2O), orbital parameters (ecc: eccentricity, Obl: obliquity, ω), population size (POP) in number of people, volcanic activity with uncer-
tainty (d), and solar activity with uncertainty (d). 2.9
The viticulture index (VI) Some of the climate variables needed for these indices
were not available from the BIOME4 outputs. However,
other variables, such as those associated with the net primary https://doi.org/10.5194/cp-19-1219-2023 Clim. Past, 19, 1219–1244, 2023 https://doi.org/10.5194/cp-19-1219-2023 J. Guiot et al.: Viticulture extension in response to global climate change drivers The blue line is the perfect estimate line
(R = 1), and the black line is the regression line between the simu-
lations and proxy reconstructions. For x = NPPtrop, the net primary production of tropical
plants, the interval [xmin, xmax] is [0, 10 kg C m−2]. For
x = NPP, the total ecosystem net primary production, it is
[500, 1000 kg C m−2]. For x = Pann, the total annual pre-
cipitation, it is [400, 800 mm]. For x = MTWA, the mean
temperature of the warmest month, it is [18, 23 ◦C]. For
x = MTCO, the mean temperature of the coldest month, it
is [3, 12 ◦C]. The lower limit of 3 ◦C corresponds to a mini-
mum mean monthly temperature with no chance of having an
absolute daily minimum below −17 ◦C. For x = α, the actual
to potential evapotranspiration ratio, it is [30 %, 60 %]. and solar activities have no significant impact, which is eas-
ily explained by the dominant GHG effect (not used for con-
straining the assimilation). The impact of solar activity is
not clear, as there is no significant difference between cold
and warm periods or between the dry and wet periods. The
temperature bias (δT independent of the spatial variability)
is estimated to be between 0.6 and 1.6 ◦C for the periods
between 2500 and 200 yr BP and is not significantly differ-
ent from zero for the dry periods and for the present. The
δP estimates were not significant for any time period. Fig-
ure 6 presents the overall correlations between the emulator
outputs and the proxy-based reconstructions. A good emula-
tion should be indicated by good coherency of both blue and
black lines and a low variance of the dots around the black
line. So, the temperature was particularly well-simulated by
the emulator with a squared correlation (R2) of 0.76, but with
an overestimation of the low temperatures. As expected, pre-
cipitation is less well-simulated with a significant R2 of 0.22
with an underestimation of the large (negative or positive)
anomalies. All factors except those related to NPPtrop assume that vine
growth is limited only by the lower values and not by the
higher values. Because there is no possible viticulture in the
tropics (where temperature is not cold enough for an appro-
priate dormancy), 1 −INPPtrop is limited by its upper value. J. Guiot et al.: Viticulture extension in response to global climate change drivers 1233 Figure
6. Temperature and precipitation anomalies for the
10 Mediterranean boxes estimated by data assimilation versus
data reconstructed from proxies. Temperature dots represent the
mean annual temperature in the 10 boxes for the 11 periods from
2500 yr BP until the present, and precipitation dots represent the
total annual precipitation in the two oldest periods (4200 and
3200 yr BP) and in the present. The vertical bars are the 90 % con-
fidence intervals (CIs). The blue line is the perfect estimate line
(R = 1), and the black line is the regression line between the simu-
lations and proxy reconstructions. production of plant types, are very interesting because they
include the CO2 effect on photosynthesis and water use effi-
ciency. Considering only rain-fed viticulture, we propose the
following index, VI: production of plant types, are very interesting because they
include the CO2 effect on photosynthesis and water use effi-
ciency. Considering only rain-fed viticulture, we propose the
following index, VI: VI =
1 −INPPtrop
· INPP · IPann · IMTWA · IMTCO · Iα,
(4)
where each of these factors denoted Ix follows the function VI =
1 −INPPtrop
· INPP · IPann · IMTWA · IMTCO · Iα,
(4)
where each of these factors denoted Ix follows the function VI =
1 −INPPtrop
· INPP · IPann · IMTWA · IMTCO · Iα,
(4) (4) where each of these factors denoted Ix follows the function Ix = 0 for x < xmin
Ix = 1 for x > xmax
Ix =
x −xmin
(xmax −xmin) for xmin ≤x ≤xmax. Ix = 0 for x < xmin Ix = 0 for x < xmin Ix = 1 for x > xmax Ix = 1 for x > xmax Ix =
x −xmin
(xmax −xmin) for xmin ≤x ≤xmax. Figure
6. Temperature and precipitation anomalies for the
10 Mediterranean boxes estimated by data assimilation versus
data reconstructed from proxies. Temperature dots represent the
mean annual temperature in the 10 boxes for the 11 periods from
2500 yr BP until the present, and precipitation dots represent the
total annual precipitation in the two oldest periods (4200 and
3200 yr BP) and in the present. The vertical bars are the 90 % con-
fidence intervals (CIs). J. Guiot et al.: Viticulture extension in response to global climate change drivers p
This approach is a static approach as it is based on an
equilibrium vegetation model only based on the mean state
of the climate. The variability of the climate and therefore
the extreme values of some variables are not considered. We
are aware of these limitations, and it is the reason why our
interpretations will only concern the potential extension of
viticulture. Other weaknesses of the approach are the im-
possibility to consider the diversity of cultivars, the adapta-
tion of grapes to frost, and the risk of biotic damage to the
grapevines. This is a niche model approach of the same na-
ture as those used in the literature cited at the beginning of
this section. This oversimplified approach nevertheless has
the advantage of providing a framework for the past and
future trends and of being easily applicable to the past for
which the data are rather limited. 3
Results This assimilation process was applied to simulate the an-
nual temperature and precipitation for the 10 boxes and the
13 time slices and scenarios. The spatial patterns of the re-
constructions and simulations are consistent, except for the
temperatures at 4200 and 3200 yr BP. (Fig. 7). Therefore,
global forcing variables can drive not only the mean cli-
mate evolution but also the spatial patterns reconstructed
by the proxy data in the Mediterranean. Volcanic activ- J. Guiot et al.: Viticulture extension in response to global climate change drivers Period
CO2
CH4
N2O
Ecc
Obl
Omega
POP
Volc [δ]
Sol [δ]
4200
280
650
270
0.0181
23.9
34
64 138
0.2 [0.2]
200 [200]
3200
280
650
270
0.0178
23.8
45
101 664
0.2 [0.2]
200 [200]
2500
280
650
270
0.0175
23.75
65
146 283
0.6 [0.2]
270 [200]
2000
280
650
270
0.0175
23.7
68
188 239
0.2 [0.2]
400 [300]
1300
280
650
270
0.0174
23.65
75
218 535
0.6 [0.2]
270 [200]
1000
280
650
270
0.0173
23.65
75
295 040
0.2 [0.2]
400 [300]
700
280
650
270
0.0175
23.5
90
396 811
0.6 [0.2]
270 [200]
200
280
650
270
0.0169
23.4
95
813 664
0.6 [0.2]
270 [200]
Present
400
1730
330
0.0167
23.45
102
7 500 000
0.2 [0.2]
600 [300]
+1.5C
440
1527
339
0.0167
23.45
102
8 200 000
0.2 [0.2]
270 [200]
+2C
487
1833
350
0.0167
23.45
102
8 200 000
0.2 [0.2]
270 [200]
+3C
603
3076
381
0.0167
23.45
102
8 200 000
0.2 [0.2]
270 [200]
+5C
900
3700
430
0.0167
23.45
102
12 300 000
0.2 [0.2]
270 [200]
5 CV+
900
3700
430
0.0167
23.45
102
12 300 000
0.8 [0.2]
100 [200]
5 CV−
900
3700
430
0.0167
23.45
102
12 300 000
0.1 [0.2]
700 [200] https://doi.org/10.5194/cp-19-1219-2023 Clim. Past, 19, 1219–1244, 2023 3.1
Paleodata assimilation From the posterior distributions (Table 9), it appears that the
simulated volcanic activity impacts were the strongest during
the cold periods (2500, 1300, 700, and 200 yr BP) and rather
weak during the dry periods (4200 and 3200 yr BP) and warm
periods (2000 and 1000 yr BP). The confidence intervals are
significant as they do not overlap. For the present, volcanic https://doi.org/10.5194/cp-19-1219-2023 Clim. Past, 19, 1219–1244, 2023 J. Guiot et al.: Viticulture extension in response to global climate change drivers Volc
Volc.CI
Solar
Solar.CI
δT
δT · CI
σT
σT · CI
δP
δP · CI
σP
σP · CI
4200
0.1
[0.1, 0.27]
270
[153, 387]
0.3
[−1.7, 1.7]
0.8
[0.4, 4.7]
−15
[−19, 3]
81
[70, 81]
3200
0.15
[0.1, 0.33]
267
[190, 387]
−1
[−1.7, 1.7]
2.6
[0.4, 4.7]
−20
[−20, −7]
81
[66, 81]
2500
0.4
[0.4, 0.75]
304
[103, 444]
0.6
[0.2, 0.9]
2,1
[1.8, 3.5]
16
[−17, 18]
25
[5, 77]
2000
0.17
[0.1, 0.38]
106
[153, 642]
1.6
[1.1, 1.9]
0.6
[0.9, 2.8]
−15
[−18, 18]
53
[5, 75]
1300
0.4
[0.4, 0.76]
324
[121, 452]
1
[0.5, 1.3]
1
[1.1, 2.9]
−9
[−18, 18]
45
[6, 76]
1000
0.22
[0.1, 0.39]
141
[150, 660]
1.3
[0.9, 1.7]
0.9
[0.9, 2.7]
−3
[−18, 17]
5
[6, 76]
700
0.62
[0.4, 0.78]
468
[109, 453]
1.2
[0.8, 1.6]
0,8
[0.9, 2.7]
−5
[−18, 17]
25
[5, 76]
200
0.41
[0.4, 0.77]
450
[97, 458]
1,2
[0.7, 1.5]
0.3
[0.3, 2.6]
4
[−18, 17]
49
[5, 76]
Present
0.36
[0.15, 0.4]
345
[307, 548]
0.7
[−0.3, 1.6]
0.3
[0.2, 4.6]
−14
[−18.7, 10]
57
[36, 79] 700
0.62
[0.4, 0.78]
468
[109, 453]
1.2
[0.8, 1.6]
0,8
[0.9, 2.7]
−5
[−18, 17]
25
[5, 76]
200
0.41
[0.4, 0.77]
450
[97, 458]
1,2
[0.7, 1.5]
0.3
[0.3, 2.6]
4
[−18, 17]
49
[5, 76]
Present
0.36
[0.15, 0.4]
345
[307, 548]
0.7
[−0.3, 1.6]
0.3
[0.2, 4.6]
−14
[−18.7, 10]
57
[36, 79] Figure 7. Spatial distribution of the temperature and precipitation anomalies for the past and present time slices. The pairs of symbols are
simulations (left symbols) and observations or pollen reconstructions (right symbols). The colors are used for the temperature anomalies. Triangles are used for negative precipitation anomalies and circles for the positive precipitation anomalies. The size of the triangles and
circles is proportional to the absolute value of the precipitation anomalies. Figure 7. Spatial distribution of the temperature and precipitation anomalies for the past and present time slices. The pairs of symbols are
simulations (left symbols) and observations or pollen reconstructions (right symbols). The colors are used for the temperature anomalies. Triangles are used for negative precipitation anomalies and circles for the positive precipitation anomalies. The size of the triangles and
circles is proportional to the absolute value of the precipitation anomalies. Figure 7. J. Guiot et al.: Viticulture extension in response to global climate change drivers 1234 Table 9. Posterior distribution of the parameters. The estimates are given by the best fit, and the CI is the 90 % confidence interval calculated
on the 10 % best fits. Volc index has no units; the solar index is in megaelectron volts (MeV), T is in degrees Celsius (◦C), and P is in
millimeters per year (mm yr−1). Table 9. Posterior distribution of the parameters. The estimates are given by the best fit, and the CI is the 90 % confidence interval calculated
on the 10 % best fits. Volc index has no units; the solar index is in megaelectron volts (MeV), T is in degrees Celsius (◦C), and P is in
millimeters per year (mm yr−1). Volc
Volc.CI
Solar
Solar.CI
δT
δT · CI
σT
σT · CI
δP
δP · CI
σP
σP · CI
4200
0.1
[0.1, 0.27]
270
[153, 387]
0.3
[−1.7, 1.7]
0.8
[0.4, 4.7]
−15
[−19, 3]
81
[70, 81]
3200
0.15
[0.1, 0.33]
267
[190, 387]
−1
[−1.7, 1.7]
2.6
[0.4, 4.7]
−20
[−20, −7]
81
[66, 81]
2500
0.4
[0.4, 0.75]
304
[103, 444]
0.6
[0.2, 0.9]
2,1
[1.8, 3.5]
16
[−17, 18]
25
[5, 77]
2000
0.17
[0.1, 0.38]
106
[153, 642]
1.6
[1.1, 1.9]
0.6
[0.9, 2.8]
−15
[−18, 18]
53
[5, 75]
1300
0.4
[0.4, 0.76]
324
[121, 452]
1
[0.5, 1.3]
1
[1.1, 2.9]
−9
[−18, 18]
45
[6, 76]
1000
0.22
[0.1, 0.39]
141
[150, 660]
1.3
[0.9, 1.7]
0.9
[0.9, 2.7]
−3
[−18, 17]
5
[6, 76]
700
0.62
[0.4, 0.78]
468
[109, 453]
1.2
[0.8, 1.6]
0,8
[0.9, 2.7]
−5
[−18, 17]
25
[5, 76]
200
0.41
[0.4, 0.77]
450
[97, 458]
1,2
[0.7, 1.5]
0.3
[0.3, 2.6]
4
[−18, 17]
49
[5, 76]
Present
0.36
[0.15, 0.4]
345
[307, 548]
0.7
[−0.3, 1.6]
0.3
[0.2, 4.6]
−14
[−18.7, 10]
57
[36, 79]
Figure 7. Spatial distribution of the temperature and precipitation anomalies for the past and present time slices. The pairs of symbols are
simulations (left symbols) and observations or pollen reconstructions (right symbols). The colors are used for the temperature anomalies. Triangles are used for negative precipitation anomalies and circles for the positive precipitation anomalies. The size of the triangles and
circles is proportional to the absolute value of the precipitation anomalies. J. Guiot et al.: Viticulture extension in response to global climate change drivers 1235 Figure 8. Spatial distribution of the temperature and precipitation anomalies simulated for future time slices (scenarios). The colors are used
for the temperature anomalies. Triangles are used for negative precipitation anomalies and circles for positive precipitation anomalies. The
size of the triangles and circles is proportional to the absolute value of the precipitation anomalies. Figure 8. Spatial distribution of the temperature and precipitation anomalies simulated for future time slices (scenarios). The colors are used
for the temperature anomalies. Triangles are used for negative precipitation anomalies and circles for positive precipitation anomalies. The
size of the triangles and circles is proportional to the absolute value of the precipitation anomalies. To answer the question of whether volcanic activity can
mitigate the impact of high GHG emissions, Fig. 8 shows
that the temperature distributions of +5 CV+ and 5 CV−are
quite similar, meaning that the cooling effect of volcanoes is
relatively low in a large GHG emission scenario. The pre-
cipitation distributions of +5 CV+ and 5 CV−are similar in
the western Mediterranean, and +5 CV+ produced slightly
higher precipitation anomalies than +5 CV−in the eastern
Mediterranean. are not fully similar, a visual comparison shows pretty good
agreement (Fig. 9). So for 2000 BP, Iberia and central Europe
were wet in both maps, and no PDSI data were available for
the southern and eastern Mediterranean. For 1300 BP, all of
Europe was dry in both maps except eastern Spain, which
was as wet as at 2000 BP. For 1000 BP, the area surrounding
the sea was wet except Greece in both maps, and for 700 BP
all areas were wetter than 1000 BP in both maps. J. Guiot et al.: Viticulture extension in response to global climate change drivers Spatial distribution of the temperature and precipitation anomalies for the past and present time slices. The pairs of symbols are
simulations (left symbols) and observations or pollen reconstructions (right symbols). The colors are used for the temperature anomalies. Triangles are used for negative precipitation anomalies and circles for the positive precipitation anomalies. The size of the triangles and
circles is proportional to the absolute value of the precipitation anomalies. Future projections (Fig. 8) show general warming for the
four scenarios (+1.5C, +2C, +3C, +5C) that is particularly
strong for +3C and +5C scenarios. The local warming is
less strong in the areas influenced by the Atlantic Ocean
(France and the Iberian Peninsula). For precipitation, the sig-
nal is weak for +1.5C and +2C with drier and wetter zones
and clearer for +3C and +5C (all the symbols are triangles,
i.e., negative). Combined with the warming, it is undeniable
that water stress will increase considerably with +3C and
+5C scenarios. ity seems to be the main driver for the cold periods of
the Iron Age (2500 yr BP), the LALIA (1300 yr BP), the
LIA (700, 200 yr BP), and the warm periods of the RCO
(2000 yr BP) and MCA (1000 yr BP). The main driver of the
present warming and drying (present time in Fig. 7) is GHG
forcing. For the 4200 and 3200 yr BP periods, the volcanic
and solar activity drivers do not seem to be plausible expla-
nations for the droughts, at least according to our emulator,
and likely the ESMs; this also explains the absence of agree-
ment. Clim. Past, 19, 1219–1244, 2023 https://doi.org/10.5194/cp-19-1219-2023 J. Guiot et al.: Viticulture extension in response to global climate change drivers 1236 Figure 9. Comparison of E/PE reconstructed in this paper with in-
dependently reconstructed Palmer Drought Severity Index (PDSI). The PDSI anomalies are based on the 1928–1978 reference period
and are reconstructed from tree rings (Cook et al., 2015). E/PE is
the ratio of actual to potential evapotranspiration obtained from the
emulator (in %). Figure 10. Distribution of the wine sites: (a) European wine re-
gions (circles) with the corresponding CompI value for the period
of 1980–2009: from Fig. 1e of Fraga et al. (2013). (b) Simulation
using the viticulture index calculated using 1961–1990 climate data. Figure 9. Comparison of E/PE reconstructed in this paper with in-
dependently reconstructed Palmer Drought Severity Index (PDSI). The PDSI anomalies are based on the 1928–1978 reference period
and are reconstructed from tree rings (Cook et al., 2015). E/PE is
the ratio of actual to potential evapotranspiration obtained from the
emulator (in %). Figure 10. Distribution of the wine sites: (a) European wine re-
gions (circles) with the corresponding CompI value for the period
of 1980–2009: from Fig. 1e of Fraga et al. (2013). (b) Simulation
using the viticulture index calculated using 1961–1990 climate data. Figure 11. Diagram of the application of the emulator to recon-
struct and predict the viticulture extension. threshold of 3 ◦C is likely overestimated by about 5 ◦C. So,
we consider this index to adequately represent the macrocli-
mate of potential vine distribution in western Europe and the
Mediterranean region. The variables needed for viticulture in Eq. (4) are provided
by the emulator for all time slices studied in the past time
slices and for future scenarios. The procedure is sketched in
Fig. 11. We modified the global forcings according to the
values of Table 3 for the past and Table 2 for the future,
and we thereby simulated, by applying the emulator, viticul-
ture extension maps (Fig. 12). Figure 12 shows that during
the dry time slices of 4200 and 3200 yr BP, the suitable ar-
eas were located between 34 and 46◦N latitudes. During the
cold periods (2500, 1300, 700, and 200 yr BP), they occupied
approximately the same area between 34 and 47◦N. During
the warmer periods (2000 and 1000 yr BP), the southern limit
did not change much, but the northern limit reached 49◦N,
implying that most of Gaul was suitable for viticulture, as al-
ready shown by Bernigaud et al. (2021). 3.3
Independent validation Additional independent validation was completed through
comparisons with a tree-ring-based reconstruction of the
Palmer Drought Severity Index (PDSI) (Cook et al., 2015)
for the last 2 millennia, for which tree-ring data are avail-
able. The PDSI reflects the spring–summer soil moisture
conditions. We compared this variable with the reconstruc-
tion of the E/PE (ratio of actual to potential evapotranspira-
tion in %) variable provided by BIOME4. E/PE is a mois-
ture index which is equal to zero when the soil is fully dry
and 100 when it is fully wet. The range of the PDSI is usu-
ally between −6 and 6 units. Negative values correspond to
conditions drier than normal. Considering that both indices Applied to the mean climate of 1980–2009, the viticulture in-
dex (VI) approximately reproduces the area in Europe where
viticulture is present (Fraga et al., 2013) (Fig.10). As shown
in Fig. 10a, the simulations give approximately the same lim-
its, with some noticeable exceptions in Germany as well as
the Alpine and Balkan regions, which are likely too continen-
tal to pass the MTCO criterion. This is the main limitation
of our analysis. The presence of viticulture greatly depends
on local factors such as valleys, slopes, and soil, which are
not accounted for in our analysis. More generally, these dis-
crepancies show that our index is not calibrated for continen-
tal regions with winters colder than 3 ◦C (on average). This https://doi.org/10.5194/cp-19-1219-2023 Clim. Past, 19, 1219–1244, 2023 J. Guiot et al.: Viticulture extension in response to global climate change drivers J. Guiot et al.: Viticulture extension in response to global climate change drivers The present map is
warmer than the preindustrial period (200 yr BP slice), which
suggests that viticulture is now at its maximum potential ex-
tension in 4000 years, up to 51◦N. Because of the drier con- Figure 11. Diagram of the application of the emulator to recon-
struct and predict the viticulture extension. ditions, the southern limit has shifted from 34 to 35◦N. Note
that these variations only depend on climate changes, with-
out any consideration of other factors such as types of soils,
which are very important for wine quality. In the future projections, the northern extension of poten-
tial viticulture should shift from 51◦N (+1.5C scenario) to
53◦N (+3C scenario) and even above 55◦N (for the +5C Clim. Past, 19, 1219–1244, 2023 https://doi.org/10.5194/cp-19-1219-2023 J. Guiot et al.: Viticulture extension in response to global climate change drivers The curves represent three bands of latitude: the south-
ern band with latitude < 37◦N in red, the center band with lati-
tudes between 37 and 44◦N in green, and the northern band with
latitudes between 44 and 48◦N in blue). The thin lines show the
results for the boxes corresponding to the Iberian Peninsula, Anato-
lia, and France (definition in Fig. 4). The scenarios and time slices
are defined in Table 8. The x axis gives the center of the time slices
considered or the future scenario. 3. The effect of this volcanic forcing has a clear spatial pat-
tern across the Mediterranean Basin. From 2500 yr BP
to the present, temperature variations were more signif-
icant in the north and in the west than in the southeast
(Fig. 7). Fischer et al. (2007) found that northern and
western Europe were the coldest and driest areas af-
ter an eruption. They also found that southern Europe,
North Africa, and the Levant have experienced milder
and wetter weather than at present. Part of this pattern
might be due to regional feedbacks of vegetation on the
climate. Some climate model simulations have shown
(Reale and Dirmeyer, 2000) that wetter vegetation dur-
ing the RCO may have induced a northward shift of
the Intertropical Convergence Zone during the summer
over the African continent with an increase in mois-
ture in North Africa and Iberia, as well as a decrease
in the central Mediterranean (Reale and Shukla, 2000). In the future, the southeast should be relatively less dry
and warmer than the northwest, especially in summer,
which is consistent with our results (Fig. 8) (Giorgi and
Lionello, 2008). Iberian Peninsula. In contrast, potential productive areas will
likely expand at latitudes above 50◦N, in the Balkans, and in
the Alps, which is a significant change considering that our
approach underestimates the grapevine potential of continen-
tal climates. For the two additional scenarios of high emissions com-
bined with extreme volcanic and solar activities, the ques-
tion is whether an entirely hypothetical set of strong volcanic
events could slow down the decline in viticulture in the south. The answer is slightly positive for Spain, Italy, Greece, and
Turkey (green curve increases for +5 CV+ and decreases for
+5 CV−), but it is negative in North Africa and the Levant
(red curve) because the water stress should remain too sub-
stantial. J. Guiot et al.: Viticulture extension in response to global climate change drivers Figure 13. Synthesis of the evolution of viticulture in the Mediter-
ranean area. The curves represent three bands of latitude: the south-
ern band with latitude < 37◦N in red, the center band with lati-
tudes between 37 and 44◦N in green, and the northern band with
latitudes between 44 and 48◦N in blue). The thin lines show the
results for the boxes corresponding to the Iberian Peninsula, Anato-
lia, and France (definition in Fig. 4). The scenarios and time slices
are defined in Table 8. The x axis gives the center of the time slices
considered or the future scenario. 2. We showed that the major climatic variations of the last
millennia in the Mediterranean Basin can be attributed
to volcanic activity, whereas the effects of solar activ-
ity were negligible. The effects of volcanic and solar
activities have been largely debated, as the reconstruc-
tion of temperatures in the last millennium from tree
rings has often shown less significant cooling than the
model simulations (Mann et al., 2012). A more recent
tree-based reconstruction (Stoffel et al., 2015) showed
substantial summer cooling after the Samalas eruption
in 1257 and that of Tambora in 1816, but less intense
than simulated. Luterbacher et al. (2016) showed that
solar activity had a relatively weak influence on the Eu-
ropean summer temperatures. Thus, our results are in
line with the state of the art in the scientific literature. 2. We showed that the major climatic variations of the last
millennia in the Mediterranean Basin can be attributed
to volcanic activity, whereas the effects of solar activ-
ity were negligible. The effects of volcanic and solar
activities have been largely debated, as the reconstruc-
tion of temperatures in the last millennium from tree
rings has often shown less significant cooling than the
model simulations (Mann et al., 2012). A more recent
tree-based reconstruction (Stoffel et al., 2015) showed
substantial summer cooling after the Samalas eruption
in 1257 and that of Tambora in 1816, but less intense
than simulated. Luterbacher et al. (2016) showed that
solar activity had a relatively weak influence on the Eu-
ropean summer temperatures. Thus, our results are in
line with the state of the art in the scientific literature. Figure 13. Synthesis of the evolution of viticulture in the Mediter-
ranean area. J. Guiot et al.: Viticulture extension in response to global climate change drivers The effect is also positive in the northern band and
Turkey (the blue and cyan curves increase for +5 CV+ and
decrease for +5 CV−). In all the cases, the effect was clearly
too small to compensate for the GHG effect. 4. Our simulations of climate change effect on viticulture
are mostly concerned with larger-scale regional produc-
tion systems since they would require nearly full-time
engagement of wine growers with high certainty of pro-
duction every year, sufficient for speculative trade. For
smaller domains and local consumption, it may have
also been possible to produce wine under degraded or
unstable weather conditions. For example, in England,
viticulture continued to be practiced on land owned by
the church, even as risks increased due to a wetter cli-
mate, with cooler summers and milder winters (Clout,
2013). In most wine regions in western Europe, par-
ticularly in France, the grape harvest dates were ad-
vanced after the LIA and particularly after the 1940s
(Le Roy Ladurie et al., 2006). For example, from 1945
to the beginning of the 21st century, in Chateauneuf du
Pape (southern Rhone Valley, France) the harvest date 4. Our simulations of climate change effect on viticulture
are mostly concerned with larger-scale regional produc-
tion systems since they would require nearly full-time
engagement of wine growers with high certainty of pro-
duction every year, sufficient for speculative trade. For
smaller domains and local consumption, it may have
also been possible to produce wine under degraded or
unstable weather conditions. For example, in England,
viticulture continued to be practiced on land owned by
the church, even as risks increased due to a wetter cli-
mate, with cooler summers and milder winters (Clout,
2013). In most wine regions in western Europe, par-
ticularly in France, the grape harvest dates were ad-
vanced after the LIA and particularly after the 1940s
(Le Roy Ladurie et al., 2006). For example, from 1945
to the beginning of the 21st century, in Chateauneuf du
Pape (southern Rhone Valley, France) the harvest date J. Guiot et al.: Viticulture extension in response to global climate change drivers 1237 p
g
g
Figure 12. Distribution of the viticulture index (Vit. Index) for several time slices of the past (in yr BP) and future scenarios (expresse
anomalies of global temperature vs. preindustrial reference). The index is labeled VI and is explained in Eq. (4). White areas indicate w
it is impossible to cultivate vine. eral time slices of the past (in yr BP) and future scenarios (expressed as
dex is labeled VI and is explained in Eq. (4). White areas indicate where Figure 12. Distribution of the viticulture index (Vit. Index) for several time slices of the past (in yr BP) and future scenarios (expressed as
anomalies of global temperature vs. preindustrial reference). The index is labeled VI and is explained in Eq. (4). White areas indicate where
it is impossible to cultivate vine. The results are summarized in Fig. 13. In the past, only the
warm regions of the southern band (29–37◦N) had a suit-
able wine-growing area equivalent to the present. The cen-
tral geographical band (37–44◦N) and the northern one (44–
48◦N) underwent sudden changes in the viticulture area, first
from the cool Iron Age (2500 yr BP) to the RCO (2000 yr BP)
and later from the end of the LIA (200 yr BP) to the present. The cold periods are all characterized by a decline in viti-
culture at latitudes above 37◦N. For the future projections,
northward displacements are likely to be drastic from +3 ◦C
global warming. Viticulture potential will likely disappear
from North Africa and is set to decrease drastically in the scenario). This would allow viticulture to be possible up to
central England, but it would regress in the south due to
stronger water stress. In the Iberian Peninsula, only the At-
lantic coast should be suitable for cultivating wine grapes un-
less there is significant irrigation. These projected unfavor-
able conditions were in agreement with Fraga et al. (2013)
based on other viticulture indices. The 5 CV+ and 5 CV−
scenarios appear quite like the 5C scenario, indicating that
the effect of high or low volcanic activities should have a
weak effect on the potential distribution of viticulture in com-
parison to a strong GHG forcing. https://doi.org/10.5194/cp-19-1219-2023 Clim. Past, 19, 1219–1244, 2023 1238 5
Conclusion We demonstrated the efficiency of a statistical emulator
based on multiple ESMs and calibrated over a large range
of forcing and climate states to link the production of a re-
gionally important crop (grapes) to global climate forcing
variables. There are two main methodological innovations:
(i) past climate simulations are used together with future ones
to calibrate a robust emulator, and (ii) this emulator is in-
dependent of any single model because it captures what is
common among all the available model simulations. But it
remains an emulator which captures no more than the infor-
mation contained in the ESMs. . Major difficulties are forecast for 21st century viticul-
ture in Spain and North Africa. These are particularly
important for global warming levels of +3 ◦C and more. Caffarra and Eccel (2011) showed that the projected
warming should make some mountain sites at approx-
imately 1000 m climatically suitable for viticulture be-
fore the end of this century. The MCA limit will cer-
tainly be passed. However, other factors could become
limiting, such as excessively mild winters that enable
pest attacks and infections, lack of expertise in vine
growing and wine making, and products that are more
expensive than the current Mediterranean wines (Clout,
2013). Other limitations are extreme events (late frost,
flooding). More frequent and more intense heatwaves
will no longer be favorable to viticulture at the present
southern Mediterranean limit of its niche. These factors
are not considered in our approach. A recent study con-
sidering grape varieties showed (Sgubin et al., 2022)
that, for global temperature anomalies below 2 ◦C, the
mean relative area loss was estimated to be 3.9 % ◦C−1,
while for higher values of global warming this loss trend
is estimated to be a much larger rate of 17.1 % ◦C−1. This confirms the existence of a safe limit below 2 ◦C of
global warming for the European wine-making sector,
above which adaptation might become far more chal-
lenging. Using it on past time slices, we showed that volcanic ac-
tivity is a good predictor of the past temperature variations
in the Mediterranean Basin and consequently of the viti-
culture productivity. During the warm phases of historical
times (the Roman Climate Optimum and the Medieval Cli-
mate Anomaly) characterized by low volcanic activity, the
viticulture area has shifted northward from 47 to 49◦N. 4
Discussion The discussion considers six points, which concern method-
ological innovations as well as contributions to climate sci-
ence and viticulture science. 1. We used an emulator approach which recently became
popular in the ESM community. In some ways, it has
also been used with paleoclimatic data (Crucifix, 2012;
Joos et al., 1996),= and to emulate a climate–vegetation
system (Foley et al., 2016). But this study is the first to
use an ensemble of climate models, along with several
forcing variables provided by past, present, and future
states, to project vegetation conditions from global cli-
mate drivers. This has involved solving several technical
issues. Clim. Past, 19, 1219–1244, 2023 https://doi.org/10.5194/cp-19-1219-2023 J. Guiot et al.: Viticulture extension in response to global climate change drivers 1239 global warming (Turkey, northern Europe, the Alps,
and the Balkans) and negligible in North Africa. IPCC
has assessed the literature concerning the question of
whether volcanic eruptions could be analogous for geo-
engineering proposals for climate mitigation (Myhre et
al., 2013). Independent of their possible negative side
effects, solar radiation modification (SRM), consisting
of injecting sulfur aerosols in the stratosphere like a vol-
cano does, is likely not an efficient technique to cool the
atmosphere. Indeed, our results show that very strong
volcanic activity, even accompanied by low solar activ-
ity, should not have any significant effects on viticulture
extension in comparison to the radiative forcing from
anthropogenic GHG emissions. advanced on average from 1 October to 11 Septem-
ber (Ganichot, 2002). This change is related to sum-
mer warming, but factors related to wine quality, agri-
cultural practices, and alcohol content regulation may
induce a bias in the interpretation (de Cortázar-Atauri
et al., 2010). In the Languedoc region, the potential al-
cohol content increased by two degrees from 1984 to
2013 (van Leeuwen and Darriet, 2016). Even if the al-
cohol content does not exactly reflect the grape yields,
earlier harvest dates with a higher sugar content have
clearly been related to improved conditions of grape
cultivation since the LIA, which is also related to in-
creased productivity. Another climate-sensitive symbol
of Mediterranean agriculture is olive trees. Moriondo
et al. (2013) found three characteristic periods in olive
growing, namely the RCO (300 BCE to 400 CE) and the
MCA (900 CE to 1200 CE), during which olive-growing
areas expanded northward, and the LIA (1400 CE to
1900 CE) during which a contraction was reported. 4
Discussion This
is consistent with the variations in viticulture, at least in
western Europe and the Mediterranean area as our VI
is not properly calibrated for strongly continental cli-
mates. References Allen, M. R., Dube, O. P., Solecki, W., Aragón-Durand, F., Cramer,
W., Humphreys, S., Kainuma, M., Kala, J., Mahowald, N., Mu-
lugetta, Y., Perez, R., Wairiu, M., and Zickfeld, K.: Framing
and Context, in: Global Warming of 1.5 ◦C, in: An IPCC Spe-
cial Report on the impacts of global warming of 1.5 ◦C above
pre-industrial levels and related global greenhouse gas emission
pathways, in the context of strengthening the global response to
the threat of climate change, edited by: Masson-Delmotte, V.,
Zhai, P., Pörtner, H.-O., Roberts, D., Skea, J., Shukla, P. R., Pi-
rani, A., Moufouma-Okia, W., Péan, C., Pidcock, R., Connors,
S., Matthews, J. B. R., Chen, Y., Zhou, X., Gomis, M. I., Lon-
noy, E., Maycock, T., Tignor, M., and Water, T., Cambridge Uni-
versity Press, Cambridge, UK and New York, NY, USA, 49–92,
https://doi.org/10.1017/9781009157940.003, 2018. Büntgen, U., Tegel, W., Nicolussi, K., McCormick, M., Frank, D.,
Trouet, V., Kaplan, J. O., Herzig, F., Heussner, K.-U., Wanner,
H., Luterbacher, J., and Esper, J.: 2500 years of European cli-
mate variability and human susceptibility, Science, 331, 578–
582, https://doi.org/10.1126/science.1197175, 2011. Büntgen, U., Myglan, V. S., Ljungqvist, F. C., Mccormick, M.,
Di Cosmo, N., Sigl, M., Jungclaus, J., Wagner, S., Krusic, P. J., Esper, J., Kaplan, J. O., De Vaan, M. A. C., Luterbacher, J.,
Wacker, L., and Tegel, W.: Cooling and societal change during
the Late Antique Little Ice Age from 536 to around 660 AD, Nat. Geosci., 9, 231–236, https://doi.org/10.1038/NGEO2652, 2016. Caffarra, A. and Eccel, E.: Projecting the impacts of climate
change on the phenology of grapevine in a mountain area, Aust. J. Grape Wine Res., 17, 52–61, https://doi.org/10.1111/j.1755-
0238.2010.00118.x, 2011. Amara, R.: Views on futures research methodology, Futures, 23,
645–649, https://doi.org/10.1016/0016-3287(91)90085-G, 1991. Castruccio, S., McInerney, D. J., Stein, M. L., Crouch, F. L., Jacob,
R. L., and Moyer, E. J.: Statistical emulation of climate model
projections based on precomputed GCM runs, J. Climate, 27,
1829–1844, https://doi.org/10.1175/JCLI-D-13-00099.1, 2014. Berger, A. and Loutre, M. F.: Insolation values for the climate of the
last 10,000,000 years, Quaternary Sci. Rev., 10, 297–317, 1991. Bernigaud, N., Bondeau, A., and Guiot, J.: Understanding the de-
velopment of viticulture in Roman Gaul during and after the
Roman climate optimum: The contribution of spatial analysis
and agro-ecosystem modeling, J. Archaeol. Sci. Rep., 38, 1–9,
https://doi.org/10.1016/j.jasrep.2021.103099, 2021. Chandler,
R. E.:
Exploiting
strength,
discounting
weak-
ness:
Combining
information
from
multiple
climate
simulators,
Philos. T. Roy. Soc. J. Guiot et al.: Viticulture extension in response to global climate change drivers 1240 study and reviewed and edited the paper. WC reviewed and edited
the paper. Bouby, L., Wales, N., Jalabadze, M., Rusishvili, N., Bonhomme,
V., Ramos-Madrigal, J., Evin, A., Ivorra, S., Lacombe, T., Pag-
noux, C., Boaretto, E., Gilbert, M. T. P., Bacilieri, R., Lord-
kipanidze, D., and Maghradze, D.: Tracking the history of
grape cultivation in Georgia combining geometric morphomet-
rics and ancient DNA, Veg. Hist. Archaeobot., 30, 63–76,
https://doi.org/10.1007/s00334-020-00803-0, 2021. Competing interests. The contact author has declared that none
of the authors has any competing interests. Bounceur, N., Crucifix, M., and Wilkinson, R. D.: Global sensitivity
analysis of the climate-vegetation system to astronomical forc-
ing: An emulator-based approach, Earth Syst. Dynam., 6, 205–
224, https://doi.org/10.5194/esd-6-205-2015, 2015. Disclaimer. Publisher’s note: Copernicus Publications remains
neutral with regard to jurisdictional claims in published maps and
institutional affiliations. Braconnot, P., Harrison, S. P., Kageyama, M., Bartlein, P. J.,
Masson-Delmotte,
V.,
Abe-Ouchi,
A.,
Otto-Bliesner,
B.,
and
Zhao,
Y.:
Evaluation
of
climate
models
us-
ing palaeoclimatic data, Nat. Clim. Change, 2, 417–424,
https://doi.org/10.1038/nclimate1456, 2012. Acknowledgements. Charles La Via edited the English in an ear-
lier version of the paper. Brayshaw, D. J., Hoskins, B., and Black, E.: Some physical drivers
of changes in the winter storm tracks over the North Atlantic and
Mediterranean during the Holocene, Philos. T. Roy. Soc. A, 368,
5185–5223, https://doi.org/10.1098/rsta.2010.0180, 2010. Financial support. This work has been funded by the Excellence
Initiative of Aix-Marseille University A∗MIDEX, a French “In-
vestissements d’Avenir” program (project RDMED), and the Labex
OT-Med project (project ANR-11-LABEX-0061). Brown, A. G., Meadows, I., Turner, S. D., and Mattingley, D.: Ro-
man vineyards in Britain: stratigraphic and palynological data
from Wollaston in the Nene Valley, England, Antiquity, 75, 745–
757, 2001. Review statement. This paper was edited by Martin Claussen
and reviewed by two anonymous referees. Brun, J.-P.: 15. Viticulture et oléiculture en Gaule, in: Comment les
Gaules devinrent romaines, edited by: Ouzoulias, P., La Décou-
verte, Paris, 231–253, 2010. Brunsdon, C., Fotheringham, S., and Charlton, M.: Geographically
weighted regression – Modelling spatial non-stationarity, J. Roy. Stat. Soc. Ser. D, 47, 431–443, https://doi.org/10.1111/1467-
9884.00145, 1998. 5
Conclusion This
historical limit has already been passed at the present time as
it has already shifted to 51◦N, and with global warming of
+3 ◦C, it should pass the 53◦N limit. Even if, in the warm
periods of the past, North African and Iberian farmers never
had real difficulties in cultivating grapes, they will meet large
difficulties with global warming of +3 ◦C or more, except on
the Atlantic margin. Moreover, our sensitivity experiments
show that even intense volcanic activity is not sufficient to
stop this decline. Code and data availability. All data, codes, and materials used
in the analyses are available at https://github.com/douane7/C5P3_
B4_emul.git (douane7, 2023). 6. It is not very likely that intense volcanic activity could
slow down this decline because (despite the many other
negative consequences of such events) the beneficial
climatic effects of this activity would be highest in
regions with increased wine-growing potential under 6. It is not very likely that intense volcanic activity could
slow down this decline because (despite the many other
negative consequences of such events) the beneficial
climatic effects of this activity would be highest in
regions with increased wine-growing potential under Author contributions. JG designed the study, did the formal
analyses, performed the visualisations, and wrote the draft of the
paper. AB, NB, and LB participated in the conceptualisation of the https://doi.org/10.5194/cp-19-1219-2023 Clim. Past, 19, 1219–1244, 2023 J. Guiot et al.: Viticulture extension in response to global climate change drivers Earth
Sci.,
3,
28,
https://doi.org/10.3389/feart.2015.00028, 2015. douane7: C5P3_B4_emul, GitHub [code and data set], https://
github.com/douane7/C5P3_B4_emul (last access: 16 June 2023),
2023. Guiot, J., Torre, F., Jolly, D., Peyron, O., Boreux, J. J. J., Cheddadi,
R., Borreux, J. J., and Cheddadi, R.: Inverse vegetation model-
ing by Monte Carlo sampling to reconstruct paleoclimate under
changed precipitation seasonality and CO2 conditions: applica-
tion to glacial climate in Mediterranean region, Ecol. Model.,
127, 119–140, https://doi.org/10.1016/S0304-3800(99)00219-7,
2000. Finné, M., Holmgren, K., Sundqvist, H. S., Weiberg, E., and Lind-
blom, M.: Climate in the eastern Mediterranean, and adjacent
regions, during the past 6000 years – A review, J. Archaeol. Sci.,
38, 3153–3173, https://doi.org/10.1016/j.jas.2011.05.007, 2011. Fischer, E. a., Luterbacher, J., Zorita, E., Tett, S. F. B., Casty, C.,
and Wanner, H.: European climate response to tropical volcanic
eruptions over the last half millennium, Geophys. Res. Lett., 34,
1–6, https://doi.org/10.1029/2006GL027992, 2007. Hargreaves, J. and Annan, J.: Assimilation of paleo-data in
simple Earth system model, Clim. Dynam., 19, 371–381,
https://doi.org/10.1007/s00382-002-0241-0, 2002. Foley, A. M., Holden, P. B., Edwards, N. R., Mercure, J.-F., Salas,
P., Pollitt, H., and Chewpreecha, U.: Climate model emulation in
an integrated assessment framework: a case study for mitigation
policies in the electricity sector, Earth Syst. Dynam., 7, 119–132,
https://doi.org/10.5194/esd-7-119-2016, 2016. Holzhauser,
H.,
Magny,
M.,
and
Zumbuhl,
H. J.:
Glacier
and
lake-level
variations
in
west-central
Eu-
rope over the last 3500 years, Holocene, 15, 789–801,
https://doi.org/10.1191/0959683605hl853ra, 2005. Howell, S. G.: Sustainable Grape Productivity and the Growth-
Yield Relationship, Am. J. Enol. Vitic., 52, 165–174, 2001. Fraga, H., Malheiro, A. C., Moutinho-Pereira, J., and Santos, J. A.: Future scenarios for viticultural zoning in Europe: Ensemble
projections and uncertainties, Int. J. Biometeorol., 57, 909–925,
https://doi.org/10.1007/s00484-012-0617-8, 2013. Izdebski, A., Holmgren, K., Weiberg, E., Stocker, S. R., Bunt-
gen, U., Florenzano, A., Gogou, A., Leroy, S. A. G., Luter-
bacher, J., Martrat, B., Masi, A., Mercuri, A. M., Mon-
tagna, P., Sadori, L., Schneider, A., Sicre, M. A., Trianta-
phyllou, M., and Xoplaki, E.: Realising consilience: How
better communication between archaeologists, historians and
natural scientists can transform the study of past climate
change in the Mediterranean, Quaternary Sci. Rev., 136, 5–22,
https://doi.org/10.1016/j.quascirev.2015.10.038, 2016. Franklin, J., Serra-Diaz, J. M., Syphard, A. D., and Re-
gan, H. M.: Global change and terrestrial plant commu-
nity dynamics, P. Natl. Acad. Sci. USA, 113, 3725–3734,
https://doi.org/10.1073/pnas.1519911113, 2016. Frieler, K., Lange, S., Piontek, F., Reyer, C. P. J. Guiot et al.: Viticulture extension in response to global climate change drivers J. Guiot et al.: Viticulture extension in response to global climate change drivers 1241 and coins: consiliences of palaeoclimate and economy in
the Late Antique southern Levant, Levant, 49, 205–223,
https://doi.org/10.1080/00758914.2017.1379181, 2017. Hayles, L., Baillie, M., Baittinger, C., Bleicher, N., Bonde,
N., Brown, D., Carrer, M., Cooper, R., Eùfar, K., DIttmar, C.,
Esper, J., Griggs, C., Gunnarson, B., Günther, B., Gutierrez,
E., Haneca, K., Helama, S., Herzig, F., Heussner, K. U., Hof-
mann, J., Janda, P., Kontic, R., Köse, N., Kyncl, T., Levaniè,
T., Linderholm, H., Manning, S., Melvin, T. M., Miles, D.,
Neuwirth, B., Nicolussi, K., Nola, P., Panayotov, M., Popa, I.,
Rothe, A., Seftigen, K., Seim, A., Svarva, H., Svoboda, M.,
Thun, T., Timonen, M., Touchan, R., Trotsiuk, V., Trouet, V.,
Walder, F., Wany, T., Wilson, R., and Zang, C.: Old World
megadroughts and pluvials during the Common Era, Sci. Adv.,
1, 37, https://doi.org/10.1126/sciadv.1500561, 2015. Ganichot, B.: Évolution de la date des vendanges dans les Côtes du
Rhône méridionales, in: Actes des 6e Rencontres rhodaniennes,
Institut Rhodanien, Orange, France, 38–41, 2002. Giorgi, F. and Lionello, P.: Climate change projections for the
Mediterranean region, Global Planet. Change, 63, 90–104,
https://doi.org/10.1016/j.gloplacha.2007.09.005, 2008. Goosse,
H.,
Guiot,
J.,
Mann,
M. E. M. E.,
Dubinkina,
S., and Sallaz-Damaz, Y.: The medieval climate anomaly
in Europe: Comparison of the summer and annual mean
signals
in
two
reconstructions
and
in
simulations
with
data assimilation, Global Planet. Change, 84–85, 35–47,
https://doi.org/10.1016/j.gloplacha.2011.07.002, 2012. Crowley, T. J. and Unterman, M. B.: Technical details concern-
ing development of a 1200 yr proxy index for global volcanism,
Earth Syst. Sci. Data, 5, 187–197, https://doi.org/10.5194/essd-
5-187-2013, 2013. Grouillet, B., Ruelland, D., Ayar, P. V., and Vrac, M.: Sensitivity
analysis of runoff modeling to statistical downscaling models in
the western Mediterranean, Hydrol. Earth Syst. Sci., 20, 1031–
1047, https://doi.org/10.5194/hess-20-1031-2016, 2016. Crucifix,
M.:
Traditional
and
novel
approaches
to
palaeo-
climate
modelling,
Quaternary
Sci. Rev.,
57,
1–16,
https://doi.org/10.1016/j.quascirev.2012.09.010, 2012. Guiot, J. and Cramer, W.: Climate change: The 2015 Paris Agree-
ment thresholds and Mediterranean basin ecosystems, Science,
354, 4528–4532, https://doi.org/10.1126/science.aah5015, 2016. de Cortázar-Atauri, I. G., Daux, V., Garnier, E., Yiou, P., Viovy,
N., Seguin, B., Boursiquot, J. M., Parker, A. K., va Leeuwen,
C., and Chuine, I.: Climate reconstructions from grape harvest
dates: Methodology and uncertainties, Holocene, 20, 599–608,
https://doi.org/10.1177/0959683609356585, 2010. Guiot,
J. and
Kaniewski,
D.:
The
Mediterranean
Basin
and
Southern
Europe
in
a
warmer
world:
What
can
we
learn
from
the
past?,
Front. References A,
371,
20120388,
https://doi.org/10.1098/rsta.2012.0388, 2013. Bouby, L., Marinval, P., and Terral, J.-F.: From secondary to
speculative ProductIon? the Protohistory history of viticulture
in Southern France, in: Plants and People: choices and diver-
sity through time, edited by: Chevalier, A., Marinova, E., and
Chocarro, L. P., Oxbow Book, London, Philadelphia, 175–181,
https://doi.org/10.2307/1309151, 2014. Clout,
H.:
An
Overview
of
the
Fluctuating
Fortunes
of
Viticulture
in
England
and
Wales,
EchoGeo,
23,
https://doi.org/10.4000/echogeo.13333, 2013. Cook, E. R., Seager, R., Kushnir, Y., Briffa, K. R., Büntgen, U.,
Frank, D., Krusic, P. J., Tegel, W., Schrier, G. Vander, Andreu- https://doi.org/10.5194/cp-19-1219-2023 Clim. Past, 19, 1219–1244, 2023 J. Guiot et al.: Viticulture extension in response to global climate change drivers J. Guiot et al.: Viticulture extension in response to global climate change drivers 1242 Ljungqvist, F. C. C., Büntgen, U., Zorita, E., Wagner, S., Es-
per, J., McCarroll, D., Toreti, A., Frank, D., Jungclaus, J. H. H.,
Barriendos, M., Bertolin, C., Bothe, O., Brázdil, R., Camuffo,
D., Dobrovolný, P., Gagen, M., García-Bustamante, E., Ge, Q.,
Gómez-Navarro, J. J. J., Guiot, J., Hao, Z., Hegerl, G. C. C.,
Holmgren, K., Klimenko, V. V. V, Martín-Chivelet, J., Pfister,
C., Roberts, N., Schindler, A., Schurer, A., Solomina, O., Von
Gunten, L., Wahl, E., Wanner, H., Wetter, O., Xoplaki, E., Yuan,
N., Zanchettin, D., Zhang, H., and Zerefos, C.: European sum-
mer temperatures since Roman times, Environ. Res. Lett., 11,
024001, https://doi.org/10.1088/1748-9326/11/2/024001, 2016. of complex oceanic and biospheric models of anthropogenic car-
bon uptake, Tellus B, 48, 397–417, 1996. Kaniewski, D., Guiot, J., and Van Campo, E.: Drought and soci-
etal collapse 3200 years ago in the Eastern Mediterranean: A
review, Wiley Interdisciplin. Rev. Clim. Change, 6, 369–382,
https://doi.org/10.1002/wcc.345, 2015. Kaniewski, D., Marriner, N., Cheddadi, R., Guiot, J., and
Van Campo, E.: The 4.2 ka BP event in the Levant, Clim. Past,
14, 1529–1542, https://doi.org/10.5194/cp-14-1529-2018, 2018. Kaplan, J. O., Prentice, I. C., and Buchmann, N.: The stable car-
bon isotope composition of the terrestrial biosphere: Modeling at
scales from the leaf to the globe, Global Biogeochem. Cy., 16,
8-1–8-11, https://doi.org/10.1029/2001gb001403, 2002. Magny, M., Combourieu-Nebout, N., De Beaulieu, J. L., Bout-
Roumazeilles, V., Colombaroli, D., Desprat, S., Francke, A.,
Joannin, S., Ortu, E., Peyron, O., Revel, M., Sadori, L., Siani, G.,
Sicre, M. A., Samartin, S., Simonneau, A., Tinner, W., Vanniere,
B., Wagner, B., Zanchetta, G., Anselmetti, F., Brugiapaglia, E.,
Chapron, E., Debret, M., Desmet, M., Didier, J., Essallami, L.,
Galop, D., Gilli, A., Haas, J. N., Kallel, N., Millet, L., Stock,
A., Turon, J. L., and Wirth, S.: North-south palaeohydrological
contrasts in the central mediterranean during the holocene: Ten-
tative synthesis and working hypotheses, Clim. Past, 9, 2043–
2071, https://doi.org/10.5194/cp-9-2043-2013, 2013. Kay, J. E., Deser, C., Phillips, A., Mai, A., Hannay, C., Strand,
G., Arblaster, J. M., Bates, S. C., Danabasoglu, G., Edwards,
J., Holland, M., Kushner, P., Lamarque, J. J. Guiot et al.: Viticulture extension in response to global climate change drivers F., Lawrence, D.,
Lindsay, K., Middleton, A., Munoz, E., Neale, R., Oleson, K.,
Polvani, L., and Vertenstein, M.: The Community Earth Sys-
tem Model (CESM) Large Ensemble Project: A Community Re-
source for Studying Climate Change in the Presence of Inter-
nal Climate Variability, B. Am. Meteorol. Soc., 96, 1333–1349,
https://doi.org/10.1175/BAMS-D-13-00255.1, 2014. Kennedy, M. C. and O’Hagan, A.: Predicting the output from a
complex computer code when fast approximations are available,
Biometrika, 87, 1–13, https://doi.org/10.1093/biomet/87.1.1,
2000. Malheiro, A. C., Santos, J. A., Fraga, H., and Pinto, J. G.: Climate
change scenarios applied to viticultural zoning in Europe, Clim. Res., 43, 163–177, https://doi.org/10.3354/cr00918, 2010. Mann, M. E., Fuentes, J. D., and Rutherford, S.: Underes-
timation of volcanic cooling in tree-ring-based reconstruc-
tions of hemispheric temperatures, Nat. Geosci., 5, 202–205,
https://doi.org/10.1038/ngeo1394, 2012. Klein Goldewijk, K., Beusen, A., Van Drecht, G., and De Vos,
M.: The HYDE 3.1 spatially explicit database of human-induced
global land-use change over the past 12,000 years, Global
Ecol. Biogeogr.,
20,
73–86,
https://doi.org/10.1111/j.1466-
8238.2010.00587.x, 2011. Mccormick, M., Büntgen, U., Cane, M. A., Cook, E. R., Harper,
K., Huybers, P., Litt, T., Manning, S. W., Mayewski, P. A., More,
A. F. M., Nicolussi, K., and Tegel, W.: Climate Change During
& After the Roman Empire, J. Interdiscip. Hist., xliii, 169–220,
https://doi.org/10.1162/JINH_a_00379, 2012. Lavigne, F., Degeai, J.-P., Komorowski, J.-C., Guillet, S., Robert,
V., Lahitte, P., Oppenheimer, C., Stoffel, M., Vidal, C. M.,
Surono, Pratomo, I., Wassmer, P., Hajdas, I., Hadmoko, D. S., and de Belizal, E.: Source of the great A.D. 1257 mys-
tery eruption unveiled, Samalas volcano, Rinjani Volcanic Com-
plex, Indonesia, P. Natl. Acad. Sci. USA, 110, 16742–16747,
https://doi.org/10.1073/pnas.1307520110, 2013. Moriondo, M., Trombi, G., Ferrise, R., Brandani, G., Dibari,
C.,
Ammann,
C. M.,
Lippi,
M. M.,
and
Bindi,
M.:
Olive trees as bio-indicators of climate evolution in the
Mediterranean Basin, Global Ecol. Biogeogr., 22, 818–833,
https://doi.org/10.1111/geb.12061, 2013. Le Roy Ladurie, E., Daux, V., and Luterbacher, J.: Vignes et ven-
danges des XIV–XXIe siècles, 25e année, Hist. économie so-
ciété, 421–436, https://doi.org/10.3917/hes.063.0421, 2006. Moss, R. H., Edmonds, J. a, Hibbard, K. a, Manning, M. R., Rose,
S. K., van Vuuren, D. P., Carter, T. R., Emori, S., Kainuma, M.,
Kram, T., Meehl, G. a, Mitchell, J. F. B., Nakicenovic, N., Ri-
ahi, K., Smith, S. J., Stouffer, R. J., Thomson, A. M., Weyant,
J. P., and Wilbanks, T. J. Guiot et al.: Viticulture extension in response to global climate change drivers O., Schewe, J.,
Warszawski, L., Zhao, F., Chini, L., Denvil, S., Emanuel, K.,
Geiger, T., Halladay, K., Hurtt, G., Mengel, M., Murakami, D.,
Ostberg, S., Popp, A., and Riva, R.: Assessing the impacts of
1.5 ◦C global warming – simulation protocol of the Inter-Sectoral
Impact Model Intercomparison Project (ISIMIP2b), Geosci. Model Dev., 10, 4321–4345, https://doi.org/10.5194/gmd-10-
4321-2017, 2017. Jones, P. D., Lister, D. H., Osborn, T. J., Harpham, C., Salmon,
M., and Morice, C. P.: Hemispheric and large-scale land-
surface air temperature variations: An extensive revision and
an update to 2010, J. Geophys. Res.-Atmos., 117, D05127,
https://doi.org/10.1029/2011JD017139, 2012. Joos, F., Bruno, M., Fink, R., Siegenthaler, U., Stocker, T., LeQuere,
C., and Sarmiento, J. L.: An efficient and accurate representation Fuks,
D.,
Ackermann,
O.,
Ayalon,
A.,
Bar-Matthews,
M.,
Bar-Oz, G., Levi, Y., Maeir, A. M., Weiss, E., Zilber-
man,
T.,
and
Safrai,
Z.:
Dust
clouds,
climate
change Clim. Past, 19, 1219–1244, 2023 https://doi.org/10.5194/cp-19-1219-2023 J. Guiot et al.: Viticulture extension in response to global climate change drivers and Goldstein, M.: Climate Simulators and Cli-
mate
Projections,
Annu. Rev. Stat. Appl.,
1,
103–123,
https://doi.org/10.1146/annurev-statistics-022513-115652, 2014. Tonietto,
J. and
Carbonneau,
A.:
A
multicriteria
cli-
matic
classification
system
for
grape-growing
re-
gions
worldwide,
Agr. Forest
Meteorol.,
124,
81–97,
https://doi.org/10.1016/j.agrformet.2003.06.001, 2004. Santos, J. A., Malheiro, A. C., Pinto, J. G., and Jones, G. V.: Macroclimate and viticultural zoning in Europe: Ob-
served trends and atmospheric forcing, Clim. Res., 51, 89–103,
https://doi.org/10.3354/cr01056, 2012. Tran, G. T., Oliver, K. I. C., Sóbester, A., Toal, D. J. J., Holden,
P. B., Marsh, R., Challenor, P., and Edwards, N. R.: Build-
ing a traceable climate model hierarchy with multi-level em-
ulators, Adv. Stat. Climatol. Meteorol. Oceanogr., 2, 17–37,
https://doi.org/10.5194/ascmo-2-17-2016, 2016. Sgubin, G., Swingedouw, D., Mignot, J., Alan, G., Benjamin, G.,
Harilaos, B., Thomas, L., Pieri, P., García, I., Ollat, A. N., and
Van Leeuwen, C.: Linear loss of suitable wine regions over Eu-
rope in response to increasing global warming, Global Change
Biol., 29, 808–826, https://doi.org/10.1111/gcb.16493, 2022. van Leeuwen, C. and Darriet, P.: The Impact of Climate Change
on Viticulture and Wine Quality, J. Wine Econ., 11, 150–167,
https://doi.org/10.1017/jwe.2015.21, 2016. Sharifi, A., Pourmand, A., Canuel, E. A., Ferer-Tyler, E., Peter-
son, L. C., Aichner, B., Feakins, S. J., Daryaee, T., Djamali, M.,
Beni, A. N., Lahijani, H. A. K., and Swart, P. K.: Abrupt climate
variability since the last deglaciation based on a high-resolution,
multi-proxy peat record from NW Iran: The hand that rocked
the Cradle of Civilization?, Quaternary Sci. Rev., 123, 215–230,
https://doi.org/10.1016/j.quascirev.2015.07.006, 2015. van Vuuren, D. P., Isaac, M., Kundzewicz, Z. W., Arnell, N., Barker,
T., Criqui, P., Berkhout, F., Hilderink, H., Hinkel, J., Hof, A.,
Kitous, A., Kram, T., Mechler, R., and Scrieciu, S.: The use of
scenarios as the basis for combined assessment of climate change
mitigation and adaptation, Global Environ. Change, 21, 575–591,
https://doi.org/10.1016/j.gloenvcha.2010.11.003, 2011. Sigl, M., Winstrup, M., McConnell, J. R., Welten, K. C., Plun-
kett, G., Ludlow, F., Büntgen, U., Caffee, M., Chellman, N.,
Dahl-Jensen, D., Fischer, H., Kipfstuhl, S., Kostick, C., Maselli,
O. J., Mekhaldi, F., Mulvaney, R., Muscheler, R., Pasteris, D. R., Pilcher, J. R., Salzer, M., Schüpbach, S., Steffensen, J. P.,
Vinther, B. M., and Woodruff, T. E.: Timing and climate forc-
ing of volcanic eruptions for the past 2,500 years, Nature, 523,
543–549, https://doi.org/10.1038/nature14565, 2015. Wanner, H., Beer, J., Bütikofer, J., Crowley, T. J. Guiot et al.: Viticulture extension in response to global climate change drivers 1243 University Press, Cambridge, UK and New York, NY, USA, 659–
740, https://doi.org/10.1017/CBO9781107415324.018, 2013. University Press, Cambridge, UK and New York, NY, USA, 659–
740, https://doi.org/10.1017/CBO9781107415324.018, 2013. Strassmann, K. M. and Joos, F.: The Bern Simple Climate Model
(BernSCM) v1.0: An extensible and fully documented open-
source re-implementation of the Bern reduced-form model for
global carbon cycle-climate simulations, Geosci. Model Dev., 11,
1887–1908, https://doi.org/10.5194/gmd-11-1887-2018, 2018. Neumann, J. and Parpola, S.: Climatic Change and the Eleventh-
Tenth-Century Eclipse of Assyria and Babylonia, J. Near East. Stud., 46, 161–182, 1987. New, M., Lister, D., Hulme, M., and Makin, I.: A high-resolution
data set of surface climate over global land areas, Clim. Res., 21,
1–25, https://doi.org/10.3354/cr021001, 2002. Su, B., Huang, J., Gemmer, M., Jian, D., Tao, H., Jiang,
T.,
and
Zhao,
C.:
Statistical
downscaling
of
CMIP5
multi-model
ensemble
for
projected
changes
of
climate
in
the
Indus
River
Basin,
Atmos. Res.,
178,
138–149,
https://doi.org/10.1016/j.atmosres.2016.03.023, 2016. Prentice, I. C., Cramer, W., Harrison, S. P., Leemans, R., Monserud,
R. A., and Solomon, A. M.: A global biome model based on plant
physiology and dominance, soil properties and climate, J. Bio-
geogr., 19, 117–134, 1992. Taylor, K. E., Stouffer, R. J., and Meehl, G. A.: An overview of
CMIP5 and the experiment design, B. Am. Meteorol. Soc., 93,
485–498, https://doi.org/10.1175/BAMS-D-11-00094.1, 2012. Reale, O. and Dirmeyer, P.: Modeling the effects of vegetation on
Mediterranean climate during the Roman Classical Period. Part I:
Climate history and model sensitivity, Global Planet. Change,
25, 163–184, https://doi.org/10.1016/S0921-8181(00)00002-3,
2000. Telelis, I.: Climatic Fluactions in the Eastern Mediterranean
and the Middle East AD 300–1500 from Byzantine Doc-
umentary
and
Proxy
Physical
Paleoclimatic
Evidence
–
A Comparison, Jahrb. Österreich. Byzantin., 58, 167–208,
https://doi.org/10.1553/joeb58s167, 2008. Reale, O. and Shukla, J.: Modeling the effects of vegetation
on Mediterranean climate during the Roman Classical Period:
Part II. Model simulation, Global Planet. Change, 25, 185–214,
https://doi.org/10.1016/S0921-8181(00)00003-5, 2000. Terral, J.-F., Tabard, E., Bouby, L., Ivorra, S., Pastor, T., Figueiral,
I., Picq, S., Chevance, J.-B., Jung, C., Fabre, L., Tardy, C., Com-
pan, M., Bacilieri, R., Lacombe, T., and This, P.: Evolution
and history of grapevine (Vitis vinifera) under domestication:
new morphometric perspectives to understand seed domestica-
tion syndrome and reveal origins of ancient European cultivars,
Ann. Bot., 105, 443–455, https://doi.org/10.1093/aob/mcp298,
2010. Roberts, N., Brayshaw, D., Kuzucuo˘glu, C., Perez, R., and
Sadori, L.: The mid-Holocene climatic transition in the
Mediterranean: causes and consequences, Holocene, 21, 3–13,
https://doi.org/10.1177/0959683610388058, 2011. Rougier, J. J. Guiot et al.: Viticulture extension in response to global climate change drivers J.: The next generation of scenarios for
climate change research and assessment, Nature, 463, 747–756,
https://doi.org/10.1038/nature08823, 2010. Levavasseur, G., Vrac, M., Roche, D. M., Paillard, D., Martin, A.,
and Vandenberghe, J.: Present and LGM permafrost from climate
simulations: Contribution of statistical downscaling, Clim. Past,
7, 1225–1246, https://doi.org/10.5194/cp-7-1225-2011, 2011. Leveau, P.: Les conditions environnementales dans le nord de
l’Afrique à l’époque romaine. Contribution historiographique à
l’histoire du climat et des relations homme/milieu, in: Sociétés et
climats dans l’Empire romain. Pour une perspective historique et
systémique de la gestion des ressources en eau dans l’Empire ro-
main, edited by: Hermon, E., Editoriale Scientifica, Naples, 309–
348, 2009. Muscheler, R., Joos, F., Beer, J., Müller, S. A., Vonmoos, M.,
and Snowball, I.: Solar activity during the last 1000 yr inferred
from radionuclide records, Quaternary Sci. Rev., 26, 82–97,
https://doi.org/10.1016/j.quascirev.2006.07.012, 2007. Myhre, G., Shindell, D., Bréon, F.-M., Collins, W., Fuglestvedt,
J., Huang, J., Koch, D., Lamarque, J.-F., Lee, D., Mendoza,
B., Nakajima, T., Robock, A., Stephens, G., Takemura, T., and
Zhang, H.: Anthropogenic and Natural Radiative Forcing, in:
Climate Change 2013: The Physical Science Basis, Contribution
of Working Group I to the Fifth Assessment Report of the Inter-
governmental Panel on Climate Change, edited by: Stocker, T. F., Qin, D., Plattner, G.-K., Tignor, M., Allen, S. K., Boschung,
J., Nauels, A., Xia, Y., Bex, V., and Midgley, P. M., Cambridge Lu,
B.,
Charlton,
M.,
Harris,
P.,
and
Fotheringham,
A. S.:
Geographically
weighted
regression
with
a
non-
Euclidean
distance
metric:
A
case
study
using
hedonic
house price data, Int. J. Geogr. Inf. Sci., 28, 660–681,
https://doi.org/10.1080/13658816.2013.865739, 2014. Luterbacher, J., Werner, J. P. P., Smerdon, J. E. E., Fernández-
Donado,
L.,
González-Rouco,
F. J. J.,
Barriopedro,
D., Clim. Past, 19, 1219–1244, 2023 https://doi.org/10.5194/cp-19-1219-2023 g
g
p
g
g
Zobler, L.: A world soil file grobal climate modeling, NASA Tech.
Memo 32, NASA, 1986. J. Guiot et al.: Viticulture extension in response to global climate change drivers J., Cubasch, U.,
Flückiger, J., Goosse, H., Grosjean, M., Joos, F., Kaplan, J. O.,
Küttel, M., Müller, S. A., Prentice, I. C., Solomina, O., Stocker,
T. F., Tarasov, P., Wagner, M., and Widmann, M.: Mid- to Late
Holocene climate change: an overview, Quaternary Sci. Rev.,
27, 1791–1828, https://doi.org/10.1016/j.quascirev.2008.06.013,
2008. Warszawski,
L.,
Frieler,
K.,
Huber,
V.,
Piontek,
F.,
Serdeczny,
O.,
and
Schewe,
J.:
The
Inter-Sectoral
Im-
pact
Model
Intercomparison
Project
(ISI-MIP):
project
framework,
P. Natl. Acad. Sci. USA,
111,
3228–3232,
https://doi.org/10.1073/pnas.1312330110, 2014. Stoffel, M., Khodri, M., Corona, C., Guillet, S., Poulain, V.,
Bekki, S., Guiot, J., Luckman, B. H., Oppenheimer, C.,
Lebas, N., Beniston, M., and Masson-Delmotte, V.: Esti-
mates of volcanic-induced cooling in the Northern Hemi-
sphere over the past 1,500 years, Nat. Geosci., 8, 784–788,
https://doi.org/10.1038/ngeo2526, 2015. Weiss, H. and Bradley, R. S.: What Drives Societal Collapse?, Sci-
ence, 291, 609–611, 2001. https://doi.org/10.5194/cp-19-1219-2023 Clim. Past, 19, 1219–1244, 2023 J. Guiot et al.: Viticulture extension in response to global climate change drivers Clim. Past, 19, 1219–1244, 2023 https://doi.org/10.5194/cp-19-1219-2023 J. Guiot et al.: Viticulture extension in response to global climate change drivers 1244 Widmann, M., Goosse, H., van der Schrier, G., Schnur, R., and
Barkmeijer, J.: Using data assimilation to study extratropical
Northern Hemisphere climate over the last millennium, Clim. Past, 6, 627–644, https://doi.org/10.5194/cp-6-627-2010, 2010. Zhu, Q., Peng, C., Chen, H., Fang, X., Liu, J., Jiang, H., Yang, Y.,
and Yang, G.: Estimating global natural wetland methane emis-
sions using process modelling: Spatio-temporal patterns and con-
tributions to atmospheric methane fluctuations, Global Ecol. Bio-
geogr., 24, 959–972, https://doi.org/10.1111/geb.12307, 2015. p
g
p
Williamson, D., Blaker, A. T., Hampton, C., and Salter, J.:
Identifying and removing structural biases in climate mod-
els with history matching, Clim. Dynam., 45, 1299–1324,
https://doi.org/10.1007/s00382-014-2378-z, 2015. g
g
p
g
g
Zobler, L.: A world soil file grobal climate modeling, NASA Tech. Memo 32, NASA, 1986. Clim. Past, 19, 1219–1244, 2023 https://doi.org/10.5194/cp-19-1219-2023
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https://openalex.org/W3154462684
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https://www.journalrmc.com/index.php/JRMC/article/download/1612/740
|
English
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Do Pruritus and Urticaria Predict For Response to Antihistamine Therapy in COVID-19 Patients with Pulmonary Symptoms?
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Journal of Rawalpindi Medical College/Journal Rawalpindi Medical College
| 2,021
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cc-by-sa
| 1,481
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Access Online: g Source: Nil
she was started on hydroxyzine 25mg q.d. and topical
triamcinolone acetonide 0.1%. A first-generation
antihistamine was selected to address both pruritus
and associated insomnia. Additionally, prednisone
was discontinued as there was no response to the
medication. The patient experienced relief of urticaria
within 4 hours after starting hydroxyzine and reported
improvement of her dyspnea by the following
morning. A SARS-CoV-2 test performed at the urgent
care clinic was positive for the detection of viral
antigen. The patient’s symptoms completely resolved
within 5 days after initiating hydroxyzine. The signs
and symptoms of mast cell activation including
urticaria and pruritus and response to antihistamines
suggest that mast cells and their chemical mediators
play a significant role in the pathophysiology of some
COVID-19 patients. While case reports have described
improvement of urticaria and other mast cell-mediated
symptoms in COVID-19 patients following the
administration of antihistamines, these cases were co-
founded by the concomitant addition of new
medications; this issue is less relevant in our report.1 3 3 3 Journal of Rawalpindi Medical College (JRMC); 2020; 25(1): 3-5 Letter to the
Editor Letter to the
Editor Do Pruritus and Urticaria Predict For Response to
Antihistamine Therapy in COVID-19 Patients with
Pulmonary Symptoms? Alexandra Rubin1, Mahin Alamgir2, Babar K Rao3
1,2,3 Center for Dermatology, Rutgers Robert Wood Johnson Medical School, Somerset, NJ 08901. Author’s Contribution
1,3 Conception of study
1,2 Analysis/Interpretation/Discussion
1,2,3 Manuscript Writing
3 Critical Review
1,2 Facilitation and Material analysis
Corresponding Author
Dr. Alexandra Rubin,
Center for Dermatology,
Rutgers Robert Wood Johnson Medical School,
Somerset, NJ 08901
Email: alirubin@rwjms.rutgers.edu
Article Processing
Received: 14/01/2021
Accepted: 18/03/2021 Do Pruritus and Urticaria Predict For Response to
Antihistamine Therapy in COVID-19 Patients with
Pulmonary Symptoms? Alexandra Rubin1, Mahin Alamgir2, Babar K Rao3
1,2,3 Center for Dermatology, Rutgers Robert Wood Johnson Medical School, Somerset, NJ 08901. Author’s Contribution
1,3 Conception of study
1,2 Analysis/Interpretation/Discussion
1,2,3 Manuscript Writing
3 Critical Review
1,2 Facilitation and Material analysis
Corresponding Author
Dr. Alexandra Rubin,
Center for Dermatology,
Rutgers Robert Wood Johnson Medical School,
Somerset, NJ 08901
Email: alirubin@rwjms.rutgers.edu
Article Processing
Received: 14/01/2021
Accepted: 18/03/2021 Do Pruritus and Urticaria Predict For Response to
Antihistamine Therapy in COVID-19 Patients with
Pulmonary Symptoms?
Alexandra Rubin1, Mahin Alamgir2, Babar K Rao3
3 Center for Dermatology, Rutgers Robert Wood Johnson Medical School, Somerset, NJ 08901.
Author’s Contribution
3 Conception of study
2 Analysis/Interpretation/Discussion
2,3 Manuscript Writing
Critical Review
2 Facilitation and Material analysis
Corresponding Author
Dr. Alexandra Rubin,
Center for Dermatology,
Rutgers Robert Wood Johnson Medical School,
Somerset, NJ 08901
Email: alirubin@rwjms.rutgers.edu
Article Processing
Received: 14/01/2021
Accepted: 18/03/2021
ite this Article: Rubin A Alamgir M
Rao B K
Conflict of Interest: Nil
Access Online: 1,2,3 Center for Dermatology, Rutgers Robert Wood Joh
Author’s Contribution
1,3 Conception of study
1,2 Analysis/Interpretation/Discussion
1,2,3 Manuscript Writing
3 Critical Review
1,2 Facilitation and Material analysis
Corresp
Dr. Alexa
Center for
Rutgers R
Somerset,
Email: alir
Cite this Article: Rubin, A, Alamgir, M., Rao, B.K. Do Pruritus and Urticaria Predict For Response to
Antihistamine Therapy in COVID-19 Patients with
Pulmonary Symptoms? Journal of Rawalpindi Medical
College. 30 Dec. 2020; 24(4): 3-5. DOI: https://doi.org/ 10.37939/jrmc.v25i1.1612 Article Processing
Received: 14/01/2021
Accepted: 18/03/2021 Author’s Contribution
1,3 Conception of study
1,2 Analysis/Interpretation/Discussion
1,2,3 Manuscript Writing
3 Critical Review
1,2 Facilitation and Material analysis Conflict of Interest: Nil
Funding Source: Nil
Access Online: Dear Editor, Skin manifestations and respiratory symptoms are
commonly seen in patients with COVID-19. While
infection by SARS-CoV-2 and an accompanying
cytokine storm are proposed to account for respiratory
symptoms,
additional
inflammatory
mediators
including histamine may also contribute. In this
regard, we report the resolution of dyspnea associated
with urticaria in a 61-year-old female patient acutely
infected with SARS-CoV-2. The patient’s medical
history is significant for idiopathic thrombocytopenic
purpura, hypertension, and gastroesophageal reflux
disease, and her long-standing medications consisted
of eltrombopag, hydrochlorothiazide, lisinopril, and
pantoprazole. The patient had no prior history of
urticaria, angioedema, or respiratory illness. Due to
the severity of her symptoms which developed over
the course of a few days, the patient was referred to an
urgent
care
clinic
where
intravenous
methylprednisolone was administered, and tapering
doses of prednisone were prescribed starting at 50mg. Nevertheless, all of her symptoms, particularly the
urticaria (Figure 1 a,b), continued to worsen,
prompting her to visit our dermatology clinic where 4 4 Journal of Rawalpindi Medical College (JRMC); 2020; 25(1): 3-5 4 Journal of Rawalpindi Medical College (JRMC); 2020; 25(1): 3-5
Figure 1: Wide-spread urticarial rash involving the chest (a) and arms (b) Figure 1: Wide-spread urticarial rash involving the chest (a) and arms (b) Figure 1: Wide-spread urticarial rash involving the chest (a) and arms (b) Figure 1: Wide-spread urticarial rash involving the chest (a) and arms (b) in rates of intubation, mortality, and length of hospital
stay.8 Additionally, a retrospective study of 1,620
COVID-19 patients who received the H2 receptor
antagonist
famotidine,
showed
a
statistically
significant reduction in the rates of intubation and
death.9 in rates of intubation, mortality, and length of hospital
stay.8 Additionally, a retrospective study of 1,620
COVID-19 patients who received the H2 receptor
antagonist
famotidine,
showed
a
statistically
significant reduction in the rates of intubation and
death.9 Urticaria is a common dermatologic manifestation of
COVID-19 patients, with an incidence of 19% in a
prospective study of 375 patients.2 No correlation
between urticaria and disease severity, or timing of
onset has been described.3 Possible etiologies of
urticaria in COVID-19 patients include a reaction to
viral infection, medications, and stress. Dear Editor, The SARS-
CoV-2 virus itself may directly activate mast cells via
toll-like receptors or signaling molecules such as
interferon type 1, TNF-α, and/or chemokines.4 It is
thought that mast cell degranulation may either be
caused directly by the virus or indirectly through viral
stimulation of complement fragments C3a and C5a
activating G-protein-coupled receptors.4 Based on the observations that urticaria and pruritus
may accompany pulmonary symptoms, we postulate
these patients may better respond to antihistamine
therapy. Therefore, we suggest these dermatologic
findings are incorporated into the analysis plans of
clinical studies assessing antihistamines in COVID-19
patients with pulmonary symptoms. Further, we
suggest considering antihistamines as a component of
the first-line treatment for COVID-19 patients with
urticaria. While cytokine storms, and more recently, bradykinin
storms,
are
proposed
as
mediators
in
the
pathophysiology
of
COVID-19,
mast
cells
and
histamine may also contribute to the development of
pulmonary manifestations of COVID-19 patients.5 The
clinical course of our patient indicates her respiratory
symptoms appeared solely related to SARS-CoV-2
induced
urticaria. Release
of
histamine,
prostaglandin-D2, and leukotriene-C4 by mast cells
cause bronchoconstriction.6 Further, the release of
mast cell cytokines such as IL-1 and IL-6 contribute to
the
development
of
pulmonary
and
systemic
inflammation, as well as urticaria in COVID-19
patients.3,4,6,7 Preliminary clinical trial reports suggest
antihistamine
treatment
mitigates
pulmonary
symptoms in COVID-19 patients. Trials of dual-
histamine receptor blockade with cetirizine-famotidine
in hospitalized COVID-19 patients with severe
pulmonary symptoms resulted in marked reductions g
py
J
4.
Criado PR, Pagliari C, Criado RF, Marques GF, Belda Jr W.
What the physicians should know about mast cells, dendritic
cells, urticaria, and omalizumab during COVID 19 or
asymptomatic infections due to SARS CoV 2?. Dermatologic
Therapy. 2020 Jan 1:e14068. p
g
j
3.
Kaushik A, Parsad D, Kumaran MS. Urticaria in the times of
COVID 19. Dermatologic Therapy. 2020 Jun 12. References 1. Henry D, Ackerman M, Sancelme E, Finon A, Esteve E. Urticarial eruption in COVID 19 infection. Journal of the
European Academy of Dermatology and Venereology. 2020 Jun;
34(6):e244-5 https://doi.org/10.1111/jdv.16472. p
g
j
2. Galván Casas C, Catala AC, Carretero Hernández G,
Rodríguez Jiménez P, Fernández Nieto D, Rodríguez Villa
Lario A, et al. Classification of the cutaneous manifestations of
COVID 19: a rapid prospective nationwide consensus study in
Spain with 375 cases. British Journal of Dermatology. 2020 Jul;
183(1):71-7. https://doi.org/10.1111/bjd.19163 p
g
j
3. Kaushik A, Parsad D, Kumaran MS. Urticaria in the times of
COVID 19. Dermatologic Therapy. 2020 Jun 12. 5 Journal of Rawalpindi Medical College (JRMC); 2020; 25(1): 3-5 5. Garvin MR, Alvarez C, Miller JI, Prates ET, Walker AM,
Amos BK, et al. A mechanistic model and therapeutic
interventions
for
COVID-19
involving
a
RAS-mediated
bradykinin storm. Elife. 2020 Jul 7; 9:e59177. 6. Kempuraj D, Selvakumar GP, Ahmed ME, Raikwar SP,
Thangavel R, Khan A, et al. COVID-19, mast cells, cytokine storm,
psychological stress, and neuroinflammation. The Neuroscientist. 2020 Oct;26(5-6):402-14. 7. de Medeiros VLS, Silva LFT. Follow-up of skin lesions during
the evolution of COVID-19: a case report [published online ahead
of print, 2020 May 14]. Arch Dermatol Res. 2020;1-4. y
8. Hogan Ii RB, Hogan Iii RB, Cannon T, Rappai M, Studdard J,
Paul D, et al. Dual-histamine receptor blockade with cetirizine-
famotidine reduces pulmonary symptoms in COVID-19 patients. Pulmonary Pharmacology & Therapeutics. 2020 Aug 1;
63:101942. 9. Freedberg DE, Conigliaro J, Wang TC, Tracey KJ, Callahan
MV, Abrams JA, et al. Famotidine use is associated with improved
clinical outcomes in hospitalized COVID-19 patients: a
propensity
score
matched
retrospective
cohort
study. Gastroenterology. 2020
Sep
1;159(3):1129-
31.doi:10.1053/j.gastro.2020.05.053
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https://openalex.org/W1980948587
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|
English
| null |
Internet-delivered eye movement desensitization and reprocessing (iEMDR): an open trial
|
F1000Research
| 2,013
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cc-by
| 8,529
|
RESEARCH ARTICLE
Internet-delivered eye movement desensitization and
reprocessing (iEMDR): an open trial [v2; ref status: indexed,
http://f1000r.es/zr] Open Peer Review
, Veterans Affairs Medical
Alyssa Boasso
Center Boston USA
, Swinburne University of
Jo Abbott
Technology Australia
Discuss this article
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1
Abstract
Recent research indicates internet-delivered cognitive behavioural therapy
(iCBT) can reduce symptoms of post traumatic stress disorder (PTSD). This
study examined the efficacy of an internet-delivered treatment protocol that
combined iCBT and internet-delivered eye movement desensitization and
reprocessing (iEMDR), in an uncontrolled trial. Eleven of the 15 participants
completed post-treatment questionnaires. Large effect sizes were found from
pre-treatment to 3-month follow-up (
= 1.03 – 1.61) on clinician-assessed and
d
self-reported measures of PTSD, anxiety and distress, with moderate effect
sizes ( = 0.59 – 0.70) found on measures of depression and disability. At
d
post-treatment, 55% of the participants no longer met criteria for PTSD and this
was sustained at follow-up. Symptom worsening occurred in 3 of 15 (20%) of
the sample from pre- to post-treatment; however, these participants reported
overall symptom improvement by follow-up. Future research directions for
iEMDR are discussed. Referee Status:
Invited Referees
version 2
published
07 May 2013
version 1
published
06 Mar 2013
1
2
report
report
report
06 Mar 2013, :79 (doi:
)
First published:
2
10.12688/f1000research.2-79.v1
07 May 2013, :79 (doi:
)
Latest published:
2
10.12688/f1000research.2-79.v2
v2 06 Mar 2013, :79 (doi:
)
First published:
2
10.12688/f1000research.2-79.v1
07 May 2013, :79 (doi:
)
Latest published:
2
10.12688/f1000research.2-79.v2
v2 F1000Research 2013, 2:79 Last updated: 05 MAR 2015 Jay Spence (
)
Corresponding author:
jay@jayspence.com.au
Spence J, Titov N, Johnston L
How to cite this article:
et al. Internet-delivered eye movement desensitization and reprocessing (iEMDR):
2013, :79 (doi:
)
an open trial [v2; ref status: indexed,
]
http://f1000r.es/zr F1000Research
2
10.12688/f1000research.2-79.v2
© 2013 Spence J
. This is an open access article distributed under the terms of the
, which
Copyright:
et al
Creative Commons Attribution Licence
permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Data associated with the article
are available under the terms of the
(CC0 1.0 Public domain dedication).
Creative Commons Zero "No rights reserved" data waiver
The author(s) declared that no grants were involved in supporting this work.
Grant information:
Competing interests: There are no competing interests for any author.
06 Mar 2013, :79 (doi:
)
First published:
2
10.12688/f1000research.2-79.v1
21 Mar 2013, :79 (doi:
)
First indexed:
2
10.12688/f1000research.2-79.v1 Abstract Recent research indicates internet-delivered cognitive behavioural therapy
(iCBT) can reduce symptoms of post traumatic stress disorder (PTSD). This
study examined the efficacy of an internet-delivered treatment protocol that
combined iCBT and internet-delivered eye movement desensitization and
reprocessing (iEMDR), in an uncontrolled trial. Eleven of the 15 participants
completed post-treatment questionnaires. Large effect sizes were found from
pre-treatment to 3-month follow-up (
= 1.03 – 1.61) on clinician-assessed and
d
self-reported measures of PTSD, anxiety and distress, with moderate effect
sizes ( = 0.59 – 0.70) found on measures of depression and disability. At
d
post-treatment, 55% of the participants no longer met criteria for PTSD and this
was sustained at follow-up. Symptom worsening occurred in 3 of 15 (20%) of
the sample from pre- to post-treatment; however, these participants reported
overall symptom improvement by follow-up. Future research directions for
iEMDR are discussed. version 2
published
07 May 2013
version 1
published
06 Mar 2013
report
report
report Jay Spence (
)
Corresponding author:
jay@jayspence.com.au
Spence J, Titov N, Johnston L
How to cite this article:
et al. Internet-delivered eye movement desensitization and reprocessing (iEMDR):
2013, :79 (doi:
)
an open trial [v2; ref status: indexed,
]
http://f1000r.es/zr F1000Research
2
10.12688/f1000research.2-79.v2
© 2013 Spence J
. This is an open access article distributed under the terms of the
, which
Copyright:
et al
Creative Commons Attribution Licence
permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Data associated with the article
are available under the terms of the
(CC0 1.0 Public domain dedication). Creative Commons Zero "No rights reserved" data waiver
The author(s) declared that no grants were involved in supporting this work. Grant information:
Competing interests: There are no competing interests for any author. 06 Mar 2013, :79 (doi:
)
First published:
2
10.12688/f1000research.2-79.v1
21 Mar 2013, :79 (doi:
)
First indexed:
2
10.12688/f1000research.2-79.v1 Jay Spence (
)
Corresponding author:
jay@jayspence.com.au
Spence J, Titov N, Johnston L
How to cite this article:
et al. Internet-delivered eye movement desensitization and reprocessing (iEMDR):
2013, :79 (doi:
)
an open trial [v2; ref status: indexed,
]
http://f1000r.es/zr F1000Research
2
10.12688/f1000research.2-79.v2
© 2013 Spence J
. This is an open access article distributed under the terms of the
, which
Copyright:
et al
Creative Commons Attribution Licence
permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. The study was approved by the Macquarie University Human Research
Ethics Committee (HREC#: 5201100382). Participants provided
informed consent. The trial is registered with the Australian and New
Zealand Clinical Trials registry as ACTRN12611000151932. The study was approved by the Macquarie University Human Research
Ethics Committee (HREC#: 5201100382). Participants provided
informed consent. The trial is registered with the Australian and New
Zealand Clinical Trials registry as ACTRN12611000151932. We would like to thank the reviewers for their comments on this
manuscript, which has been edited to address their feedback
concerning following points: (i) the rationale for the development
of iEMDR has been clarified; (ii) the participant flow process
has been clarified; (iii) the process of anchoring the positive
belief followed a standardized procedure, which has now been
referenced more clearly; (iv) the section comparing findings to the
face-to-face literature has been edited to highlight the differences
between mixed trauma and single incident trauma samples; (v)
symptom worsening has been clarified; (vi) references have been
updated; (vii) telephone support with a specialist PTSD therapist
has been emphasized to highlight that this was not a purely
internet-based treatment; (viii) the basis of the findings (completer
analyses) has been clarified; and, (ix) significance indicators have
been added to the tables. Participants and recruitmentl p
Participant flow is shown in Figure 1. Participants were recruited
from visitors to a research website that evaluates internet-elivered
treatments (www.ecentreclinic.org). During the recruitment period,
which ran over 2 weeks during June 2011, 32 individuals applied
and 15 met the following inclusion criteria: (i) self-identified as
having a principal complaint of PTSD as indicated by total scores
above a clinical cut-off recommended to indicate probable diagno-
sis of PTSD15 (defined as > 44 on the PTSD Checklist (PCL-C)16)
as well as a confirmed primary diagnosis of PTSD determined by
clinician-administered interview using the PTSD Symptom Scale-
Interview (PSS–I)17; (ii) at least one month had elapsed since the
primary trauma; (iii) no psychotherapy for PTSD during the treat-
ment period (however, supportive group and individual counselling
that did not specifically target PTSD symptoms was permitted); (iv)
if using psychotropic medication, no change in dosage or type of
medication 1 month prior to or during treatment; (v) a resident of
Australia, (vi) at least 18 years of age, (vii) had computer and internet
access, (viii) not currently experiencing a psychotic mental illness,
extreme current symptoms of depression (defined as a total score > 22
or responding > 2 to Question 9 (suicidal ideation) on the Patient
Health Questionnaire - 9 Item (PHQ-9)18, current suicidal intent and
plan, or highly dissociative (defined as a total score above 22) on the
Dissociative Experiences Scale – Brief Version (DES-B))19. See referee reports See referee reports Abstract Data associated with the article
are available under the terms of the
(CC0 1.0 Public domain dedication). Creative Commons Zero "No rights reserved" data waiver
The author(s) declared that no grants were involved in supporting this work. Grant information:
Competing interests: There are no competing interests for any author. 06 Mar 2013, :79 (doi:
)
First published:
2
10.12688/f1000research.2-79.v1
21 Mar 2013, :79 (doi:
)
First indexed:
2
10.12688/f1000research.2-79.v1 pence J, Titov N, Johnston L
et al. Internet-delivered eye movement desensitization and reprocessing (iEMDR):
2013, :79 (doi:
)
us: indexed,
]
http://f1000r.es/zr F1000Research
2
10.12688/f1000research.2-79.v2 Page 1 of 11 F1000Research 2013, 2:79 Last updated: 05 MAR 2015 Introduction Results of meta-analyses indicate that both trauma-focused cognitive
behavioural therapy (TF-CBT) and eye movement desensitization
and reprocessing (EMDR)1 are effective in reducing PTSD symp-
toms. However, barriers to accessing these treatments include stigma,
cost, distance, low mental health literacy, and long waiting lists2,3. Internet-delivered psychological treatments may increase access to
psychological therapy4. TF-CBT has been delivered via the internet
and has shown promise in significantly reducing PTSD symptoms
in military personnel5,6, university students7,8, and community sam-
ples in the U.S.7, Holland9, Iraq10, Australia11,12 and German-speak-
ers in Europe13. For example, in a previous study12 we evaluated an
internet-delivered TF-CBT (iCBT) protocol with Australian adults
with a primary diagnosis of PTSD. We found large within-group
effect sizes (ESs) and small-to-moderate between-group ESs on
measures of PTSD symptoms, depression, anxiety and disability, in
a treatment group relative to a control condition. Changes from Version 1 The study was approved by the Macquarie University Human Research
Ethics Committee (HREC#: 5201100382). Participants provided
informed consent. The trial is registered with the Australian and New
Zealand Clinical Trials registry as ACTRN12611000151932. Measures The primary outcome measures were severity of symptoms of
PTSD, measured by the PSS-I and the PCL-C. The PSS-I17 is a
17-item semi-structured clinician-administered interview based on
the DSM-IV criteria for PTSD. The PCL-C16 is also a 17-item, self-
report scale of PTSD symptoms based on the DSM-IV criteria for
PTSD. Time burdens on participants could hinder effective dissemination
of internet treatments for PTSD. This study investigated the effi-
cacy of internet-delivered EMDR (iEMDR) on the basis of meta-
analytic findings showing that outcomes from face-to-face EMDR
are equivalent to TF-CBT with the important distinction that TF-
CBT required approximately 23 hours (SD = 11) of homework
while EMDR required only 3 hours (SD = 4)14. iEMDR may offer
an alternative model of remote treatment for PTSD to iCBT. The
present study aimed to explore the acceptability and efficacy of
iEMDR when used in conjunction with an iCBT protocol (iCBT/
iEMDR course), and evaluated using an open trial design. To increase
generalizability of results, inclusion criteria were consistent with
those of outpatient services. The primary hypothesis was that
the iCBT/iEMDR course would be associated with significant
improvements in PTSD symptoms, depression, anxiety, distress,
and disability. Secondary outcomes measures included the Generalized Anxiety Dis-
order 7-Item Scale (GAD-7, which measures anxiety)20, the PHQ-9
(which measures depression)18, the Mini International Neuropsy-
chiatric Interview (MINI; which was used to determine the presence
of a major depressive episode, panic, agoraphobia, social phobia,
obsessive compulsive disorder, and generalized anxiety disorder)21,
the Kessler 10 Item22 (K10; which measures general distress), and
the Sheehan Disability Scale23 (SDS, which measures impairment
in psychosocial functioning). Traumatic experiences were assessed
using the Life Events Checklist (LEC)24, which provides a list of
traumatic events and assesses the occurrence rates of common
Criterion A1 (life-threatening) traumas according to the DSM-IV. Additional outcomes included completion rates (percentage of
participants who read the six online lessons of the iCBT/iEMDR
course within the six weeks of the course), and treatment satisfac-
tion (percentage who reported feeling satisfied with the program or
who would recommend it to a friend). Secondary hypotheses were that the treatment would be rated as accept-
able to participants and would not be associated with adverse events. Page 2 of 11 Page 2 of 11 F1000Research 2013, 2:79 Last updated: 05 MAR 2015 Figure 1. Participant flow chart. iEMDR: Internet-delivered eye movement desensitization and reprocessing. PHQ-9: Patient Health
Questionnaire – 9 Item. Measures MINI: MINI International Neuropsychiatric Interview. DES-B: Dissociative Experiences Scale – Brief Version. 32 individuals applied for the iEMDR Course (between 14/06/2011 – 30/06/2011)
Unsuccessful Application (n=9)
Met inclusion criteria (n=23)
Could not contact (n=1)
Unsuccessful Diagnostic Interview (n=7)
Treatment Group (n=15)
Eligible for Post-Treatment ITT Analysis (n=15)
Eligible for Follow up ITT Analysis (n=15)
Didn’t complete all lessons (n=4)
Eligible for Post-Treatment Completer Analysis
Eligible for Follow up Completer Analysis
Completed Clinician-assessed measures (n=12):
Completed Clinician-assessed measures (n=9):
Completed all lessons: n = 10
Completed all lessons: n = 8
Completed all lessons: n = 10
Completed all lessons: n = 8
Completed 2 lessons: n = 2
Completed 2 lessons: n = 1
Completed 2 lessons: n = 1
Completed 1 lesson: n = 1
Completed Self-report measures (n=11):
Completed Self-report measures (n=9):
Completed lesson 1 only (n=1)
Completed lessons 1 - 2 (n=3)
Completed Pre-Treatment Questionnaires and
Started Lesson 1 (n=15)
Did not meet diagnostic criteria (n=5)
Scored over cut-off point on DES-B (n=1)
Withdrew application (n=1)
Completed telephone interview with MINI 5.0 (n=22)
Severe depressive symptoms on PHQ-9 (n=3)
Did not complete the application (n=3)
Currently receiving CBT (n=1)
Under 18 (n=1)
Not Australian resident (n=1) 32 individuals applied for the iEMDR Course (between 14/06/2011 – 30/06/2011) Met inclusion criteria (n=23) Completed telephone interview with MINI 5.0 (n=22) Unsuccessful Diagnostic Interview (n=7)
Did not meet diagnostic criteria (n=5)
Scored over cut-off point on DES-B (n=1)
Withdrew application (n=1) Didn’t complete all lessons (n=4)
Completed lesson 1 only (n=1)
Completed lessons 1 - 2 (n=3) Eligible for Post-Treatment ITT Analysis (n=15) Eligible for Post-Treatment Completer Analysis
Completed Clinician-assessed measures (n=12):
Completed all lessons: n = 10
Completed all lessons: n = 10
Completed 2 lessons: n = 2
Completed 2 lessons: n = 1
Completed Self-report measures (n=11): Eligible for Post-Treatment Completer Analysis Eligible for Follow up ITT Analysis (n=15) Eligible for Follow up Completer Analysis
Completed Clinician-assessed measures (n=9):
Completed all lessons: n = 8
Completed all lessons: n = 8
Completed 2 lessons: n = 1
Completed 1 lesson: n = 1
Completed Self-report measures (n=9): Figure 1. Participant flow chart. iEMDR: Internet-delivered eye movement desensitization and reprocessing. PHQ-9: Patient Health
Questionnaire – 9 Item. MINI: MINI International Neuropsychiatric Interview. DES-B: Dissociative Experiences Scale – Brief Version. Figure 1. Participant flow chart. iEMDR: Internet-delivered eye movement desensitization and reprocessing. PHQ-9: Patient Health
Questionnaire – 9 Item. Therapist One Clinical Psychologist (JS) provided all clinical contact with
participants, which occurred via weekly telephone calls or secure
email. The clinician had received Level I and II training in EMDR
by a certified EMDR instructor, and had two years experience in
administering iCBT and in facilitating EMDR in face-to-face
treatment. The clinician was supervised by NT. Baseline data The mean age of participants was 47 years (SD = 10.4), and 10/15
(66%) were women. Ten of 15 participants (67%) reported being
either married or in a de facto relationship, 4/15 (27%) reported
being separated or widowed and 1/15 (7%) reported being single
or never married. Four of fifteen (27%) had a tertiary education,
9/15 (60%) reported having a post-high school certificate and 2/15
(13%) reported as having year 10 high school level education. One participant (7%) was in full-time employment, eight (53%)
were employed part-time or studying and six (40%) reported being
unemployed, retired, or disabled. Fourteen of fifteen participants
(93%) reported having had previous mental health treatment and
10/15 (67%) reported taking medication related to their symptoms
of anxiety or depression. One half (5/10) of the participants who
completed post-treatment questionnaires reported that they were
receiving individual or group supportive counselling during the
treatment period that was not specifically directed at the treat-
ment of PTSD symptoms (mean sessions = 3; SD = 2.1). Between
post-treatment and follow-up, 25% (2/8) of respondents reported
receiving ongoing supportive therapy (not specifically for PTSD)
and 13% (1/8) commenced treatment with a psychologist spe-
cifically for PTSD (mean sessions = 4; SD = 3.5). There were
no reported medication changes during the course. One quarter
(2/8) of respondents reported changing their medication post-
treatment. Five participants (33%) who reported not having used
self-guided EMDR by mid-treatment were contacted and offered
a second EMDR session guided by the therapist via telephone. None elected to participate in further EMDR, citing that EMDR
had led to an increase in re-experiencing symptoms. iEMDR was conducted using a web-based EMDR tool (http://
www.rapidtables.com/tool/EMDR.htm). The initial session of
EMDR was conducted with the support of the therapist (JS) who
guided participants by telephone through the procedure while they
accessed the web-based EMDR tool. Further therapist-guided
EMDR was provided as requested. Participants who reported not
having used self-guided EMDR by mid-treatment were contacted
and offered a second guided EMDR session. Instructions for work-
ing with blockages to processing were provided in an additional
resource one week after giving the iEMDR instructions. Results iEMDR intervention: The EMDR intervention follows the
standard EMDR treatment protocol by Shapiro26 with the following
adaptations for self-directed use via the internet: the protocol was
divided into a desensitisation phase (weeks 2–4) followed by a phase
aimed at anchoring the positive belief (weeks 5–6). The desensitiza-
tion phase followed Shapiro’s protocol for reducing the Subjective
Units of Distress (SUDS) rating to less than 2. Anchoring the positive
belief also followed Shapiro’s protocol26 until the Validity of Cogni-
tion (VoC) rating was above 5. Participants were instructed to anchor
the positive belief in week 5 of the course only for trauma memories
that were no longer distressing (SUDS < 2). Intervention The iCBT/iEMDR course is a six lesson online intervention utilising
evidence-based principles of TF-CBT25 and EMDR26. The TF-CBT
components were similar to those used in a previous internet-based
CBT program for PTSD12. The course comprises text-based infor-
mation and instructions and educational case stories. Pre- to post-treatment and pre-treatment to follow-up changes
in questionnaire scores were analysed using paired-sample
t-tests. Effect sizes (Cohen’s d)27 were calculated based on the
pooled standard deviation. All analyses were performed in PASW
version 18.0 (SPSS, Inc., Chicago, IL). Lesson 1 of the iCBT/iEMDR course includes information about
the causes, symptomatology and neurobiology of PTSD, how
cognitive, behavioural, and physical symptoms maintain PTSD,
and provides instructions for physiological de-arousal strategies. Lesson 2 provides the rationale for using EMDR and detailed
instructions about a self-guided iEMDR process. Lesson 3 describes
cognitive restructuring strategies. Lesson 4 provides more detail on
how to use cognitive restructuring for common trauma-related cog-
nitions. Lesson 5 describes avoidance and safety behaviours and the
principles of graded exposure. Lesson 6 describes the principles of
relapse prevention. Changes in prevalence of PTSD and comorbid disorders were
calculated based on the results of telephone administered diagnos-
tic interviews administered at pre-treatment, post-treatment and
follow-up. To measure adverse events we used Tarrier’s28 definitions of treat-
ment worsening, defined as any increase in symptom scores greater
than zero from pre- to post-treatment or follow up, and defined
serious adverse events as self-reported hospitalizations, suicide
attempts, or onset of substance abuse due to treatment. Measures MINI: MINI International Neuropsychiatric Interview. DES-B: Dissociative Experiences Scale – Brief Version. Page 3 of 11 F1000Research 2013, 2:79 Last updated: 05 MAR 2015 F1000Research 2013, 2:79 Last updated: 05 MAR 2015 data (i.e. baseline-observation-carried-forward model; BOCF). data (i.e. baseline-observation-carried-forward model; BOCF). Acceptability Primary outcome measures. A paired-sample t-test comparing
pre- and post-treatment scores for the ITT sample revealed signifi-
cant reductions on the PSS-I (t14 = 3.50, p = 0.004), and this was
maintained at follow up (t14 = 4.59, p < 0.0001). Scores on the PCL-C
did not significantly improve from pre- to post-treatment (t14 = 2.12,
p = 0.053). However, at follow-up, scores on the PCL-C had signifi-
cantly improved from pre-treatment (t14 = 17.76, p < 0.0001). At post-treatment, 6/11 (55%) reported that they were very satisfied
with the course, one participant (9%) was mostly satisfied, and 4/11
were neutral or somewhat satisfied. None of the participants reported
being dissatisfied with the course. Nine of 11 (82%) reported they
would recommend this course to a friend with PTSD. EMDR open trial data set, Spence et al. 2013
2 Data Files
http://dx.doi.org/10.6084/m9.figshare.639181
Discussion
This study explored the feasibility of a combined iCBT/iEMDR
course for treating PTSD in adults using an open-trial design. The EMDR open trial data set, Spence et al. 2013
2 Data Files
http://dx.doi.org/10.6084/m9.figshare.639181 Secondary outcome measures. Paired sample t-tests for the
ITT sample revealed significant reductions between pre- and
post-treatment on the K10 (t14 = 2.20, p = 0.046) but not on the
PHQ-9 (t14 = 2.12, p = 0.053), GAD-7 (t14 = 2.02, p = 0.063),
or SDS (t14 = 1.22, p = 0.281). There was a significant differ-
ence between pre-treatment and follow-up scores on the PHQ-9
(t14 = 2.46, p = 0.027), GAD-7 (t14 = 2.90, p = 0.012), K10 (t14 = 3.10,
p = 0.008), but not on the SDS (t14 = 2.08, p = 0.056). Intention-to-treat (ITT) analysis Intention-to-treat (ITT) analysis Effect sizes had occurred 32.8 years prior (SD = 12.5). The average age at which
the primary trauma occurred was 13.3 years (SD = 12.9). According
to the LEC, participants reported having experienced an average of
9.2 types of trauma during their lifetime. The most common was
physical assault (13/15; 87%), followed by assault with a weapon
(12/15; 80%), and other unwanted or uncomfortable sexual experience
(12/15; 80%). had occurred 32.8 years prior (SD = 12.5). The average age at which
the primary trauma occurred was 13.3 years (SD = 12.9). According
to the LEC, participants reported having experienced an average of
9.2 types of trauma during their lifetime. The most common was
physical assault (13/15; 87%), followed by assault with a weapon
(12/15; 80%), and other unwanted or uncomfortable sexual experience
(12/15; 80%). Using the ITT analysis, from pre-treatment to post-treatment a large
within-group effect size was found on the PSS-I. Moderate within-
group effects were found on the GAD-7, PHQ-9, and K10. A small
effect size was reported on the SDS. From pre-treatment to follow-
up, large effect sizes were found on the PSS-I, PCL-C, and GAD-7,
and moderate effect sizes for the PHQ-9, and SDS. Attrition l The flow is shown in Figure 1. Eleven participants (73%) completed
all six lessons. One participant completed a single lesson and did not
complete further assessments. Three participants completed two les-
sons, one of whom completed post-treatment and follow up assess-
ments and one who completed post-treatment assessments only. One
participant completed six lessons, but not the post-treatment or
follow-up assessments. Twelve participants completed clinician-
assessed post-treatment interviews although one of these partici-
pants did not complete the self-report questionnaires. Nine participants
completed follow-up questionnaires, including the abovementioned
participant who had only completed two lessons. There were no pre-
treatment differences between completers and non-completers on the
PSS-I, PCL-C or the GAD-7 at pre-treatment. Clinical significance Based on the results of the clinician and telephone-administered
PSS-I, 6/11 (55%) participants no longer met criteria for PTSD at
post-treatment and 5/9 (56%) no longer had PTSD at follow-up. Based on an ITT approach with the BOCF, 5/15 (33%) no longer
met criteria for PTSD at post-treatment and follow-up. With regard to co-morbid diagnoses for completers as measured
by clinician-administered MINI, the average number of co-morbid
diagnoses reduced from 2.5 (SD = 2.0) at intake to 1.2 (SD = 1.0)
at post-treatment, and further reduced to 0.6 (SD = 1.6) at follow-
up. According to an ITT analysis the average number of co-morbid
diagnoses reduced from 2.5 (SD = 1.7) at intake to 1.4 (SD = 0.9) at
post-treatment, and 1.1 (SD = 1.1) at follow-up. Completer analysis
i Primary outcome measures. Primary outcome scores for com-
pleters improved from pre- to post-treatment as shown in Table 1. Paired-sample t-tests revealed significant reductions on the PSS-I
(t10 = 3.66, p = 0.004) and PCL-C (t10 = 2.73, p = 0.021) between
pre- and post-treatment, and between pre-treatment and follow-up
(PSS-I: t10 = 4.90, p = 0.001; PCL-C: t10 = 4.26, p = 0.002). Adverse events Three participants reported symptom worsening as defined by
Tarrier28 and no participants reported serious adverse events. Of
the participants who completed post-treatment questionnaires,
three participants showed symptom worsening between pre- and
post-treatment on the PCL-C, and one of these had dropped out
of treatment after the third lesson. All three improved between
post-treatment and follow-up such that no participants worsened
between pre-treatment and follow-up. No participants worsened on
the PSS-I between any time points. Secondary outcome measures. Paired sample t-tests between pre-
and post-treatment indicated significant reductions for completers on
the PHQ-9 (t9 = 2.66, p = 0.026), GAD-7 (t9 = 2.31, p = 0.047), K10
(t9 = 2.49, p = 0.034), but not on the SDS (t9 = 1.66, p = 0.131). Signifi-
cant reductions were reported between pre-treatment and follow-up on
the PHQ-9 (t7 = 3.13, p = 0.017), GAD-7 (t7 = 4.16, p = 0.004), K10
(t7 = 3.95, p = 0.006), and SDS (t7 = 4.15, p = 0.004). Trauma history
Th Primary analyses were conducted using data only from question-
naire completers, defined as those who completed treatment, post-
treatment or follow-up questionnaires. A secondary set of analyses
was performed using an intention-to-treat (ITT) model where
missing data were addressed by carrying forward the first available The most common reported primary trauma was childhood sexual
abuse (9/15; 60%), followed by childhood physical abuse (2/15;
13%), domestic violence as an adult (2/15; 13%), witnessing
domestic violence as a child (1/15; 7%), captivity (1/15; 7%) and
life threatening illness (1/15; 7%). On average, the primary trauma Page 4 of 11 Page 4 of 11 F1000Research 2013, 2:79 Last updated: 05 MAR 2015 F1000Research 2013, 2:79 Last updated: 05 MAR 2015 F1000Research 2013, 2:79 Last updated: 05 MAR 2015 Effect sizes
Using the completer analysis, large effect sizes were reported on the
PSS-I, PCL-C, GAD-7, and K10 at post-treatment and a moderate
effect size was reported on the PHQ-9 and SDS (Table 1). Large
effect sizes were reported on all measures between pre-treatment
and follow-up. Discussion This study explored the feasibility of a combined iCBT/iEMDR
course for treating PTSD in adults using an open-trial design. The Page 5 of 11 Page 5 of 11 F1000Research 2013, 2:79 Last updated: 05 MAR 2015 Table 1. Descriptive statistics and within-group effects on symptom measures at each assessment. Measure
Pre-treatment
Mean (SD)
Post-treatment
Mean (SD)
Follow-up
Mean (SD)
Within-group effect size
Pre- to post-treatment
(95% CI)
Pre-treatment to
follow-up (95% CI)
PSS-I
Completers
31.6 (4.7)
19.2 (9.9)
17.1 (8.5)
1.61 (0.65–2.47)*
2.32 (1.16–3.31)*
ITT
31.6 (4.7)
22.0 (9.8)
21.5 (8.6)
1.25 (0.44–2.00)*
1.45 (0.61–2.21)*
PCL-C
Completers
59.0 (11.2)
46.9 (14.9)
43.1 (13.3)
0.95 (0.08–1.76)*
1.33 (0.35–2.22)*
ITT
59.0 (11.2)
50.1 (13.3)
48.1 (11.5)
0.73 (-0.03–1.44)†
0.96 (0.18–1.69)*
GAD-7
Completers
14.1 (4.4)
9.3 (4.7)
8.0 (4.0)
1.06 (0.18–1.87)*
1.42 (0.42–2.31)*
ITT
14.1 (4.4)
11.1 (5.2)
9.9 (3.8)
0.62 (-0.13–1.34)
1.00 (0.22–1.73)*
PHQ-9
Completers
15.3 (4.2)
11.7 (6.2)
11.3 (5.5)
0.70 (-0.14–1.50)*
0.86 (-0.06–1.72)*
ITT
15.3 (4.2)
12.1 (5.3)
11.8 (4.7)
0.66 (-0.10–1.37)
0.78 (0.02–1.50)*
SDS
Completers
21.3 (5.5)
16.6 (10.8)
12.8 (8.9)
0.59 (-0.24–1.39)
1.26 (0.29–2.1)*
ITT
21.3 (5.5)
18.3 (9.9)
16.6 (8.8)
0.37 (-0.36–1.09)
0.65 (-0.1–1.36)†
K-10
Completers
32.2 (5.5)
25.8 (7.3)
24.0 (8.0)
1.03 (0.5–1.84)*
1.28 (0.30–2.16)*
ITT
32.2 (5.5)
27.7 (6.7)
26.9 (6.7)
0.73 (-0.02–1.45)*
0.85 (0.08–1.57)*
Note: Intention-to-treat (ITT) model (n=15) was employed with pre-treatment scores carried forward if post-treatment or
follow-up data were not available. Completer data were available for 10 participants at post-treatment and 8 at follow-up. Abbreviations: PSS-I: PTSD Symptom Scale – Interview Version; PCL-C: PTSD Checklist – Civilian Version; GAD-7: Generalised
Anxiety Disorder 7-Item; PHQ-9: Patient Health Questionnaire – 9 Item; K10: Kessler 10 Item; SDS: Sheehan Disability Scale. *p < 0.05; †p < 0.06. Table 1. Descriptive statistics and within-group effects on symptom measures at each assessment. results indicated significantly reduced symptoms of PTSD, depres-
sion, anxiety, distress, and disability between pre-treatment and
three-month follow-up according to an analysis of completers. By post-treatment, 55% of the participants no longer met criteria
for PTSD, and the number of comorbid diagnoses had halved. These reductions indicate that PTSD can be treated via the internet
using a combination of CBT and EMDR techniques when
telephone support from a specialist therapist is also included. With
respect to acceptability, this protocol was moderately tolerated,
indicating that improvements would be required for further use of
this intervention. Author contributions The absence of a waitlist control condition means that the improve-
ments could have been the results of time, repeated measurement or
other non-specific effects. The design did not allow determination
of whether the effects were due to the iCBT or iEMDR compo-
nents. The small sample size composed of a high number of multi-
ply traumatized, childhood sexual abuse survivors may not apply to
other PTSD populations. JS and NT Conceived the study and design, analysed and inter-
preted the data, and drafted the article. LJ, BFD, BW, MT and
JZ Contributed to the design of the study and the revision of the
manuscript. Competing interests There are no competing interests for any author. Discussion motor vehicle accident survivors32 indicating that outcomes could
potentially be improved if future iCBT treatments are tailored and
delivered to a specific trauma population. In our trial, 3/15 (20%) reported symptom worsening according to
the PCL-C score between pre- and post-treatment, although all three
reported treatment gains by follow-up. Although no serious adverse
events (e.g., hospitalizations, suicide attempts, relapse to substance
use) occurred during the program, an increase in re-experiencing
symptoms (such as intrusive thoughts and increased emotional/
physiological reactivity when reminded about the event) following
iEDMR lead three participants (20%) to discontinue and five (33%)
to cease using iEMDR. This potentially contributed to the higher
attrition, moderate acceptability, and limited course and question-
naire completion rates, relative to our earlier study. Although this may
have been due to exposure-based components such as iEMDR and
in vivo exposure, it is important to note that investigations of symptom
deterioration and adverse events from the face-to-face literature have
failed to indicate differences between exposure- and nonexposure-
based treatments33. Furthermore, symptom exacerbation is no higher
than reported in waiting lists nor is it greater than the error rates of
the instruments used to detect adverse events34,35. Compared with ITT data from our previous trial12, the within-group
effect size (ES) on the PCL-C was lower at post-treatment and
follow-up. These differences may be due to changes to the proto-
col, the use of a patient sample composed primarily of childhood
sexual abuse survivors, or due to the influence of attrition on the
ITT analysis as a result of using a small sample. According to out-
comes from the PCL-C, these results compare favourably to other
studies that used the same measure with mixed trauma samples in
both face to face29,30 and online interventions11,31. However, results
compared less favourably with face to face TF-CBT treatment of Page 6 of 11 F1000Research 2013, 2:79 Last updated: 05 MAR 2015 F1000Research 2013, 2:79 Last updated: 05 MAR 2015 (
)
PubMed Abstract | Publisher Full Text 5. Litz BT, Bryant R, Williams L, et al.: A therapist-assisted internet self-help program
for traumatic stress. Professional Psychology: Research and Practice. 2004; 35(6):
628–34. P bli h
F ll T Grant information The authors would like to thank the New South Wales Institute for
Psychiatry (NSWIOP) for funding this research. The funders had no role in study design, data collection and
analysis, decision to publish, or preparation of the manuscript. y
y
;
( )
PubMed Abstract | Publisher Full Text 16. Weathers F, Litz BT, Herman D, et al.: The PTSD checklist (PCL): Reliability,
validity, and diagnostic utility. Annual Conference of the International Society for
Traumatic Stress Studies; San Antonio, TX 1993. 4. Ruzek JI, Rosen RC: Disseminating evidence-based treatments for PTSD in
organizational settings: A high priority focus area. Behav Res Ther. 2009;
47(11): 980–9. 17. Foa EB, Riggs DS, Dancu CV, et al.: Reliability and validity of a brief instrument
for assessing post-traumatic stress disorder. J Trauma Stress. 1993; 6(4):
459–73. 1.
Bisson J, Andrew M: Psychological treatment of post-traumatic stress disorder
(PTSD). Cochrane Database Syst Rev. 2007; (3): CD003388.
PubMed Abstract | Publisher Full Text Conclusions The results of this small feasibility study indicate that the combined
iCBT/iEMDR protocol is potentially efficacious. The magnitude of
gains did not appear to be as large as our previous study, although
these may have been attenuated by differences in the sample and
iCBT protocol. These results indicate that future research of the
relative benefits of iCBT/iEMDR is warranted. PubMed Abstract | Publisher Full Text 10. Wagner B, Schulz W, Knaevelsrud C: Efficacy of an Internet-based intervention
for posttraumatic stress disorder in Iraq: a pilot study. Psychiatry Res. 2012;
195(1–2): 85–8. PubMed Abstract | Publisher Full Text 23. Sheehan DV: The Anxiety Disease. New York, NY: Scribner; 1983. Reference Source Publisher Full Text 18. Kroenke K, Spitzer RL, Williams JB: The PHQ-9: validity of a brief depression
severity measure. J Gen Intern Med. 2001; 16(9): 606–13. PubMed Abstract | Publisher Full Text | Free Full Text ;
( )
PubMed Abstract | Publisher Full Text 7. Hirai M, Clum GA: An internet-based self-change program for traumatic event
related fear, distress, and maladaptive coping. J Trauma Stress. 2005; 18(6):
631–6. PubMed Abstract | Publisher Full Text 20. Spitzer RL, Kroenke K, Williams JBW, et al.: A brief measure for assessing
generalized anxiety disorder: the GAD-7. Arch Intern Med. 2006; 166(10):
1092–7. (
)
PubMed Abstract | Publisher Full Text 11. Klein B, Mitchell J, Gilson K, et al.: A therapist-assisted Internet-based CBT
intervention for posttraumatic stress disorder: preliminary results. Cogn Behav
Ther. 2009; 38(2): 121–31. PubMed Abstract | Publisher Full Text 24. Gray MJ, Litz BT, Hsu JL, et al.: Psychometric properties of the life events
checklist. Assessment. 2004; 11(4): 330–41. PubMed Abstract | Publisher Full Text 25. Foa EB, Hembree EA, Rothbaum BO: Prolonged exposure therapy for PTSD:
Emotional processing of traumatic experiences: Therapist guide. Oxford
University Press, USA; 2007. Reference Source 12. Spence J, Titov N, Dear BF, et al.: Randomized controlled trial of Internet-
delivered cognitive behavioral therapy for posttraumatic stress disorder. Depress Anxiety. 2011; 28(7): 541–50. PubMed Abstract | Publisher Full Text r Full Text 6. Possemato K, Ouimette P, Knowlton P: A brief self-guided telehealth intervention
for post-traumatic stress disorder in combat veterans: a pilot study. J Telemed
Telecare. 2011; 17(5): 245–50. PubMed Abstract | Publisher Full Text 19. Dalenberg C, Carlson E: editors. New versions of the Dissociative Experiences
Scale: The DES-R (revised) and the DES-B (brief). Annual meeting of the
International Society for Traumatic Stress Studies, November, Montreal,
Quebec; 2010. her Full Text 3. Trusz SG, Wagner AW, Russo J, et al.: Assessing barriers to care and readiness
for cognitive behavioral therapy in early acute care PTSD interventions. Psychiatry. 2011; 74(3): 207–23. 15. Blanchard EB, Jones-Alexander J, Buckley TC, et al.: Psychometric properties of
the PTSD checklist (PCL). Behav Res Ther. 1996; 34(8): 669–73. PubMed Abstract | Publisher Full Text PubMed Abstract | Publisher Full Text 8. Littleton H, Buck K, Rosman L, et al.: From Survivor to Thriver: A Pilot Study of
an Online Program for Rape Victims. Cogn Behav Pract. 2012;
19(2): 315–27. PubMed Abstract | Publisher Full Text | Free Full Text 21. Sheehan DV, Lecrubier Y, Sheehan KH, et al.: The Mini-International Neuropsychiatric
Interview (M.I.N.I.): the development and validation of a structured diagnostic
psychiatric interview for DSM-IV and ICD-10. J Clin Psychiatry. 1998; 59(Suppl
20): 22–33. PubMed Abstract References 1. Bisson J, Andrew M: Psychological treatment of post-traumatic stress disorder
(PTSD). Cochrane Database Syst Rev. 2007; (3): CD003388. PubMed Abstract | Publisher Full Text
2. Spence J, Titov N, Solley K, et al.: Characteristics and treatment preferences of
people with symptoms of posttraumatic stress disorder: an internet survey. PLoS One. 2011; 6(7): e21864. PubMed Abstract | Publisher Full Text | Free Full Text
3. Trusz SG, Wagner AW, Russo J, et al.: Assessing barriers to care and readiness
for cognitive behavioral therapy in early acute care PTSD interventions. Psychiatry. 2011; 74(3): 207–23. PubMed Abstract | Publisher Full Text
4. Ruzek JI, Rosen RC: Disseminating evidence-based treatments for PTSD in
organizational settings: A high priority focus area. Behav Res Ther. 2009;
47(11): 980–9. PubMed Abstract | Publisher Full Text
5. Litz BT, Bryant R, Williams L, et al.: A therapist-assisted internet self-help program
for traumatic stress. Professional Psychology: Research and Practice. 2004; 35(6):
628–34. Publisher Full Text
6. Possemato K, Ouimette P, Knowlton P: A brief self-guided telehealth intervention
for post-traumatic stress disorder in combat veterans: a pilot study. J Telemed
Telecare. 2011; 17(5): 245–50. PubMed Abstract | Publisher Full Text
7. Hirai M, Clum GA: An internet-based self-change program for traumatic event
related fear, distress, and maladaptive coping. J Trauma Stress. 2005; 18(6):
631–6. PubMed Abstract | Publisher Full Text
8. Littleton H, Buck K, Rosman L, et al.: From Survivor to Thriver: A Pilot Study of
an Online Program for Rape Victims. Cogn Behav Pract. 2012;
19(2): 315–27. PubMed Abstract | Publisher Full Text | Free Full Text
9. Lange A, Rietdijk D, Hudcovicova M, et al.: Interapy: a controlled randomized trial
of the standardized treatment of posttraumatic stress through the internet. J Consult Clin Psychol. 2003; 71(5): 901–9. PubMed Abstract | Publisher Full Text
10. Wagner B, Schulz W, Knaevelsrud C: Efficacy of an Internet-based intervention
for posttraumatic stress disorder in Iraq: a pilot study. Psychiatry Res. 2012;
195(1–2): 85–8. PubMed Abstract | Publisher Full Text
11. Klein B, Mitchell J, Gilson K, et al.: A therapist-assisted Internet-based CBT
intervention for posttraumatic stress disorder: preliminary results. Cogn Behav
Ther. 2009; 38(2): 121–31. PubMed Abstract | Publisher Full Text
12. Spence J, Titov N, Dear BF, et al.: Randomized controlled trial of Internet-
delivered cognitive behavioral therapy for posttraumatic stress disorder. Depress Anxiety. 2011; 28(7): 541–50. PubMed Abstract | Publisher Full Text
13. ( )
PubMed Abstract | Publisher Full Text | Free Full Text 9. Lange A, Rietdijk D, Hudcovicova M, et al.: Interapy: a controlled randomized trial
of the standardized treatment of posttraumatic stress through the internet. J Consult Clin Psychol. 2003; 71(5): 901–9. PubMed Abstract | Publisher Full Text 22. Kessler RC, Andrews G, Colpe LJ, et al.: Short screening scales to monitor
population prevalences and trends in non-specific psychological distress. Psychol Med. 2002; 32(6): 959–76. PubMed Abstract | Publisher Full Text References Knaevelsrud C, Maercker A: Internet-based treatment for PTSD reduces distress
and facilitates the development of a strong therapeutic alliance: a randomized controlled clinical trial. BMC Psychiatry. 2007; 7: 13. PubMed Abstract | Publisher Full Text | Free Full Text 14. 14. Ho MSK, Lee CW: Cognitive behaviour therapy versus eye movement
desensitization and reprocessing for post-traumatic disorder – is it all in the
homework then? Revue Européenne de Psychologie Appliquée/European Review
of Applied Psychology. 2012; 62(4): 253–260. Publisher Full Text 2. Spence J, Titov N, Solley K, et al.: Characteristics and treatment preferences of
people with symptoms of posttraumatic stress disorder: an internet survey. PLoS One. 2011; 6(7): e21864. PubMed Abstract | Publisher Full Text | Free Full Text PubMed Abstract | Publisher Full Text 26. Shapiro F: Eye movement desensitization and reprocessing: Basic principles,
protocols, and procedures. The Guilford Press; 2001. Reference Source 13. Knaevelsrud C, Maercker A: Internet-based treatment for PTSD reduces distress
and facilitates the development of a strong therapeutic alliance: a randomized Page 7 of 11 F1000Research 2013, 2:79 Last updated: 05 MAR 2015 27. Cohen J: A power primer. Psychol Bull. 1992; 112(1): 155–9. PubMed Abstract | Publisher Full Text
28. Tarrier N, Pilgrim H, Sommerfield C, et al.: A randomized trial of cognitive
therapy and imaginal exposure in the treatment of chronic posttraumatic
stress disorder. J Consult Clin Psychol. 1999; 67(1): 13–8. PubMed Abstract | Publisher Full Text
29. Monson CM, Schnurr PP, Resick PA, et al.: Cognitive processing therapy for
veterans with military-related posttraumatic stress disorder. J Consult Clin Psychol. 2006; 74(5): 898–907. PubMed Abstract | Publisher Full Text
30. Schnurr PP, Friedman MJ, Engel CC, et al.: Cognitive behavioral therapy for
posttraumatic stress disorder in women: A randomized controlled trial. JAMA. 2007; 297(8): 820–30. PubMed Abstract | Publisher Full Text
31. Klein B, Mitchell J, Abbott J, et al.: A therapist-assisted cognitive behavior
therapy internet intervention for posttraumatic stress disorder: Pre-, post- and
3-month follow-up results from an open trial. J Anxiety Disord. 2010; 24(6):
635–44. PubMed Abstract | Publisher Full Text
32. Blanchard EB, Hickling EJ, Devineni T, et al.: A controlled evaluation of cogn
behaviorial therapy for posttraumatic stress in motor vehicle accident
survivors. Behav Res Ther. 2003; 41(1): 79–96. PubMed Abstract | Publisher Full Text
33. Taylor S, Thordarson DS, Fedoroff IC, et al.: Comparative efficacy, speed, an
adverse effects of three PTSD treatments: Exposure therapy, EMDR, and
relaxation training. J Consult Clin Psychol. 2003; 71(2): 330–8. PubMed Abstract | Publisher Full Text
34. Hembree EA, Foa EB, Dorfan NM, et al.: Do patients drop out prematurely fr
exposure therapy for PTSD? J Trauma Stress. 2003; 16(6): 555–62. PubMed Abstract | Publisher Full Text
35. Neuner F: Safety First? Trauma Exposure in PTSD. Exposure Therapy. 2012; 299–312. Publisher Full Text 27. Cohen J: A power primer. Psychol Bull. 1992; 112(1): 155–9. PubMed Abstract | Publisher Full Text
28. Tarrier N, Pilgrim H, Sommerfield C, et al.: A randomized trial of cognitive
therapy and imaginal exposure in the treatment of chronic posttraumatic
stress disorder. J Consult Clin Psychol. 1999; 67(1): 13–8. PubMed Abstract | Publisher Full Text
29. 31.
Klein B, Mitchell J, Abbott J, et al.: A therapist-assisted cognitive behavior
therapy internet intervention for posttraumatic stress disorder: Pre-, post- and
3-month follow-up results from an open trial. J Anxiety Disord. 2010; 24(6): I have read this submission. I believe that I have an appropriate level of expertise to confirm that
it is of an acceptable scientific standard. I have read this submission. I believe that I have an appropriate level of expertise to confirm that
it is of an acceptable scientific standard. No competing interests were disclosed. Competing Interests: Version 2 04 March 2014
Referee Report PubMed Abstract | Publisher Full Text Monson CM, Schnurr PP, Resick PA, et al.: Cognitive processing therapy for
veterans with military-related posttraumatic stress disorder. J Consult Clin Psychol. 2006; 74(5): 898–907. PubMed Abstract | Publisher Full Text
30. Schnurr PP, Friedman MJ, Engel CC, et al.: Cognitive behavioral therapy for
posttraumatic stress disorder in women: A randomized controlled trial. JAMA. 2007; 297(8): 820–30. PubMed Abstract | Publisher Full Text
31. Klein B, Mitchell J, Abbott J, et al.: A therapist-assisted cognitive behavior
therapy internet intervention for posttraumatic stress disorder: Pre-, post- and
3-month follow-up results from an open trial. J Anxiety Disord. 2010; 24(6): 635–44. PubMed Abstract | Publisher Full Text
32. Blanchard EB, Hickling EJ, Devineni T, et al.: A controlled evaluation of cognitive
behaviorial therapy for posttraumatic stress in motor vehicle accident
survivors. Behav Res Ther. 2003; 41(1): 79–96. PubMed Abstract | Publisher Full Text
33. Taylor S, Thordarson DS, Fedoroff IC, et al.: Comparative efficacy, speed, and
adverse effects of three PTSD treatments: Exposure therapy, EMDR, and
relaxation training. J Consult Clin Psychol. 2003; 71(2): 330–8. PubMed Abstract | Publisher Full Text
34. Hembree EA, Foa EB, Dorfan NM, et al.: Do patients drop out prematurely from
exposure therapy for PTSD? J Trauma Stress. 2003; 16(6): 555–62. PubMed Abstract | Publisher Full Text
35. Neuner F: Safety First? Trauma Exposure in PTSD. Exposure Therapy. 2012; 299–312. Publisher Full Text 27. Cohen J: A power primer. Psychol Bull. 1992; 112(1): 155–9. PubMed Abstract | Publisher Full Text 28. Tarrier N, Pilgrim H, Sommerfield C, et al.: A randomized trial of cognitive
therapy and imaginal exposure in the treatment of chronic posttraumatic
stress disorder. J Consult Clin Psychol. 1999; 67(1): 13–8. PubMed Abstract | Publisher Full Text 29. Monson CM, Schnurr PP, Resick PA, et al.: Cognitive processing therapy for
veterans with military-related posttraumatic stress disorder. J Consult Clin Psychol. 2006; 74(5): 898–907. PubMed Abstract | Publisher Full Text 30. Schnurr PP, Friedman MJ, Engel CC, et al.: Cognitive behavioral therapy for
posttraumatic stress disorder in women: A randomized controlled trial. JAMA. 2007; 297(8): 820–30. PubMed Abstract | Publisher Full Text 31. Klein B, Mitchell J, Abbott J, et al.: A therapist-assisted cognitive behavior
therapy internet intervention for posttraumatic stress disorder: Pre-, post- and
3-month follow-up results from an open trial. J Anxiety Disord. 2010; 24(6): Page 8 of 11 Page 8 of 11 F1000Research 2013, 2:79 Last updated: 05 MAR 2015 Jo Abbott
S i b
U Jo Abbott
Swinburne University of Technology, Hawthorn, Victoria, Australia Jo Abbott
Swinburne University of Technology, Hawthorn, Victoria, Australia Swinburne University of Technology, Hawthorn, Victoria, Australia This is an important study in that in that it is exploring the feasibility of an online intervention for PTSD that
includes eye movement desensitization as well as CBT. These early stage research studies evaluating
novel interventions are important prior to controlled trials and it will be interesting to see how future
research can identify the benefits of each component of the intervention. There were a couple of parts of the flow chart that could be a bit clearer – I too didn't follow where the 16
participants meeting all criteria came from. I also couldn't follow in the flow chart where the following
information in the Attrition section fitted: “…one participant completed six lessons, but not the
post-treatment assessments”, “Ten participants completed post-treatment questionnaires while eight
completed follow-up questionnaires.” Regarding reference 11 (Klein et al., 2009) – there is a more recent paper about this same trial that
includes follow-up data (
) – of relevance given the comparison made to this trial. Klein et al., 2010
I think it is relevant to mention in the discussion that this was a telephone-assisted intervention (not
entirely internet-delivered). I thought that the interpretation of the results would be facilitated if the authors made comment on which of
the analyses (ITT or completer) they were placing weight on in drawing their conclusion and why. For
example, in the discussion they state that “The results indicated significantly reduced symptoms of PTSD,
depression, anxiety, distress, and disability between pre-treatment and three-month follow-up.”, but the
disability measure was only significantly different between the groups when using completer analyses. It
would also be useful if Table 1 also noted which of the mean differences were significant (rather than the
reader needing to refer back to the text). I was also interested to know more about the worsening symptoms that some participants reported. Also,
the Discussion states that 3/15 participants reported worsening symptoms but in the Results it reads as
though five participants stopped using EMDR because they said it “led to an increase in re-experiencing
symptoms”. doi:10.5256/f1000research.309.r857 doi:10.5256/f1000research.309.r857 Version 1 21 March 2013
Referee Report 21 March 2013
Referee Report I have read this submission. I believe that I have an appropriate level of expertise to confirm that
it is of an acceptable scientific standard. I have read this submission. I believe that I have an appropriate level of expertise to confirm that
it is of an acceptable scientific standard. No competing interests were disclosed.
Competing Interests: 01 July 2013
Referee Report doi:10.5256/f1000research.1287.r1032 Jo Abbott
Swinburne University of Technology, Hawthorn, Victoria, Australia Swinburne University of Technology, Hawthorn, Victoria, Australia The authors’ changes have made have made the paper stronger. I have provided a few minor points of
feedback but think the paper acceptable as it is overall, a good feasible evaluation of an innovative online
intervention. The rationale for testing iEMDR is very clear but the rationale for combining iEMDR and i-TF-CBT could
be stronger. In the 3 paragraph of the introduction the authors cite evidence that iEMDR is as effective
as TF-CBT and can be delivered in a shorter period of time. So this provides a rationale for testing iEMDR
but the addition of CBT components does not clearly follow as a rationale. rd As I suggested previously the
paper that includes follow-up assessment data is more
Klein
. 2010
et al
relevant to cite than the
(reference number 11) paper that reports only pre- and
Klein
2009
et al. post-assessment data for the same trial. There is one sentence under “Adverse events” in the
“Results”section that doesn’t seem to clearly follow from the previous sentence: “All three improved
between post-treatment and follow-up such that no participants worsened between pre-treatment and
follow-up”. However, the changes made to the “Discussion” section about symptoms worsening has
made the findings on worsening symptoms much clearer. I have read this submission. I believe that I have an appropriate level of expertise to confirm that
it is of an acceptable scientific standard. Page 9 of 11 F1000Research 2013, 2:79 Last updated: 05 MAR 2015 No competing interests were disclosed. Competing Interests: No competing interests were disclosed.
Competing Interests: No competing interests were disclosed. Competing Interests: 11 March 2013
Referee Report No competing interests were disclosed.
Competing Interests: No competing interests were disclosed. Competing Interests: Author Response 24 Mar 2013
, Macquarie University, Australia
Jay Spence , Macquarie University, Australia
Jay Spence , Macquarie University, Australia
Jay Spence Dear Dr Abbott, Thank you for your feedback. We have addressed your suggestions in an updated
manuscript that has recently been uploaded. We would welcome any other edits that you feel are Page 10 of 11 F1000Research 2013, 2:79 Last updated: 05 MAR 2015 required if they are not adequately addressed in the revised publication. Thank you again for your
time in improving this paper. Kind regards, Jay Spence doi:10.5256/f1000research.309.r825 doi:10.5256/f1000research.309.r825 Alyssa Boasso Veterans Affairs Medical Center Boston, Boston, MA, USA Overall, the writing is succinct and clear. The analyses are appropriate given the study design and the
conclusions are justified. There are a few minor areas where further explanation or clarification is needed,
these are detailed below. What is the rationale for combining the two therapies? How is iEMDR expected to add to the
effectiveness of pre-existing iCBT protocols? What is the rationale for combining the two therapies? How is iEMDR expected to add to the
effectiveness of pre-existing iCBT protocols? The section on recruitment does not explain how 23 people qualified, but only 16 were enrolled. In
the iEMDR Intervention subsection, the authors state, “the positive belief” but do not previously
define it. Also, how many people were provided special therapist-guided EMDR? Is there
conjecture about how additional sessions might have affected outcomes? In the discussion section, the authors state “these results compare favourably to a similar study...”
How is the study similar? Clarifying this may help contrast your findings with the following study
which used motor vehicle accident survivors. In the discussion section, the authors state “these results compare favourably to a similar study...”
How is the study similar? Clarifying this may help contrast your findings with the following study
which used motor vehicle accident survivors. The section on worsening symptoms should address whether other similar studies have
encountered the same problem? Also, is there data from the experiment that suggests which
aspect of the therapy may be contributing to this issue? The section on worsening symptoms should address whether other similar studies have
encountered the same problem? Also, is there data from the experiment that suggests which
aspect of the therapy may be contributing to this issue? I have read this submission. I believe that I have an appropriate level of expertise to confirm that
it is of an acceptable scientific standard. No competing interests were disclosed. Competing Interests: Page 11 of 11
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https://openalex.org/W2979819392
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English
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A lattice model for active-passive pedestrian dynamics: a quest for drafting effects
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Mathematical biosciences and engineering
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cc-by
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* Correspondence: Email: thikimthoa.thieu@gssi.it. Abstract: We study the pedestrian escape from an obscure room using a lattice gas model with two
species of particles. One species, called passive, performs a symmetric random walk on the lattice,
whereas the second species, called active, is subject to a drift guiding the particles towards the exit. The drift mimics the awareness of some pedestrians of the geometry of the room and of the location of
the exit. We provide numerical evidence that, in spite of the hard core interaction between particles –
namely, there can be at most one particle of any species per site – adding a fraction of active particles
in the system enhances the evacuation rate of all particles from the room. A similar effect is also
observed when looking at the outgoing particle flux, when the system is in contact with an external
particle reservoir that induces the onset of a steady state. We interpret this phenomenon as a discrete
space counterpart of the drafting effect typically observed in a continuum set–up as the aerodynamic
drag experienced by pelotons of competing cyclists. Keywords: pedestrian dynamics; evacuation; obscure room; simple exclusion dynamics; particle
currents; drafting Emilio N. M. Cirillo1, Matteo Colangeli2, Adrian Muntean3 and T. K. Thoa Thieu4, p
pp
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g
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y
2 Department of Information Engineering, Computer Science and Mathematics, University of
L’Aquila, Italy 3 Department of Mathematics and Computer Science, Karlstad University, Sweden
4 Department of Mathematics, Gran Sasso Science Institute, L’Aquila, Italy 3 Department of Mathematics and Computer Science, Karlstad University, Sweden
4 D
t
t f M th
ti
G
S
S i
I
tit t
L’A
il
It l 3 Department of Mathematics and Computer Science, Karlstad University, Sweden Department of Mathematics and Computer Science, Karlstad University, Sweden
4 Department of Mathematics, Gran Sasso Science Institute, L’Aquila, Italy 4 Department of Mathematics, Gran Sasso Science Institute, L’Aquila, Italy http://www.aimspress.com/journal/MBE http://www.aimspress.com/journal/MBE http://www.diva-portal.org http://www.diva-portal.org This is the published version of a paper published in Mathematical Biosciences and
Engineering. Citation for the original published paper (version of record): Cirillo, E., Colangeli, M., Muntean, A., Thieu, T K. (2020)
A lattice model for active–passive pedestrian dynamics: a quest for drafting effects
Mathematical Biosciences and Engineering, 17(1): 460-477
https://doi.org/10.3934/mbe.2020025 c 2020 the Author(s), licensee AIMS Press. This is an open access article distributed under
the terms of the Creative Commons Attribution License (http://creativecommons.org/
licenses/by/4.0) http://urn.kb.se/resolve?urn=urn:nbn:se:kau:diva-75257 MBE, 17(1): 460–477.
DOI: 10.3934/mbe.2020025
Received: 19 July 2019
Accepted: 10 October 2019
Published: 14 October 2019 1. Introduction This work is part of a larger recent research initiative oriented towards investigating the evacuation
behavior of crowds of pedestrians where the geometry in which the dynamics takes place is partly
unknown and possibly also with limited visibility. Such scenarios are encountered for instance when
catastrophic situations occur in urban environments (e.g., in large office spaces), in tunnels, within
underground spaces and/or in forests in fire. We refer the reader, for instance, to [1–5] and references 461 cited therein, as well as to our previous results; see e.g. [6]. Experimental information in this context
is provided, for instance, in [7] and [8] (also in connection with what is usually referred to as ”faster-
is-slower” effect). In the current framework, our hypothesis is that the crowd under consideration is
always heterogeneous in the sense that some part of the population is well informed about the details
of the geometry of the location and corresponding exits as well as of the optimal escape routes and
consequently adapts its motion strategy, while the rest of the population has a passive attitude and
move without following a precise strategy. This is exactly the standing assumption we have investigated
in [9,10] for a dynamics in smoke scenario. It turns out that in situations where the information can only difficultly be transmitted from pedes-
trian to pedestrian (like when large crowds are present and/or if the geometry of the evacuation is
largely unknown or invisible and/or groups are not able to act rationally), the use of leaders to guide
crowds towards the exists might not always be possible, or it works inefficiently. In such cases, leader-
ship is not essential to speed up evacuation∗. So, what can then be still done to improve evacuations for
such unfavorable conditions, i.e. to decrease the evacuation time of the overall crowd? One of the main
points we want to make here is the following: Even if information cannot be transmitted within the
crowd, simply having a suitable fraction of informed pedestrians speeds up the overall evacuation time. We study the typical time needed by a heterogeneous crowd of pedestrians to escape a dark room. The heterogeneity of the crowd is incorporated in the fact that we consider two pedestrian species, the
active and the passive one, i.e., those who know the location of the exit and those who do not. ∗This is contrary to situations like those described on [17], where leadership is an efficient crowd management mecha-
nism.
Yet, often in pedestrian crowds there are no obvious leaders, such as those present, for instance, in political demon-
strations.
There is contrary evidence concerning the efficiency of the leadership in managing crowds.
For instance, some-
times artists (who could be seen as leaders of crowds) have wrongly been accused of working against safety personnel or po-
lice.
A famous example is that of the band Pearl Jam at the Roskilde Festival in 2001.
A number of people died and re-
sponsibility was placed on the band and their actions.
The inquiry that came later then altered this view.
See some informa-
tion on this matter can be found via https://uproxx.com/music/pearl-jam-roskilde/. Another example dates back to the
1989 Hillsborough Disaster.
Using Hillsborough literature, police accused the crowds in the wake of the tragic event but, al-
most 30 years later, all accusations were dropped and blame was heavily placed on police and organisation.
This article seems
to cover it: https://www.tandfonline.com/doi/full/10.1080/1466097042000235209?casa_token=O7xM8m5HQScAAAAA:
AU8DNl8LPnuSv5a01w0iw3WXEXA2AHDE95M7szy6WAkzoql4v0c2Niv44wQK5WC1eDg_qYbNFJPLLA. Mathematical Biosciences and Engineering 2. The model The room is the square lattice Λ = {1, . . . , L} × {1, . . . , L} ⊂Z2 of side length L, with L an odd
positive integer number, see Figure 1. An element x = (x1, x2) of the room Λ is called site or cell. Two
sites x, y ∈Λ are said nearest neighbor if and only if |x −y| = 1. We conventionally call horizontal the
first coordinate axis and vertical the second one. The words left, right, up, down, top, bottom, above,
below, row, and column will be used accordingly. We call exit a set of wex pairwise adjacent sites, with
wex an odd positive integer smaller than L, of the top row of the room Λ symmetric with respect to its
median column. In other words, the exit is a centered slice of the top row of the room mimicking the
presence of an exit door. The number wex will be called width of the exit. Inside the top part of the
room we define a rectangular interaction zone, namely, the visibility region V, made of the first Lv top
rows of Λ, with the positive integer Lv ≤L called depth of the visibility region. By writing Lv = 0, we
refer to the case in which no visibility region is considered. ✛
L
✲
❄
L
✻
❄
Lv
✻
✛
wex
✲
✛✲
❄
✻
t
✛✲
❄
✻
t
✛✲
❄
✻
t
✛✲
❄
✻
t
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❄
✻
t
✛✲
❄
✻
t
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❄
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t
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t
Figure 1. Schematic representation of our lattice model. Blue and red disks denote passive
and active particles, respectively. The rectangle of sites delimited by the red contour denotes
the exit. Black and red arrows (color online) denote transitions performed with rates 1 and
1 + ε, respectively. Figure 1. Schematic representation of our lattice model. Blue and red disks denote passive
and active particles, respectively. The rectangle of sites delimited by the red contour denotes
the exit. Black and red arrows (color online) denote transitions performed with rates 1 and
1 + ε, respectively. 1. Introduction Using
a lattice–type model, we show that the presence of pedestrians aware of the location of the exit helps
the unaware companions to find the exit of the room even in absence of any information exchange
among them. This effect will be called drafting and it has a twofold interpretation: i) active particles,
quickly moving towards the exit, will leave a wake of empty sites in which the unaware particles can
jump in, so that they are guided to the exit; ii) active pedestrians, in their rational motion towards the
exit, push their passive companions to the exit as well. People belonging to the same group do not
necessarily have to move together or coherently, for they only share the same dynamical rules. In other
words, the motion of one pedestrian is not directly affected by the motion of the pedestrians belonging
to the same group. The sole interaction we consider here is the hard–core repulsion between any pair
of pedestrians, regardless of their group. In this sense the situation we have in mind is different from
the one considered in some experiments, where people in the same social group move coherently and
not independently [7]. We refer the reader to for instance to [11–13] for some level of details on crowd dynamics modelling
and to [14–16] for relevant works regarding the handling of the presence of the obstacles and the way
they affect the pedestrian motion. Mind also that similar situations appear frequently also in soft matter
physics cf. e.g. [18]. Volume 17, Issue 1, 460–477. 462 The reminder of the paper is organized as follows. In Section 2 we define the model. Section 3 is
devoted to the study of the evacuation time. In Section 4 a slightly modified version of the model is
considered, so that a not trivial stationary state is reached. For such a model the stationary exit flux
is thus studied. In Section 5, we summarize our conclusions and give a glimpse of possible further
research. 2. The model What concerns this precise setup, the dynamics is incorporated in the continuous time Markov chain
η(t) on Ωwith rates c(η, η′) defined as follows: Let ε ≥0 be the drift; for any pair x = (x1, x2), y =
(y1, y2) of nearest neighbor sites in Λ we set ϵ(x, y) = 0, excepting the following cases in which we set
ϵ(x, y) = ε: ∈V and y2 = x2 + 1, namely, x and y belong to the visibility region and x is below y; – x, y ∈V and y2 = x2 + 1, namely, x and y belong to the visibility region and x is below – x, y ∈V and y1 = x1 +1 < (L +1)/2, namely, x and y belong to the left part of the visibility region
and x is to the left with respect to y; – x, y ∈V and y1 = x1 −1 > (L + 1)/2, namely, x and y belong to the right part of the visibility
region and x is to the right with respect to y. 2. The model We consider two different species of particles, i.e., active and passive, moving inside Λ (we shall
sometimes use in the notation the symbols A and P to respectively refer to them). Note that the sites of
the external boundary of the room, that is to say the sites x ∈Z2 \ Λ such that there exists y ∈Λ nearest
neighbor of x, cannot be accessed by the particles. The state of the system will be a configuration
η ∈Ω= {−1, 0, 1}Λ and we shall say that the site x is empty if ηx = 0, occupied by an active particle Volume 17, Issue 1, 460–477. Mathematical Biosciences and Engineering 463 if ηx = 1, and occupied by a passive particle if ηx = −1. The number of active (respectively, passive)
particles in the configuration η is given by nA(η) = P
x∈Λ δ1,ηx (resp. nP(η) = P
x∈Λ δ−1,ηx), where δ·,· is
Kronecker’s symbol. Their sum is the total number of particles in the configuration η. The dynamics in the room is modeled via a simple exclusion random walk with the two species of
particles undergoing two different microscopic dynamics: the passive particles perform a symmetric
simple exclusion dynamics on the whole lattice, while the active particles, on the other hand, perform
a symmetric simple exclusion walk outside the visibility region, whereas inside such a region they
experience a drift pushing them towards the exit. In other words, the whole room is obscure for the
passive particles, while, for the active ones, only the region outside the visibility region is obscure. Mathematical Biosciences and Engineering 2. The model he rate c(η, η′) be equal Next, we let the rate c(η, η′) be equal Next, we let the rate c(η, η′) be equal Next, we let the rate c(η, η′) be equal – to 1 if η′ can be obtained by η by replacing with 0 a −1 or a 1 at the exit (particles leave the room); can be obtained by η by replacing with 0 a −1 or a 1 at the exit (particles leave the room); – to 1 if η′ can be obtained by η by replacing with 0 a −1 or a 1 at the exit (particles leave the room);
– to 1 if η′ can be obtained by η by exchanging a −1 with a 0 between two neighboring sites of Λ – to 1 if η′ can be obtained by η by replacing with 0 a −1 or a 1 at the exit (particles leave the room);
– to 1 if η′ can be obtained by η by exchanging a −1 with a 0 between two neighboring sites of Λ
(motion of passive particles inside Λ); – to 1 if η′ can be obtained by η by exchanging a −1 with a 0 between two neighboring sites of Λ
(motion of passive particles inside Λ); – to 1 + ϵ(x, y) if η′ can be obtained by η by exchanging a +1 at site x with a 0 at site y, with x and
y nearest neighbor sites of Λ (motion of active particles inside Λ); – to 1 + ϵ(x, y) if η′ can be obtained by η by exchanging a +1 at site x with a 0 at site y, with x and
y nearest neighbor sites of Λ (motion of active particles inside Λ); g
p
– to 0 in all the other cases. The infinitesimal generator L acts on continuous bounded functions f : Ω→R as L(η) =
X
η′∈Ω
c(η, η′)[ f(η′) −f(η)]. (2.1) (2.1) The probability measure induced by the Markov chain started at η is denoted by Pη and the related
expectation is denoted by Eη. We refer to [19, 20] where similarly–in–spirit models are described
mathematically in a rigorous fashion. The probability measure induced by the Markov chain started at η is denoted by Pη and the related
expectation is denoted by Eη. Mathematical Biosciences and Engineering 2. The model We refer to [19, 20] where similarly–in–spirit models are described
mathematically in a rigorous fashion. The initial number of active (respectively, passive) particles is denoted by NA = nA(ηx(0)) (respec-
tively, NP = nP(ηx(0))). We also let N = NA + NP be the initial total number of particles. For any choice of the initial configuration η(0) in Ω, the process will eventually reach the empty
configuration 0 corresponding to zero particles in the room which is an absorbing point of the chain. As alternative working scenario, we will study the dynamics described above also in the presence
of a solid obstacle hindering the pedestrian flow in the room. The obstacle is made of an array of sites
permanently occupied by fictitious particles. In such a way these sites are never accessible to the actual
interacting particles within our system. The dynamics in both the presence and in the absence of the obstacle is the same and all the param-
eters have the same meaning and take similar values. In other words, we are implicitly assuming that Volume 17, Issue 1, 460–477. 464 Figure 2. Configurations of the model sampled at different times (increasing in lexicographic
order). Parameters: L = 15, wex = 7, Lv = 5, and ε = 0.3. Red pixels represent active parti-
cles, blue pixels denote passive particles, and gray sites are empty. In the initial configuration
(top left panel) there are 70 active and 70 passive particles. Figure 2. Configurations of the model sampled at different times (increasing in lexicographic
order). Parameters: L = 15, wex = 7, Lv = 5, and ε = 0.3. Red pixels represent active parti-
cles, blue pixels denote passive particles, and gray sites are empty. In the initial configuration
(top left panel) there are 70 active and 70 passive particles. Figure 3. As in Figure 2, the obstacle is a centered 5 × 5 square. This fixed obstacle is
depicted with white pixels. Figure 3. As in Figure 2, the obstacle is a centered 5 × 5 square. This fixed obstacle is
depicted with white pixels. Volume 17, Issue 1, 460–477. Mathematical Biosciences and Engineering 465 the presence of the obstacle does not affect the pedestrian behavior: the obstacle is simply a barrier that
must be avoided by the walking pedestrian. 2. The model Although, in principle, there is no restriction on the choice of the obstacle geometry, in this frame-
work we always consider centered squared obstacles. A thorough investigation of the effect of the
choice of obstacle geometry on the evacuation time for mixed pedestrian populations moving thorough
partially obscure rooms deserves special attention and will be done in a forthcoming work. We simulate this process using the following scheme: at time t we extract an exponential random
time τ with parameter the total rate P
ζ∈Ωc(η(t), ζ) and set the time equal to t + τ. We then select a
configuration using the probability distribution c(η(t), η)/ P
ζ∈Ωc(η(t), ζ) and set η(t + τ) = η. As we have already pointed out in Section 1, the main goal of the paper is to detect drafting in
pedestrian flows, namely, identify situations when the evacuation of passive particles is favored by the
presence of the active ones, even if no leadership or other kind of information exchange is allowed. We expect that this phenomenon will be effective, provided the active particles will spend a sufficiently
long time in the room. This seems to help efficiently passive particles to escape. This effect is illustrated
in the Figures 2 and 3, where we show the configuration of the system at different times both in the
absence, and respectively, in the presence of an obstacle. Indeed, the sequences of configurations show
that, though the evacuation of active particles is faster than that of the passive ones, even at late times
the fraction of active particles is still reasonably high. 3. The evacuation time Consider the dynamics defined in Section 2, given a configuration η ∈Ω. We let τη be the first
hitting time to the empty configuration, i.e. τη = inf{t > 0 : η(t) = 0},
(3.1) (3.1) for the chain started at η. Given a configuration η ∈Ω, we define the evacuation time starting from η
as for the chain started at η. Given a configuration η ∈Ω, we define the evacuation time starting from η
as as Tη = Eη[τη] . (3.2) (3.2) Tη = Eη[τη] . We have defined the evacuation time as the time needed to evacuate all the particles initially in the
system, that is to say the evacuation time is the time at which the last particle leaves the room. In this
section as well as in the next one, we study numerically the evacuation time for a fixed initial random
condition and then produce various realizations of the process for specific values of the initial drift ε
and of the visibility depth Lv. To this end, we consider two geometrically different situations: (i) the
empty roomand (ii) the room with a squared obstacle positioned at the center. Mathematical Biosciences and Engineering 3.1. The empty room case We consider the system defined in Section 2 for L = 15 (side length of the room), wex = 7 (exit
width), NP = 70 (initial number of passive particles) NA = 0, 70 (initial number of active particles)
Lv = 2, 5, 7, 15 (visibility depth), and ε = 0.1, 0.3, 0.5 (drift). More details are provided in the figure
captions. All the simulations are done starting the system from the same initial configuration chosen once
for all by distributing the particle at random with uniform probability. More precisely, two initial Volume 17, Issue 1, 460–477. 466 (a)
(b)
Figure 4. Two initial configurations for the lattice gas dynamics. Blue and red pixels rep-
resent, respectively, passive and active particles. The thick dashed line surrounding a large
fraction of the grid denotes the presence of reflecting boundary conditions. The exit door is
located in presence of the missing segment of dashed line. In (a) only NP passive particles
are present. In (b), the passive particles occupy the same initial positions as in (a), and NA
active particles are also included (we fix NA = NP). We shall compare the evacuation time
relative to the two configurations in (a) and (b). (a) (b) (b) (a) Figure 4. Two initial configurations for the lattice gas dynamics. Blue and red pixels rep-
resent, respectively, passive and active particles. The thick dashed line surrounding a large
fraction of the grid denotes the presence of reflecting boundary conditions. The exit door is
located in presence of the missing segment of dashed line. In (a) only NP passive particles
are present. In (b), the passive particles occupy the same initial positions as in (a), and NA
active particles are also included (we fix NA = NP). We shall compare the evacuation time
relative to the two configurations in (a) and (b). configurations are considered, one for the case NP = 70 and NA = 0 and one for the case NP = 70 and
NA = 70, chosen in such a way that in the two cases the initial positions of the passive particle is the
same, see Figure 4 for a schematic illustration. We then compute the time needed to evacuate all the particles initially in the systems and, by aver-
aging over 105 different realizations of the process, we compute a numerical estimate of the evacuation
time (3.2) for the chosen initial condition. Mathematical Biosciences and Engineering 3.1. The empty room case 620
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(solid disks) and NA = NP = 70 (open symbols). Left panel: Lv = 2 (open triangles), Lv = 5
(open circles), Lv = 7 (open pentagons), Lv = 15 (open squares). Right panel: ε = 0.1 (open
triangles), ε = 0.3 (open circles), ε = 0.5 (open squares). dynamics of the passive particles does not depend on ε. We observe that the small fluctuations visible
in the data represented by solid disks Figure 5 come from considering averages over a finite number of
different realizations of the process (all starting from the given initial configuration). Since the number particles in the initial configuration in the experiments with the presence of active
particles is double with respect to that considered in the case of only passive particles, one would
expect a larger evacuation time. This is indeed the case for a small visibility depth, i.e. for Lv = 2. In
such a case, it is worth noting that the evacuation time decreases when the drift is increased as it is in
fact reasonable since a larger drift favors the fast evacuation of active particles, but it remains larger
than the evacuation time in absence of active particles for all the values of ε that we considered. On the
other hand, for larger values of the visibility depth, as long as the drift is large enough, the evacuation
time in the presence of active particles becomes smaller than the one measured in the presence of only
passive particles. This effect is rather surprising. It can interpreted by saying that the presence of active particles,
which have some information about the location of the exit, helps passive particles to evacuate the
room even if no information exchange is allowed, and, mostly, even in presence of the exclusion con-
straint of the lattice gas dynamics. Indeed, passive particles continue their blind symmetric dynamics,
nevertheless their evacuation time is reduced. 3.1. The empty room case Results are reported in Figure 5. The main result of our investigation is the following: the evacuation time Tη corresponding to the
initial configuration with active particles (see the illustration (b) in Figure 4) is less than that corre-
sponding to the initial configuration with sole passive particles (see the illustration (a) in Figure 4). This result is non–trivial since our lattice dynamics is based on a hard core exclusion principle [20] –
the motion of particles towards the exit is hindered by the presence of nearby particles. In the context
of this work, we refer to this phenomenon as drafting, marking this way the analogy with the drafting
or aerodynamic drag effect encountered by pelotons of cyclists racing towards the goal; we refer the
reader, for instance, to [21, 22] and references cited therein, for wind tunnel and computational evi-
dence on drafting. It is crucial to note that the presence of active particles is essential for the onset
of this phenomenon: if all active particles in the configuration (b) in Figure 4 (represented by the red
pixels) were replaced by passive ones (blue pixels), the evacuation time would clearly become larger
than with the configuration (a). This is essentially due to the exclusion constraint of the lattice gas
dynamics. In the left panel in Figure 5, the dependence of the evacuation time on the drift ε is shown. Open
symbols refer to the evacuation time for NP = 70 and NA = 70; for each value of ϵ we repeat the
measure of the evacuation time also for a system in which only passive particles are present. We then
obtain the sequence of solid disks reported in the figure which is approximatively constant, since the Volume 17, Issue 1, 460–477. 467 620
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Figure 5. Evacuation time in an empty room for L = 15, wex = 7, NA = 0 and NP = 70
(solid disks) and NA = NP = 70 (open symbols). Left panel: Lv = 2 (open triangles), Lv = 5
(open circles), Lv = 7 (open pentagons), Lv = 15 (open squares). Right panel: ε = 0.1 (open
triangles), ε = 0.3 (open circles), ε = 0.5 (open squares). Mathematical Biosciences and Engineering 3.1. The empty room case sole passive particles though the total number of particles to be evacuated is doubled. As before we
interpret these data as an evidence of the presence of the drafting effect. Remarkably, for sufficiently large drift ε, the evacuation time is not monotonic with respect to the
visibility depth. In other words, there is an optimal value of Lv which minimizes the evacuation time. The fact that for Lv too large, i.e., comparable with the side length of the room, the evacuation time
increases with Lv can be explained remarking that if active particles exit the system too quickly then
passive particles, left alone in the room, evacuate it with their standard time. Hence, the drafting effect
is visible as long as the parameters ε and Lv make the motion of the active particles towards the exit
enough faster than that of passive particles, but not too fast. Indeed, if the active particles move too
slowly, they behave as passive ones: this would make the evacuation time larger, due to the standard
exclusion constraint of our lattice gas dynamics. On the other hand, if the active particles move too
fast, passive particles remain soon alone on the lattice, therefore the evacuation time relative to the
configuration of type (b) in Figure 4 reduces to that relative to the configuration of type (a). Before concluding this Section, we shall also highlight the effect of varying the relative amount
of active and passive particles in the initial configuration. In Figure 6 we also present the average
evacuation times for the cases with NP = 70, NA = 35 and NP = 140, NA = 0, for two different values
of Lv. One readily notices that when the number of passive particles is doubled (case NP = 140 and
NA = 0) the evacuation time increases and it obviously results to be independent of ε and Lv. For
small visibility depth (Lv = 2 in the left panel in Figure 6) the evacuation time for the case NA = 35
and NP = 70 is smaller than the one mesured in the case NA = 70 and NP = 70 for any ε and shows
a monotonic decrease. 3.1. The empty room case The sole interaction among passive and active particles
is the exclusion rules, hence one possible interpretation of this effect is that active particles, while
walking toward the exit, leave behind a sort of empty sites wake. Passive particles, on the other hand,
can benefit of such an empty path and be thus blindly driven towards the exit. A different interpretation
is that passive particles, due to the exclusion rule, are pushed by active particles towards the exit. In the right panel of Figure 5, for the same choices of parameters and initial conditions, we show
the evacuation time as a function of the visibility depth Lv for several values of the drift ε. Data can
be discussed similarly as we did for those plotted in the left panel of the same figure: for small drift,
and for any choice of the visibility length, the evacuation time in presence of active particles is larger
than the one measured with sole passive particles. But, if the drift is increased, for a sufficiently large
visibility depth, the evacuation time in presence of active particles becomes smaller than the one for Volume 17, Issue 1, 460–477. 468 640
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Figure 6. Evacuation time in an empty room for L = 15, wex = 7, NA = 0 and NP = 70
(solid disks), NA = 35 and NP = 70 (open triangles), NA = 70 and NP = 70 (open circles)
and NA = 0 and NP = 140 (open squares). Left panel: Lv = 2. Right panel: Lv = 7. 620
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ε Figure 6. Evacuation time in an empty room for L = 15, wex = 7, NA = 0 and NP = 70
(solid disks), NA = 35 and NP = 70 (open triangles), NA = 70 and NP = 70 (open circles)
and NA = 0 and NP = 140 (open squares). Left panel: Lv = 2. Right panel: Lv = 7. Mathematical Biosciences and Engineering 3.2. The room with an obstacle Simulations similar with those described in Section 3.1 have been run in presence of a centered
square obstacle made of 5 × 5 sites of the room not accessible by both active and passive particles. As
before, we have computed the evacuation time in such a case and results are reported in Figure 7. Simulations similar with those described in Section 3.1 have been run in presence of a centered
square obstacle made of 5 × 5 sites of the room not accessible by both active and passive particles. As
before, we have computed the evacuation time in such a case and results are reported in Figure 7. It is immediate to remark that plots in Figure 7 are very similar to those shown in Figure 5. Our
interpretation of the results is then the same. We just mention that the vertical scale is slightly different
and we notice that, in presence of an obstacle, the drafting effect is slightly increased. The fact that
the presence of an obstacle with suitable geometry can favor the evacuation of a room is a fact already
established in the literature, see, e.g., [6,14–16] and references therein. 3.1. The empty room case Evacuation time in a room with a 5 × 5 squared centered obstacle for L = 15,
wex = 7, NA = 0 and NP = 70 (solid disks) and NA = NP = 70 (open symbols). Left
panel: Lv = 2 (open triangles), Lv = 5 (open circles), Lv = 7 (open pentagons), Lv = 15
(open squares). Right panel: ε = 0.1 (open triangles), ε = 0.3 (open circles), ε = 0.5 (open
squares). Mathematical Biosciences and Engineering 3.1. The empty room case The results are more interesting for larger visibility depth (Lv = 7 in the right
panel in Figure 6): if the drift ε is large enough, namely, larger than about 0.2, the total evacuation time
in presence of active particles becomes smaller than the one measured for sole passive particles both
for the case NA = 35 and NP = 70 and NA = 70 and NP = 70, that is to say, in both cases the drafting
effect shows up. More interestingly, the evacuation time is smaller in the case in which more active
particles are present (open circles in the picture): this is a sort of signature of the drafting effect. Volume 17, Issue 1, 460–477. 469 680
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Figure 7. Evacuation time in a room with a 5 × 5 squared centered obstacle for L = 15,
wex = 7, NA = 0 and NP = 70 (solid disks) and NA = NP = 70 (open symbols). Left
panel: Lv = 2 (open triangles), Lv = 5 (open circles), Lv = 7 (open pentagons), Lv = 15
(open squares). Right panel: ε = 0.1 (open triangles), ε = 0.3 (open circles), ε = 0.5 (open
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Lv Figure 7. Evacuation time in a room with a 5 × 5 squared centered obstacle for L = 15,
wex = 7, NA = 0 and NP = 70 (solid disks) and NA = NP = 70 (open symbols). Left
panel: Lv = 2 (open triangles), Lv = 5 (open circles), Lv = 7 (open pentagons), Lv = 15
(open squares). Right panel: ε = 0.1 (open triangles), ε = 0.3 (open circles), ε = 0.5 (open
squares). ure 7. Evacuation time in a room with a 5 × 5 squared centered obstacle for L = 15 Figure 7. 4.1. The empty room case We consider the system defined in Section 4 for L = 15 (side length of the room), wex = 7 (exit
width), NP = 70 (number of passive particles) NA = 0, 70 (number of active particles) Lv = 2, 5, 7, 15
(visibility depth), and ε = 0.1, 0.3, 0.5 (drift). More details on the selected parameters regimes are
provided in the figure captions. As in Section 3.1, all the simulations share the same initial configuration obtained by distributing the
particle at random with a uniform probability. More precisely, two initial configurations are considered,
one for the case NP = 70 and NA = 0 and one for the case NP = 70 and NA = 70, chosen in such a way
that in the two cases the initial positions of the passive particle is the same, see Figure 4. We then let the system evolve and compute the ratio of the number of particles jumping from the
exit to the reservoir to time. We consider, in particular, the flux of passive particles, in absence and
in presence of the active ones. This observable fluctuates until it approaches a roughly constant value
after about k = 6.36 × 107 MC steps (corresponding, approximately, to time 328342) is reached. Our
results are reported in Figure 8. We show the dependence of the stationary flux of passive particles on the drift ε in the left panel
of Figure 8. Open symbols refer to the flux for NP = 70 and NA = 70; for each value of ϵ we repeat
the measure of the flux time also for a system in which only passive particles are present. We then
obtain the sequence of solid disks reported in the figure which is approximatively constant, since the
dynamics of the passive particles does not depend on ε. In the right panel of Figure 8, for the same choices of parameters and initial conditions, we show
the stationary flux as a function of the visibility depth Lv for several values of the drift ε. Both figures exhibit firstly an increase of the flux in presence of active particles at zero drift or
zero visibility depth with respect to the case in which only passive particles are present (filled disks
in Figure 8. 4. The stationary flux 470 following modification: following modification: – if η′ can be obtained by η by adding a +1 at an empty site x then c(η, η′) = [NA −nA(η)]/(L2 −
( )
( )) (
i
i
i l f
h
i
i
i
h
) – if η′ can be obtained by η by adding a +1 at an empty site x then c(η, η′) = [NA −nA(η)]/(L2 −
nA(η) −nP(η)) (moving an active particle from the reservoir to an empty site in the room); – if η′ can be obtained by η by adding a +1 at an empty site x then c(η, η′) = [NA −nA(η)]/(L2 −
nA(η) −nP(η)) (moving an active particle from the reservoir to an empty site in the room); nA(η) −nP(η)) (moving an active particle from the reservoir to an empty site in the nA(η)
nP(η)) (moving an active particle from the reservoir to an empty site in the room);
– if η′ can be obtained by η by adding a −1 at an empty site x then c(η, η′) = [NP −nP(η)]/(L2 −
nA(η) −nP(η)) (moving a passive particle from the reservoir to an empty site in the room). – if η′ can be obtained by η by adding a −1 at an empty site x then c(η, η′) = [NP −nP – if η′ can be obtained by η by adding a −1 at an empty site x then c(η, η′) = [NP −nP(η)]/(L2 −
nA(η) −nP(η)) (moving a passive particle from the reservoir to an empty site in the room). At time t, the quantities NA −nA(η(t)) and NP −nP(η(t)) represent the number of active, and re-
spectively, passive particles in the reservoir at time t, whereas L2 −nA(η(t)) −nP(η(t)) is the number of
empty sites of the room at time t. With these changes in the definition of the rate, the total number of particles in the system (consid-
ering the room and the reservoir) is conserved. The number of particles in the room, on the other hand,
will fluctuate due to the fact that particles can accumulate in the reservoir. 4. The stationary flux In the study of this dynamics, the main quantity of interest is the stationary outgoing flux or current
which is the value approached in the infinite time limit by the ratio between the total number of particle
that in the interval (0, t) jumped from the exit to the reservoir and the time t. Mathematical Biosciences and Engineering 4. The stationary flux To detect non–trivial behaviors as time elapses beyond a characteristic walking timescale, we con-
sider now a modified version of the model proposed in Section 2. Essentially, the current situation is
as follows: Particles exiting the system are introduced back in one site, randomly chosen among the
empty sites of the room so that the total number of active and passive particles is approximatively kept
constant during the evolution. This way, the system reaches a final stationary state and in such a state
we shall measure the flux of exiting active and passive particles. The main idea is to add a reservoir in which particles exiting the room are collected. Particles in
the reservoir are then introduced inside Λ with rates depending on the number of particles in such a
reservoir and on the number of empty sites in the room. More precisely, recall the definition of the number of active and passive particles nA(η) and nP(η) in
the configuration η and fix two non–negative integer numbers NA and NP. Consider the Markov process
defined in Section 2 with an initial configuration with total number of active and passive particles
respectively equal to NA and NP and rates c(η, η′), for η, η′ ∈Ω, defined as in Section 2 with the Volume 17, Issue 1, 460–477. 4.1. The empty room case This situation can be understood by considering that, despite the exclusion constraint of
the lattice gas dynamics, doubling the number of particles can justify the increase of the flux at zero
drift, if no complete clogging is reached. It is instructive to follow the sequence of empty symbols in
Figure 8 for increasing values of ε or Lv. Note that an increase of the drift yields a monotonic increase Volume 17, Issue 1, 460–477. 471 0.5
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Figure 8. Stationary flux of passive particles in an empty room for L = 15, wex = 7, NA = 0
and NP = 70 (solid disks) and NA = NP = 70 (open symbols). Left panel: Lv = 2 (open
triangles), Lv = 5 (open circles), Lv = 7 (open pentagons), Lv = 15 (open squares). Right
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Lv Figure 8. Stationary flux of passive particles in an empty room for L = 15, wex = 7, NA = 0
and NP = 70 (solid disks) and NA = NP = 70 (open symbols). Left panel: Lv = 2 (open
triangles), Lv = 5 (open circles), Lv = 7 (open pentagons), Lv = 15 (open squares). Right
panel: ε = 0.1 (open triangles), ε = 0.3 (open circles), ε = 0.5 (open squares). of the stationary flux as long as the visibility depth is not too large. In fact, the monotonic increase of
the flux is not observed with Lv = 15 (see the open squares in the left panel). This means that in the
presence of such a large visibility depth the evacuation of the passive particles can be hindered by the
presence of active particles if the drift is not large enough. Mathematical Biosciences and Engineering 4.1. The empty room case A quite interesting and a priori unexpected fact is the non–monotonicity of the stationary flux with
respect to the visibility depth: this can be seen by looking at the different curves in the left panel and it
is also put in evidence in the plots of the right panel. It is also worth looking at the behavior of the transient fluxes as functions of time in the same
evacuation set-up discussed earlier in Section 3, in which no external particle reservoir is included. To this aim, for a given initial condition, we averaged the flux of passive particles over 103 different
realizations of the process. Coherently with the behavior observed for the stationary fluxes in Figure
8, we notice once more that the presence of active particle enhances the outgoing flux of passive
particles, for all the considered values of ε and Lv, this being again a trace of the underlying drafting
phenomenon. To get a deeper insight in this interesting effect, we show in Figure 10 the stationary occupation
number profile. To obtain these results, we have run the dynamics for a sufficiently long time (order
of 6.36 × 107 MC steps) so that the system reaches the stationary state. Starting offfrom that time, we
have averaged the occupation number |ηx(t)| over time at each site of the room. The resulting function
takes values between zero and one; see Figure 10 for an illustration. The plots indicate that for large drift and large visibility depth that clogging along the median ver-
tical line can take place. the occurrence of such clogging situations partly explain the not–monotonic
behavior of the stationary flux with varying the visibility depth. The emergence of the central clogging is related to the large value of the drift pointing towards the
central direction. This phenomenon reminds the faster–is–slower behavior already pointed out in the
literature [23,24], even if in this case the origin of the phenomenon can be traced back to the intensity
of the drift rather than to the pedestrian speed. Volume 17, Issue 1, 460–477. 4.1. The empty room case 472 0
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and NP = 70 (solid disks) and NA = NP = 70 (open symbols). In the various panels, shown
are the cases with ε = 0.1 (empty triangles), ε = 0.3 (empty circles) and ε = 0.5 (empty
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time time time Figure 9. Transient flux of passive particles in an empty room for L = 15, wex = 7, NA = 0
and NP = 70 (solid disks) and NA = NP = 70 (open symbols). In the various panels, shown
are the cases with ε = 0.1 (empty triangles), ε = 0.3 (empty circles) and ε = 0.5 (empty
squares). Different values of Lv are considered: Lv = 2 (top left panel), Lv = 5 (top right
panel), Lv = 7 (bottom left panel), and Lv = 15 (bottom right panel). 4.2. The room with an obstacle Simulations similar with those described in Section 4.1 have been run in presence of a centered
square obstacle made of 5 × 5 sites of the room not accessible by both active and passive particles. As
before, we have computed the stationary flux and our results are reported in Figure 11. The results plotted in Figures 11 and 12 are very similar to those shown in Figure 8 and 10. Our
interpretation of the results is essentially the same. Mind though that, in order to reach the stationary
state, we had to run the dynamics for a larger time than in the case of the empty room model (i.e., of
order of 9.0×107 MC steps). Also from the point of view of the computed stationary flux measures, our
results suggest that the presence of the obstacle slightly favors the exit of particles from the room. This
was noted in Section 3.2 in connection with the evacuation time measurements; see also [6,14–16]. Comparing Figures 8 and 11 one realizes that the dependence of the stationary flux on the drift
and on the visibility depth is milder. This fact can be explained remarking that the phenomenon of
accumulation of particles along the median vertical line of the room discussed in Section 4.1 is less
evident. Again, the obstacle seems to be keeping particles far apart so that clogging is reduced. Mathematical Biosciences and Engineering Mathematical Biosciences and Engineering 5. Conclusions We studied the problem of the evacuation of a crowd of pedestrians from an obscure region. We
start from the assumption that the crowd is made of both active and passive pedestrians. The hazardous
motion of pedestrians due to lack of light and, possibly, combined also to a high level of stress is Volume 17, Issue 1, 460–477. 473 Figure 10. Occupation number profile at stationarity for L = 15, wex = 7, xex = 5, NA =
NP = 70, ε = 0.1, 0.3, 0.5 (from the top to the bottom), Lv = 2, 5, 7, 15 (from the left to the
right). Figure 10. Occupation number profile at stationarity for L = 15, wex = 7, xex = 5, NA =
NP = 70, ε = 0.1, 0.3, 0.5 (from the top to the bottom), Lv = 2, 5, 7, 15 (from the left to the
right). 0.5
0.6
0.7
0.8
0.9
1
0
0.2
0.4
0.6
0.8
1
outgoing flux
ε
0.5
0.55
0.6
0.65
0.7
0.75
0.8
0.85
2
4
6
8
10
12
14
outgoing flux
Lv
Figure 11. Stationary flux in a room with a 5 × 5 squared centered obstacle for L = 15,
wex = 7, NA = 0 and NP = 70 (solid disks) and NA = NP = 70 (open symbols). Left
panel: Lv = 2 (open triangles), Lv = 5 (open circles), Lv = 7 (open pentagons), Lv = 15
(open squares). Right panel: ε = 0.1 (open triangles), ε = 0.3 (open circles), ε = 0.5 (open
squares). 0.5
0.6
0.7
0.8
0.9
1
0
0.2
0.4
0.6
0.8
1
outgoing flux
ε 0.5
0.55
0.6
0.65
0.7
0.75
0.8
0.85
2
4
6
8
10
12
14
outgoing flux
Lv Figure 11. Stationary flux in a room with a 5 × 5 squared centered obstacle for L = 15,
wex = 7, NA = 0 and NP = 70 (solid disks) and NA = NP = 70 (open symbols). Left
panel: Lv = 2 (open triangles), Lv = 5 (open circles), Lv = 7 (open pentagons), Lv = 15
(open squares). Right panel: ε = 0.1 (open triangles), ε = 0.3 (open circles), ε = 0.5 (open
squares). Volume 17, Issue 1, 460–477. Mathematical Biosciences and Engineering 474 Figure 12. Mathematical Biosciences and Engineering 5. Conclusions Occupation number profile at stationarity in presence of a 5 × 5 centered obstacle
for L = 15, wex = 7, xex = 5, NA = NP = 70, ε = 0.1, 0.3, 0.5 (from the top to the bottom),
Lv = 2, 5, 7, 15 (from the left to the right). Figure 12. Occupation number profile at stationarity in presence of a 5 × 5 centered obstacle
for L = 15, wex = 7, xex = 5, NA = NP = 70, ε = 0.1, 0.3, 0.5 (from the top to the bottom),
Lv = 2, 5, 7, 15 (from the left to the right). Volume 17, Issue 1, 460–477. Mathematical Biosciences and Engineering Mathematical Biosciences and Engineering 475 modeled via a simple random walk with exclusion. The active (smart, informed, aware, ...) pedestrians,
which are aware of the location of the exit, are supposed to be subject to a given drift towards the exit,
while the passive (unaware, uninformed) pedestrians are performing a random walk within the walking
geometry and eventually evacuate if they accidentally find the exit. The particle system is strongly
interacting via the site exclusion principle – each site can be occupied by only a single particle. The main observable is the evacuation time as a function of the parameters caracterizing the mo-
tion of the aware pedestrians. We have found that the presence of the active pedestrians favors the
evacuation of the passive ones. This is rather surprising since we explicitly do not allow for any com-
munication among the pedestrians. This seems to be due to some sort of drafting effect. A drag seems
to arise due to the empty spaces left behind by the active pedestrians moving towards the exit and
naturally filled by the completely random moving unaware pedestrians. We have also remarked that too smart active pedestrians can limit the drafting effect: indeed, if they
exit the room too quickly the unaware pedestrian do not have the time to take profit of the wakes of
empty side that they left during their motion towards the exit. A promising research line concerns the investigation of evacuation times when different species of
particles are assumed to choose among different exit doors. Such topic is relevant not only for urban
situations but also for tunnel fires or for forrest fires expanding towards the neighborhood of inhabited
regions. 5. Conclusions The main open question in this context is the model validation. A suitable experiment design is
needed to make any progress in this sense. This will be our target in forthcoming work. With regards to the building up of the aerodynamic drag, it would also be interesting to verify
the onset of the drafting phenomenon in lattice gas models in the presence of non–standard transport
regimes leading to uphill diffusion of particles; see [25] (and references cited therein) for the study of
such transport mechanisms. Acknowledgments ENMC and MC thank FFABR 2017 for financial support. We thank our collaborators Omar
Richardson (Karlstad, Sweden) and Errico Presutti (Gran Sasso Science Institute, Italy) for very useful
discussions on this and related topics, and Finn Nilson (Karlstad) for providing us with infos about the
2001 Roskilde Festival incident and the 1989 Hillsborough Disaster, mentioned in the footnote of p. 2. Conflict of interest There is no conflicts of interest. Mathematical Biosciences and Engineering 1. G. Albi, M. Bongini, E. Cristiani, et al., Invisible control of self–organizing agents leaving un-
known environments, SIAM J. Appl. Math., 76 (2016), 1683–1710. References 1. G. Albi, M. Bongini, E. Cristiani, et al., Invisible control of self–organizing agents leaving un-
known environments, SIAM J. Appl. Math., 76 (2016), 1683–1710. 2. K. Fridolf, E. Ronchi, D. Nilsson, et al., Movement speed and exit choice in smoke-filled rail
tunnels, Fire Safety J., 59 (2013), 8–21. Volume 17, Issue 1, 460–477. Mathematical Biosciences and Engineering 476 3. F. M¨uller, O. Wohak and A. Schadschneider, Study of influence of groups on evacuation dynamics
using a cellular automaton model, Transport. Res. Procedia, 2 (2014), 168–176. 4. J.–H. Wang and J.–H. Sun. Principal aspects regarding to the emergency evacuation of large–scale
crowds: A brief review of literatures until 2010, Procedia Eng., 71 (2014), 1–6. 5. S. Xue, B. Jia, R. Jiang, et al., Pedestrian evacuation in view and hearing limited condition: The
impact of communication and memory, Phys. Lett. A, 380 (2016), 3029–3035. 6. A. Ciallella, E. N. M. Cirillo, P. Curseu, et al., Free to move or trapped in your group: Mathematical
modeling of information overload and coordination in crowded populations, Math. Mod. Meth. Appl. Sci., 28 (2018), 1831–1856. 7. C. von Kr¨uchten and A. Schadschneider, Empirical study on social groups in pedestrian evacuation
dynamics, Physica A, 475 (2017), 129–141. 8. H. Oh and J. Park, Main factor causing “faster-is-slower” phenomenon during evacuation: rodent
experiment and simulation, Sci. Rep., 7 (2017), 13724. 9. M. Colangeli, A. Muntean, O. Richardson, et al., Modelling interactions between active and pas-
sive agents moving through heterogeneous environments, in G. Libelli, N. Bellomo (Eds), Crowd
Dynamics, vol. 1: Theory, Models and Safety Problems (pp. 211– 254). Modeling and Simulation
in Science, Engineering and Technology, Boston, Birkh¨auser, 2019. 10. O. Richardson, A. Jalba and A. Muntean, The effect of environment knowledge in evacuation sce-
narios involving fire and smoke – a multiscale modelling and simulation approach, Fire Technol.,
55 (2019), 415–436. 11. J. P. Agnelli, F. Colasuonno and D. Knopoff, A kinetic theory approach to the dynamics of crowd
evacuation from bounded domains, Math. Mod. Meth. Appl. S., 25 (2015), 109–129. 12. N. Bellomo, D. Clarke, L. Gibelli, et al., Human behaviours in evacuation crowd dynamics: From
modelling to “big data” toward crisis management, Phys. Life Rev., 18 (2016), 1–21. 13. E. Cristiani, B. Piccoli and A. Tosin, Multiscale Modeling of Pedestrian Dynamics, Series in
Modeling, Simulation and Applications, vol. 12, Springer, 2014. 14. A. Ciallella and E. N. M. Mathematical Biosciences and Engineering Volume 17, Issue 1, 460–477. 20. H. Spohn, Large Scale Dynamics of Interacting Particles, Springer-Verlag Berlin Heidelberg,
1991. References Cirillo, Linear Boltzmann dynamics in a strip with large reflective ob-
stacles: stationary state and residence time, Kinetic Relat. Mod., 11 (2018), 1475–1501. 15. E. N. M. Cirillo, O. Krehel, A. Muntean, et al., Lattice model of reduced jamming by a barrier,
Phys. Rev. E, 94 (2016), 042115. 16. E. Cristiani and D. Peri. Handling obstacles in pedestrian simulations: Models and optimization,
Appl. Math. Model., 45 (2017), 285–302. 17. I. D. Couzin, J. Krause, N. R. Franks, et al., Effective leadership and decision–making in animal
groups on the move. Nature, 433 (2005), 513–516. 18. D. Andreucci, D. Bellaveglia, E. N. M. Cirillo, et al., Monte Carlo study of gating and selection in
potassium channels. Phys. Rev. E, 84 (2011), 021920. 19. G. A. Pavliotis, Stochastic Processes and Applications: Diffusion Processes, the Fokker-Planck
and Langevin Equations. Texts in Applied Mathematics, vol. 60, Springer Verlag, Berlin, 2014. Volume 17, Issue 1, 460–477. Mathematical Biosciences and Engineering 477 20. H. Spohn, Large Scale Dynamics of Interacting Particles, Springer-Verlag Berlin Heidelberg,
1991. 21. B. Blocken, T. van Druenen, Y. Toparlar, et al., Aerodynamic drag in cycling pelotons: new in-
sights by CFD simulation and wind tunnel testing, J. Wind Eng. Ind. Aerod., 179 (2018), 319–337. 22. B. Blocken, Y. Toparlar, T. van Druenen, et al., Aerodynamic drag in cycling team time trials, J. Wind Eng. Ind. Aerod., 182 (2018), 128–145. 23. D. Helbing, I. Farkas and T. Vicsek, Simulating dynamical features of escape panic, Nature, 407
(2000), 487–490. 24. A. Kirchner and A. Schadschneider, Simulation of evacuation processes using a bionics–inspired
cellular automaton model for pedestrian dynamics, Physica A, 312 (2002), 260–276. 25. M. Colangeli, A. De Masi and E. Presutti, Microscopic models for uphill diffusion, J. Phys. A:
Math. Theor., 50 (2017), 435002. c⃝2020
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Targeting cytoskeletal phosphorylation in cancer
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Exploration of targeted anti-tumor therapy
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Keywords Cytoskeleton, phosphorylation, cancer, actin, tubulin, vimentin, myosin Clara Llorente-González , Marta González-Rodríƴguez, Miguel Vicente-Manzanares* Molecular Mechanisms Program, Centro de Investigación del Cáncer and Instituto de Biologíƴa Molecular y Celular del Cáncer,
Consejo Superior de Investigaciones Cientíƴficas (CSIC)-University of Salamanca, 37007 Salamanca, Spain Molecular Mechanisms Program, Centro de Investigación del Cáncer and Instituto de Biologíƴa Molecular y Ce
Consejo Superior de Investigaciones Cientíƴficas (CSIC)-University of Salamanca, 37007 Salamanca, Spain *Correspondence: Miguel Vicente-Manzanares, Molecular Mechanisms Program, Centro de Investigación del Cáncer and
Instituto de Biologíƴa Molecular y Celular del Cáncer, Consejo Superior de Investigaciones Cientíƴficas (CSIC)-University of
Salamanca, 37007 Salamanca, Spain. miguel.vicente@csic.es Academic Editor: Jianxun Ding, Changchun Institute of Applied Chemistry, Chinese Academy of Sciences, China
Received: February 26, 2021 Accepted: June 01, 2021 Published: June 28, 2021 Cite this article: Llorente-González C, González-Rodríƴguez M, Vicente-Manzanares M. Targeting cytoskeletal phosphorylation
in cancer. Explor Target Antitumor Ther. 2021;2:292-308. https://doi.org/10.37349/etat.2021.00047 Abstract Phosphorylation of cytoskeletal proteins regulates the dynamics of polymerization, stability, and disassembly
of the different types of cytoskeletal polymers. These control the ability of cells to migrate and divide. Mutations
and alterations of the expression levels of multiple protein kinases are hallmarks of most forms of cancer. Thus, altered phosphorylation of cytoskeletal proteins is observed in most cancer cells. These alterations
potentially control the ability of cancer cells to divide, invade and form distal metastasis. This review
highlights the emergent role of phosphorylation in the control of the function of the different cytoskeletal
polymers in cancer cells. It also addresses the potential effect of targeted inhibitors in the normalization of
cytoskeletal function. Exploration of Targeted Anti-tumor Therapy Exploration of Targeted Anti-tumor Therapy © The Author(s) 2021. This is an Open Access article licensed under a Creative Commons Attribution 4.0 International
License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, sharing, adaptation, distribution
and reproduction in any medium or format, for any purpose, even commercially, as long as you give appropriate credit to the
original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. Exploration of Targeted Anti-tumor Therapy Open Access Review Introduction Cytoskeletal proteins form the backbone of the different types of structural polymers found in every
eukaryotic cell. Such polymers include microfilaments (MF), mini-filaments, microtubules (MT) and
intermediate filaments (IF). Each polymer has a relatively homogeneous composition. Monomeric
cytoskeletal proteins bind in a head-to-tail manner to form long chains of different geometries and biophysical
properties. These monomers include actin (which forms MF), myosin (mini-filaments), tubulin (MT), and
various families of IF proteins, including keratins, desmins, glial fibrillary acidic protein (GFAP), peripherin,
vimentin, internexins, nestins and others (reviewed in [1]). MFs and mini-filaments enable cells to adapt to
their surroundings. They exert several roles in cell division and support cell migration in physiological and
pathological contexts, for example during invasion and metastasis. MTs are essential as they form the physical
scaffold that mediates an even separation of genetic material during cell division, but they play limited roles
in cell migration. IFs confer mechanical resistance to the cells. Explor Target Antitumor Ther. 2021;2:292-308 | https://doi.org/10.37349/etat.2021.00047
Page 292
© The Author(s) 2021. This is an Open Access article licensed under a Creative Commons Attribution 4.0 International
License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, sharing, adaptation, distribution
and reproduction in any medium or format, for any purpose, even commercially, as long as you give appropriate credit to the
original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. Explor Target Antitumor Ther. 2021;2:292-308 | https://doi.org/10.37349/etat.2021.00047 Page 292 Like every protein in the eukaryotic proteome, cytoskeletal proteins are substrates of diverse protein
kinases. Phosphorylation changes their interactive and dynamic properties with respect to their non-
phosphorylated forms. In the specific case of cytoskeletal proteins, phosphorylation controls their assembly
and disassembly affinity and dynamics, as well as the biochemical and biophysical properties of the polymers
themselves. Phosphorylation also modulates their interactome, which also affects the stability and function
of the polymers. Genetic modifications affecting protein kinases are very frequent in cancer [2]. The most typical are
mutations or deletions that cause loss of function or increased catalysis [3]. These two outcomes also
emerge when portions of kinases become fused with incorrect pieces of DNA as part of genomic cancer
recombination, leading to abnormal activation. One example is the Philadelphia translocation, which is
typical of chronic myeloid leukemia (CML) cells. Introduction It consists of a reciprocal translocation between parts of
human chromosomes 9 and 22 that leads to the production of a constitutively active Abelson kinase (BCR-
ABL), which triggers uncontrolled proliferation by phosphorylating multiple substrates [4]. On the other
hand, activating mutations may lead to unexpected effects on the different cytoskeletal systems. For example,
mutations to the small GTPase RhoA may lead to increased activation of proteins that control mini-filament
formation [5]. These events disturb the delicate balance of MFs and mini-filament dynamics that enable cells
to maintain their form and function in the context of the host tissue. These and other examples found in the latter sections of the present work highlight the fact that
alterations of the phosphorylation of cytoskeletal proteins caused by cancer-related mutations may change
the dynamics, architecture, and function of the different cytoskeletal polymers. These events cause aberrant
molecular behaviors that may confer specific properties to cancer cells, e.g., increased cell migration, invasion,
division, mechanosensing, etc. The study of these modifications is complicated by the existence of multiple isoforms of these proteins,
some of which have non-overlapping functions. There are many isoforms of actin, tubulin and myosin, and
multiple forms and variants of IF. How phosphorylation impacts every isoform of every cytoskeletal protein
is not only impossible to describe, but mostly unknown. Because of this, we describe only the current state
of the art regarding the phosphorylation of selected isoforms of actin, myosin II, tubulin and vimentin. We
focus on the functional effect of these phosphorylations, and what the consequences would be if the extent of
these phosphorylations was altered in the context of cancer progression. While phosphorylation has proven
crucial for the function of some of these filament-forming polymers, e.g., myosin II, the function of many of the
phosphorylations described here is still unexplored. Thus, a major goal of this work is to provide a wide, yet
incomplete, perspective of the field, identifying potential hotspots that may be amenable to specific targeting
to treat diverse forms of cancer. Explor Target Antitumor Ther. 2021;2:292-308 | https://doi.org/10.37349/etat.2021.00047 Actin Main human β-actin phosphorylation sites
Gene
Site
Putative kinase
Discovered by/inhibitor
Effect
References
ACTB
Ser33
PLK1
BI_4834
Probably mitosis
[12]
Tyr53
Src
Biochemical assays, targeted mutation
MF disassembly
[16, 17]
Tyr91
EGFR
erlotinib
not known
[27]
EGFR: epidermal growth factor receptor; Tyr: Tyrosine Figure 1. Homology between human actin isoforms
Table 1. Main human β-actin phosphorylation sites
Gene
Site
Putative kinase
Discovered by/inhibitor
Effect
References
ACTB
Ser33
PLK1
BI_4834
Probably mitosis
[12]
Tyr53
Src
Biochemical assays, targeted mutation
MF disassembly
[16, 17]
Tyr91
EGFR
erlotinib
not known
[27]
EGFR: epidermal growth factor receptor; Tyr: Tyrosine Figure 1. Homology between human actin isoforms Figure 1. Homology between human actin isoforms Table 1. Main human β-actin phosphorylation sites
Gene
Site
Putative kinase
Discovered by/inhibitor
Effect
References
ACTB
Ser33
PLK1
BI_4834
Probably mitosis
[12]
Tyr53
Src
Biochemical assays, targeted mutation
MF disassembly
[16, 17]
Tyr91
EGFR
erlotinib
not known
[27]
EGFR: epidermal growth factor receptor; Tyr: Tyrosine Table 1. Main human β-actin phosphorylation sites Another potentially important residue is Tyr53. It is conserved from Dictyostelium discoideum to humans. It resides in the D-loop of actin [14], which is essential for actin polymerization [15]. Tyr53 phosphorylation
decreases the affinity of actin monomers for each other, causing filament shortening [16]. This mechanism
is critically important in the central nervous system. During synaptogenesis, Tyr53 phosphorylation
increased actin turnover [17]. Although the mitogen-activated protein kinase kinase (MEK) inhibitor U0126
inhibits its phosphorylation (and that of Tyr362, of unknown function), it is unlikely that this kinase, which
phosphorylates Ser/threonine 18 (Thr), directly phosphorylates Tyr53 (or Tyr362). However, MEK control,
directly or indirectly, some potential Tyr kinases that may phosphorylate Tyr53 (and/or Tyr362). For example,
extracellular signal-regulated kinase (ERK), the canonical target of MEK [18], can phosphorylate and activate
RhoA [19], which increases focal adhesion maturation [20]. In this manner, ERK would increase Src activation
by recruiting it to focal adhesions. However, active Src does not remain in focal adhesions, but propagates
rapidly [21]. Based on these data, a possible model emerges in which Src is activated at focal adhesions in a
MEK/ERK-dependent manner. Active Src would diffuse from focal adhesions and phosphorylate filamentous
actin in Tyr53. This could destabilize MFs, thereby decreasing its assembly in contractile actomyosin bundles
associated to focal adhesions. Actin Actin forms MFs by adenosine triphosphate (ATP)-dependent polymerization. Together with myosin II mini-
filaments, MFs constitute the contractile apparatus of animal cells. A vast array of nucleators, cross-linkers
and other binding partners regulate multiple aspects of its ability to form filaments and the multiple cellular
functions they enable [6, 7]. There are multiple isoforms of actin, including muscle-specific and non-muscle [8]. Due to its abundance,
ubiquity and high degree of homology among isoforms (Figure 1), we focus on cytoplasmic, β-actin. Human
β-actin (ACTB gene; Uniprot #P60709) is located in chromosome 7p22.1 in humans. β-actin forms MFs in
every non-muscle cell lineage, mediating protrusion, assembly of contractile structures and other motility-
related structures, e.g., podosomes [9]. Somatic mutations of the ACTB gene associated to cancer have not
been reported. However, the filamentous state of actin is a checkpoint for cell proliferation that is deregulated
in several types of cancer [10]. Although the effect of actin phosphorylation in MF dynamics has yet to be
studied in detail, some phosphorylation events have been described that potentially affect actin filamentation
and/or disassembly (see Table 1 for a list). For example, serine (Ser)33 appears phosphorylated in multiple
phospho-proteomic analyses, including diverse types of cancer cells that include human epidermal growth
factor receptor 2 (HER2)-positive, luminal A and triple negative breast cancer [2, 11] and lung cancer Page 293 Explor Target Antitumor Ther. 2021;2:292-308 | https://doi.org/10.37349/etat.2021.00047 (http://phosphosite.org, search term = ACTB, Ser33). Its phosphorylation lies downstream of polo-like
kinase 1 (PLK1) since the specific inhibitor BI 4834 abrogates it [12]. Although it is unclear whether PLK1
directly phosphorylates β-actin in Ser33, the crucial role of this kinase in cancer cell division [13] suggests
that PLK1-dependent actin phosphorylation may control actin function (by controlling actin polymerization
and/or cross-linking) in cancer cell proliferation. (http://phosphosite.org, search term = ACTB, Ser33). Its phosphorylation lies downstream of polo-like
kinase 1 (PLK1) since the specific inhibitor BI 4834 abrogates it [12]. Although it is unclear whether PLK1
directly phosphorylates β-actin in Ser33, the crucial role of this kinase in cancer cell division [13] suggests
that PLK1-dependent actin phosphorylation may control actin function (by controlling actin polymerization
and/or cross-linking) in cancer cell proliferation. Figure 1. Homology between human actin isoforms
Table 1. Explor Target Antitumor Ther. 2021;2:292-308 | https://doi.org/10.37349/etat.2021.00047 Non-muscle myosin II Functionally, non-muscle myosin II (NMII) is a hexameric molecular motor made of different combinations
of genes. It always comprises two heavy chains [myosin heavy chain II (MHCII)] and four light chains, two
regulatory (RLC) and two structural (essential, ELC). There are three genes that encode MHCII isoforms:
MYH9 (Uniprot #P35579, human chromosome 22q12.3), MYH10 (Uniprot #P35580, human chromosome
17p13.1) and MYH14 (Uniprot #Q7Z406, human chromosome 19q13.33); three genes that encode RLC:
MYL9 (Uniprot #P24844, human chromosome 20q11.23), MYL12A (Uniprot #P19105, human chromosome
18p11.31) and MYL12B (Uniprot #O14950, human chromosome 18p11.31); and one gene that encodes ELC,
MYL6 (Uniprot #P60660, human chromosome 12q13.2). The typical structure of NMII involves MHCII from
the same gene forming a central homodimer (they do not heterodimerize). Each heavy chain contains two
tandem IQ motifs that bind to ELC and RLC. These binding sites define the “neck” of the hexamer, which is
flexible and enables the conformational movement that generates mechanical work upon ATP hydrolysis
when the hexamer is bound to actin [28]. Actin binding and ATPase activities lie upstream of the neck in a
≈ 800 amino acid long globular head domain. Downstream of the neck, both heavy chains display a ≈ 1,000
amino acid long coiled-coil domain that supports dimerization. The C-terminus of the heavy chains ends in a
non-helical domain of variable length that controls the oligomerization of the hexamer into larger order units
termed mini-filaments (the name has a historic connotation based on electron microscopy (EM) visualization
of thick and thin bands in muscle sarcomeres, which are made of myosin II and actin, respectively). Whereas binding to calcium-sensitive proteins controls muscle myosin II function, NMII is largely
controlled by phosphorylation. In fact, RLC phosphorylation is essential for the conformational extension
that is required for NMII hexamers to form mini-filaments [29]. Likewise, phosphorylations in the
coiled coil domain controls dimerization; and those in the non-helical tailpiece (NHT) domain regulate
oligomerization [30]. Phosphorylations of the globular domain of the heavy chain are less characterized. In
Table 2, it summarizes the phosphorylations affecting the different chains of the NMII hexamer, including
phosphorylations of RLC (MYL9/12) that modulate its function as well as that of the entire NMII hexamer;
those of ELC (MYL6); as well as of the three genes of MHCII (MYH9/10/14). Table 2. Actin According to the actin treadmilling model [7], monomeric actin would eventually
undergo Tyr53 dephosphorylation to be reused by the cell to form other structures, e.g., lamellipodia or
podosomes/invadopodia in less contractile/more protrusive regions. In this regard, Src overexpression
promotes invadopodia [22] which, similar to podosomes, appear in regions in which actomyosin bundles
are scarce. Importantly, Tyr53 also appears nitrated [23], which accelerated filament elongation, promoting
the formation of disorganized F-actin aggregates, which may be very important for actin dynamics in highly
oxidative contexts, e.g., in lung cancer [24]. Finally, actin phosphorylation in Tyr91 has been observed in multiple types of cancer, including diverse
subtypes of breast cancer [2], colorectal carcinoma [25], lung cancer [26] and diverse types of leukemia
(http://phosphosite.org, search term = ACTB, Tyr91). Tyr91 phosphorylation was modestly affected by
treatment of non-small cell lung cancer cells with the EGFR inhibitor erlotinib [27]. However, the effect of this
phosphorylation in the regulation of the actin cytoskeleton in cancer cells has yet to be addressed, although
it could be related to its ability to polymerize and/or form filaments. Similar to Tyr53, Tyr91 also appears
nitrated in vivo [23], with potential implications in the regulation of actin dynamics by the oxidative state of
the cell. Explor Target Antitumor Ther. 2021;2:292-308 | https://doi.org/10.37349/etat.2021.00047 Page 294 Non-muscle myosin II Several kinases induce these phosphorylations,
including ROCK, MLCK, CITK, MRCK and ZIPK/death-associated protein kinase 3 (DAPK3) [30]. Very recently, we have identified Tyr155 phosphorylation downstream of EGFR. However, this
phosphorylation only occurs when RLC is not bound to NMII. Tyr155 phosphorylation prevents the association
of RLC with NMII, thus de facto decreasing the amount of NMII available to form filaments [37]. On the other hand, the role of ELC phosphorylation in cellular physiology or NMII function remains
practically unexplored. Tyr29 appears more phosphorylated in many types of cancer, but the kinase remains
unidentified [39]. Conversely, Tyr89 phosphorylation is dependent of EGFR III [40] and its phosphorylation
is inhibited in cells treated with the EGFR inhibitor gefitinib [41]. However, whether this phosphorylation
decreases NMII assembly is unknown, and currently under investigation in our lab. Regarding the heavy chains, there are isoform-specific differences regarding heavy chain phosphorylation
that have potential effects on diverse types of filaments depending on their molecular composition. In
general, head domain phosphorylations have the potential to control actin binding and ATPase activity of
myosin II. However, this has been poorly explored. Conversely, phosphorylations of the coiled coil domains of
MHCII-A/B/C are better characterized. These regions are important for dimerization, and phosphorylation
has been shown to decrease the stability of the hexamers and hinders their lateral association with other
hexamers to form filaments. This revealed that lateral interactions are highly dependent on the net charge
of the interacting regions [42]. Phosphorylation of Thr1800, Ser1803 and Ser1808 in MHCII-A, Ser1810
and Thr1815 in MHCII-B and Thr1832/Ser1838 in MHCII-C decrease the formation of filaments of the
corresponding isoform [43]. The kinases that regulate most of these phosphorylations are α-kinases, for
example TRPM6/7 [43]. However, how theses kinases distinguish between isoforms is unclear. Finally, phosphorylations at the end of the coiled-coil or into the NHT domain of MHCII decrease mini-
filament formation. One such residue is Ser1916 in MHCII-A. Its phosphorylation by PKCβ reduces filament
stability [44, 45] as it increases NMII-A interaction with Mts1/S100A4, which forces NMII-A to stay in an
assembly-incompetent conformation [46]. Phosphorylation of Ser1943 in MHCII-A has this effect. Casein
kinase (CK)-II phosphorylates MHCII-A in Ser1943, promoting NMII-A filament disassembly [47]. In
MHCII-B, Ser1935 and Ser1937 (MHCII-B) are phosphorylated by PKCζ [48, 49], but they have a similar
effect. Non-muscle myosin II Main human NMII (RLC, ELC and MHCII-A, B, C) phosphorylation sites
Gene
Site
Putative kinase Discovered by/inhibitor
Effect
References
MYL9/
MYL12
Ser1/2
PKCα
Targeted mutation
Inhibits ATPase activity
[32, 33]
Thr18
CITK, ZIPK,
ROCK1/2
Targeted mutation,
biochemical assays
Synergizes with pSer19 to
stabilize conformation and boost
ATPase activity
[38, 109]
Ser19
MLCK, MRCK,
CITK, ZIPK,
ROCK1/2
ML-7, dominant negatives,
Y-27632, siRNA
Conformational extension and
increased ATPase activity
[35, 110]
Tyr155
EGFR
Targeted mutation,
cetuximab
Inhibited NMII assembly
[37]
MYL6
Tyr29
not known
not known
Carcinoma progression
[111]
Tyr89
EGFR? Genfitinib
not known
[41]
MYH9
Tyr158
Src
siRNA
Decreases listeria infection
[112]
Thr1800,
Ser1803, Ser1808
TRPM6/7
Biochemical assays
Decreases filament stability
[43]
Ser1916
PKCβ
Go6976
Decreases filament stability,
increases Mts1 binding
[45]
Ser1943
CK-II
Targeted mutation
Decreases filament formation
[47]
MYH10
Ser1810, Thr1815
TRPM6/7
Biochemical assays
Decreases filament stability
[43]
Ser1935
PKCζ
Targeted mutation, PKCζ
pseudosubstrate
Impairs filament stability and cell
polarity
[49]
Ser1937
PKCζ
Biochemical assays, siRNA
Impairs filament stability
[48]
MYH14
Thr1832/1838
TRPM6/7
Biochemical assays
Decreases filament stability
[43]
PKCs: protein kinase C; ROCK: RhoA-coiled coil kinase; MLCK: myosin light chain kinase; CITK: citron kinase; MRCK:
myotonic dystrophy kinase-related; ZIPK: zipper-interacting protein kinase; siRNA: small interfering RNA; TRPM6/7: transient
receptor potential melastatin 6/7 Table 2. Main human NMII (RLC, ELC and MHCII-A, B, C) phosphorylation sites Explor Target Antitumor Ther. 2021;2:292-308 | https://doi.org/10.37349/etat.2021.00047 Page 295 Page 295 RLC is the most important regulatory hotspot of myosin II by phosphorylation. Several residues have
been described, including Ser1/2. Their phosphorylation inhibits NMII function, as they decrease ATP
catalysis on the NMII hexamer head [31]. Although they control NMII function in response to growth factors
downstream of conventional PKCs [32, 33], their mutation to a non-phosphorylatable version does not
prevent cell division [34]. Conversely, Ser19 phosphorylation mediates the conversion of folded, assembly incompetent into
extended, assembly competent NMII hexamers. Extended hexamers whose RLC is phosphorylated in
Ser19 immediately form bipolar filaments that grow by lateral association, as outlined below [29]. Ser19
phosphorylation also increases ATP catalysis in the associated MHCII [35, 36]. On the other hand, Thr18 only
appears phosphorylated if Ser19 is also phosphorylated [37]. Based on its in vitro effect boosting ATP catalysis
of the bound MHCII, Thr18 is considered a synergy site with Ser19. It also has increases the half-life of NMII
mini-filaments, which is essential during cell migration [38]. Non-muscle myosin II Importantly, and because NMII-B filaments are more stable than those made of NMII-A, these
phosphorylations impair cell polarity and migration [49]. Tubulin There are three isoforms of tubulin, each one including several variants. For the sake of brevity, and due
to the grouped homology among them (Figure 2 and Table S1), we focus on α1-tubulin, encoded by the
gene TUBA1A (Uniprot #Q71U36, human chromosome 12q13.12), β1-tubulin, encoded by the gene TUBB1
(Uniprot #Q9H4B7, human chromosome 20q13.32) and γ1-tubulin, encoded by the gene TUBG1 (Uniprot
#P23258, human chromosome 17q21.2). α- and β-tubulins are the major components of polymeric MTs. γ-tubulin is mainly present at the centrosome [also known as MT-organizing center, (MTOC)], nucleating
polymerization by forming the γ-tubulin ring complex (γTuRC). This complex acts as a template for α/β Page 296 Explor Target Antitumor Ther. 2021;2:292-308 | https://doi.org/10.37349/etat.2021.00047 monomer incorporation [50]. Phosphorylations affecting these subunits are summarized in Table 3, but their
effects in tubulin dynamics are very poorly characterized, particularly in cancer. A few significant residues
include Ser48 (and Ser75 of β-tubulin). These are likely Aurora kinase sites, as two independent Aurora
kinase (AURK) inhibitors reduce their phosphorylation levels [51]. Due to the key role of AURK in cancer [52],
it will be extremely interesting to study whether these sites are involved in the potential regulation of MT
dynamics. In this regard, Aurora kinase A (AURKA) inhibition inhibits osteosarcoma cell division by preventing
MT stabilization to form the mitotic spindle [53]. Figure 2. Grouped homology among human tubulin isoforms. Range shown in the homology of an isoform with itself refers to the
minimal and maximal homology among sub-isoforms (see Table S1 for full details) Figure 2. Grouped homology among human tubulin isoforms. Range shown in the homology of an isoform with itself refers to the
minimal and maximal homology among sub-isoforms (see Table S1 for full details) Table 3. Main human tubulin phosphorylation sites
Gene
Site
Putative kinase
Discovered by/inhibitor
Effect
Reference
TUBA
Ser48
AURK
AZD1152, ZM447439
Not known
[51]
Ser165
PKCα
bisindolylmaleimide
EMT
[54]
TUBB
Ser75
AURK
AZD1152, ZM447439
Not known
[51]
TUBG
Ser131
SadB
Targeted mutation
Centrosome duplication
[55]
Ser385
SadB
Targeted mutation
Promotes γ-tubulin interaction with the chromatin
[56]
SadB: synapses of amphids defective kinase Table 3. Main human tubulin phosphorylation sites SadB: synapses of amphids defective kinase On the other hand, tubulin phosphorylation in Ser165 by PKCα increases MT dynamics, cell motility
and acquisition of a mesenchymal phenotype characterized by expression of neural (N)-cadherin [54]. Tubulin This strongly suggests that this phosphorylation could be a key event in the acquisition of mesenchymal
phenotypes, which is a typical event during the transition of tumors from non-invasive to invasive states. Finally, phosphorylation of centrosomal γ-tubulin in Ser131/385 is mediated by SadB. This
phosphorylation is involved in centrosome duplication during mitosis, a key event during cell division. A
phospho-mimetic form induces spontaneous centrosome duplication, whereas a non-phosphorylatable
mutant impairs centrosome duplication [55]. SadB also phosphorylates γ-tubulin in Ser385, regulating
S-phase progression by moderating the activities of E2 promoter-binding factors. When phosphorylated by
SadB in this amino acid, γ-tubulin increases its nuclear localization [56]. Explor Target Antitumor Ther. 2021;2:292-308 | https://doi.org/10.37349/etat.2021.00047 Vimentin Vimentin (UniProt # P08670) is located on human chromosome 10p13. Vimentin forms very stable IF. Unlike actin, myosin and tubulin, IFs are not very dynamic, but they endow cells with structural stability. Importantly, vimentin is an IF typical of mesenchymal and hematopoietic cells, and a signature gene of the
epithelial-mesenchymal transition (EMT) [57]. As such, it is a marker of cells that evolve into mesenchymal
phenotypes, acquiring migratory capability as tumors become invasive. The development of cancer affects
this protein, including epigenomic alterations [58, 59] and somatic mutations in squamous lung cancer [60],
gastric adenocarcinoma [61], and other types of cancer. Vimentin undergoes extensive phosphorylation, which potentially controls its cellular function. The best
characterized phospho-residues are grouped in the non-helical N-terminus domain [62] (see Table 4). Some
crucial residues include Ser5, Ser7, Ser8, Ser9 and Ser10, which are phosphorylated by PKCα [63]. Since
phosphorylation of these residues control leukocyte transmigration downstream of phosphatidyl inositol
3-kinase, isoform γ (PI3Kγ) [64], it is possible that they also control CTC extravasation, which tends to mimic Explor Target Antitumor Ther. 2021;2:292-308 | https://doi.org/10.37349/etat.2021.00047 Page 297 leukocyte diapedesis [65]. In this regard, vimentin localizes to the trailing edge of migrating leukocytes and
controls cortex rigidity [66]. This may be important to reduce cancer cell attrition in the bloodstream [67]. The ras-related C3 botulinum toxin substrate 1 (Rac1)/p21-activated kinase 1 (PAK1) pathway controls
the phosphorylation of Ser26, Ser51 and Ser66, impairing IF assembly. Whether this is related to the weak
oncogenic ability of Rac [68] is currently unknown. Table 4. Main human vimentin phosphorylation sites
Gene
Site
Putative kinase
Discovered by/inhibitor
Effect
Reference
VIM
Ser5/7/8/9/10
PKCα
Calyculin A (phosphatase)
Cell polarity
[63]
Ser26/51/66
PAK1
Biochemical assays,
selumetinib, vemurafenib
Abnormal assembly
[113, 114]
Ser39
AKT/PKB
A-674563
Proteolytic protection,
slowed polymerization? [69]
Ser56
AKT/PKB
ROCK
A-674563
siRNA
Filament disassembly
[69]
[72]
Ser72
ROCK1
Targeted mutation, Y27632
Increased cell migration
[75, 76, 115]
Ser73
AURKB
Biochemical assays
Mitosis? [114, 116]
Ser83
PLK-1, CaMKII
Biochemical assays, KN-93
(CaMKII inhibitor)
Filament disassembly and
pathogen interaction
[77, 117, 118]
CaMKII: calmodulin-dependent protein kinase II Table 4. Main human vimentin phosphorylation sites Key residues include Ser39, Ser56, Ser72 and Ser83. Is it feasible to target cytoskeletal phosphorylation to treat cancer?
A possible role for MT phosphorylation in cancer cell proliferation and migration Is it feasible to target cytoskeletal phosphorylation to treat cancer? A
ibl
l f
MT
h
h
l ti
i
ll
lif
ti
d
i
ti Vimentin In cancer cells, Ser39 phosphorylation by protein
kinase B (AKT/PKB) protects vimentin from proteolysis and enhances tumor growth and metastasis [69] by
altering filament assembly [63], which regulates cortex plasticity and could underlie the fact that cancer cells
are overall softer than non-cancer cells [70]. On the other hand, Ser56 is phosphorylated by the cyclin dependent kinase (CDK) 1. This phosphorylation
recruits PLK1, which enhances phosphorylation in Ser82 [71]. Consequently, cell arrest in G2/M induced
by taxanes lead to an accumulation of phospho-Ser56 vimentin in a CDK1-dependent manner. Ser56 is also
phosphorylated downstream of ROCK and PAK1 in hypoxia [72]. Ser56 phosphorylation promotes disassembly
of perinuclear vimentin, controlling filament stability [73] and promoting cancer cell invasiveness [74]. Likewise, two independent studies indicated that Ser72 phosphorylation downstream of ROCK1 is important
for cancer cell migration. A phospho-mimetic mutation of Ser72 increased cancer cell speed, whereas a
non-phosphorylatable form impaired sphingolipid-triggered cell migration, respectively [75, 76]. Finally,
Ser83 phosphorylation by calcium/CaMKII or PLK1 controls β1 integrin expression at the plasma membrane,
controlling cell adhesiveness during invasion [77]. Importantly, phosphorylation of Ser39, Ser72 and Ser83 is preserved when vimentin is processed and
peptides presented associated to major histocompatibility complexes. CD4+ T cells distinguish between
non-phosphorylated vs. phosphorylated vimentin peptides [78]. Since these phosphorylations are elevated
in metastatic cells [78], they could be useful as immunotherapeutic targets. Is it feasible to target cytoskeletal phosphorylation to treat cancer? A possible role for MT phosphorylation in cancer cell proliferation and migration A possible role for MT phosphorylation in cancer cell proliferation and migration Tubulin phosphorylation is arguably the least understood of cytoskeletal phosphorylations. The apparent
lack of interest in the field may be due to the fact that early use of anti-tubulin polymerization drugs such as
colchicine or vincas; or MT turnover inhibitors, e.g., taxanes, was very successful to inhibit mitosis in cancer
cells [79]. The scant information available emerges from global phospho-proteomics approaches. However,
tubulin appears heavily phosphorylated in cancer cells, which strongly suggests that targeting phosphorylation
could be of therapeutic interest. Two of the most prominent kinases that target MTs are AURKA and AURKB,
and clinical approaches are underway to address the viability of their inhibition to treat different types of
cancer [80]. However, the rationale behind their use is that AURK inhibition impairs mitosis, which is the same
as targeting MT dynamics via vincas or taxanes. It is likely that AURK-dependent inhibition of cell division is Explor Target Antitumor Ther. 2021;2:292-308 | https://doi.org/10.37349/etat.2021.00047 Page 298 independent of MT phosphorylation. Definitive proof would emerge from experiments aimed at interrogating
whether phospho-mimetic forms of Ser48 (α-tubulin) and/or Ser75 (β-tubulin) confer resistance to AURK
inhibitors. Recent work has highlighted that AURKA and PLK1 are essential for MT dynamics and centrosome
positioning during T cell activation [81], hence their inhibition can play a role in curbing T-cell lymphomas
and other T-cell-dependent malignancies. However, it will be important to determine whether the effect of
AURK inhibitors is due to direct phosphorylation of tubulin. An intriguing possibility is to target tubulin phosphorylation to complement vinca or taxane
treatments, particularly to counteract the development of resistance, which is observed in many forms of
advanced cancer. The assumption is that taxane-resistant cells develop mechanisms to undergo mitosis in
the presence of these inhibitors, overcoming G2/M arrest, e.g., in the presence of hypoxia [82]. An earlier
study showed that phosphorylation impairs tubulin polymerization promoting protein (TPPP)-dependent
tubulin polymerization in the brain [83], confirming that targeting tubulin phosphorylation could affect its
dynamics through different mechanisms than those of vinca or taxanes. In this manner, targeting tubulin
phosphorylation could be a potentially useful approach to complement current therapies aimed at blocking
cancer cell division. Compared to their central role in cell division, the role of MTs in cell migration is more controversial. Thus, whether inhibiting their phosphorylation could have an effect on invasion is uncertain. MTs control
cell polarity [84] and preserve the integrity of the cell as it migrates [85]. A possible role for MT phosphorylation in cancer cell proliferation and migration Since MTs control vesicle traffic,
targeting MT dynamics through phosphorylation in this context could impair cancer cell secretion, decreasing
the ability of cancer cells to exert modifications on the tumor microenvironment. Targeting myosin and actin phosphorylation: a gateway to curb metastasis Actin and myosin are also important for mitosis. Different studies have shown that inhibiting MYH10
expression promotes multinucleation due to cytokinesis failure [86, 87]. Since NMII activation relies on RLC
phosphorylation, it is theoretically possible to inhibit NMII function by targeting the kinases that mediate
RLC Ser19 phosphorylation, which is critical for NMII filamentation. Multinucleation due to failed cytokinesis
is also observed when myosin-specific kinases, e.g., CITK are inhibited or deleted [88]. CITK depletion,
which reduces NMII phosphorylation and activation, reduces tumor growth in multiple myeloma [89]
and medulloblastoma [90]. Interestingly, this does not happen when other myosin kinases, e.g., ROCK, are
targeted (in fact, ROCK inhibitors are routinely used to culture stem cell in vitro to favor growth and prevent
differentiation [91-93]). This highlights the central role of myosin regulation in many different processes,
which may render targeting NMII phosphorylation impractical to inhibit proliferation. On the other hand, targeting NMII (and actin) phosphorylation could prevent tumor cell dissemination. Different lines of evidence have suggested that elevated NMII phosphorylation and activity in the cortex
changes the cellular phenotype from epithelial, or mesenchymal, into amoeboid [94, 95]. Amoeboid shape is
characteristic of rapidly migrating cells, e.g., leukocytes, and is mainly integrin-independent [96]. In addition,
elevated levels of phosphorylated NMII correlate with more aggressive tumors, e.g., gliosis-to-glioblastoma
progression [97]. A recent study has highlighted that melanoma cells that undergo a mesenchymal-to-
amoeboid transition display elevated levels of phosphorylated NMII, while also producing immunosuppressive
signals [98]. The same group has shown that targeting ROCK alters the sensitivity of cancer cells to mitogen-
activated protein kinase (MAPK) inhibitors [99], indicating that abnormalities in NMII phosphorylation
downstream of ROCK may be targeted to confer cellular sensitivity to other families of inhibitors. However, the different levels of regulation dependent on NMII phosphorylation are only beginning to be
understood. This is a very active line of investigation in our lab. Possible effects of targeting vimentin phosphorylation in cancer cell division and tumor mechanics Vimentin knockout mice are viable and fertile, displaying only minor developmental defects [100]. A possible role for MT phosphorylation in cancer cell proliferation and migration Other
types of IFs are likely to compensate for the loss of vimentin in a tissue-specific manner, for example epidermal
keratins in the skin or GFAP in the central nervous system [101]. Explor Target Antitumor Ther. 2021;2:292-308 | https://doi.org/10.37349/etat.2021.00047 Page 299 Vimentin is prominently expressed in cells that are (or become) motile, including fibroblasts,
mesenchymal cells, leukocytes and invasive cancer cells. This has suggested that vimentin could be targeted
to prevent cancer cell motility. Indeed, vimentin is upregulated during EMT, which is a common occurrence
in many carcinomas, and its repression in these cells decrease breast and colon tumor cell migration, as
shown by siRNA depletion of vimentin in migrating mesenchymal cells and overexpression of vimentin in
epithelioid, non-migrating tumor cells [102, 103]. In addition, higher expression of vimentin correlates with
decreased survival in colorectal cancer, which could be related to a decreased metastatic ability [104]. Regarding vimentin phosphorylation, some sites favor IF assembly, whereas others promote disassembly,
hence it is difficult to make general statements regarding the effect of its phosphorylation in cancer progression. An interesting fact is that many mitotic kinases, e.g., CDKs, PLK1, AURK, induce vimentin phosphorylation,
hence its phosphorylation is likely to favor cell division. A model emerges in which elevated vimentin
phosphorylation promotes IF disassembly, favoring cancer cell division. Likewise, recent evidence indicates
that IFs may promote tumor cell migration [105], hence it is possible that similar mechanisms favor tumor
cell dissemination. An intriguing possibility is that the preservation of these post-translational modifications
during antigenic presentation [78] could be therapeutically useful to design novel immunotherapy-based
strategies. Phospho-vimentin peptides could bear higher specificity for highly transformed cells, improving
the cytotoxic T lymphocyte (CTL) response against them. Bystander inhibition of cytoskeletal phosphorylation in current therapies While a few cytoskeletal components, e.g., myosin II, have well-defined kinomes, most of them lack specific
kinases. However, most of the reported effects on actin, tubulin and vimentin phosphorylation in cancer cells
emerge from studies using kinase-specific drugs. Hence, we cannot rule out that some specific phenotypes
caused by current treatments are related to cytoskeletal phosphorylations. A key example is that of paclitaxel,
which induces mitotic arrest at G2/M, promoting vimentin phosphorylation in Ser56 via CDK1 [71]. A possible role for MT phosphorylation in cancer cell proliferation and migration A few years ago, we demonstrated that dasatinib, a Tyr kinase inhibitor used to treat CML and Philadelphia
chromosome-positive acute lymphoblastic leukemia (Ph+ALL) with several potential targets [106] induced
myosin II phosphorylation, leading to increased contractility and vascular leakage [107]. This indicated that
one of dasatinib substrates phosphorylated and inactivated a contractility inhibitor, perhaps ROCK. Likewise,
we have recently shown that myosin light chain is a target of EGFR, which is a therapeutic target for the
treatment of breast cancer, among others [37]. It is also possible that therapies aimed at inhibiting kinases in cancer cells have unexpected effects on
non-cancer cells associated to the tumor microenvironment. For example, cancer-associated fibroblasts (CAFs)
are very contractile, likely displaying elevated levels of phosphorylated NMII. NMII phosphorylation in these
cells induces the formation of stress fibers, which predicts contact guidance for surrounding breast cancer
cells [108]. Therapies designed to alter cytoskeletal phosphorylations in tumor cells could also have a dramatic
impact on the tumor microenvironment, which will be a fascinating field of research in years to come. Conclusion Targeting cytoskeletal phosphorylation has the potential to dramatically alter the mechano-chemical
properties of tumor cells, inhibiting their ability to develop the cancer program, at least at a preclinical level. However, these approaches may also have potentially severe side effects, as every cell, normal or cancerous,
requires the cytoskeleton. MT inhibitors, discovered over 60 years ago, offered early promise as MT-targeted
therapies that improved the outcome of many types of cancer by inhibiting tumor cell division. These
therapies are still the first line of chemotherapeutic treatment in many types of cancer. Hence, it is evident
that phosphorylation of cytoskeletal components is altered when patients are treated with kinase-targeted
therapies. We have only scratched the surface in characterizing these effects. Many of them will be unavoidable
consequences of treatments aimed at other fundamental processes, potentially causing side effects that will
have to be dealt with. But the potential exists to discover that some cytoskeletal phosphorylation-specific
effects underlie unexpected and important effects of current and future targeted therapies. Explor Target Antitumor Ther. 2021;2:292-308 | https://doi.org/10.37349/etat.2021.00047 Page 300 Declarations CLG: writing and revision; MGR: writing; MVM: conceptualization, writing, revision and securing funding. C
fli
f i Conflicts of interest The authors declare that they have no conflict of interest. Ethical approval Supplementary materials The supplementary materials for this article are available at: https://www.explorationpub.com/uploads/
Article/file/100247_sup_1.pdf. Funding This work was funded by the Spanish Ministry of Science and Innovation (SAF2017-87408), AECC Seed award
(2018-IDEAS18018VICE) and ECRIN-M3 from AECC/AIRC/CRUK. IBMCC is supported by the Programa de
Apoyo a Planes Estratégicos de Investigación de Estructuras de Investigación de Excelencia of the Ministry
of Education of the Castilla-León Government (CLC-2017-01). The funders had no role in study design, data
collection, and analysis, decision to publish, or preparation of the manuscript. Copyright © The Author(s) 2021. Availability of data and materials Availability of data and materials Data are publicly available and reproduced from public and private, but fully and freely searchable, databases. Funding Ethical approval Not applicable. Explor Target Antitumor Ther. 2021;2:292-308 | https://doi.org/10.37349/etat.2021.00047 Page 301 Page 301 Page 301 Consent to participate
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Not applicable. Not applicable. References 1. Herrmann H, Bar H, Kreplak L, Strelkov SV, Aebi U. Intermediate filaments: from cell architecture to
nanomechanics. Nat Rev Mol Cell Biol. 2007;8:562-73. 1. Herrmann H, Bar H, Kreplak L, Strelkov SV, Aebi U. Intermediate filaments: from cell architecture to
nanomechanics. Nat Rev Mol Cell Biol. 2007;8:562-73. 2. Mertins P, Mani DR, Ruggles KV, Gillette MA, Clauser KR, Wang P, et al. Proteogenomics connects somatic
mutations to signalling in breast cancer. Nature. 2016;534:55-62. 2. Mertins P, Mani DR, Ruggles KV, Gillette MA, Clauser KR, Wang P, et al. Proteogenomics connects somatic
mutations to signalling in breast cancer. Nature. 2016;534:55-62. 3. Giamas G, Stebbing J, Vorgias CE, Knippschild U. Protein kinases as targets for cancer treatment. Pharmacogenomics. 2007;8:1005-16. 4. Cilloni D, Saglio G. Molecular pathways: BCR-ABL. Clin Cancer Res. 2012;18:930-7. 5. Kataoka K, Ogawa S. Variegated RHOA mutations in human cancers. Exp Hematol. 2016;44:1123-9. 6. Campellone KG, Welch MD. A nucleator arms race: cellular control of actin assembly. Nat Rev Mol Cell
Biol. 2010;11:237-51. 7. Pollard TD, Borisy GG. Cellular motility driven by assembly and disassembly of actin filaments. Cell. 2003;112:453-65. 8. Ampe C, Van Troys M. Mammalian actins: isoform-specific functions and diseases. Handb Exp Pharmacol. 2017;235:1-37. 9. Hans Georg Mannherz, editor. The actin cytoskeleton and bacterial infection. Cham, Switzerland:
Springer; 2017. 10. Molinie N, Gautreau A. The Arp2/3 regulatory system and its deregulation in cancer. Physiol Rev. 2018;98:215-38. 11. Mertins P, Yang F, Liu T, Mani DR, Petyuk VA, Gillette MA, et al. Ischemia in tumors induces early and
sustained phosphorylation changes in stress kinase pathways but does not affect global protein levels. Mol Cell Proteomics. 2014;13:1690-704. 12. Grosstessner-Hain K, Hegemann B, Novatchkova M, Rameseder J, Joughin BA, Hudecz O, et al. Quantitative
phospho-proteomics to investigate the polo-like kinase 1-dependent phospho-proteome. Mol Cell
Proteomics. 2011;10:M111.008540. 13. Liu X, Lei M, Erikson RL. Normal cells, but not cancer cells, survive severe Plk1 depletion. Mol Cell Biol. 2006;26:2093-108. 14. Baek K, Liu X, Ferron F, Shu S, Korn ED, Dominguez R. Modulation of actin structure and function by
phosphorylation of Tyr-53 and profilin binding. Proc Natl Acad Sci U S A. 2008;105:11748-53. Explor Target Antitumor Ther. 2021;2:292-308 | https://doi.org/10.37349/etat.2021.00047
Page 302 Explor Target Antitumor Ther. 2021;2:292-308 | https://doi.org/10.37349/etat.2021.00047 Explor Target Antitumor Ther. 2021;2:292-308 | https://doi.org/10.37349/etat.2021.00047 Page 302 15. Chou SZ, Pollard TD. Mechanism of actin polymerization revealed by cryo-EM structures of actin
filaments with three different bound nucleotides. References Proc Natl Acad Sci U S A. 2019;116:4265-74. 16. Liu X, Shu S, Hong MS, Levine RL, Korn ED. Phosphorylation of actin Tyr-53 inhibits filament nucleation
and elongation and destabilizes filaments. Proc Natl Acad Sci U S A. 2006;103:13694-9. 17. Bertling E, Englund J, Minkeviciene R, Koskinen M, Segerstrale M, Castren E, et al. Actin tyrosine-53-
phosphorylation in neuronal maturation and synaptic plasticity. J Neurosci. 2016;36:5299-313. 18. Shaul YD, Seger R. The MEK/ERK cascade: from signaling specificity to diverse functions. Biochim
Biophys Acta. 2007;1773:1213-26. 19. Tong J, Li L, Ballermann B, Wang Z. Phosphorylation and activation of RhoA by ERK in response to
epidermal growth factor stimulation. PLoS One. 2016;11:e0147103. 20. Chrzanowska-Wodnicka M, Burridge K. Rho-stimulated contractility drives the formation of stress fibers
and focal adhesions. J Cell Biol. 1996;133:1403-15. 21. Wang Y, Botvinick EL, Zhao Y, Berns MW, Usami S, Tsien RY, et al. Visualizing the mechanical activation
of Src. Nature. 2005;434:1040-5. 22. Kelley LC, Ammer AG, Hayes KE, Martin KH, Machida K, Jia L, et al. Oncogenic Src requires a wild-type
counterpart to regulate invadopodia maturation. J Cell Sci. 2010;123:3923-32. 23. Aslan M, Ryan TM, Townes TM, Coward L, Kirk MC, Barnes S, et al. Nitric oxide-dependent generation of
reactive species in sickle cell disease. Actin tyrosine induces defective cytoskeletal polymerization. J Biol
Chem. 2003;278:4194-204. 24. Zhan X, Huang Y, Qian S. Protein tyrosine nitration in lung cancer: current research status and future
perspectives. Curr Med Chem. 2018;25:3435-54. 25. Bai Y, Li J, Fang B, Edwards A, Zhang G, Bui M, et al. Phosphoproteomics identifies driver tyrosine kinases
in sarcoma cell lines and tumors. Cancer Res. 2012;72:2501-11. 26. Tsai CF, Wang YT, Yen HY, Tsou CC, Ku WC, Lin PY, et al. Large-scale determination of absolute
phosphorylation stoichiometries in human cells by motif-targeting quantitative proteomics. Nat
Commun. 2015;6:6622. 27. Yoshida T, Zhang G, Smith MA, Lopez AS, Bai Y, Li J, et al. Tyrosine phosphoproteomics identifies both
codrivers and cotargeting strategies for T790M-related EGFR-TKI resistance in non-small cell lung
cancer. Clin Cancer Res. 2014;20:4059-74. 28. Juanes-Garcia A, Llorente-Gonzalez C, Vicente-Manzanares M. Non muscle myosin II. In: Choi S, editor. Encyclopedia of Signaling Molecules. New York: Springer; 2018. 29. Craig R, Smith R, Kendrick-Jones J. Light-chain phosphorylation controls the conformation of vertebrate
non-muscle and smooth muscle myosin molecules. Nature. 1983;302:436-9. 30. Vicente-Manzanares M, Ma X, Adelstein RS, Horwitz AR. References Non-muscle myosin II takes centre stage in cell
adhesion and migration. Nat Rev Mol Cell Biol. 2009;10:778-90. 31. Nishikawa M, Sellers JR, Adelstein RS, Hidaka H. Protein kinase C modulates in vitro phosphorylation
of the smooth muscle heavy meromyosin by myosin light chain kinase. J Biol Chem. 1984;259:8808-14. 32. Asokan SB, Johnson HE, Rahman A, King SJ, Rotty JD, Lebedeva IP, et al. Mesenchymal chemotaxis
requires selective inactivation of myosin II at the leading edge via a noncanonical PLCgamma/PKCalpha
pathway. Dev Cell. 2014;31:747-60. 33. Komatsu S, Ikebe M. The phosphorylation of myosin II at the Ser1 and Ser2 is critical for normal platelet-
derived growth factor induced reorganization of myosin filaments. Mol Biol Cell. 2007;18:5081-90. 34. Beach JR, Licate LS, Crish JF, Egelhoff TT. Analysis of the role of Ser1/Ser2/Thr9 phosphorylation on
myosin II assembly and function in live cells. BMC Cell Biol. 2011;12:52. 34. Beach JR, Licate LS, Crish JF, Egelhoff TT. Analysis of the role of Ser1/Ser2/Thr9 phosphorylation on
myosin II assembly and function in live cells. BMC Cell Biol. 2011;12:52. 35. Adelstein RS, Conti MA. Phosphorylation of platelet myosin increases actin-activated myosin ATPase
activity. Nature. 1975;256:597-8. 35. Adelstein RS, Conti MA. Phosphorylation of platelet myosin increases actin-activated myosin ATPase
activity. Nature. 1975;256:597-8. 35. Adelstein RS, Conti MA. Phosphorylation of platelet myosin increases actin-activated myosin ATPase
activity. Nature. 1975;256:597-8. Explor Target Antitumor Ther. 2021;2:292-308 | https://doi.org/10.37349/etat.2021.00047 Page 303 Page 303 36. Trybus KM, Lowey S. Conformational states of smooth muscle myosin. Effects of light chain
phosphorylation and ionic strength. J Biol Chem. 1984;259:8564-71. 37. Aguilar-Cuenca R, Llorente-González C, Chapman JR, Talayero VC, Garrido-Casado M, Delgado-Arévalo
C, et al. Tyrosine phosphorylation of the myosin regulatory light chain controls non-muscle myosin II
assembly and function in migrating cells. Curr Biol. 2020;30:2446-58.e6. 38. Vicente-Manzanares M, Horwitz AR. Myosin light chain mono- and di-phosphorylation differentially
regulate adhesion and polarity in migrating cells. Biochem Biophys Res Commun. 2010;402:537-42. 39. Gu TL, Deng X, Huang F, Tucker M, Crosby K, Rimkunas V, et al. Survey of tyrosine kinase signaling reveals
ROS kinase fusions in human cholangiocarcinoma. PLoS One. 2011;6:e15640. 40. Huang PH, Mukasa A, Bonavia R, Flynn RA, Brewer ZE, Cavenee WK, et al. Quantitative analysis of
EGFRvIII cellular signaling networks reveals a combinatorial therapeutic strategy for glioblastoma. Proc
Natl Acad Sci U S A. 2007;104:12867-72. 41. Moritz A, Li Y, Guo A, Villen J, Wang Y, MacNeill J, et al. References Alvarado-Kristensson M, Rodriguez MJ, Silio V, Valpuesta JM, Carrera AC. SADB phosphorylation of
gamma-tubulin regulates centrosome duplication. Nat Cell Biol. 2009;11:1081-92. 56. Eklund G, Lang S, Glindre J, Ehlen A, Alvarado-Kristensson M. The nuclear localization of gamma-tubulin
is regulated by SadB-mediated phosphorylation. J Biol Chem. 2014;289:21360-73. 57. Scheel C, Weinberg RA. Cancer stem cells and epithelial-mesenchymal transition: concepts and molecular
links. Semin Cancer Biol. 2012;22:396-403. 58. Moinova H, Leidner RS, Ravi L, Lutterbaugh J, Barnholtz-Sloan JS, Chen Y, et al. Aberrant vimentin
methylation is characteristic of upper gastrointestinal pathologies. Cancer Epidemiol Biomarkers Prev. 2012;21:594-600. 59. Song BP, Jain S, Lin SY, Chen Q, Block TM, Song W, et al. Detection of hypermethylated vimentin in urine
of patients with colorectal cancer. J Mol Diagn. 2012;14:112-9. 60. Cancer Genome Atlas Research Network. Comprehensive genomic characterization of squamous cell
lung cancers. Nature. 2012;489:519-25. 61. Cancer Genome Atlas Research Network. Comprehensive molecular characterization of gastric
adenocarcinoma. Nature. 2014;513:202-9. 62. Fuchs E, Weber K. Intermediate filaments: structure, dynamics, function, and disease. Annu Rev Biochem. 1994;63:345-82. 63. Eriksson JE, He T, Trejo-Skalli AV, Harmala-Brasken AS, Hellman J, Chou YH, et al. Specific in vivo
phosphorylation sites determine the assembly dynamics of vimentin intermediate filaments. J Cell Sci. 2004;117:919-32. 64. Barberis L, Pasquali C, Bertschy-Meier D, Cuccurullo A, Costa C, Ambrogio C, et al. Leukocyte
transmigration is modulated by chemokine-mediated PI3Kgamma-dependent phosphorylation of
vimentin. Eur J Immunol. 2009;39:1136-46. 65. Reymond N, d'Agua BB, Ridley AJ. Crossing the endothelial barrier during metastasis. Nat Rev Cancer. 2013;13:858-70. 66. Brown MJ, Hallam JA, Colucci-Guyon E, Shaw S. Rigidity of circulating lymphocytes is primarily conferred
by vimentin intermediate filaments. J Immunol. 2001;166:6640-6. 67. Paterlini-Brechot P, Benali NL. Circulating tumor cells (CTC) detection: clinical impact and future
directions. Cancer Lett. 2007;253:180-204. 68. Maldonado MDM, Dharmawardhane S. Targeting Rac and Cdc42 GTPases in cancer. Cancer Res. 2018;78:3101-11. 69. Zhu QS, Rosenblatt K, Huang KL, Lahat G, Brobey R, Bolshakov S, et al. Vimentin is a novel AKT1 target
mediating motility and invasion. Oncogene. 2011;30:457-70. 70. Ramos JR, Pabijan J, Garcia R, Lekka M. The softening of human bladder cancer cells happens at an early
stage of the malignancy process. Beilstein J Nanotechnol. 2014;5:447-57. 71. Yamaguchi T, Goto H, Yokoyama T, Sillje H, Hanisch A, Uldschmid A, et al. Phosphorylation by Cdk1
induces Plk1-mediated vimentin phosphorylation during mitosis. J Cell Biol. 2005;171:431-6. 72. References Akt-RSK-S6 kinase signaling networks activated
by oncogenic receptor tyrosine kinases. Sci Signal. 2010;3:ra64. 42. Ricketson D, Johnston CA, Prehoda KE. Multiple tail domain interactions stabilize nonmuscle myosin II
bipolar filaments. Proc Natl Acad Sci U S A. 2010;107:20964-9. 43. Clark K, Middelbeek J, Dorovkov MV, Figdor CG, Ryazanov AG, Lasonder E, et al. The alpha-kinases
TRPM6 and TRPM7, but not eEF-2 kinase, phosphorylate the assembly domain of myosin IIA, IIB and
IIC. FEBS Lett. 2008;582:2993-7. 44. Beach JR, Hussey GS, Miller TE, Chaudhury A, Patel P, Monslow J, et al. Myosin II isoform switching
mediates invasiveness after TGF-beta-induced epithelial-mesenchymal transition. Proc Natl Acad Sci U
S A. 2011;108:17991-6. 45. Ludowyke RI, Elgundi Z, Kranenburg T, Stehn JR, Schmitz-Peiffer C, Hughes WE, et al. Phosphorylation
of nonmuscle myosin heavy chain IIA on Ser1917 is mediated by protein kinase C beta II and coincides
with the onset of stimulated degranulation of RBL-2H3 mast cells. J Immunol. 2006;177:1492-9. 46. Li ZH, Spektor A, Varlamova O, Bresnick AR. Mts1 regulates the assembly of nonmuscle myosin-IIA. Biochemistry. 2003;42:14258-66. 47. Dulyaninova NG, Malashkevich VN, Almo SC, Bresnick AR. Regulation of myosin-IIA assembly and Mts1
binding by heavy chain phosphorylation. Biochemistry. 2005;44:6867-76. 48. Even-Faitelson L, Ravid S. PAK1 and aPKCzeta regulate myosin II-B phosphorylation: a novel signaling
pathway regulating filament assembly. Mol Biol Cell. 2006;17:2869-81. 49. Juanes-Garcia A, Chapman JR, Aguilar-Cuenca R, Delgado-Arevalo C, Hodges J, Whitmore LA, et al. A
regulatory motif in nonmuscle myosin II-B regulates its role in migratory front-back polarity. J Cell Biol. 2015;209:23-32. 50. Kollman JM, Merdes A, Mourey L, Agard DA. Microtubule nucleation by gamma-tubulin complexes. Nat
Rev Mol Cell Biol. 2011;12:709-21. 51. Kettenbach AN, Schweppe DK, Faherty BK, Pechenick D, Pletnev AA, Gerber SA. Quantitative
phosphoproteomics identifies substrates and functional modules of Aurora and Polo-like kinase
activities in mitotic cells. Sci Signal. 2011;4:rs5. 52. Tang A, Gao K, Chu L, Zhang R, Yang J, Zheng J. Aurora kinases: novel therapy targets in cancers. Oncotarget. 2017;8:23937-54. 53. Asteriti IA, Giubettini M, Lavia P, Guarguaglini G. Aurora-A inactivation causes mitotic spindle pole
fragmentation by unbalancing microtubule-generated forces. Mol Cancer. 2011;10:131. 54. Markovsky E, de Stanchina E, Itzkowitz A, Haimovitz-Friedman A, Rotenberg SA. Phosphorylation state
of Ser165 in α-tubulin is a toggle switch that controls proliferating human breast tumors. Cell Signal. 2018;52:74-82. Explor Target Antitumor Ther. 2021;2:292-308 | https://doi.org/10.37349/etat.2021.00047 Page 304 Page 304 Page 304 55. References Zhang JG, Zhou HM, Zhang X, Mu W, Hu JN, Liu GL, et al. Hypoxic induction of vasculogenic mimicry
in hepatocellular carcinoma: role of HIF-1 alpha, RhoA/ROCK and Rac1/PAK signaling. BMC Cancer. 2020;20:32. 73. Li QF, Spinelli AM, Wang R, Anfinogenova Y, Singer HA, Tang DD. Critical role of vimentin phosphorylation
at Ser-56 by p21-activated kinase in vimentin cytoskeleton signaling. J Biol Chem. 2006;281:34716-24. 74. Thaiparambil JT, Bender L, Ganesh T, Kline E, Patel P, Liu Y, et al. Withaferin A inhibits breast cancer
invasion and metastasis at sub-cytotoxic doses by inducing vimentin disassembly and serine 56
phosphorylation. Int J Cancer. 2011;129:2744-55. Explor Target Antitumor Ther. 2021;2:292-308 | https://doi.org/10.37349/etat.2021.00047 Explor Target Antitumor Ther. 2021;2:292-308 | https://doi.org/10.37349/etat.2021.00047 Page 305 Page 305 75. Terriac E, Coceano G, Mavajian Z, Hageman TA, Christ AF, Testa I, et al. Vimentin levels and serine 71
phosphorylation in the control of cell-matrix adhesions, migration speed, and shape of transformed
human fibroblasts. Cells. 2017;6:2. 76. Hyder CL, Kemppainen K, Isoniemi KO, Imanishi SY, Goto H, Inagaki M, et al. Sphingolipids inhibit
vimentin-dependent cell migration. J Cell Sci. 2015;128:2057-69. 77. Rizki A, Mott JD, Bissell MJ. Polo-like kinase 1 is involved in invasion through extracellular matrix. Cancer
Res. 2007;67:11106-10. 78. Ohara M, Ohara K, Kumai T, Ohkuri T, Nagato T, Hirata-Nozaki Y, et al. Phosphorylated vimentin as
an immunotherapeutic target against metastatic colorectal cancer. Cancer Immunol Immunother. 2020;69:989-99. 79. Jordan MA, Wilson L. Microtubules as a target for anticancer drugs. Nat Rev Cancer. 2004;4:253-65. 80. Du R, Huang C, Liu K, Li X, Dong Z. Targeting AURKA in Cancer: molecular mechanisms and opportunities
for Cancer therapy. Mol Cancer. 2021;20:15. 81. Blas-Rus N, Bustos-Moran E, Perez de Castro I, de Carcer G, Borroto A, Camafeita E, et al. Aurora A drives
early signalling and vesicle dynamics during T-cell activation. Nat Commun. 2016;7:11389. 82. Guo Q, Lu L, Liao Y, Wang X, Zhang Y, Liu Y, et al. Influence of c-Src on hypoxic resistance to paclitaxel in
human ovarian cancer cells and reversal of FV-429. Cell Death Dis. 2018;8:e3178. 83. Hlavanda E, Klement E, Kokai E, Kovacs J, Vincze O, Tokesi N, et al. Phosphorylation blocks the activity of
tubulin polymerization-promoting protein (TPPP): identification of sites targeted by different kinases. J
Biol Chem. 2007;282:29531-9. 84. Gomes ER, Jani S, Gundersen GG. Nuclear movement regulated by Cdc42, MRCK, myosin, and actin flow
establishes MTOC polarization in migrating cells. Cell. 2005;121:451-63. 85. References Vicente-Manzanares M, Newell-Litwa K, Bachir AI, Whitmore LA, Horwitz AR. Myosin IIA/IIB restrict
adhesive and protrusive signaling to generate front-back polarity in migrating cells. J Cell Biol. 2011;193:381-96. 86. Bao J, Jana SS, Adelstein RS. Vertebrate nonmuscle myosin II isoforms rescue small interfering RNA-
induced defects in COS-7 cell cytokinesis. J Biol Chem. 2005;280:19594-9. 87. Vicente-Manzanares M, Zareno J, Whitmore L, Choi CK, Horwitz AF. Regulation of protrusion, adhesion
dynamics, and polarity by myosins IIA and IIB in migrating cells. J Cell Biol. 2007;176:573-80. 88. D'Avino PP. Citron kinase-renaissance of a neglected mitotic kinase. J Cell Sci. 2017;130:1701-8. 89. Sahin I, Kawano Y, Sklavenitis-Pistofidis R, Moschetta M, Mishima Y, Manier S, et al. Citron Rho-interacting
kinase silencing causes cytokinesis failure and reduces tumor growth in multiple myeloma. Blood Adv. 2019;3:995-1002. 90. Pallavicini G, Sgro F, Garello F, Falcone M, Bitonto V, Berto GE, et al. Inactivation of citron kinase inhibits
medulloblastoma progression by inducing apoptosis and cell senescence. Cancer Res. 2018;78:4599-612. 91. Sun CC, Chiu HT, Lin YF, Lee KY, Pang JH. Y-27632, a ROCK inhibitor, promoted limbal epithelial cell
proliferation and corneal wound healing. PLoS One. 2015;10:e0144571. 92. Gauthaman K, Fong CY, Bongso A. Effect of ROCK inhibitor Y-27632 on normal and variant human
embryonic stem cells (hESCs) in vitro: its benefits in hESC expansion. Stem Cell Rev Rep. 2010;6:86-95. 93. Watanabe K, Ueno M, Kamiya D, Nishiyama A, Matsumura M, Wataya T, et al. A ROCK inhibitor permits
survival of dissociated human embryonic stem cells. Nat Biotechnol. 2007;25:681-6. 94. Liu YJ, Le Berre M, Lautenschlaeger F, Maiuri P, Callan-Jones A, Heuze M, et al. Confinement and low
adhesion induce fast amoeboid migration of slow mesenchymal cells. Cell. 2015;160:659-72. 95. Ruprecht V, Wieser S, Callan-Jones A, Smutny M, Morita H, Sako K, et al. Cortical contractility triggers a
stochastic switch to fast amoeboid cell motility. Cell. 2015;160:673-85. Explor Target Antitumor Ther. 2021;2:292-308 | https://doi.org/10.37349/etat.2021.00047 Page 306 Page 306 Page 306 96. Lammermann T, Bader BL, Monkley SJ, Worbs T, Wedlich-Soldner R, Hirsch K, et al. Rapid leukocyte
migration by integrin-independent flowing and squeezing. Nature. 2008;453:51-5. 97. Miroshnikova YA, Mouw JK, Barnes JM, Pickup MW, Lakins JN, Kim Y, et al. Tissue mechanics promote
IDH1-dependent HIF1alpha-tenascin C feedback to regulate glioblastoma aggression. Nat Cell Biol. 2016;18:1336-45. 98. Georgouli M, Herraiz C, Crosas-Molist E, Fanshawe B, Maiques O, Perdrix A, et al. References Regional activation
of myosin II in cancer cells drives tumor progression via a secretory cross-talk with the immune
microenvironment. Cell. 2019;176:757-74 e23. 99. Orgaz JL, Crosas-Molist E, Sadok A, Perdrix-Rosell A, Maiques O, Rodriguez-Hernandez I, et al. Myosin
II reactivation and cytoskeletal remodeling as a hallmark and a vulnerability in melanoma therapy
resistance. Cancer Cell. 2020;37:85-103.e9. 100. Colucci-Guyon E, Portier MM, Dunia I, Paulin D, Pournin S, Babinet C. Mice lacking vimentin develop and
reproduce without an obvious phenotype. Cell. 1994;79:679-94. 101. Evans RM. Vimentin: the conundrum of the intermediate filament gene family. Bioessays. 1998;20:79-86. 102. Mendez MG, Kojima S, Goldman RD. Vimentin induces changes in cell shape, motility, and adhesion
during the epithelial to mesenchymal transition. FASEB J. 2010;24:1838-51. 103. McInroy L, Maatta A. Down-regulation of vimentin expression inhibits carcinoma cell migration and
adhesion. Biochem Biophys Res Commun. 2007;360:109-14. 104. Al-Maghrabi J. Vimentin immunoexpression is associated with higher tumor grade, metastasis, and
shorter survival in colorectal cancer. Int J Clin Exp Pathol. 2020;13:493-500. 105. Lavenus SB, Tudor SM, Ullo MF, Vosatka KW, Logue JS. A flexible network of vimentin intermediate
filaments promotes migration of amoeboid cancer cells through confined environments. J Biol Chem. 2020;295:6700-9. n H, Jabbour E, Grimley J, Kirkpatrick P. Dasatinib. Nat Rev Drug Discov. 2006;5:717-8. 106. Kantarjian H, Jabbour E, Grimley J, Kirkpatrick P. Dasatinib. Nat Rev Drug Discov. 2006;5: 107. Kreutzman A, Colom-Fernandez B, Jimenez AM, Ilander M, Cuesta-Mateos C, Perez-Garcia Y, et al. Dasatinib
reversibly disrupts endothelial vascular integrity by increasing non-muscle myosin II contractility in a
ROCK-dependent manner. Clin Cancer Res. 2017;23:6697-707. 108. Wang J, Schneider IC. Myosin phosphorylation on stress fibers predicts contact guidance behavior across
diverse breast cancer cells. Biomaterials. 2017;120:81-93. 109. Ikebe M, Koretz J, Hartshorne DJ. Effects of phosphorylation of light chain residues threonine 18 and
serine 19 on the properties and conformation of smooth muscle myosin. J Biol Chem. 1988;263:6432-7. 110. Feng Y, LoGrasso PV, Defert O, Li R. Rho kinase (ROCK) inhibitors and their therapeutic potential. J Med
Chem. 2016;59:2269-300. 111. Sharma K, D'Souza RC, Tyanova S, Schaab C, Wisniewski JR, Cox J, et al. Ultradeep human phosphoproteome
reveals a distinct regulatory nature of Tyr and Ser/Thr-based signaling. Cell Rep. 2014;8:1583-94. 112. Almeida MT, Mesquita FS, Cruz R, Osorio H, Custodio R, Brito C, et al. Src-dependent tyrosine
phosphorylation of non-muscle myosin heavy chain-IIA restricts Listeria monocytogenes cellular
infection. J Biol Chem. 2015;290:8383-95. 113. 118. Stefanovic S, Windsor M, Nagata KI, Inagaki M, Wileman T. Vimentin rearrangement during African
swine fever virus infection involves retrograde transport along microtubules and phosphorylation of
vimentin by calcium calmodulin kinase II. J Virol. 2005;79:11766-75. 117. Oguri T, Inoko A, Shima H, Izawa I, Arimura N, Yamaguchi T, et al. Vimentin-Ser82 as a memory
phosphorylation site in astrocytes. Genes Cells. 2006;11:531-40. Explor Target Antitumor Ther. 2021;2:292-308 | https://doi.org/10.37349/etat.2021.00047 116. Yokoyama T, Goto H, Izawa I, Mizutani H, Inagaki M. Aurora-B and Rho-kinase/ROCK, the two cleavage
furrow kinases, independently regulate the progression of cytokinesis: possible existence of a novel
cleavage furrow kinase phosphorylates ezrin/radixin/moesin (ERM). Genes Cells. 2005;10:127-37. References Stuart SA, Houel S, Lee T, Wang N, Old WM, Ahn NG. A phosphoproteomic comparison of B-RAFV600E
and MKK1/2 inhibitors in melanoma cells. Mol Cell Proteomics. 2015;14:1599-615. 114. Goto H, Tanabe K, Manser E, Lim L, Yasui Y, Inagaki M. Phosphorylation and reorganization of vimentin
by p21-activated kinase (PAK). Genes Cells. 2002;7:91-7. 115. Goto H, Kosako H, Tanabe K, Yanagida M, Sakurai M, Amano M, et al. Phosphorylation of vimentin by Rho-
associated kinase at a unique amino-terminal site that is specifically phosphorylated during cytokinesis. J Biol Chem. 1998;273:11728-36. Explor Target Antitumor Ther. 2021;2:292-308 | https://doi.org/10.37349/etat.2021.00047 Explor Target Antitumor Ther. 2021;2:292-308 | https://doi.org/10.37349/etat.2021.00047 Page 307 Page 307 116. Yokoyama T, Goto H, Izawa I, Mizutani H, Inagaki M. Aurora-B and Rho-kinase/ROCK, the two cleavage
furrow kinases, independently regulate the progression of cytokinesis: possible existence of a novel
cleavage furrow kinase phosphorylates ezrin/radixin/moesin (ERM). Genes Cells. 2005;10:127-37. 117. Oguri T, Inoko A, Shima H, Izawa I, Arimura N, Yamaguchi T, et al. Vimentin-Ser82 as a memory
phosphorylation site in astrocytes. Genes Cells. 2006;11:531-40. 118. Stefanovic S, Windsor M, Nagata KI, Inagaki M, Wileman T. Vimentin rearrangement during African
swine fever virus infection involves retrograde transport along microtubules and phosphorylation of
vimentin by calcium calmodulin kinase II. J Virol. 2005;79:11766-75. 118. Stefanovic S, Windsor M, Nagata KI, Inagaki M, Wileman T. Vimentin rearrangement during African
swine fever virus infection involves retrograde transport along microtubules and phosphorylation of
vimentin by calcium calmodulin kinase II. J Virol. 2005;79:11766-75. Explor Target Antitumor Ther. 2021;2:292-308 | https://doi.org/10.37349/etat.2021.00047 Page 308
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https://f1000research.com/articles/9-687/v2/pdf
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Case Report: Cryptococcal meningitis in Hodgkin’s Lymphoma patient receiving brentuximab-vedotin therapy
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F1000Research
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F1000Research 2020, 9:687 Last updated: 06 SEP 2024 Open Peer Review
Approval Status
1
2
version 2
(revision)
12 Aug 2020
view
version 1
08 Jul 2020
view
view First published: 08 Jul 2020, 9:687
https://doi.org/10.12688/f1000research.24816.1
Latest published: 12 Aug 2020, 9:687
https://doi.org/10.12688/f1000research.24816.2
v2 CASE REPORT
Case Report: Cryptococcal meningitis in Hodgkin’s
Lymphoma patient receiving brentuximab-vedotin therapy
[version 2; peer review: 2 approved]
Tatiana Cunha Pereira
1, Rita Rb-Silva
2, Rita Félix Soares1,
Nelson Domingues2, José Mariz2
1Medical Oncology Department, Instituto Português Oncologia de Coimbra Francisco Gentil E. P. E., Coimbra, Portugal
2Onco-Hematology Department, Instituto Português de Oncologia do Porto, Porto, Portugal
First published: 08 Jul 2020, 9:687
https://doi.org/10.12688/f1000research.24816.1
Latest published: 12 Aug 2020, 9:687
https://doi.org/10.12688/f1000research.24816.2
v2
Abstract
Cryptococcus neoformans infections occur mostly in immunodeficient
individuals, being the most common opportunistic fungal central
nervous system (CNS) infection in HIV seropositive patients. Moreover,
other conditions affecting host immunity, such as hematologic
malignancies, organ transplantation and immunosuppressive drugs
are implicated as risk factors.
The authors present a case of a 48-year-old male with Hodgkin
Lymphoma for 26 years and submitted to several lines of treatment,
diagnosed with cryptococcal meningitis while on therapy with
brentuximab. The patient presented with positive cerebral spinal fluid
(CSF) cryptococcal antigen plus positive blood cultures. He was put
under induction antifungal treatment with liposomal amphotericin B
and flucytosine, as well as corticosteroid therapy with dexamethasone
with headache improvement and a favorable clinical evolution.
There are no reported cases of cryptococcal meningoencephalitis
under CD30-directed monoclonal antibody. Furthermore, this case
illustrates the risk of Cryptococcus neoformans infection in
immunocompromising conditions other than HIV, underlining the
need of considering this differential diagnosis when physicians face
an opportunistic neuroinfection.
Keywords
Open Peer Review
Approval Status
1
2
version 2
(revision)
12 Aug 2020
view
version 1
08 Jul 2020
view
view
Adriana Roque
, Centro Hospitalar e
Universitário de Coimbra, Coimbra, Portugal
Coimbra Institute for Clinical and Biomedical
Research (iCBR), Coimbra, Portugal
1.
Sarah A. Schmalzle, University of Maryland
School of Medicine, Baltimore, USA
2.
Any reports and responses or comments on the
article can be found at the end of the article.
F1000Research 2020, 9:687 Last updated: 06 SEP 2024 CASE REPORT
Case Report: Cryptococcal meningitis in Hodgkin’s
Lymphoma patient receiving brentuximab-vedotin therapy
[version 2; peer review: 2 approved]
Tatiana Cunha Pereira
1, Rita Rb-Silva
2, Rita Félix Soares1,
Nelson Domingues2, José Mariz2
1Medical Oncology Department, Instituto Português Oncologia de Coimbra Francisco Gentil E. P. E., Coimbra, Portugal
2Onco-Hematology Department, Instituto Português de Oncologia do Porto, Porto, Portugal
First published: 08 Jul 2020, 9:687
https://doi.org/10.12688/f1000research.24816.1
Latest published: 12 Aug 2020, 9:687
https://doi.org/10.12688/f1000research.24816.2
v2
Abstract
Cryptococcus neoformans infections occur mostly in immunodeficient
individuals, being the most common opportunistic fungal central
nervous system (CNS) infection in HIV seropositive patients. Moreover,
other conditions affecting host immunity, such as hematologic
malignancies, organ transplantation and immunosuppressive drugs
are implicated as risk factors. The authors present a case of a 48-year-old male with Hodgkin
Lymphoma for 26 years and submitted to several lines of treatment,
diagnosed with cryptococcal meningitis while on therapy with
brentuximab. The patient presented with positive cerebral spinal fluid
(CSF) cryptococcal antigen plus positive blood cultures. He was put
under induction antifungal treatment with liposomal amphotericin B
and flucytosine, as well as corticosteroid therapy with dexamethasone
with headache improvement and a favorable clinical evolution. There are no reported cases of cryptococcal meningoencephalitis
under CD30-directed monoclonal antibody. Furthermore, this case
illustrates the risk of Cryptococcus neoformans infection in
immunocompromising conditions other than HIV, underlining the
need of considering this differential diagnosis when physicians face
an opportunistic neuroinfection. Keywords
Open Peer Review
Approval Status
1
2
version 2
(revision)
12 Aug 2020
view
version 1
08 Jul 2020
view
view
Adriana Roque
, Centro Hospitalar e
Universitário de Coimbra, Coimbra, Portugal
Coimbra Institute for Clinical and Biomedical
Research (iCBR), Coimbra, Portugal
1. Sarah A. Schmalzle, University of Maryland
School of Medicine, Baltimore, USA
2. Any reports and responses or comments on the
article can be found at the end of the article. F1000Research 2020, 9:687 Last updated: 06 SEP 2024 Abstract Cryptococcus neoformans infections occur mostly in immunodeficient
individuals, being the most common opportunistic fungal central
nervous system (CNS) infection in HIV seropositive patients. Moreover,
other conditions affecting host immunity, such as hematologic
malignancies, organ transplantation and immunosuppressive drugs
are implicated as risk factors. view
view The authors present a case of a 48-year-old male with Hodgkin
Lymphoma for 26 years and submitted to several lines of treatment,
diagnosed with cryptococcal meningitis while on therapy with
brentuximab. The patient presented with positive cerebral spinal fluid
(CSF) cryptococcal antigen plus positive blood cultures. He was put
under induction antifungal treatment with liposomal amphotericin B
and flucytosine, as well as corticosteroid therapy with dexamethasone
with headache improvement and a favorable clinical evolution. There are no reported cases of cryptococcal meningoencephalitis
under CD30-directed monoclonal antibody. Furthermore, this case
illustrates the risk of Cryptococcus neoformans infection in
immunocompromising conditions other than HIV, underlining the
need of considering this differential diagnosis when physicians face
an opportunistic neuroinfection. Adriana Roque
, Centro Hospitalar e
Universitário de Coimbra, Coimbra, Portugal
Coimbra Institute for Clinical and Biomedical
Research (iCBR), Coimbra, Portugal
1. Keywords
C. neoformans, Brentuximab-vedotin, Hodgkin Lymphoma, Meningitis Keywords Keywords
C. neoformans, Brentuximab-vedotin, Hodgkin Lymphoma, Meningitis Page 1 of 9 F1000Research 2020, 9:687 Last updated: 06 SEP 2024 Corresponding author: Tatiana Cunha Pereira (tatiana.cunhapereira@gmail.com)
Author roles: Cunha Pereira T: Conceptualization, Writing – Original Draft Preparation; Rb-Silva R: Writing – Review & Editing; Félix
Soares R: Writing – Review & Editing; Domingues N: Supervision, Writing – Review & Editing; Mariz J: Writing – Review & Editing
Competing interests: No competing interests were disclosed. Grant information: The author(s) declared that no grants were involved in supporting this work. Copyright: © 2020 Cunha Pereira T et al. This is an open access article distributed under the terms of the Creative Commons Attribution
License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. How to cite this article: Cunha Pereira T, Rb-Silva R, Félix Soares R et al. Case Report: Cryptococcal meningitis in Hodgkin’s
Lymphoma patient receiving brentuximab-vedotin therapy [version 2; peer review: 2 approved] F1000Research 2020, 9:687
https://doi.org/10.12688/f1000research.24816.2
First published: 08 Jul 2020, 9:687 https://doi.org/10.12688/f1000research.24816.1 Corresponding author: Tatiana Cunha Pereira (tatiana.cunhapereira@gmail.com)
Author roles: Cunha Pereira T: Conceptualization, Writing – Original Draft Preparation; Rb-Silva R: Writing – Review & Editing; Félix
Soares R: Writing – Review & Editing; Domingues N: Supervision, Writing – Review & Editing; Mariz J: Writing – Review & Editing
Competing interests: No competing interests were disclosed.
Grant information: The author(s) declared that no grants were involved in supporting this work.
Copyright: © 2020 Cunha Pereira T et al. This is an open access article distributed under the terms of the Creative Commons Attribution
License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
How to cite this article: Cunha Pereira T, Rb-Silva R, Félix Soares R et al. Case Report: Cryptococcal meningitis in Hodgkin’s
Lymphoma patient receiving brentuximab-vedotin therapy [version 2; peer review: 2 approved] F1000Research 2020, 9:687
https://doi.org/10.12688/f1000research.24816.2
First published: 08 Jul 2020, 9:687 https://doi.org/10.12688/f1000research.24816.1 Amendments from Version 1
REVISED As suggested by the peer review reports, grammar corrections
have been made in this new version. As suggested by the peer review reports, grammar corrections
have been made in this new version. As suggested by the peer review reports, gra
have been made in this new version. Any further responses from the reviewers can be found at
the end of the article Any further responses from the reviewers can be found at
the end of the article At first evaluation, the patient was conscious and aware,
hemodynamic stable and subfebrile, presenting general tremors
and limited cervical mobility. Learning points Learning points g p
• Cryptococcal meningitis is a common opportunistic
central nervous system (CNS) infection among HIV-
positive patients. However, it also affects HIV seronegative
patients. Blood workup revealed elevated C-reactive protein with
73.2 mg/L (normal range under 5 mg/L), without other
abnormalities. Blood workup revealed elevated C-reactive protein with
73.2 mg/L (normal range under 5 mg/L), without other
abnormalities. • Every
immunocompromising
condition
must
be
assessed and considered a risk factor for an opportun-
istic fungal meningoencephalitis. A therapeutic agent
affecting host immunity, such as with CD30-directed
monoclonal antibody, may predispose to opportunistic
infections. A
head
computed
tomography
(CT)
scan
showed
the
pre-existing cystic lesion in the left cerebellopontine angle
with a slight right brainstem deviation, without associated
edema (Figure 2A), confirmed by magnetic resonance imaging
(Figure 2B). The case was discussed with the Neurosurgery
Department and a lumbar puncture was postponed as it was
considered a high-risk procedure. The patient started antibiotics
with ceftriaxone (2 g q12h) and ampicillin. (2g q4h) At day 4,
blood cultures came back positive for Cryptococcus neoformans
sensitive to Posaconazole, Amphotericin B and Itraconazole,
so that patient started Liposomal Amphotericin B (3mg/kg id)
and Flucytosine (100 mg/kg per day orally in four divided
doses) for 14 days and low dose corticosteroid therapy
(4 mg per day). There was a progressive improvement of the
symptoms and patient was discharged after 19 days with
prescription of Fluconazole (400mg per day). • Cryptococcal meningitis diagnosis may be challenging
in cases presenting negative cerebral spinal fluid
(CSF) cultures, but cryptococcal polysaccharide antigen
titers in CSF correlate with fungal burden. Background Cryptococcus species have a major predilection for the lungs
with potential to spread further, mainly through continuity or
through
hematogenic
and
lymphoid
pathways,
with
possible penetration through the blood-brain barrier and CNS
involvement1–4. Cryptococcus neoformans infections occur mostly in immu-
nodeficient individuals, being the most common opportunistic
CNS infection in HIV-positive patients, counting up to
1 million new infections annually worldwide3,4. It also occurs
in transplant recipients, patients with hematological malig-
nancies, as well as patients receiving immunosuppressive
medications1,2,4. After one month of treatment, a ventricular puncture was per-
formed and normal pressure cerebrospinal fluid (CSF) revealed
glucose consumption and elevated levels of proteins (Table 1),
as well as positivity for cryptococcal polysaccharide capsular
antigen. Follow-up lumbar punctures were performed to assess Figure 1. Head computed tomography (CT) scan revealing a
large left extra-axial cystic lesion that was being monitored
before current symptomatology. This case reports an opportunistic CNS infection in a
patient with Hodgkin Lymphoma under brentuximab after
multiple lines of treatment for over 20 years, including an
allogenic stem cell transplantation. Despite being reported as a
common fungal infection in HIV-patients, neuroinfections in
patients under CD30-directed monoclonal antibody therapy or
other drugs besides immunosuppressants are a rare occurrence. rresponding author: Tatiana Cunha Pereira (tatiana.cunhapereira@gmail.com) Corresponding author: Tatiana Cunha Pereira (tatiana.cunhapereira@gmail.com)
Author roles: Cunha Pereira T: Conceptualization, Writing – Original Draft Preparation; Rb-Silva R: Writing – Review & Editing; Félix
Soares R: Writing – Review & Editing; Domingues N: Supervision, Writing – Review & Editing; Mariz J: Writing – Review & Editing
Competing interests: No competing interests were disclosed. Grant information: The author(s) declared that no grants were involved in supporting this work. Copyright: © 2020 Cunha Pereira T et al. This is an open access article distributed under the terms of the Creative Commons Attribution
License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. How to cite this article: Cunha Pereira T, Rb-Silva R, Félix Soares R et al. Case Report: Cryptococcal meningitis in Hodgkin’s
Lymphoma patient receiving brentuximab-vedotin therapy [version 2; peer review: 2 approved] F1000Research 2020, 9:687
https://doi.org/10.12688/f1000research.24816.2
First published: 08 Jul 2020, 9:687 https://doi.org/10.12688/f1000research.24816.1 p
g
st published: 08 Jul 2020, 9:687 https://doi.org/10.12688/f1000research.24816.1 Page 2 of 9 F1000Research 2020, 9:687 Last updated: 06 SEP 2024 one autologous bone marrow transplant in 1998, as well as
an allogenic stem cell transplant in 2001, followed by several
lines of chemotherapy. From October 2018 to this episode,
the patient was taking brentuximab due to a hepatic hilar
lesion. Sequencial imaging assessments showed a large left
infratentorial arachnoid cystic lesion that was being monitored. (Figure 1). Amendments from Version 1
As suggested by the peer review reports, grammar corrections
have been made in this new version. Any further responses from the reviewers can be found at
the end of the article
REVISED Case presentation A 48-year-old Caucasian male presented at the outpatient
clinic in May 2019 with holocranial headache, more intense at
occipital level, lasting for 6 days, with increasing intensity
over the last couple of hours, associated with photophobia and
vomiting. The patient was diagnosed in 1993 with Classic Hodgkin
Lymphoma, nodular sclerosis subtype, stage IVB, achieving
complete remission after first line chemotherapy. Since then, the
patient suffered several relapses and underwent radiotherapy, Figure 1. Head computed tomography (CT) scan revealing a
large left extra-axial cystic lesion that was being monitored
before current symptomatology. Page 3 of 9 Page 3 of 9 F1000Research 2020, 9:687 Last updated: 06 SEP 2024 Figure 2. Head computed tomography (CT) scan showed the pre-existing cystic lesion in the left cerebellopontine angle with a slight right
brainstem deviation, without associated edema (2A), as confirmed by magnetic resonance imagining (MRI) (2B). Figure 2. Head computed tomography (CT) scan showed the pre-existing cystic lesion in the left cerebellop
brainstem deviation, without associated edema (2A), as confirmed by magnetic resonance imagining (MRI) (2 Figure 2. Head computed tomography (CT) scan showed the pre-existing cystic lesion in the left cerebellopontine angle with a slight right
brainstem deviation, without associated edema (2A), as confirmed by magnetic resonance imagining (MRI) (2B). Table 1. Cerebrospinal fluid profile evolution throughout treatment. CSF
– Cerebrospinal fluid. LP – Lumbar puncture. NV – Normal value. LP date
Characteristic
27-06-2019 17-07-2019
31-07-2019
16-09-2019
Appearance
Clear
Clear
Clear
Clear
Nucleated cells count
104/μL
43/μL
35/μL
5/μL
Glucose
(NV: 2.8 – 4.4 mmol/L)
2,3 mmol/L
3.1 mmol/L
3,4 mmol/L
3,3 mmol/L
Protein level
(NV: 150 – 450 mg/L)
838 mg/L
583 mg/L
529 mg/L
544 mg/L
CSF culture
Negative
Negative
Negative
Negative
Cryptococcus neoformans
antigen
Positive
Positive
Positive
Positive Table 1. Cerebrospinal fluid profile evolution throughout treatment. CSF
– Cerebrospinal fluid. LP – Lumbar puncture. NV – Normal value. LP date
Characteristic
27-06-2019 17-07-2019
31-07-2019
16-09-2019
Appearance
Clear
Clear
Clear
Clear
Nucleated cells count
104/μL
43/μL
35/μL
5/μL
Glucose
(NV: 2.8 – 4.4 mmol/L)
2,3 mmol/L
3.1 mmol/L
3,4 mmol/L
3,3 mmol/L
Protein level
(NV: 150 – 450 mg/L)
838 mg/L
583 mg/L
529 mg/L
544 mg/L
CSF culture
Negative
Negative
Negative
Negative
Cryptococcus neoformans
antigen
Positive
Positive
Positive
Positive Table 1. Cerebrospinal fluid profile evolution throughout treatment. CSF
– Cerebrospinal fluid. LP – Lumbar puncture. NV – Normal value. Case presentation In a recent review of Cryptococcus neoformans infections
in patients with cancer, 82% corresponded to patients with
haematological malignancies and from these patients, approxi-
mately 54% had lymphoma5. CSF characteristics and cryptococcal antigen assessment. Patient was kept under consolidation therapy with Flucona-
zole for 10 weeks with a favorable clinical evolution, as well as
decreasing levels of protein and nucleated cells count as seen
in Table 1. Patient maintains close surveillance under regular
appointments at the Onco-Haematology Clinic. However,
headache complaints increased in intensity shortly after dexam-
ethasone discontinuation with an intermittent pattern. Patient
died in another hospital about 8 months after the meningitis
diagnosis due to a cardiovascular event. CSF characteristics and cryptococcal antigen assessment. Patient was kept under consolidation therapy with Flucona-
zole for 10 weeks with a favorable clinical evolution, as well as
decreasing levels of protein and nucleated cells count as seen
in Table 1. Patient maintains close surveillance under regular
appointments at the Onco-Haematology Clinic. However,
headache complaints increased in intensity shortly after dexam-
ethasone discontinuation with an intermittent pattern. Patient
died in another hospital about 8 months after the meningitis
diagnosis due to a cardiovascular event. The patient presented several conditions affecting host immunity
due to several previous lines of treatment for over 25 years. However, Cryptococcus species were not considered the
etiological agent for a possible opportunistic neuroinfection,
emphasizing the need for an initial lumbar puncture to exclude
fungal agents. This procedure was not possible at first evaluation
and it delayed the start of antifungal therapy. Consent Data availability
Underlying data
All data underlying the results are available as part of the article
and no additional source data are required. Written informed consent for publication of their clinical details
and clinical images was obtained from the patient prior to
their death. All data underlying the results are available as part of the article
and no additional source data are required. 1.
Li SS, Mody CH: Cryptococcus. Proc Am Thorac Soc. 2010; 7(3):
186–96.
PubMed Abstract | Publisher Full Text
2.
Beardsley J, Sorrell TC, Chen SCA: Central nervous system cryptococcal
infections in non-HIV infected patients. J Fungi (Basel). 2019; 5(3):
71.
PubMed Abstract | Publisher Full Text | Free Full Text
3.
Góralska K, Blaszkowska J, Dzikowiec M: Neuroinfections caused by fungi. Discussion Cryptococcal meningitis accounts for up to 1 million new
infections annually, mainly affecting HIV-positive patients. Other
immunocompromising conditions such as organ transplanta-
tion, hematologic malignancies and immunosuppressive drugs
constitutes other relevant risk factors to these opportunistic
fungi CNS infections1–4. Although there are many published case reports of Crypto-
coccosis in patients with lymphoma, this is the first reported
case of Cryptococcal neuroinfection in a patient with
Hodgkin’s Lymphoma treated with CD-30-directed monoclonal
antibody. Page 4 of 9 Page 4 of 9 Page 4 of 9 F1000Research 2020, 9:687 Last updated: 06 SEP 2024 Sarah A. Schmalzle No new comments. Competing Interests: No competing interests were disclosed. Reviewer Expertise: Infectious disease, HIV, cryptococcosis, Group A Strep I confirm that I have read this submission and believe that I have an appropriate level of
expertise to confirm that it is of an acceptable scientific standard. https://doi.org/10.5256/f1000research.27380.r68025 © 2020 Schmalzle S. This is an open access peer review report distributed under the terms of the Creative
Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium,
provided the original work is properly cited. References 1. Li SS, Mody CH: Cryptococcus. Proc Am Thorac Soc. 2010; 7(3):
186–96. PubMed Abstract | Publisher Full Text
2. Beardsley J, Sorrell TC, Chen SCA: Central nervous system cryptococcal
infections in non-HIV infected patients. J Fungi (Basel). 2019; 5(3):
71. PubMed Abstract | Publisher Full Text | Free Full Text
3. Góralska K, Blaszkowska J, Dzikowiec M: Neuroinfections caused by fungi. Infection. 2018; 46(4): 443–59. PubMed Abstract | Publisher Full Text | Free Full Text
4. Mazlarz EK, Perfect JR: Cryptococcosis. Infect Dis Clin North Am. 2016; 30(1):
179–206. PubMed Abstract | Publisher Full Text | Free Full Text
5. Schmalzle SA, Buchwald UK, Gilliam BL, et al.: Cryptococcus neoformans
infection in malignancy. Mycoses. 2016; 59(9): 542–52. PubMed Abstract | Publisher Full Text Infection. 2018; 46(4): 443–59. PubMed Abstract | Publisher Full Text | Free Full Text
4. Mazlarz EK, Perfect JR: Cryptococcosis. Infect Dis Clin North Am. 2016; 30(1):
179–206. PubMed Abstract | Publisher Full Text | Free Full Text
5. Schmalzle SA, Buchwald UK, Gilliam BL, et al.: Cryptococcus neoformans
infection in malignancy. Mycoses. 2016; 59(9): 542–52. PubMed Abstract | Publisher Full Text 1. Li SS, Mody CH: Cryptococcus. Proc Am Thorac Soc. 2010; 7(3):
186–96. PubMed Abstract | Publisher Full Text
2. Beardsley J, Sorrell TC, Chen SCA: Central nervous system cryptococcal
infections in non-HIV infected patients. J Fungi (Basel). 2019; 5(3):
71. PubMed Abstract | Publisher Full Text | Free Full Text
3. Góralska K, Blaszkowska J, Dzikowiec M: Neuroinfections caused by fungi. Page 5 of 9 Open Peer Review Open Peer Review Current Peer Review Status: F1000Research 2020, 9:687 Last updated: 06 SEP 2024 Sarah A. Schmalzle There is not known
resistance and generally all therapy is empiric. 12. Corticotherapy should be corticosteroid therapy. 13. This needs to be reworded for clarity: "However, Cryptococcus species were not considered
the etiological agent for a CNS infection, emphasizing the need for an initial lumbar
puncture to exclude fungal agents when approaching opportunist neuroinfection. This was
not possible at first evaluation in this case which delayed antifungal therapy."
14. Is the background of the case’s history and progression described in sufficient detail? Yes
Are enough details provided of any physical examination and diagnostic tests, treatment
given and outcomes? The use of 'under' to describe being prescribed a treatment is not commonly how this is
stated in the US. Try "treated with" or "on treatment for ___ with ___". 9. Also not common to say patients are admitted at the outpatient clinic. Patients are seen or
evaluated at a clinic, but admitted to a hospital. 10. This sentence also needs to be revised for proper grammar/syntax. "Throughout image
assessments, a large left infratentorial arachnoid cystic lesion was being monitored.". 11. This sentence also needs to be revised for proper grammar/syntax. "Throughout image
assessments, a large left infratentorial arachnoid cystic lesion was being monitored.". 11. Susceptibilities are not commonly reported in Crypto case reports. There is not known
resistance and generally all therapy is empiric. 12. This needs to be reworded for clarity: "However, Cryptococcus species were not considered
the etiological agent for a CNS infection, emphasizing the need for an initial lumbar
puncture to exclude fungal agents when approaching opportunist neuroinfection. This was
not possible at first evaluation in this case which delayed antifungal therapy."
14. Sarah A. Schmalzle Institute of Human Virology, University of Maryland School of Medicine, Baltimore This is a clinically relevant case report as it is purportedly the first report in a patient being treated
with a particular immunosuppressive monoclonal Ab. This is a clinically relevant case report as it is purportedly the first report in a patient being treated
with a particular immunosuppressive monoclonal Ab. There are several minor language and grammatical improvements to be made that will strengthen There are several minor language and grammatical improvements to be made that will strengthen Page 6 of 9 F1000Research 2020, 9:687 Last updated: 06 SEP 2024 and clarify the report. It should have an additional round of editing by a native English speaker. Examples: and clarify the report. It should have an additional round of editing by a native English speaker. Examples: p
HIV-positive should be 'people living with HIV'. 1. Abstract: 'fungi central nervous system..' should be fungal. 2. Brentuximab should be in lower case throughout. It is not explained with it is 'brentuximab-
vedotin' in keywords but 'brentuximab' elsewhere. 3. Brentuximab should be in lower case throughout. It is not explained with it is 'brentuximab-
vedotin' in keywords but 'brentuximab' elsewhere. 3. This sentence needs an English language revision: "However, these fungi neuroinfection
affects HIV seronegative patients."
5. Background - it is not accurate to say crypto has a predilection for the lungs. The lungs are
the route of entry, but this is a neurotropic pathogen. 6. Background - it is not accurate to say crypto has a predilection for the lungs. The lungs are
the route of entry, but this is a neurotropic pathogen. 6. 'penetration into' should be 'penetration through'. 7. Case presentation: "over the last couple hours" should be "over the last couple of hours" or
"over the last several hours". 8. p
p
p
"over the last several hours". The use of 'under' to describe being prescribed a treatment is not commonly how this is
stated in the US. Try "treated with" or "on treatment for ___ with ___". 9. Also not common to say patients are admitted at the outpatient clinic. Patients are seen or
evaluated at a clinic, but admitted to a hospital. 10. This sentence also needs to be revised for proper grammar/syntax. "Throughout image
assessments, a large left infratentorial arachnoid cystic lesion was being monitored.". 11. Susceptibilities are not commonly reported in Crypto case reports. https://doi.org/10.5256/f1000research.27380.r66704 © 2020 Roque A. This is an open access peer review report distributed under the terms of the Creative Commons
Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the
original work is properly cited. Is the case presented with sufficient detail to be useful for other practitioners?
Yes Reviewer Report 20 July 2020 https://doi.org/10.5256/f1000research.27380.r66704 https://doi.org/10.5256/f1000research.27380.r66704 Adriana Roque 1 Clinical Hematology Department, Centro Hospitalar e Universitário de Coimbra, Coimbra,
Portugal 2 Faculty of Medicine, Center for Innovative Biomedicine and Biotechnology (CIBB), Coimbra
Institute for Clinical and Biomedical Research (iCBR), Coimbra, Portugal I think that this is an interesting report that claims for attention to rare infections in patients
under immunotherapy and other novel therapies, especially when they are more difficult to
diagnose (due to the location and the infectious agent). g
g
This report provides a concise and informative history of the case, mainly focus on the difficulties
of the process. I consider that it would be important to provide information about the previous therapeutics that
the patient had received, including the transplantation conditioning regimen, as well as the
development of graft versus host disease (GvHD) and GvHD therapeutics, because it can help to
explain the subjacent immunosuppression state. Another helpful information is to understand if
Hodgkin lymphoma was under control at the time of CNS infection presentation. Is the background of the case’s history and progression described in sufficient detail? Partly Is the background of the case’s history and progression described in sufficient detail?
Yes
Are enough details provided of any physical examination and diagnostic tests, treatment
given and outcomes? Page 7 of 9 F1000Research 2020, 9:687 Last updated: 06 SEP 2024 Yes
Is sufficient discussion included of the importance of the findings and their relevance to
future understanding of disease processes, diagnosis or treatment? Yes
Is the case presented with sufficient detail to be useful for other practitioners? Yes
Competing Interests: No competing interests were disclosed. Reviewer Expertise: Infectious disease, HIV, cryptococcosis, Group A Strep
I confirm that I have read this submission and believe that I have an appropriate level of
expertise to confirm that it is of an acceptable scientific standard, however I have
significant reservations, as outlined above. Yes given and outcomes? Yes Is the background of the case’s history and progression described in sufficient detail?
Partly Reviewer Expertise: Hematology, Hematology-oncology
I confirm that I have read this submission and believe that I have an appropriate level of
expertise to confirm that it is of an acceptable scientific standard. Is the background of the case’s history and progression described in sufficient detail?
Partly Partly Are enough details provided of any physical examination and diagnostic tests, treatment Page 8 of 9 given and outcomes? Yes
Is sufficient discussion included of the importance of the findings and their relevance to
future understanding of disease processes, diagnosis or treatment? Yes
Is the case presented with sufficient detail to be useful for other practitioners? Yes
Competing Interests: No competing interests were disclosed. Reviewer Expertise: Hematology, Hematology-oncology
I confirm that I have read this submission and believe that I have an appropriate level of
expertise to confirm that it is of an acceptable scientific standard. The benefits of publishing with F1000Research:
Your article is published within days, with no editorial bias
•
You can publish traditional articles, null/negative results, case reports, data notes and more
•
The peer review process is transparent and collaborative
•
Your article is indexed in PubMed after passing peer review
•
Dedicated customer support at every stage
•
For pre-submission enquiries, contact research@f1000.com
F1000Research 2020, 9:687 Last updated: 06 SEP 2024 given and outcomes? Yes
Is sufficient discussion included of the importance of the findings and their relevance to
future understanding of disease processes, diagnosis or treatment? Yes
Is the case presented with sufficient detail to be useful for other practitioners? Yes
Competing Interests: No competing interests were disclosed. Reviewer Expertise: Hematology, Hematology-oncology
I confirm that I have read this submission and believe that I have an appropriate level of
expertise to confirm that it is of an acceptable scientific standard. The benefits of publishing with F1000Research:
Your article is published within days, with no editorial bias
•
You can publish traditional articles, null/negative results, case reports, data notes and more
•
The peer review process is transparent and collaborative
•
Your article is indexed in PubMed after passing peer review
•
Dedicated customer support at every stage
•
For pre-submission enquiries, contact research@f1000.com
F1000Research 2020, 9:687 Last updated: 06 SEP 2024 F1000Research 2020, 9:687 Last updated: 06 SEP 2024 given and outcomes? Yes
Is sufficient discussion included of the importance of the findings and their relevance to
future understanding of disease processes, diagnosis or treatment? Yes
Is the case presented with sufficient detail to be useful for other practitioners? Yes
Competing Interests: No competing interests were disclosed. Is the case presented with sufficient detail to be useful for other practitioners?
Yes The benefits of publishing with F1000Research:
Your article is published within days, with no editorial bias
•
You can publish traditional articles, null/negative results, case reports, data notes and more
•
The peer review process is transparent and collaborative
•
Your article is indexed in PubMed after passing peer review
•
Dedicated customer support at every stage
•
For pre-submission enquiries, contact research@f1000.com Page 9 of 9
|
https://openalex.org/W1763675400
|
http://repo.lib.semmelweis.hu//bitstream/123456789/2217/1/Gyorffy_Cell_Reports_2015_u.pdf
|
English
| null |
APOBEC3B-Mediated Cytidine Deamination Is Required for Estrogen Receptor Action in Breast Cancer
|
Cell reports
| 2,015
|
cc-by
| 12,366
|
Article Article APOBEC3B-Mediated Cytidine Deamination Is
Required for Estrogen Receptor Action in Breast
C APOBEC3B-Mediated Cytidine Deamination Is
Required for Estrogen Receptor Action in Breast
Cancer APOBEC3B-Mediated Cytidine Deamination Is
Required for Estrogen Receptor Action in Breast
Cancer
Graphical Abstract
Highlights
d APOBEC3B is associated with poor survival in ER+ breast
cancer patients
d APOBEC3B controls breast cancer cell growth by promoting
ER transcriptional activity
d APOBEC3B can cause C-to-U mutations at ER target genes,
to activate DNA repair
d Repair of APOBEC3B-induced lesions allows chromatin
remodelling that stimulates gene expression
Authors
Manikandan Periyasamy, Hetal Patel,
Chun-Fui Lai, ..., Luca Magnani,
Laki Buluwela, Simak Ali
Correspondence
simak.ali@imperial.ac.uk
In Brief
Periyasamy et al. show that APOBEC3B
required for the regulation of gene
expression by the estrogen receptor in
breast cancer cells. They report
APOBEC3B can promote cytidine
deamination at gene regulatory regions
with consequent repair providing a
mechanism for chromatin remodelling
that facilitates gene expression. Accession Numbers
GSE56979
GSE57426
Periyasamy et al., 2015, Cell Reports 13, 108–121
October 6, 2015 ª2015 The Authors
http://dx.doi.org/10.1016/j.celrep.2015.08.066 Authors
Manikandan Periyasamy, Hetal Patel,
Chun-Fui Lai, ..., Luca Magnani,
Laki Buluwela, Simak Ali Authors
Manikandan Periyasamy, Hetal Patel,
Chun-Fui Lai, ..., Luca Magnani,
Laki Buluwela, Simak Ali Correspondence
simak.ali@imperial.ac.uk Periyasamy et al., 2015, Cell Reports 13, 108–121
October 6, 2015 ª2015 The Authors
http://dx.doi.org/10.1016/j.celrep.2015.08.066 APOBEC3B-Mediated Cytidine Deamination Is Required
for Estrogen Receptor Action in Breast Cancer Manikandan Periyasamy,1 Hetal Patel,1 Chun-Fui Lai,1 Van T.M. Nguyen,1 Ekaterina Nevedomskaya,2 Alison Harrod,1
Roslin Russell,3 Judit Remenyi,4 Anna Maria Ochocka,1 Ross S. Thomas,1 Frances Fuller-Pace,4 Bala´ zs Gy}orffy,5
Carlos Caldas,3 Naveenan Navaratnam,6 Jason S. Carroll,3 Wilbert Zwart,2 R. Charles Coombes,1 Luca Magnani,1
Laki Buluwela 1 and Simak Ali1,* Manikandan Periyasamy,1 Hetal Patel,1 Chun-Fui Lai,1 Van T.M. Nguyen,1 Ekaterina Nevedomskaya,2 Alison Harrod,1
Roslin Russell,3 Judit Remenyi,4 Anna Maria Ochocka,1 Ross S. Thomas,1 Frances Fuller-Pace,4 Bala´ zs Gy}orffy,5
Carlos Caldas,3 Naveenan Navaratnam,6 Jason S. Carroll,3 Wilbert Zwart,2 R. Charles Coombes,1 Luca Magnani,1
Laki Buluwela 1 and Simak Ali1,* 1Department of Surgery and Cancer, Imperial College London, Hammersmith Hospital Campus, Du Cane Road, London W12 0NN, UK
2Department of Molecular Pathology, The Netherlands Cancer Institute, 1066 CX Amsterdam, the Netherlands
3Cancer Research UK, Cambridge Research Institute, Li Ka Shing Centre, Robinson Way, Cambridge CB2 0RE, UK
4Division of Cancer Research, University of Dundee, Ninewells Hospital and Medical School, Dundee DD1 9SY, UK
5MTA TTK Lendu¨ let Cancer Biomarker Research Group, Second Department of Pediatrics, Semmelweis University and MTA-SE Pediatrics
and Nephrology Research Group, Budapest 1085, Hungary 6MRC Clinical Sciences Centre, Imperial College London, Hammersmith Hospital Campus, Du Cane Road, Lon
*Correspondence: simak.ali@imperial.ac.uk 6MRC Clinical Sciences Centre, Imperial College London, Hammersmith Hospital Campus, Du Cane Road, London W12 0NN, UK
*Correspondence: simak.ali@imperial.ac.uk
htt
//d
d i
/10 1016/j
l
2015 08 066 http://dx.doi.org/10.1016/j.celrep.2015.08.066
This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). http://dx.doi.org/10.1016/j.celrep.2015.08.066
This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0 SUMMARY importance of pioneer factors, particularly FOXA1 and GATA3
in directing ER by promoting chromatin accessibility and long-
range chromatin interactions (Magnani et al., 2011; Ross-Innes
et al., 2012). Critical for transcription regulation by ER is the or-
dered recruitment of a multitude of transcriptional co-regulator
complexes with enzymatic activities for histone modification
and chromatin remodeling (Me´ tivier et al., 2006), which promote
short- and long-range protein-DNA and protein-protein interac-
tions between enhancer regions and gene promoters, to facili-
tate expression of ER target genes that drive breast cancer cell
proliferation. The processes of transcription and DNA repair
are intimately linked, as defined most obviously for the basal
transcription factor TFIIH, which is essential for transcription
initiation by RNA polymerase II (PolII), but is also required for
the transcription-coupled nucleotide excision repair (Compe
and Egly, 2012; Kamileri et al., 2012). Other DNA repair pathways
also aid transcription (Fong et al., 2013) by promoting active DNA
demethylation (Bhutani et al., 2011; Nabel and Kohli, 2011),
enhancer RNA (eRNA) synthesis (Puc et al., 2015), and chromatin
remodeling (Ju et al., 2006; Perillo et al., 2008), through pro-
cesses that can involve the generation of single- and double-
strand DNA breaks at enhancer regions. Estrogen receptor a (ERa) is the key transcriptional
driver in a large proportion of breast cancers. We
report that APOBEC3B (A3B) is required for regula-
tion of gene expression by ER and acts by causing
C-to-U deamination at ER binding regions. We
show that these C-to-U changes lead to the genera-
tion of DNA strand breaks through activation of base
excision repair (BER) and to repair by non-homolo-
gous end-joining (NHEJ) pathways. We provide evi-
dence that transient cytidine deamination by A3B
aids chromatin modification and remodelling at the
regulatory regions of ER target genes that promotes
their expression. A3B expression is associated with
poor patient survival in ER+ breast cancer, rein-
forcing the physiological significance of A3B for ER
action. In Brief Periyasamy et al. show that APOBEC3B is
required for the regulation of gene
expression by the estrogen receptor in
breast cancer cells. They report
APOBEC3B can promote cytidine
deamination at gene regulatory regions,
with consequent repair providing a
mechanism for chromatin remodelling
that facilitates gene expression. Accession Numbers
GSE56979
GSE57426 d APOBEC3B is associated with poor survival in ER+ breast
cancer patients d APOBEC3B controls breast cancer cell growth by promoting
ER transcriptional activity d APOBEC3B can cause C-to-U mutations at ER target genes,
to activate DNA repair d Repair of APOBEC3B-induced lesions allows chromatin
remodelling that stimulates gene expression Cell Reports
Article Cell Reports
Article 108
Cell Reports 13, 108–121, October 6, 2015 ª2015 The Authors INTRODUCTION Real-time RT-PCR for 151 breast cancers again
confirmed that A3B is expressed in ER+ and ER breast cancer,
as well as in the majority of breast cancer cell lines examined
(Figures 1C and S1G–S1R), in agreement with previous findings
(Burns et al., 2013a). (Figure S1C). There was no association between expression of
other APOBECs and poor outcome in ER+ or ER breast cancer
in the METABRIC dataset (data not shown). We extended this
analysis to other gene expression microarray datasets. Kaplan-
Meier plot analysis of Affymetrix microarray datasets similarly
showed that high A3B expression is associated with poor
outcome for ER+, but not ER, breast cancer (Figures S1D–
S1F). Forest-plot analysis for relapse-free survival further
confirmed the importance of A3B in ER+ breast cancer (Fig-
ure 1B). Real-time RT-PCR for 151 breast cancers again
confirmed that A3B is expressed in ER+ and ER breast cancer,
as well as in the majority of breast cancer cell lines examined
(Figures 1C and S1G–S1R), in agreement with previous findings
(Burns et al., 2013a). been ascribed to APOBEC3G (Nowarski et al., 2012). Interest-
ingly, ectopic expression of APOBEC3A (A3A) and A3B can pro-
mote mutagenesis in cancer cells (Burns et al., 2013a; Landry
et al., 2011; Taylor et al., 2013). been ascribed to APOBEC3G (Nowarski et al., 2012). Interest-
ingly, ectopic expression of APOBEC3A (A3A) and A3B can pro-
mote mutagenesis in cancer cells (Burns et al., 2013a; Landry
et al., 2011; Taylor et al., 2013). Cancer genomes are marked by an accretion of somatic mu-
tations. Recent whole-genome sequencing of breast cancer
has yielded genome-wide mutational signatures, one of which
is consistent with the DNA mutation profiles associated with cyti-
dine deamination by APOBEC3 genes (Alexandrov et al., 2013;
Nik-Zainal et al., 2012). Similar mutational signatures have
been described in ovarian, bladder, cervical, head and neck,
and lung cancer (Burns et al., 2013a, 2013b; de Bruin et al.,
2014; Leonard et al., 2013; Roberts et al., 2013). A3B expression
is frequently elevated in breast and other cancers that feature
mutational landscapes consistent with cytidine deaminase activ-
ity (Burns et al., 2013a, 2013b). This, together with the demon-
stration that ectopic A3B expression can promote C-to-T muta-
tions in breast cancer cells, has led to a proposed model in which
A3B overexpression in breast cancer could aid tumor initiation
and progression by driving somatic mutations in cancer. INTRODUCTION How-
ever, breast cancers from patients featuring a germline copy-
number polymorphism involving A3A and A3B, in which A3B is
effectively deleted, carry a greater burden of mutations associ-
ated with the APOBEC-dependent signature than those in which
the A3A and A3B genes are intact (Nik-Zainal et al., 2014),
bringing into question the importance of A3B in this process. A3B Regulates the Growth of ER+ Breast
Cancer Cells Given the association between A3B expression and poor patient
survival in ER+ breast cancer, we wondered whether A3B regu-
lates the growth of ER+ breast cancer cells. To investigate this,
we treated tumor xenografts of the ER+ and estrogen-regulated
MCF7 breast cancer cell line, which expresses moderate levels
of A3B, with A3B small interfering RNA (siRNA). A3B knockdown
markedly inhibited MCF7 tumor growth (Figure 1D), demon-
strating that A3B is required for MCF7 tumor growth in vivo. Remarkably, ER target gene expression was greatly reduced in
these tumors (Figures 1E and 1F), suggesting that A3B impacts
directly on ER function. Indeed, transfection of MCF7 cells in
culture with two independent A3B siRNAs inhibited estrogen-
stimulated growth, accompanied by reduced expression of ER
regulated genes (Figures S2A–S2C). Inhibition of estrogen-regu-
lated growth and estrogen-responsive gene expression was
confirmed in a second ER+ cell line (T47D) (Figures 1G and
1H). SkBr3 cells, which are null for A3B (Komatsu et al., 2008),
were not affected by A3B siRNA (Figures S1I and S2D). Growth
of the A3B+/ER MDA-MB-231 cells was also unaffected by
A3B siRNA (Figure S2E). Furthermore, inhibition of ER target
gene expression by a siRNA targeting the A3B 30-UTR was
rescued by transfection of an A3B expression plasmid that lacks
the 30 UTR. However, siRNAs targeting the A3B coding region
knocked down endogenous and ectopic A3B and inhibited ER-
regulated genes (Figures S2F and S2G). Taken together, these
results demonstrate A3B specificity of the siRNAs and show
that A3B regulates growth and expression of estrogen-respon-
sive genes in breast cancer cells. To investigate the potential role of A3B in breast cancer, we
analyzed its expression in breast cancer. Surprisingly, A3B
expression was associated with poor patient survival in ER+
breast cancer, but not in ER breast cancer, despite the fact
that A3B expression was higher in ER breast cancer than in
ER+ breast cancer, thus implicating A3B in ER action. Here,
we provide evidence for a molecular mechanism in which A3B
causes local and transient C-to-U transitions at ER enhancers,
leading to activation of base excision repair (BER) and non-ho-
mologous end-joining (NHEJ) pathways, which in turn promote
chromatin modification and remodeling, to drive expression of
ER target genes. INTRODUCTION The AID/APOBEC genes comprise a family of enzymes that
mutate RNA or DNA by deaminating cytidine to uridine. Among
their functions are RNA editing of the apolipoprotein B pre-
mRNA by APOBEC1 and generation of antibody diversity by
class-switch recombination and somatic hypermutation through
DNA editing by AID (Conticello, 2008). In primates, there are
seven closely related APOBEC3 genes, some of which function
in retroviral restriction by promoting ‘‘hypermutation’’ in viral ge-
nomes. These functions do not readily explain the potential roles
of APOBEC3 genes in non-immune system tissues, including
breast, lung, cervix, bladder, and ovary, or the overexpression
of some members of the family in cancers from these tissues
(Burns et al., 2013a, 2013b; Leonard et al., 2013), although a po-
tential role in the repair of DNA double-strand breaks (DSBs), re-
sulting in resistance of lymphoma cells to ionizing radiation, has Estrogens play a central role in promoting breast cancer devel-
opment (Ali and Coombes, 2002) and are important in uterine
and ovarian cancer (O’Donnell et al., 2005; Shang, 2006). Two
closely related nuclear receptors, estrogen receptor a (ERa,
herein referred to as ER) and ERb, mediate estrogen actions
(Dahlman-Wright et al., 2006). ERa is dominant in breast cancer;
70% of breast cancers express ERa, and therapies to inhibit its
activity have transformed breast cancer treatment. However,
many patients develop resistance, with few treatment options
being available for endocrine-therapy-resistant breast cancer
(Osborne and Schiff, 2011). Gene expression profiling and approaches for genome-wide
identification of ER binding regions have allowed the identifica-
tion of direct ER targets in breast cancer cells and highlight the 108
Cell Reports 13, 108–121, October 6, 2015 ª2015 The Authors (Figure S1C). There was no association between expression of
other APOBECs and poor outcome in ER+ or ER breast cancer
in the METABRIC dataset (data not shown). We extended this
analysis to other gene expression microarray datasets. Kaplan-
Meier plot analysis of Affymetrix microarray datasets similarly
showed that high A3B expression is associated with poor
outcome for ER+, but not ER, breast cancer (Figures S1D–
S1F). Forest-plot analysis for relapse-free survival further
confirmed the importance of A3B in ER+ breast cancer (Fig-
ure 1B). A3B Expression Is Associated with Poor Prognosis
in ER+ Breast Cancer AID/APOBECs function in retroviral restriction and in the case of
AID, in class-switch recombination and somatic hypermutation
to generate antibody diversity by causing C-to-T mutations
(Conticello, 2008), functions that do not explain the high-level
expression of A3B in many cancers (Burns et al., 2013a,
2013b). Toward defining the role of A3B in breast cancer sub-
types, we determined the relationship between A3B levels and
patient outcome. Analysis of the METABRIC (Curtis et al.,
2012) series of 2,000 breast cancer patients revealed that high
A3B expression is associated with poor survival (hazard ratio
[HR] = 1.5, p = 1 3 1011) (Figures S1A and S1B). Interestingly,
A3B expression was associated with poor outcome in ER+
(HR = 1.9; p = 4.5 3 1011) (Figure 1A), but not in ER (p =
0.18), breast cancer. A3B retained its significance (HR = 1.59,
p = 1.27 3 106) in multivariate analysis of ER+ breast cancer A3B Is Recruited Globally to ER Binding Regions,
and This Requires Its Interaction with the ER Next, we sought to determine whether A3B is required for the ER
transcriptional response. In a reporter gene assay, A3B stimu-
lated ER activity (Figures 2A and 2B). A3B contains two zinc
coordinating cytidine deaminase activity (CDA) domains (Conti-
cello, 2008). Substitution of glutamic acid residues at positions
68 or 255 to glutamine, which inhibits the cytidine deaminase ac-
tivity in the N- and C-terminal domains of A3B, respectively,
reduced stimulation of ER activity. Hence, both CDA domains
are required for modulation of ER activity by A3B, echoing a
previous report, which showed that both CDA domains are Cell Reports 13, 108–121, October 6, 2015 ª2015 The Authors
109 gure 1. A3B Regulates ER Activity to Promote Breast Cancer Cell Growth
Kaplan-Meier plots of breast cancer survival for ER+ patients from METABRIC, according to A3B expression. Forest plot analysis of ER+ breast cancers for A3B expression. Affymetrix microarray datasets that included >100 ER+ breast cancers were used
alysis: E-MTAB-365 (Guedj et al., 2012), GSE7390 (Desmedt et al., 2007), GSE3494 (Miller et al., 2005), GSE21653 (Sabatier et al., 2011), GSE2034 (Wang
05), and GSE12093 (Zhang et al., 2009). Hazard ratios and 95% confidence intervals are plotted on the x axis. Real-time RT-PCR was carried out using RNA prepared from ER+ (n = 92) and ER (n = 49) breast cancers. Also shown are the expression profiles fo
east cancer cell lines, with MCF7 and T47D expression highlighted. MCF7 tumors were treated weekly with vehicle (n = 6), control siRNA (n = 6), or A3B siRNA (n = 6). Mean tumor volumes are plotted ± SEM. RNA and p
re prepared from tumors at the end of the experiment. Real-time RT-PCR relative to GAPDH levels (n = 3; p < 0.0001) for tumors. Immunoblotting of protein lysates (20
g) tumors is shown Figure 1. A3B Regulates ER Activity to Promote Breast Cancer Cell Growth g
g
(A) Kaplan-Meier plots of breast cancer survival for ER+ patients from METABRIC, according to A3B expression. (B) Forest plot analysis of ER+ breast cancers for A3B expression. Affymetrix microarray datasets that included >100 ER+ breast cancers were used in the
analysis: E-MTAB-365 (Guedj et al., 2012), GSE7390 (Desmedt et al., 2007), GSE3494 (Miller et al., 2005), GSE21653 (Sabatier et al., 2011), GSE2034 (Wang et al.,
2005), and GSE12093 (Zhang et al., 2009). Hazard ratios and 95% confidence intervals are plotted on the x axis. A3B Is Recruited Globally to ER Binding Regions,
and This Requires Its Interaction with the ER (C) Real-time RT-PCR was carried out using RNA prepared from ER+ (n = 92) and ER (n = 49) breast cancers. Also shown are the expression profiles for ER+
breast cancer cell lines, with MCF7 and T47D expression highlighted. (D) MCF7 tumors were treated weekly with vehicle (n = 6), control siRNA (n = 6), or A3B siRNA (n = 6). Mean tumor volumes are plotted ± SEM. RNA and protein
d f
t
t th
d
f th
i
t ( )
g
p
y
(
mg)
(G) Hormone-depleted T47D cells transfected with A3B siRNAs were assessed for growth (n = 4). (H) mRNA levels were determined following transfection of hormone-depleted T47D cells with A3B siRNAs. mRNA expression is shown relative to the expression
for the siControl samples (n = 3). Statistical significance within each treatment group for each A3B siRNA relative to siControl is denoted by asterisks (p < 0.001). 110
Cell Reports 13, 108–121, October 6, 2015 ª2015 The Authors Figure 2. A3B Interacts with ER and Is Recruited to ER Binding Regions
(A) Schematic representation of A3B. Highlighted are the catalytic site mutations used here. (B) COS-1 cells cultured in hormone-free medium were transfected with an estrogen-responsive luciferase reporter gene, ER and A3B. Estrogen (10 nM
added for 20 hr. Data are shown as fold activation, relative to reporter activity for vehicle treatment, following co-transfection of ER without A3B (vector co
(n = 3; * = p < 0.05). Immunoblotting for ER and A3B following transfection of COS-1 cells is also shown. (C) Hormone-depleted MCF7 cells treated with estrogen were immunoprecipitated with an ER antibody. Input represents 10% of lysate used in the imm
precipitations. (legend continued on next p
Cell Reports 13, 108–121, October 6, 2015 ª2015 The Authors Figure 2. A3B Interacts with ER and Is Recruited to ER Binding Regions g
g
g
(A) Schematic representation of A3B. Highlighted are the catalytic site mutations used here. (A) Schematic representation of A3B. Highlighted are the catalytic site mutations used here. (B) COS-1 cells cultured in hormone-free medium were transfected with an estrogen-responsive luciferase reporter gene, ER and A3B. Estrogen (10 nM) was
added for 20 hr. Data are shown as fold activation, relative to reporter activity for vehicle treatment, following co-transfection of ER without A3B (vector control)
(n = 3; * = p < 0.05). A3B Is Recruited Globally to ER Binding Regions,
and This Requires Its Interaction with the ER Immunoblotting for ER and A3B following transfection of COS-1 cells is also shown. (C) Hormone-depleted MCF7 cells treated with estrogen were immunoprecipitated with an ER antibody. Input represents 10% of lysate used in the immuno-
precipitations. (A) Schematic representation of A3B. Highlighted are the catalytic site mutations used here. (B) COS-1 cells cultured in hormone-free medium were transfected with an estrogen-responsive luciferase reporter gene, E
added for 20 hr. Data are shown as fold activation, relative to reporter activity for vehicle treatment, following co-transfection
(n = 3; * = p < 0.05). Immunoblotting for ER and A3B following transfection of COS-1 cells is also shown. 3
g
g
ed a e
e ca a y c s e
u a o s used
e e
mone-free medium were transfected with an estrogen-responsive luciferase reporter gene, ER and A3B. Estrogen (10 nM) was
as fold activation, relative to reporter activity for vehicle treatment, following co-transfection of ER without A3B (vector control)
tting for ER and A3B following transfection of COS-1 cells is also shown. (legend continued on next page) Cell Reports 13, 108–121, October 6, 2015 ª2015 The Authors
111 Cell Reports 13, 108–121, October 6, 2015 ª2015 The Authors
111 Cell Reports 13, 108–121, October 6, 2015 ª2015 The Authors
111 nevertheless prevented. By contrast, siRNA-mediated A3B
knockdown did not affect ER recruitment (Figure S3E). Thus,
although A3B interacts with ER in a ligand-independent manner,
its recruitment to chromatin is estrogen dependent by virtue of
estrogen-stimulated recruitment of ER to chromatin. Further-
more, given that A3B is not required for ER recruitment to
DNA, A3B is unlikely to act as a pioneer factor. enzymatically active and contribute to C-to-T editing (Bogerd
et al., 2007). A3B was co-immunoprecipitated with ER in MCF7
cells (Figure 2C), and chromatin immunoprecipitation (ChIP) as-
says showed that A3B is recruited, in an estrogen-dependent
manner, to the ER binding regions in the TFF1 and GREB1 genes
(Figures 2D and S3A). AIB1, which interacts with ER in an estro-
gen-dependent manner (Anzick et al., 1997), acts as a control. g
p
(
,
),
ChIP sequencing (ChIP-seq), for A3B to define the global dis-
tribution of A3B on chromatin, identified 24,486 binding sites in
MCF7 cells treated with estrogen (Figures 2E and S3B). A3B
binding was primarily observed at intronic and gene-distal re-
gions (Figure S3C), suggesting that A3B binding occurs in
gene regulatory regions. (D) MCF7 cells were treated with estrogen (10 nM, 45 min), followed by ChIP. Shown are the results of real-time PCR of ChIP DNA for the TFF1 gene promoter
proximal ERE or a control region in the TFF1 gene to which ER binding is not observed (n = 3).
(E) A3B ChIP-seq was carried out following treatment of MCF7 cells with 10 nM estrogen for 45 min. The Venn diagram shows A3B binding regions from the peak-
calling analysis.
2 A3B Is Recruited Globally to ER Binding Regions,
and This Requires Its Interaction with the ER ChIP-seq for ER has established that
the great majority of ER binding events also map to sites within
introns and at considerable distances upstream and down-
stream of transcribed regions (Welboren et al., 2009). Analysis
of the raw reads demonstrated a remarkably close genomic
co-localization of the binding sites for the two proteins (r2 =
0.96) (Figure 2F). A3B binding sites were significantly enriched
in the vicinity of estrogen-responsive genes (Figure 2G) and
were enriched in binding motifs for ER (Figure 2H; Table S1). Alignment of all ER binding sites showed that the majority of
ER binding sites in MCF7 cells are bound by A3B and that estro-
gen treatment results in global stimulation of A3B recruitment to
ER binding regions (Figures 2I and 2J), as evident from the
genome browser snapshots for the ER target genes TFF1,
GREB1, FOS, and CTSD (Figure 2K). These results provide a
compelling argument for a mechanism of chromatin-based
collaboration between A3B and ER, toward the global regulation
of ER target genes in breast cancer. A3B Promotes Cytidine Deamination to Generate C-to-U
Transitions at ER Binding Regions in Breast Cancer
Cells Mutational inactivation of the A3B catalytic domains inhibited ER
stimulation in reporter gene assays (Figure 2A), implying that
deamination of deoxycytidine to deoxyuridine (C to U) is required
for the regulation of estrogen-responsive gene expression by
A3B. We used differential DNA denaturation PCR (3D-PCR),
which identifies C-to-T changes, based on detecting PCR ampli-
cons at lower denaturation temperatures arising from an increase
in A/T content (Burns et al., 2013a; Suspe` ne et al., 2005), to deter-
mine if A3B causes C-to-U changes at ER binding regions. Estro-
gen treatment of MCF7 cells generated lower-temperature
amplicons in the TFF1 promoter region (Figure 3A). Cloning and
sequencing of the PCR products from three independent exper-
iments identified C-to-T changes in a total of 12/109 (11%) clones
from vehicle-treated cells, increasing to 43/114 (38%) following
estrogen treatment (Figure 3B). Importantly, the overwhelming
majority (37/43 [86%]) of these changes mapped to the A3B bind-
ing region (Figure 3C). Sequencing of 3D-PCR products following
A3B knockdown identified C-to-T changes in a total of 58/155
(37%) clones in siControl-transfected, compared with 13/163
(8%) clones in siA3B-transfected, MCF7 cells (Figures 3D and
3E), demonstrating that A3B is necessary for the C-to-U transi-
tions as the TFF1 ER/A3B binding region. Similar results were
obtained for the PDZK1 ER/A3B binding region, if A3B was
knocked down in T47D cells (Figures S4A–S4E). Recovering the chromatin following ChIP for ER and perform-
ing ChIP with A3B antibody (ChIP/reChIP) showed that ER and
A3B are present concurrently at the TFF1 ERE (Figure 2L). ChIP for A3B followed by reChIP for ER provided similar results. Treatment of MCF7 cells with the anti-estrogen fulvestrant (aka
ICI182,780), which specifically promotes the downregulation of
ER protein (McClelland et al., 1996), resulted in ER loss and
lack of ER binding to chromatin in ChIP assays (Figures 2L and
S3D). Fulvestrant did not affect A3B protein levels, but A3B
recruitment to the TFF1 and PDZK1 ER binding regions was Failure to repair cytidine deamination would result in the accu-
mulation of deleterious mutations at gene enhancers. As dU is
excised by uracil DNA glycosylase (UNG) (Stavnezer, 2011),
we determined if UNG is required for the A3B-dependent
cytidine deamintion at ER binding regions. UNG knockdown (F) Genome-wide enrichment correlation analysis for A3B and ER raw signals demonstrates correlation (r2 = 0.96) between A3B and ER binding sites. A3B Promotes Cytidine Deamination to Generate C-to-U
Transitions at ER Binding Regions in Breast Cancer
Cells A3B and ER
ChIP-seq reads were normalized (wig file) and binned in windows of 100 kb where the average score was calculated. The data were then used to calculate
genome-wide correlation using a Spearman’s correlation score. The score for each window is plotted and an interpolation line added to ease interpretation. (G) Analysis of A3B binding regions identified by ChIP-seq are significantly enriched in the proximity of estrogen responsive genes. (H) Analysis of the relative enrichment of transcription factor binding sites was used to generate a Z score, which is represented by the size of the motif in the word
cloud. (I) Average signal intensity of A3B ChIP-seq binding events, centered on ER binding regions, shows increased recruitment of A3B to ER binding regions globally,
upon estrogen treatment. Signal intensity is a normalized count of individual, non-redundant ChIP fragments at single ER binding sites identified by the peak-
calling algorithm (MACS 1.4) (J) Heatmap showing clustered binding signal for A3B ± estrogen. The window represents ±2.5-kb regions from the center of the ER binding events. The color
scale represents relative enrichment based on raw signal. (K) Representative genome browser snapshots show A3B binding regions and overlap with ER binding regions, shown on the same scale. (L) ChIP with ER or A3B antibodies (denoted by ) was followed by recovery of the chromatin complexes and reChIP with antibodies for A3B, ER, or mouse
immunoglobulins (IgG control) (n = 3). g
( g
) (
)
(M) MCF7 cells were treated with fulvestrant for 24 hr, followed by addition of estrogen for 45 min (n = 3). 112
Cell Reports 13, 108–121, October 6, 2015 ª2015 The Authors igure 3. Estrogen Treatment Induces A3B-Dependent C-to-U Transitions at the ER and A3B Binding Region in the TFF1 Gene
A) Genomic DNA was prepared from MCF7 cells treated with 10 nM estrogen for 45 min. Agarose gel analysis of 3D-PCR for the TFF1 promoter region is show
B) Mutation analysis of 3D-PCR amplicons from vehicle- and estrogen-treated cells is represented as a percentage of clones harboring C-to-T changes. Clone
om three independent experiments were sequenced, for a total of >100 clones per treatment. C) Each identified C-to-T transition is shown (blue dots), mapped to the region of the TFF1 gene (520 to +80) amplified by 3D-PCR. D) MCF7 cells transfected with A3B or control siRNA were treated with estrogen as described above. A3B Promotes Cytidine Deamination to Generate C-to-U
Transitions at ER Binding Regions in Breast Cancer
Cells E) 3D-PCR amplicons were cloned. Shown are the percentage of clones harboring C-to-T transitions for a total of >150 clones generated from three experiment en Treatment Induces A3B-Dependent C-to-U Transitions at the ER and A3B Binding Region in the TFF1 Gene (E) 3D-PCR amplicons were cloned. Shown are the percentage of clones harboring C-to-T transitions for a total of >150 clones generated from three experiments. (F) 3D-PCR of genomic DNA from MCF7 cells transfected with UNG siRNA were treated with estrogen. g
cells transfected with myc-UGI were treated with estrogen for 12 hr, and RNA and protein were isolated. Real-time PCR and im
es are shown. myc-UGI were treated with estrogen for 12 hr, and RNA and protein were isolated. Real-time PCR and immunoblotting for ER (K) Hormone-depleted MCF7 and T47D cells transfected with myc-UGI were grown in the presence or absence of estrogen for 5 days. Growth was measured
using the sulforhodamine B (SRB) assay (*p < 0.001; n = 4). (K) Hormone-depleted MCF7 and T47D cells transfected with myc-UGI were grown in the presence or absence of estrogen for 5 days. Growth was measured
using the sulforhodamine B (SRB) assay (*p < 0.001; n = 4). 3J, 3K, and S4G). Finally, ChIP showed that UNG was recruited
to ER binding regions in the TFF1 and PDZK1 genes, its recruit-
ment being prevented by A3B knockdown (Figures 4A–4C). Thus, UNG is required for ER function and is recruited to ER
binding sites in an A3B-dependent manner. Importantly, these
results indicate that repair of A3B driven cytidine deamination in-
volves the action of UNG. resulted in lower-temperature amplicons at ER/A3B binding re-
gions (Figure 3F), suggesting that lack of UNG ‘‘fixes’’ the A3B
directed C-to-U changes in DNA. The consequence of UNG
knockdown was inhibition of ER target gene expression and
MCF7 and T47D cell growth (Figures 3G, 3H, and S4F). We used the bacteriophage PBS2 uracil DNA glycosylase in-
hibitor (UGI), which represses UNG activity in mammalian cells
(Burns et al., 2013a), to confirm the involvement of UNG. In a re-
porter gene assay, ectopic expression of UGI prevented the
stimulation of ER activity by A3B (Figure 3I). UGI transfection
also repressed endogenous ER target gene expression and
estrogen-stimulated growth of MCF7 and T47D cells (Figures Estrogen Binding to ER Promotes DNA Strand Breaks at
ER Binding Regions The mechanism of immunoglobulin gene class switch recombi-
nation involves cytidine deamination by AID and subsequent Cell Reports 13, 108–121, October 6, 2015 ª2015 The Authors
113 Figure
4. Estrogen
Treatment
of
MCF7
Cells Induces DSBs at ER Binding Regions
Hormone-depleted MCF7 cells were used in all
experiments. Figure
4. Estrogen
Treatment
of
MCF7
Cells Induces DSBs at ER Binding Regions
Hormone-depleted MCF7 cells were used in all
experiments. p
(A and B) ChIP for A3B, UNG, DNA-PKcs, and
Ku70 was performed following estrogen addition
to MCF7 cells transfected with siA3B or siControl. Real-time PCR was performed on recovered DNA,
using primers flanking the ER binding regions in
TFF1 and PDZK1 genes (n = 3, *p < 0.001). (C) A3B mRNA levels by real-time PCR for samples
used above. (C) A3B mRNA levels by real-time PCR for samples
used above. (D) Estrogen was added and cells were immuno-
stained for gH2AX. Nuclei were visualized with the
TOPRO DNA stain. (E) gH2AX in 100 cells from five replicates (total
n = 500) was quantified using Cell Profiler 2.0. (F) OHT or FUL was added for 1 hr, followed by
addition of estrogen (E2) for 10 min. Boxplots
show the mean gH2AX foci number in 100 cells
(n = 5) (E) gH2AX in 100 cells from five replicates (total
n = 500) was quantified using Cell Profiler 2.0. (F) OHT or FUL was added for 1 hr, followed by
addition of estrogen (E2) for 10 min. Boxplots
show the mean gH2AX foci number in 100 cells
(n = 5). (G) gH2AX ChIP (MCF7) and real-time PCR for the
TFF1 ER binding site or promoter regions of the
SCN2A1 and RPL13A genes (n = 3). (G) gH2AX ChIP (MCF7) and real-time PCR for the
TFF1 ER binding site or promoter regions of the
SCN2A1 and RPL13A genes (n = 3). (H) Venn diagram of gH2AX, A3B, and ER binding
events from ChIP-seq experiments for estrogen-
treated cells. Individual peaks were identified us-
ing the same peak-calling algorithm (MACS1.4)
using identical settings. (I) Analysis of the relative enrichment of tran-
scription factor binding sites was used to generate
a Z score, which is represented by the size of the
motif in the word cloud. (J) Genome browser snapshots of gH2AX ChIP-
seq in MCF7 cells treated with estrogen, H2O2, or
vehicle. Estrogen Binding to ER Promotes DNA Strand Breaks at
ER Binding Regions Similarly, UNG was
required, as its knockdown also inhibited estrogen induction of
gH2AX (Figure S5I). Moreover, estrogen induction of gH2AX in
MDA-MB-231 cells expressing ER required A3B (Figures S6B
and S6C). A3B was also necessary for optimal expression of
ER-regulated genes in the ER-expressing MDA-MB-231 lines
(Figure S6D). ( g
)
Next, we used biotin-16-deoxyuridine triphosphate (dUTP)
labeling of DSBs with terminal deoxynucleotide transferase
(TdT) (Ju et al., 2006) followed by biotin ChIP and real-time
PCR to directly determine if DSBs are formed at ER/A3B binding
regions. Real-time PCR using primers located 30 to the region in
the TFF1 gene to which the great majority of C-to-U transitions
mapped showed 6-fold enrichment over the vehicle control
within 10 min of estrogen addition (Figure 5D). DSBs in this re-
gion were reduced to basal levels by 60 min, in general agree-
ment with the reduction in gH2AX over this time frame. A
similar rapid but transient induction of DSBs was observed for
other ER target genes, but there were no detectable DSBs
at the non-expressed SCN2A1 gene promoter, or at a region
2 kb 50 to the ER binding region in TFF1 (TFF1 control). PCR
using primers A/C, which amplify across the region containing
the C-to-U transitions failed to show estrogen stimulation of
DSBs, indicating that estrogen induces DSBs within the
region of the TFF1 gene that is characterized by A3B-mediated
C-to-U transitions (Figure 5E). Estrogen induction of DSBs was
prevented if the cells were transfected with A3B siRNAs (Figures
5E and 5F). Aligning the gH2AX peaks showed very little enrichment for
gH2AX in vehicle-treated cells at ER binding regions (Figures
4K and 4L). H2O2 treatment, which induced gH2AX, also did
not result in much enrichment of gH2AX at ER binding regions. Indeed, co-treatment with H2O2 and estrogen reduced gH2AX
at ER regions, compared with estrogen alone. Indeed, the major-
ity of gH2AX regions induced by estrogen were enriched for ER
and A3B binding (Figure S7C). There was some enrichment for
ER and A3B sites in gH2AX regions that were common to all
treatments. However, there was very little overlap with ER or
A3B sites for gH2AX regions present in vehicle treated, or
following H2O2 treatment, indicating that estrogen/ER induced
gH2AX occurs at sites that are quite distinct from those caused
by DNA-damaging agents. Estrogen Binding to ER Promotes DNA Strand Breaks at
ER Binding Regions Estrogen treatment stimulated gH2AX
at the ER/A3B binding region in the TFF1 gene, but no gH2AX
enrichment was observed at the promoter of a gene that is not
expressed in MCF7 cells (SCN2A) (Ju et al., 2006), nor was
gH2AX enrichment observed at the non-ER target gene
RPL13A, which is expressed in MCF7 cells (Figure 4G). We un-
dertook gH2AX ChIP-seq to determine the global distribution
of gH2AX following estrogen treatment (Figure S7A). Peak calling
identified 17,892 gH2AX binding events in the estrogen-treated
samples. Using the definition that a binding region must overlap
by at least one base pair, 54% (9,637/17,892) of gH2AX regions
co-localized with A3B and/or ER binding events, with two-thirds
(64%, 6,173/9,637) of these regions co-localizing to A3B and ER
co-incident binding events (Figure 4H). Motif enrichment anal-
ysis confirmed that the gH2AX regions are highly enriched for
ER (ESR1) binding motifs (Figure 4I). Correlation coefficient
values for the raw sequencing data confirmed the co-localization
of gH2AX regions with A3B (r2 = 0.69) and ER (r2 = 0.70) binding
events (Figure S7B). Genomic loci exemplifying gH2AX at A3B
and ER binding regions are shown in Figure 4J. and A3B binding regions. Estrogen treatment stimulated gH2AX
at the ER/A3B binding region in the TFF1 gene, but no gH2AX
enrichment was observed at the promoter of a gene that is not
expressed in MCF7 cells (SCN2A) (Ju et al., 2006), nor was
gH2AX enrichment observed at the non-ER target gene
RPL13A, which is expressed in MCF7 cells (Figure 4G). We un-
dertook gH2AX ChIP-seq to determine the global distribution
of gH2AX following estrogen treatment (Figure S7A). Peak calling
identified 17,892 gH2AX binding events in the estrogen-treated
samples. Using the definition that a binding region must overlap
by at least one base pair, 54% (9,637/17,892) of gH2AX regions
co-localized with A3B and/or ER binding events, with two-thirds
(64%, 6,173/9,637) of these regions co-localizing to A3B and ER
co-incident binding events (Figure 4H). Motif enrichment anal-
ysis confirmed that the gH2AX regions are highly enriched for
ER (ESR1) binding motifs (Figure 4I). Correlation coefficient
values for the raw sequencing data confirmed the co-localization
of gH2AX regions with A3B (r2 = 0.69) and ER (r2 = 0.70) binding
events (Figure S7B). Genomic loci exemplifying gH2AX at A3B
and ER binding regions are shown in Figure 4J. TFF1 and PDZK1 genes (Figure 5C). Estrogen Binding to ER Promotes DNA Strand Breaks at
ER Binding Regions (J) Genome browser snapshots of gH2AX ChIP-
seq in MCF7 cells treated with estrogen, H2O2, or
vehicle. (K) Heatmap showing clustered binding signals for
regions enriched in gH2AX for all treatment con-
ditions. The windows represent ±5.0-kb regions
from the center of the ER binding events. The color
scale shows relative enrichment based on raw
signal. (L) Average signal intensities of gH2AX ChIP-seq
binding events centered on ER binding regions
are shown for the different treatments. Signal in-
tensity is a normalized count of individual, non-
redundant ChIP fragments at single ER binding
sites identified with the MACS1.4 peak-calling
algorithm. dU excision by UNG results in the generation of DNA strand
breaks that can be repaired by the NHEJ pathway (Kotnis
et al., 2009; Nowarski et al., 2012). Moreover, high-level A3G
expression in leukemia cells promotes DNA strand breaks (Kot-
nis et al., 2009; Nowarski et al., 2012). Finally, A3B overexpres-
sion promotes gH2AX (Burns et al., 2013a), which is activated
at DNA strand breaks (DSB) and is thus a marker for DSB. We
reasoned, therefore, that targeted A3B-mediated cytidine deam-
ination and dU excision by UNG could promote DSB generation
at ER/A3B enhancers. If so, then estrogen treatment of breast
cancer cells should be sufficient to cause DSBs in breast cancer
cells. Indeed, treatment of MCF7 cells with estrogen induced
gH2AX within 10 min (Figures 4D and 4E). gH2AX induction required ER, since synthetic ER ligands also induced gH2AX
(Figures S5A and S5B), while treatment with anti-estrogens 4-hy-
droxytamoxifen (OHT) or fulvestrant (FUL) prevented estrogen
induction of gH2AX (Figures 4F and S5C), as did transfection
with ER siRNA (Figure S5D). Estrogen similarly induced gH2AX
in an ER-dependent manner in T47D cells (Figures S5E and
S5F), but not in the ER- MDA-MB-231 cells (Figure S6A). How-
ever, estrogen stimulation of gH2AX was possible in MDA-MB-
231 cells ectopically expressing ER. Estrogen induced gH2AX required DNA-PK and ATM activities
and the gH2AX foci co-localized with 53BP1 (Figures S5G and
S5H), verifying that estrogen treatment promotes DSBs. We
used ChIP for gH2AX to determine if the DSBs localize to ER 114
Cell Reports 13, 108–121, October 6, 2015 ª2015 The Authors and A3B binding regions. A3B Is Required for Histone Modification and
Recruitment of Chromatin Remodeling Factors at ER
Binding Regions Transcription factors regulate gene expression by promoting the
ordered recruitment of diverse complexes that modify and
remodel chromatin, leading to transcription initiation. Recent
studies show that DNA repair factors regulate gene expression
by aiding chromatin remodeling (Fong et al., 2013). A3B knock-
down prevented estrogen stimulation of histone modifications
associated with transcription at ER target genes (Figures 6A
and 6B). Importantly, H2AX phosphorylation at serine-139
(gH2AX) promotes chromatin recruitment of BRG1, the catalytic
subunit of the SWI/SNF ATPase-dependent chromatin remodel-
ing complex (Lee et al., 2010). In agreement with a model in
which A3B-mediated cytidine deamination leads to H2AX activa-
tion, A3B knockdown prevented BRG1 recruitment (Figures 6C
and 6D). A3B knockdown also inhibited PolII recruitment to the
TFF1 and GREB1 genes. Interestingly, the estrogen-stimulated
gH2AX co-localized with activated (phosphorylated) PolII, further
evidence that the estrogen/ER and A3B regulated DSB forma-
tion occurs of transcriptionally active chromatin. In addition to
regulating histone modification and recruitment of chromatin re-
modelers, A3B was required for PolII recruitment to ER/A3B
binding regions (Figures 6E and 6F). The importance of H2AX
activation was underscored by the fact that treatment with the
DNA-PKcs inhibitor NU7441 or the ATM inhibitor KU55933
inhibited histone modification, as well as BRG1 and PolII recruit-
ment at ER target genes (Figures 6G–6M). Note that these treat-
ments did not affect A3B and ER recruitment. As described above, the greater part of ER and A3B binding
occurs at distal regions. Active regulatory regions such as en-
hancers and promoters carry specific epigenetic modifications
including H3K27ac (enhancers and promoters), H3K4me1
(enhancer specific), and H3K4me3 (promoter specific) (ENCODE
Project Consortium, 2012). Interestingly, A3B was found at 93%
of active enhancers and 7% of active promoters (Figure S7D). This was confirmed by strong enrichment for BRD4 and p300,
two ubiquitous co-activators found at active regulatory elements
(Hnisz et al., 2013). In addition, using recently published GRO-
seq data (Hah et al., 2013), we could identify bi-directional tran-
scription at a subset of distally bound A3B sites, indicating the
possibility of eRNA synthesis at these elements. APOBEC3B Action at ER Target Genes Causes Transient
DNA Strand Breaks That Are Repaired by NHEJ APOBEC3B Action at ER Target Genes Causes Transient
DNA Strand Breaks That Are Repaired by NHEJ Our results demonstrate that A3B induces C-to-U transitions and
promotes UNG, DNA-PK, and Ku70 recruitment to ER binding
regions (Figures 4A and 4B). We have also shown that estro-
gen/ER rapidly induces gH2AX globally at ER and A3B binding
regions. These findings imply that A3B action is required for
DSB generation at ER binding regions. Indeed, A3B knockdown
blocked estrogen-induced gH2AX in MCF7 cells (Figures 5A,
5B, and S5D) and prevented gH2AX at ER binding sites in the Cell Reports 13, 108–121, October 6, 2015 ª2015 The Authors
115 ure 5. Estrogen-Induced DNA Strand Breaks Are Dependent on A3B
Hormone-depleted MCF7 cells were used for all experiments. Cells transfected with siA3B or siControl were treated with estrogen. Shown are represen
ges for gH2AX staining. The average gH2AX foci number per cell in 100 cells from five replicates ± SEM re 5. Estrogen-Induced DNA Strand Breaks Are Dependent on A3B
ormone-depleted MCF7 cells were used for all experiments. Cells transfected with siA3B or siControl were treated with estrogen. Shown are represen
es for gH2AX staining. h
H2AX f
i
b
ll i
100
ll f
fi
li
SEM Figure 5. Estrogen-Induced DNA Strand Breaks Are Dependent on A3B
(A) Hormone-depleted MCF7 cells were used for all experiments. Cells transfected with siA3B or siControl were treated with estrogen. Shown are representative
images for gH2AX staining Figure 5. Estrogen-Induced DNA Strand Breaks Are Dependent on A3B (B) The average gH2AX foci number per cell in 100 cells from five replicates ± SEM. ( )
y
(D) Estrogen was added and cells end labeled by incubation with biotin-16-dUTP in the presence of terminal deoxynucleot
performed with a biotin antibody. (E and F) Estrogen was added following siRNA transfections for 10 min. Biotin end labeling was performed as in (D). (C–F) n = 3; *p < 0.001; NS, not significant. DISCUSSION facilitate the program of estrogen-responsive gene expression
(Me´ tivier et al., 2006). There is also gathering evidence that
many protein complexes that sense and repair DNA damage
are important for regulation of gene expression by ER and other
transcription factors, their recruitment aiding chromatin modifi-
cation/remodeling to promote gene activation (Fong et al.,
2013). For example, the BER protein thymine DNA glycosylase The molecular mechanisms by which ER drives breast cancer
has identified transcription factors that direct ER to active en-
hancers (Magnani et al., 2011) and revealed that ER controls
the coordinated recruitment of chromatin remodeling and modi-
fication proteins and the transcription machinery that together 116
Cell Reports 13, 108–121, October 6, 2015 ª2015 The Authors Figure 6. A3B Is Required for Chromatin
Remodeling and Activating Histone Modifi-
cations at ER Enhancers Figure 6. A3B Is Required for Chromatin
Remodeling and Activating Histone Modifi-
cations at ER Enhancers All experiments were undertaken with hormone-
depleted MCF7 cells. (A and B) ChIP for histone H3 and H3 modifications
associated with gene activation, was performed
following estrogen addition to cells transfected
with siA3B or control siRNA (n = 3, *p < 0.001). (C–E) ChIP for BRG1, ER, and PolII followed by
real-time for A3B/ER binding sites in TFF1,
PDZK1, and GREB1. acts as a co-activator for ER and promotes recruitment of the
p160 co-activators and the CBP/p300 histone acetyltransferase
(Lucey et al., 2005; Tini et al., 2002). One reason advanced for the
function of DNA repair proteins in gene regulation is that they
may aid in relieving torsional stress generated by transcription-
induced DNA supercoiling (Ma and Wang, 2014). Movement of
RNA polymerase (RNAP) along the DNA template during tran-
scription generates over-winding (positive DNA supercoiling) in
front and negative DNA supercoiling behind it. Failure to resolve
DNA supercoiling will ultimately affect transcription. Additionally,
generation of DNA supercoiling at one promoter can affect tran-
moted 8-oxoguanine
8-oxoguanine-DNA g
changes that facilitat
enhancers and promo
tion and their resolutio
lation of gene express
Here, we report an
ER-regulated genes i
initiated by estrogen
importance of A3B in
of the exceptionally (F) Cells were treated with estrogen for 10 min and
immunostained for gH2AX (green) and PolII (red). (G–M) 5 mM NU7441 (DNA-PKcs inhibitor) or
KU55933 (ATM inhibitor) was added for 1 hr fol-
lowed by estrogen addition. ChIP was performed
as above (n = 3, *p < 0.001). DISCUSSION (N) Cells were treated with NU7441 or KU55933 for
1 hr, at which point estrogen was added. Real-
time RT-PCR was performed with RNA prepared
after 4 hr (n = 3; *p < 0.001). acts as a co-activator for ER and promotes recruitment of the
moted 8-oxoguanin scription from a distal promoter, so-
called
topological
promoter
coupling
(Ma and Wang, 2014). Given the recent
identification of active transcription at
enhancer
regions,
which
generates
eRNAs, RNAP procession is also likely
to create torsional stress at enhancer
regions,
which
might
contribute
to
inhibition of transcription from coupled
gene promoters. Furthermore, regulation
of transcription
by
enhancer
regions
entails communication between distal
enhancers
and
regulated
promoters
through chromatin looping, a process
that is also influenced by DNA supercoil-
ing (Kulaeva et al., 2012). Thus, DNA
topoisomerases, which relax negative
and positive DNA supercoils, are impor-
tant in transcription regulation. Indeed,
ER- and androgen receptor (AR)-induced
transcription in breast and prostate can-
cer involves transient DSBs generated
by TOP1 and TOP2 (Ju et al., 2006; Puc
et al., 2015). Activation of the LSD1 his-
tone demethylase by ER binding pro-
e modification of DNA and recruitment of
glycosylase and BER to stimulate chromatin
te interaction between ER-regulated gene
oters (Perillo et al., 2008). Thus, DSB forma-
ion is an important component of the regu-
ssion by of ER. scription from a distal promoter, so-
called
topological
promoter
coupling
(Ma and Wang, 2014). Given the recent
identification of active transcription at
enhancer
regions,
which
generates
eRNAs, RNAP procession is also likely
to create torsional stress at enhancer
regions,
which
might
contribute
to
inhibition of transcription from coupled
gene promoters. Furthermore, regulation
of transcription
by
enhancer
regions
entails communication between distal
enhancers
and
regulated
promoters
through chromatin looping, a process
that is also influenced by DNA supercoil-
ing (Kulaeva et al., 2012). Thus, DNA
topoisomerases, which relax negative
and positive DNA supercoils, are impor-
tant in transcription regulation. Indeed,
ER- and androgen receptor (AR)-induced
transcription in breast and prostate can-
cer involves transient DSBs generated
by TOP1 and TOP2 (Ju et al., 2006; Puc
et al., 2015). Activation of the LSD1 his-
tone demethylase by ER binding pro-
moted 8-oxoguanine modification of DNA and recruitment of
8-oxoguanine-DNA glycosylase and BER to stimulate chromatin
changes that facilitate interaction between ER-regulated gene
enhancers and promoters (Perillo et al., 2008). DISCUSSION Importantly, proteins that bind
to other CpG modifications, including 5-hydroxymethlycytosine
(hmC), 5-formylcytosine (fC), and 5-carboxylcytosine (caC) are
now being identified and include not only DNA repair factors
but also chromatin regulators and transcription factors (Iurlaro
et al., 2013; Spruijt et al., 2013). Our findings allow that there
may be transcription regulatory proteins that interact with DNA
containing dU and that are therefore recruited upon A3B-medi-
ated cytidine deamination at gene enhancers, an intriguing pos-
sibility that may deserve further investigation. Recent studies show that cytidine deamination is an important
feature of the mutational landscape in breast (Alexandrov et al.,
2013; Burns et al., 2013a; Nik-Zainal et al., 2012), ovarian (Leo-
nard et al., 2013), lung (de Bruin et al., 2014), and other cancers
(Burns et al., 2013b; Roberts et al., 2013), with high-level expres-
sion of A3B, and experimental studies indicate that A3B may be a
key driver of such mutational signatures (Burns et al., 2013a;
Taylor et al., 2013). It is tempting to speculate that the cytidine-
deaminase-associated mutational landscapes in breast cancer
might be enriched at ER/A3B binding regions. In support of
this possibility, AR was shown to promote DNA DSBs to aid
intra- and inter-chromosomal translocations in prostate cancer
cells, one mechanism for which involved the hormone-depen-
dent recruitment of AID (Lin et al., 2009). Determination of the
global ER binding profiles by ChIP-seq analysis of breast tumors
has shown that there is a high level of plasticity in ER binding in
breast cancer (Ross-Innes et al., 2012), such that investigation of
any association between A3B/ER binding regions and somatic
mutations may entail whole-genome sequencing, coupled with
ER and A3B ChIP-seq in the same tumor. Interestingly, however,
gene regulatory regions can be characterized by low levels of
somatic mutations in cancer in the absence of additional defects
in DNA repair (Polak et al., 2014). Our results suggest that
activation of DNA repair pathways may protect enhancer regions
from A3B-dependent mutagenesis. It would be important there-
fore to investigate the involvement of defects in BER and/or
NHEJ in cancer mutational landscapes that have been ascribed
to A3B. Figure 7. Model for A3B-Mediated Activation of ER Enhancers
toward Regulation of ER Target Gene Expression Estrogen binding to ER promotes its recruitment to ER enhancers. A3B, re-
cruited to these regions through interaction with ER, provides enzymatic
conversion of C to U. DISCUSSION Generation of U:G mismatches promotes DNA nicks
through the action of UNG and AP endonuclease, resulting in DNA cleavage
and repair by the non-homologous end-joining DNA repair pathway. Induction
of transient C-to-U changes stimulates chromatin modification and remodel-
ing and PolII recruitment to facilitate expression of ER target genes. and A3B binding regions. Moreover, we show that estrogen
treatment causes rapid induction of DSBs, as demonstrated by
gH2AX activation. Importantly, the majority of estrogen-induced
gH2AX occurs at ER and A3B binding regions, and we have
shown that gH2AX induction is dependent on A3B. Our work
demonstrates that A3B directs cytidine deamination at ER bind-
ing regions to facilitate DSBs through activation of BER and sub-
sequent repair of these lesions by the NHEJ pathway. The critical
role of A3B action in the regulation of gene expression by ER is
established by its requirement for breast cancer cell growth
in vitro and in vivo. Based on these findings, we propose that
the A3B-mediated generation of C-to-U changes and activation
of DNA repair pathways facilitates chromatin remodeling and
enhancer/promoter interaction. In support of this, A3B is
required for SWI/SNF recruitment, activating histone modifica-
tions and PolII recruitment to ER binding regions (a schematic
model is shown in Figure 7). and A3B binding regions. Moreover, we show that estrogen
treatment causes rapid induction of DSBs, as demonstrated by
gH2AX activation. Importantly, the majority of estrogen-induced
gH2AX occurs at ER and A3B binding regions, and we have
shown that gH2AX induction is dependent on A3B. Our work
demonstrates that A3B directs cytidine deamination at ER bind-
ing regions to facilitate DSBs through activation of BER and sub-
sequent repair of these lesions by the NHEJ pathway. The critical
role of A3B action in the regulation of gene expression by ER is
established by its requirement for breast cancer cell growth
in vitro and in vivo. Based on these findings, we propose that
the A3B-mediated generation of C-to-U changes and activation
of DNA repair pathways facilitates chromatin remodeling and
enhancer/promoter interaction. In support of this, A3B is
required for SWI/SNF recruitment, activating histone modifica-
tions and PolII recruitment to ER binding regions (a schematic
model is shown in Figure 7). DISCUSSION Thus, DSB forma-
tion and their resolution is an important component of the regu-
lation of gene expression by of ER. acts as a co-activator for ER and promotes recruitment of the
p160 co-activators and the CBP/p300 histone acetyltransferase
(Lucey et al., 2005; Tini et al., 2002). One reason advanced for the
function of DNA repair proteins in gene regulation is that they
may aid in relieving torsional stress generated by transcription-
induced DNA supercoiling (Ma and Wang, 2014). Movement of
RNA polymerase (RNAP) along the DNA template during tran-
scription generates over-winding (positive DNA supercoiling) in
front and negative DNA supercoiling behind it. Failure to resolve
DNA supercoiling will ultimately affect transcription. Additionally,
generation of DNA supercoiling at one promoter can affect tran- Here, we report an alternative mechanism for transcription of
ER-regulated genes in which DSBs are generated in a process
initiated by estrogen-ER-dependent recruitment of A3B. The
importance of A3B in ER action is implied by our observation
of the exceptionally high genome-wide co-localization of ER Cell Reports 13, 108–121, October 6, 2015 ª2015 The Authors
117 Figure 7. Model for A3B-Mediated Activation of ER Enhancers
toward Regulation of ER Target Gene Expression
Estrogen binding to ER promotes its recruitment to ER enhancers. A3B, re-
cruited to these regions through interaction with ER, provides enzymatic
conversion of C to U. Generation of U:G mismatches promotes DNA nicks
through the action of UNG and AP endonuclease, resulting in DNA cleavage
and repair by the non-homologous end-joining DNA repair pathway. Induction
of transient C-to-U changes stimulates chromatin modification and remodel-
ing and PolII recruitment to facilitate expression of ER target genes. scription factors may limit gH2AX accumulation and spreading
to check retention of DNA repair factors and thus control the
extent of the DDR response. In agreement with this model,
DNA DSB-induced H2AX phosphorylation is spread over large
domains around the DSB (Iacovoni et al., 2010). This contrasts
with the restricted gH2AX distribution induced by A3B recruit-
ment to ER binding regions observed here. Thus, the mode of
ATM and DNA-PKcs recruitment appears to determine the effect
of DSBs on transcription. Proteins that preferentially bind to DNA sequences containing
methylcytosine (mC) to regulate chromatin and control gene
expression are well described. 118
Cell Reports 13, 108–121, October 6, 2015 ª2015 The Authors Cell Lines, Plasmids, Antibodies, and Real-Time RT-PCR Assays Cell Lines, Plasmids, Antibodies, and Real-Time RT-PCR Assays Cell lines were obtained from and cultured in media recommended by ATCC. MCF7, T47D, SkBr3, COS-1 and HeLa cells were grown in DMEM containing
10% fetal calf serum (FCS). MDA-MB-231 cells stably expressing ER have
been described (Bhat-Nakshatri et al., 2004). Hormone depletion was achieved
by culturing cells for 72 hr in DMEM lacking phenol red and containing 5%
dextran-coated charcoal-stripped FCS. Plasmids, antibodies, and real-time
PCR primers are detailed in the Supplemental Experimental Procedures. DISCUSSION Interestingly, DNA damage by irradiation or with the use of
models in which DNA DSBs are locally induced with restriction
enzymes such as I-SceI has demonstrated that ATM promotes
dynamic chromatin condensation and transcriptional silencing
at DSBs (Khurana et al., 2014; Shanbhag et al., 2010). DNA-
PKcs can repress transcription (Pankotai et al., 2012), but its
recruitment to transcription-factor-promoted DSBs stimulates
transcription (Ju et al., 2006). As proposed by Tjian and col-
leagues (Fong et al., 2013), transient DSB generation by tran- In summary, our results identify an important role for A3B as a
regulator of ER-mediated gene expression in breast cancer, with
potential as a therapeutic target in ER+ breast cancer. To
advance this possibility, it will be important to extend our findings
to studies that identify global A3B regulated genes in breast can-
cer cell lines, as well as in tumor samples. Moreover, as A3B is
widely expressed in other cancers, it is likely that A3B inhibition
represents an important therapeutic approach to inhibit regu-
lated transcription in other cancer types. 118
Cell Reports 13, 108–121, October 6, 2015 ª2015 The Authors Reporter Gene Assays Hormone-depleted COS-1 cells were transfected with ERE3-TATA-luc, pRL-
TK, together with ER and hemagglutinin (HA)-tagged A3B. Estrogen (10 nM)
or an equal volume of ethanol (vehicle) was added 5 hr following transfection. Transfection methodology and luciferase measurements were performed as
described previously (Lai et al., 2013). Reporter gene assays in HeLa cells
following transfection with ER, A3B, and myc-UGI-NLS were undertaken as
above. Biotin Labeling of DSB Biotin labeling was performed as described previously (Ju et al., 2006) and
detailed in the Supplemental Experimental Procedures. REFERENCES Immunoprecipitations were performed as described previously (Lopez-Garcia
et al., 2006). Alexandrov, L.B., Nik-Zainal, S., Wedge, D.C., Aparicio, S.A., Behjati, S., Bian-
kin, A.V., Bignell, G.R., Bolli, N., Borg, A., Børresen-Dale, A.L., et al.; Australian
Pancreatic Cancer Genome Initiative; ICGC Breast Cancer Consortium; ICGC
MMML-Seq Consortium; ICGC PedBrain (2013). Signatures of mutational pro-
cesses in human cancer. Nature 500, 415–421. MCF7 Human Tumor Xenografts We are grateful to M.-A. Langlois and the late M. Neuberger for helpful discus-
sions and plasmids. We thank B. Cullen and H. Weingard for APOBEC plas-
mids and J. Cohen for UGI. We also thank A. Ashworth and P. Edwards for
breast cancer cell lines and H. Nakshatri for MDA-MB-231-ER cells. For their
help, we thank R. Kerkhoven and L. Game (Solexa sequencing) and K.I. Hng
(microscopy). This work was funded by CRUK and Breast Cancer Now. N.N. is funded by the MRC. 10 mM siRNA prepared with the atelogene in vivo siRNA transfection kit
(Koken, Japan) was injected weekly directly into tumors. Tumor volumes
were determined twice weekly. At the end of the experiment, protein lysates
were prepared from half of each tumor by homogenization in RIPA buffer. RNA was prepared from the remaining halves of each tumor using the
RNAeasy kit (QIAGEN). The study was undertaken under the auspices of a
UK Home Office project license, using approved procedures. Received: May 14, 2015
Revised: July 16, 2015
Accepted: August 24, 2015
Published: September 24, 2015 Received: May 14, 2015
Revised: July 16, 2015
Accepted: August 24, 2015
Published: September 24, 2015 Received: May 14, 2015
Revised: July 16, 2015 ACCESSION NUMBERS The accession numbers for the ChIP-seq data reported in this paper are GEO:
GSE56979 (A3B ChIP-seq) and GEO: GSE57426 (gH2AX ChIP-seq). ChIP ChIP was performed as described previously (Lai et al., 2013), using 10 mg of
antibody and 100 ml of Protein A Dynalbeads (10002D; Invitrogen). Control
ChIP was performed by the addition of mouse immunoglobulins (IgG). Bhat-Nakshatri, P., Campbell, R.A., Patel, N.M., Newton, T.R., King, A.J.,
Marshall, M.S., Ali, S., and Nakshatri, H. (2004). Tumour necrosis factor and
PI3-kinase control oestrogen receptor alpha protein level and its transrepres-
sion function. Br. J. Cancer 90, 853–859. 3D-PCR, Cloning, and Sequencing 3D-PCR was carried out as described elsewhere (Suspe` ne et al., 2005). Genomic DNA was prepared using the Invitrogen genomic extraction kit. Products from the second round PCR were purified using the QIAGEN PCR
purification kit, cloned into the TOPO-TA cloning vector (Invitrogen), and
sequenced with the T7 sequencing primer. SUPPLEMENTAL INFORMATION Cells were transfected with siRNA using Lipofectamine RNAiMax (Invitrogen). For collecting RNA and protein, 10 nM estrogen was added after 48 hr; RNA
and protein lysates were prepared after a further 12 hr. Cell growth was deter-
mined using the sulforhodamine B (SRB) assay, as described previously (Lai
et al., 2013). Details of siRNAs are provided in the Supplemental Experimental
Procedures. Supplemental information includes Supplemental Experimental Procedures,
seven figures, and one table and can be found with this article online at
http://dx.doi.org/10.1016/j.celrep.2015.08.066. Gene Expression Total RNA was prepared and real-time RT-PCR was performed as described
previously (Ngan et al., 2009), using TaqMan gene expression assays from ABI. Accepted: August 24, 2015 Accepted: August 24, 2015
Published: September 24, 2015 Published: September 24, 2015 Immunofluorescence Cells were cultured on glass coverslips in phenol red-free DMEM containing
5% double charcoal-stripped FCS for 3 days before the addition of ligands. Cells were fixed and incubated with antibodies, as described in the Supple-
mental Experimental Procedures. Images were acquired using a Zeiss
LSM510 confocal microscope. Images were analyzed using Fuji Image J
(NIH) and CellProfiler (Broad Institute) for quantification of staining. Ali, S., and Coombes, R.C. (2002). Endocrine-responsive breast cancer and
strategies for combating resistance. Nat. Rev. Cancer 2, 101–112. Anzick, S.L., Kononen, J., Walker, R.L., Azorsa, D.O., Tanner, M.M., Guan,
X.Y., Sauter, G., Kallioniemi, O.P., Trent, J.M., and Meltzer, P.S. (1997). AIB1, a steroid receptor coactivator amplified in breast and ovarian cancer. Science 277, 965–968. EXPERIMENTAL PROCEDURES number of reads obtained, percentage of reads aligned, peaks called, and
additional analysis methods are detailed in the Supplemental Experimental
Procedures. ChIP and Solexa Sequencing Transcription 5, e28636. Magnani, L., Eeckhoute, J., and Lupien, M. (2011). Pioneer factors: directing
transcriptional regulators within the chromatin environment. Trends Genet. 27, 465–474. Hah, N., Murakami, S., Nagari, A., Danko, C.G., and Kraus, W.L. (2013). Enhancer transcripts mark active estrogen receptor binding sites. Genome
Res. 23, 1210–1223. McClelland, R.A., Gee, J.M., Francis, A.B., Robertson, J.F., Blamey, R.W.,
Wakeling, A.E., and Nicholson, R.I. (1996). Short-term effects of pure anti-
oestrogen ICI 182780 treatment on oestrogen receptor, epidermal growth
factor receptor and transforming growth factor-alpha protein expression in
human breast cancer. Eur. J. Cancer 32A, 413–416. Hnisz, D., Abraham, B.J., Lee, T.I., Lau, A., Saint-Andre´ , V., Sigova, A.A., Hoke,
H.A., and Young, R.A. (2013). Super-enhancers in the control of cell identity
and disease. Cell 155, 934–947. Iacovoni, J.S., Caron, P., Lassadi, I., Nicolas, E., Massip, L., Trouche, D., and
Legube, G. (2010). High-resolution profiling of gammaH2AX around DNA dou-
ble strand breaks in the mammalian genome. EMBO J. 29, 1446–1457. Me´ tivier, R., Reid, G., and Gannon, F. (2006). Transcription in four dimensions:
nuclear receptor-directed initiation of gene expression. EMBO Rep. 7,
161–167. Iurlaro, M., Ficz, G., Oxley, D., Raiber, E.A., Bachman, M., Booth, M.J.,
Andrews, S., Balasubramanian, S., and Reik, W. (2013). A screen for hydrox-
ymethylcytosine and formylcytosine binding proteins suggests functions in
transcription and chromatin regulation. Genome Biol. 14, R119. Miller, L.D., Smeds, J., George, J., Vega, V.B., Vergara, L., Ploner, A., Pawitan,
Y., Hall, P., Klaar, S., Liu, E.T., and Bergh, J. (2005). An expression signature for
p53 status in human breast cancer predicts mutation status, transcriptional
effects, and patient survival. Proc. Natl. Acad. Sci. USA 102, 13550–13555. Ju, B.G., Lunyak, V.V., Perissi, V., Garcia-Bassets, I., Rose, D.W., Glass, C.K.,
and Rosenfeld, M.G. (2006). A topoisomerase IIbeta-mediated dsDNA break
required for regulated transcription. Science 312, 1798–1802. Nabel, C.S., and Kohli, R.M. (2011). Molecular biology. Demystifying DNA de-
methylation. Science 333, 1229–1230. Ngan, S., Stronach, E.A., Photiou, A., Waxman, J., Ali, S., and Buluwela, L. (2009). Microarray coupled to quantitative RT-PCR analysis of androgen-regu-
lated genes in human LNCaP prostate cancer cells. Oncogene 28, 2051–2063. Kamileri, I., Karakasilioti, I., and Garinis, G.A. (2012). Nucleotide excision
repair: new tricks with old bricks. Trends Genet. 28, 566–573. Khurana, S., Kruhlak, M.J., Kim, J., Tran, A.D., Liu, J., Nyswaner, K., Shi, L.,
Jailwala, P., Sung, M.H., Hakim, O., and Oberdoerffer, P. (2014). ChIP and Solexa Sequencing ChIP DNA was amplified as described (Schmidt et al., 2009). Sequences were
generated by the Illumina Hiseq 2000 genome analyzer (using 50 bp reads) and
aligned to the Human Reference Genome (assembly hg19, February 2009)
using Bowtie 1.0. The model-based analysis for ChIP-seq (MACS) peak caller
version 1.4 (Zhang et al., 2008) was used to identify enriched regions of the
genome by comparison to an input sample. MACS was used in the default
setting with a p value threshold of 105. To call stimuli specific peaks, we
used bedtool to subtract or concatenate BED files generated by MACS. The Bhutani, N., Burns, D.M., and Blau, H.M. (2011). DNA demethylation dynamics. Cell 146, 866–872. Bogerd, H.P., Wiegand, H.L., Doehle, B.P., and Cullen, B.R. (2007). The
intrinsic antiretroviral factor APOBEC3B contains two enzymatically active
cytidine deaminase domains. Virology 364, 486–493. Burns, M.B., Lackey, L., Carpenter, M.A., Rathore, A., Land, A.M., Leonard, B.,
Refsland, E.W., Kotandeniya, D., Tretyakova, N., Nikas, J.B., et al. (2013a). Cell Reports 13, 108–121, October 6, 2015 ª2015 The Authors
119 APOBEC3B is an enzymatic source of mutation in breast cancer. Nature 494,
366–370. Kulaeva, O.I., Nizovtseva, E.V., Polikanov, Y.S., Ulianov, S.V., and Studitsky,
V.M. (2012). Distant activation of transcription: mechanisms of enhancer ac-
tion. Mol. Cell. Biol. 32, 4892–4897. Burns, M.B., Temiz, N.A., and Harris, R.S. (2013b). Evidence for APOBEC3B
mutagenesis in multiple human cancers. Nat. Genet. 45, 977–983. Lai, C.F., Flach, K.D., Alexi, X., Fox, S.P., Ottaviani, S., Thiruchelvam, P.T.,
Kyle, F.J., Thomas, R.S., Launchbury, R., Hua, H., et al. (2013). Co-regulated
gene expression by oestrogen receptor a and liver receptor homolog-1 is a
feature of the oestrogen response in breast cancer cells. Nucleic Acids Res. 41, 10228–10240. Compe, E., and Egly, J.M. (2012). TFIIH: when transcription met DNA repair. Nat. Rev. Mol. Cell Biol. 13, 343–354. Conticello, S.G. (2008). The AID/APOBEC family of nucleic acid mutators. Genome Biol. 9, 229. Landry, S., Narvaiza, I., Linfesty, D.C., and Weitzman, M.D. (2011). APOBEC3A
can activate the DNA damage response and cause cell-cycle arrest. EMBO
Rep. 12, 444–450. Curtis, C., Shah, S.P., Chin, S.F., Turashvili, G., Rueda, O.M., Dunning, M.J.,
Speed, D., Lynch, A.G., Samarajiwa, S., Yuan, Y., et al.; METABRIC Group
(2012). The genomic and transcriptomic architecture of 2,000 breast tumours
reveals novel subgroups. Nature 486, 346–352. Lee, H.S., Park, J.H., Kim, S.J., Kwon, S.J., and Kwon, J. (2010). ChIP and Solexa Sequencing A cooperative
activation loop among SWI/SNF, gamma-H2AX and H3 acetylation for DNA
double-strand break repair. EMBO J. 29, 1434–1445. Dahlman-Wright, K., Cavailles, V., Fuqua, S.A., Jordan, V.C., Katzenellenbo-
gen, J.A., Korach, K.S., Maggi, A., Muramatsu, M., Parker, M.G., and Gustafs-
son, J.A. (2006). International Union of Pharmacology. LXIV. Estrogen
receptors. Pharmacol. Rev. 58, 773–781. Leonard, B., Hart, S.N., Burns, M.B., Carpenter, M.A., Temiz, N.A., Rathore, A.,
Vogel, R.I., Nikas, J.B., Law, E.K., Brown, W.L., et al. (2013). APOBEC3B
upregulation and genomic mutation patterns in serous ovarian carcinoma. Cancer Res. 73, 7222–7231. de Bruin, E.C., McGranahan, N., Mitter, R., Salm, M., Wedge, D.C., Yates, L.,
Jamal-Hanjani, M., Shafi, S., Murugaesu, N., Rowan, A.J., et al. (2014). Spatial
and temporal diversity in genomic instability processes defines lung cancer
evolution. Science 346, 251–256. Lin, C., Yang, L., Tanasa, B., Hutt, K., Ju, B.G., Ohgi, K., Zhang, J., Rose, D.W.,
Fu, X.D., Glass, C.K., and Rosenfeld, M.G. (2009). Nuclear receptor-induced
chromosomal proximity and DNA breaks underlie specific translocations in
cancer. Cell 139, 1069–1083. Desmedt, C., Piette, F., Loi, S., Wang, Y., Lallemand, F., Haibe-Kains, B., Viale,
G., Delorenzi, M., Zhang, Y., d’Assignies, M.S., et al.; TRANSBIG Consortium
(2007). Strong time dependence of the 76-gene prognostic signature for node-
negative breast cancer patients in the TRANSBIG multicenter independent
validation series. Clin. Cancer Res. 13, 3207–3214. Lopez-Garcia, J., Periyasamy, M., Thomas, R.S., Christian, M., Leao, M., Jat,
P., Kindle, K.B., Heery, D.M., Parker, M.G., Buluwela, L., et al. (2006). ZNF366
is an estrogen receptor corepressor that acts through CtBP and histone de-
acetylases. Nucleic Acids Res. 34, 6126–6136. Lucey, M.J., Chen, D., Lopez-Garcia, J., Hart, S.M., Phoenix, F., Al-Jehani, R.,
Alao, J.P., White, R., Kindle, K.B., Losson, R., et al. (2005). T:G mismatch-spe-
cific thymine-DNA glycosylase (TDG) as a coregulator of transcription interacts
with SRC1 family members through a novel tyrosine repeat motif. Nucleic
Acids Res. 33, 6393–6404. ENCODE Project Consortium (2012). An integrated encyclopedia of DNA ele-
ments in the human genome. Nature 489, 57–74. Fong, Y.W., Cattoglio, C., and Tjian, R. (2013). The intertwined roles of tran-
scription and repair proteins. Mol. Cell 52, 291–302. Guedj, M., Marisa, L., de Reynies, A., Orsetti, B., Schiappa, R., Bibeau, F.,
MacGrogan, G., Lerebours, F., Finetti, P., Longy, M., et al. (2012). A refined
molecular taxonomy of breast cancer. Oncogene 31, 1196–1206. Ma, J., and Wang, M. (2014). Interplay between DNA supercoiling and tran-
scription elongation. ChIP and Solexa Sequencing A macrohi-
stone variant links dynamic chromatin compaction to BRCA1-dependent
genome maintenance. Cell Rep. 8, 1049–1062. Nik-Zainal, S., Alexandrov, L.B., Wedge, D.C., Van Loo, P., Greenman, C.D.,
Raine, K., Jones, D., Hinton, J., Marshall, J., Stebbings, L.A., et al.; Breast Can-
cer Working Group of the International Cancer Genome Consortium (2012). Mutational processes molding the genomes of 21 breast cancers. Cell 149,
979–993. Komatsu, A., Nagasaki, K., Fujimori, M., Amano, J., and Miki, Y. (2008). Iden-
tification of novel deletion polymorphisms in breast cancer. Int. J. Oncol. 33,
261–270. Nik-Zainal, S., Wedge, D.C., Alexandrov, L.B., Petljak, M., Butler, A.P., Bolli,
N., Davies, H.R., Knappskog, S., Martin, S., Papaemmanuil, E., et al. (2014). Association of a germline copy number polymorphism of APOBEC3A and
APOBEC3B with burden of putative APOBEC-dependent mutations in breast
cancer. Nat. Genet. 46, 487–491. Kotnis, A., Du, L., Liu, C., Popov, S.W., and Pan-Hammarstro¨ m, Q. (2009). Non-homologous end joining in class switch recombination: the beginning of
the end. Philos. Trans. R. Soc. Lond. B Biol. Sci. 364, 653–665. 120 120
Cell Reports 13, 108–121, October 6, 2015 ª2015 The Authors Nowarski, R., Wilner, O.I., Cheshin, O., Shahar, O.D., Kenig, E., Baraz, L., Bri-
tan-Rosich, E., Nagler, A., Harris, R.S., Goldberg, M., et al. (2012). APOBEC3G
enhances lymphoma cell radioresistance by promoting cytidine deaminase-
dependent DNA repair. Blood 120, 366–375. Shanbhag, N.M., Rafalska-Metcalf, I.U., Balane-Bolivar, C., Janicki, S.M., and
Greenberg, R.A. (2010). ATM-dependent chromatin changes silence transcrip-
tion in cis to DNA double-strand breaks. Cell 141, 970–981. Shang, Y. (2006). Molecular mechanisms of oestrogen and SERMs in endome-
trial carcinogenesis. Nat. Rev. Cancer 6, 360–368. O’Donnell, A.J., Macleod, K.G., Burns, D.J., Smyth, J.F., and Langdon, S.P. (2005). Estrogen receptor-alpha mediates gene expression changes and
growth response in ovarian cancer cells exposed to estrogen. Endocr. Relat. Cancer 12, 851–866. Spruijt, C.G., Gnerlich, F., Smits, A.H., Pfaffeneder, T., Jansen, P.W., Bauer,
C., Mu¨ nzel, M., Wagner, M., Mu¨ ller, M., Khan, F., et al. (2013). Dynamic readers
for 5-(hydroxy)methylcytosine and its oxidized derivatives. Cell 152, 1146–
1159. Osborne, C.K., and Schiff, R. (2011). Mechanisms of endocrine resistance in
breast cancer. Annu. Rev. Med. 62, 233–247. Stavnezer, J. (2011). Complex regulation and function of activation-induced
cytidine deaminase. Trends Immunol. 32, 194–201. Pankotai, T., Bonhomme, C., Chen, D., and Soutoglou, E. (2012). DNAPKcs-
dependent arrest of RNA polymerase II transcription in the presence of DNA
breaks. Nat. Struct. Mol. Biol. 19, 276–282. ChIP and Solexa Sequencing Suspe` ne, R., Henry, M., Guillot, S., Wain-Hobson, S., and Vartanian, J.P. (2005). Recovery of APOBEC3-edited human immunodeficiency virus G->A
hypermutants by differential DNA denaturation PCR. J. Gen. Virol. 86,
125–129. Perillo, B., Ombra, M.N., Bertoni, A., Cuozzo, C., Sacchetti, S., Sasso, A.,
Chiariotti, L., Malorni, A., Abbondanza, C., and Avvedimento, E.V. (2008). DNA oxidation as triggered by H3K9me2 demethylation drives estrogen-
induced gene expression. Science 319, 202–206. Taylor, B.J., Nik-Zainal, S., Wu, Y.L., Stebbings, L.A., Raine, K., Campbell,
P.J., Rada, C., Stratton, M.R., and Neuberger, M.S. (2013). DNA deaminases
induce break-associated mutation showers with implication of APOBEC3B
and 3A in breast cancer kataegis. eLife 2, e00534. Polak, P., Lawrence, M.S., Haugen, E., Stoletzki, N., Stojanov, P., Thurman,
R.E., Garraway, L.A., Mirkin, S., Getz, G., Stamatoyannopoulos, J.A., and
Sunyaev, S.R. (2014). Reduced local mutation density in regulatory DNA of
cancer genomes is linked to DNA repair. Nat. Biotechnol. 32, 71–75. Tini, M., Benecke, A., Um, S.J., Torchia, J., Evans, R.M., and Chambon, P. (2002). Association of CBP/p300 acetylase and thymine DNA glycosylase links
DNA repair and transcription. Mol. Cell 9, 265–277. Puc, J., Kozbial, P., Li, W., Tan, Y., Liu, Z., Suter, T., Ohgi, K.A., Zhang, J.,
Aggarwal, A.K., and Rosenfeld, M.G. (2015). Ligand-dependent enhancer acti-
vation regulated by topoisomerase-I activity. Cell 160, 367–380. Wang, Y., Klijn, J.G., Zhang, Y., Sieuwerts, A.M., Look, M.P., Yang, F., Talan-
tov, D., Timmermans, M., Meijer-van Gelder, M.E., Yu, J., et al. (2005). Gene-
expression profiles to predict distant metastasis of lymph-node-negative
primary breast cancer. Lancet 365, 671–679. Roberts, S.A., Lawrence, M.S., Klimczak, L.J., Grimm, S.A., Fargo, D., Stoja-
nov, P., Kiezun, A., Kryukov, G.V., Carter, S.L., Saksena, G., et al. (2013). An
APOBEC cytidine deaminase mutagenesis pattern is widespread in human
cancers. Nat. Genet. 45, 970–976. Welboren, W.J., van Driel, M.A., Janssen-Megens, E.M., van Heeringen, S.J.,
Sweep, F.C., Span, P.N., and Stunnenberg, H.G. (2009). ChIP-Seq of ERalpha
and RNA polymerase II defines genes differentially responding to ligands. EMBO J. 28, 1418–1428. Ross-Innes, C.S., Stark, R., Teschendorff, A.E., Holmes, K.A., Ali, H.R.,
Dunning, M.J., Brown, G.D., Gojis, O., Ellis, I.O., Green, A.R., et al. (2012). Dif-
ferential oestrogen receptor binding is associated with clinical outcome in
breast cancer. Nature 481, 389–393. Zhang, Y., Liu, T., Meyer, C.A., Eeckhoute, J., Johnson, D.S., Bernstein, B.E.,
Nusbaum, C., Myers, R.M., Brown, M., Li, W., and Liu, X.S. (2008). Model-
based analysis of ChIP-Seq (MACS). Genome Biol. Cell Reports 13, 108–121, October 6, 2015 ª2015 The Authors
121 ChIP and Solexa Sequencing 9, R137. Sabatier, R., Finetti, P., Cervera, N., Lambaudie, E., Esterni, B., Mamessier, E.,
Tallet, A., Chabannon, C., Extra, J.M., Jacquemier, J., et al. (2011). A gene
expression signature identifies two prognostic subgroups of basal breast can-
cer. Breast Cancer Res. Treat. 126, 407–420. Zhang, Y., Sieuwerts, A.M., McGreevy, M., Casey, G., Cufer, T., Paradiso, A.,
Harbeck, N., Span, P.N., Hicks, D.G., Crowe, J., et al. (2009). The 76-gene
signature defines high-risk patients that benefit from adjuvant tamoxifen ther-
apy. Breast Cancer Res. Treat. 116, 303–309. Schmidt, D., Wilson, M.D., Spyrou, C., Brown, G.D., Hadfield, J., and Odom,
D.T. (2009). ChIP-seq: using high-throughput sequencing to discover pro-
tein-DNA interactions. Methods 48, 240–248.
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Functional Characterisation of the Maturation of the Blood-Brain Barrier in Larval Zebrafish
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Abstract ming et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits
ution, and reproduction in any medium, provided the original author and source are credited. Funding: The authors are all former employees of DanioLabs Ltd (a biotechnology company) and a large part of this work was carried out during this
period of employment. Work performed at DanioLabs Ltd was financed by DanioLabs Ltd and not by grant funding. The company no longer exists and
there are no restrictions on publishing this data. Dr A Fleming continued working on this project after leaving the company to work at the University of
Cambridge and this part of the work was funded by an MRC Skills Gap Award. The funders had no role in study design, data collection and analysis,
decision to publish, or preparation of the manuscript. Competing interests: We have the following interests: The majority of the work in the original manuscript was performed whilst all 3 authors were
employees of DanioLabs Ltd (a biotechnology company). The company no longer exists and there are no shareholders or employees. Some of the work in
this manuscript was used to support a patent application (Screening methods employing zebrafish and the blood brain barrier; WO2005080974) which has
now lapsed. This does not alter our adherence to all the PLoS ONE policies on sharing data and materials. E-mail: af425@cam.ac.uk
¤a Current address: Department of Medical Genetics, Cambridge Institute for Medical Research, University of Cambridge, Cambridge, United Kingdom
¤b Current address: Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge, United Kingdom
¤c Current address: Department of Experimental Neurology, Heinrich Heine University, Duesseldorf, Germany
¤d Current address: Department of Neurology, Royal Victoria Infirmary, Newcastle-upon-Tyne, United Kingdom ¤a Current address: Department of Medical Genetics, Cambridge Institute for Medical Research, University of Cambridge, Cambridge, United Kingdom
¤b Current address: Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge, United Kingdom
¤c Current address: Department of Experimental Neurology, Heinrich Heine University, Duesseldorf, Germany
¤d Current address: Department of Neurology, Royal Victoria Infirmary, Newcastle-upon-Tyne, United Kingdom next level of barrier function is provided by capillary pericytes,
which wrap around the endothelial cells of the capillary walls. Lastly, the outermost layer comprises astrocyte end feet which
surround the endothelium and pericytes. Angeleen Fleming¤a¤b*, Heike Diekmann¤c, Paul Goldsmith¤d DanioLabs Ltd., Cambridge Research Park, Cambridge, United Kingdom Abstract In addition to
providing a physical barrier, these three cell types express a
variety
of
enzymes,
such
as
aminopeptidases,
carboxypeptidases,
endopeptidases
and
cholinesterases,
which inactivate many drugs [2], and in some cases, may also
activate pro-drugs. In spite of these physical and enzymatic
barriers, certain molecules are able to freely diffuse across the
BBB, but are prevented from accumulating in the brain as they Abstract Zebrafish are becoming increasingly popular as an organism in which to model human disease and to study the
effects of small molecules on complex physiological and pathological processes. Since larvae are no more than a few
millimetres in length, and can live in volumes as small as 100 microliters, they are particularly amenable to high-
throughput and high content compound screening in 96 well plate format. There is a growing literature providing
evidence that many compounds show similar pharmacological effects in zebrafish as they do in mammals, and in
particular humans. However, a major question regarding their utility for small molecule screening for neurological
conditions is whether a molecule will reach its target site within the central nervous system. Studies have shown that
Claudin-5 and ZO-1, tight-junction proteins which are essential for blood-brain barrier (BBB) integrity in mammals,
can be detected in some cerebral vessels in zebrafish from 3 days post-fertilisation (d.p.f.) onwards and this timing
coincides with the retention of dyes, immunoreactive tracers and fluorescent markers within some but not all cerebral
vessels. Whilst these findings demonstrate that features of a BBB are first present at 3 d.p.f., it is not clear how
quickly the zebrafish BBB matures or how closely the barrier resembles that of mammals. Here, we have combined
anatomical analysis by transmission electron microscopy, functional investigation using fluorescent markers and
compound uptake using liquid chromatography/tandem mass spectrometry to demonstrate that maturation of the
zebrafish BBB occurs between 3 d.p.f. and 10 d.p.f. and that this barrier shares both structural and functional
similarities with that of mammals. Citation: Fleming A, Diekmann H, Goldsmith P (2013) Functional Characterisation of the Maturation of the Blood-Brain Barrier in Larval Zebrafish. PLoS
ONE 8(10): e77548. doi:10.1371/journal.pone.0077548
Editor: Filippo Del Bene, Institut Curie, France
Received April 11 2013; Accepted September 5 2013; Published October 16 2013 Citation: Fleming A, Diekmann H, Goldsmith P (2013) Functional Characterisation of the Maturation of the Blood-Brain Barrier in Larval Zebrafish. PLoS
ONE 8(10): e77548. doi:10.1371/journal.pone.0077548
Edit
Fili
D l B
I
tit t C
i
F Received April 11, 2013; Accepted September 5, 2013; Published October 16, 2013 Received April 11, 2013; Accepted September 5, 2013; Published October 16, 2013 Copyright: © 2013 Fleming et al. This is an open-access article distributed under the terms of the Creative Commons Attributio
unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Dye exclusion experiments Stocks of 2% Evans blue (961 Da) and 10% sodium
fluorescein (376 Da) in 0.9% saline were prepared and stored
at 4 °C. Larvae were anaesthetised by immersion in 0.2 mg/ml
3-amino benzoic acid (MS222) prior to being immobilised and
positioned laterally in 3% methyl cellulose in embryo medium
such that the heart was accessible. Larvae and juveniles from
2 days post-fertilisation (d.p.f.) to 30 d.p.f. were injected with
0.5 to 2 nl (depending on age) of dye or saline control into the
pericardial region, using a standard zebrafish microinjection
apparatus [15]. Fish were transferred to fresh embryo medium
to recover from anaesthesia, then viewed using a fluorescence
dissecting microscope at 1 hour intervals to determine the time
of uptake of the dye into the circulation and the time at which
dye had permeated from the circulation into non-vascular body
tissue. Representative images of dye distribution in vivo were
taken on a Zeiss AxioZoom V16 microscope with Apotome. Dye and saline injected larvae were anaesthetised at 4 or 6
hours after injection and fixed in 4% paraformaldehyde in PBS. Ten larvae per age group and injection treatment were
embedded in Sakura Tissue-Tek OCT (Bayer, Newbury, UK)
and frozen parasagittal sections were cut at 10 µm thickness. Expression of claudin-5 and ZO-1 have been detected in
cerebral microvessels of larval zebrafish from as early as 2 and
3 days post-fertilisation (d.p.f.) respectively [7,9]. Furthermore,
several studies have used fluorescent dyes or transgenically-
encoded fluorescently-tagged plasma protein to demonstrate
size dependent exclusion occurs from around 3 d.p.f. [7,9–11]. However, size exclusion seems to occur only in certain
cerebral vessels at this age, while others are still “leaky”. In
mammals, the BBB gradually matures during development,
with permeability to small molecules decreasing with age (i.e. substances excluded from the adult rat brain do permeate
embryonic brain capillaries) [12]. Similarly, the developing
mouse BBB shows decreasing compound permeability as it
matures [13]. In this study, we set out to investigate how size-dependent
exclusion matures during larval development, to determine the
degree of similarity in exclusion properties to those of
mammalian BBB and to study the cellular components
surrounding the vascular endothelium in the brain. We show
that zebrafish do indeed gradually develop a sophisticated BBB
with active transport systems. Methods are actively effluxed by specific transporters, the most notable
of which is P-glycoprotein (Pgp) [1]. Conversely, inwardly
directed transporter systems, such as GLUT1/Slc2a1 (glucose
transport), Slc7a1 and Slc7a5 (amino acids), low-density
lipoprotein receptors (LRPs) and ion pumps, permit the entry of
a variety of molecules that would otherwise be unable to enter
the brain [1]. Introduction In mammals, the blood-brain barrier (BBB) provides a
complex obstacle to the penetration of drugs into the central
nervous system (CNS). The first level of barrier is presented by
the tight junctions between endothelial cells of the vasculature. These high resistance tight junctions, made up by proteins
such as claudin-5 and ZO-1, render brain capillary endothelia
tightly sealed, in contrast to “leaky” endothelial capillaries in the
periphery. Thus, there is no paracellular movement of fluid and
only minimal pinocytosis from capillaries into the CNS [1]. The 1 October 2013 | Volume 8 | Issue 10 | e77548 PLOS ONE | www.plosone.org 1 Formation of the Zebrafish Blood-Brain Barrier Formation of the Zebrafish Blood-Brain Barrier Formation of the Zebrafish Blood-Brain Barrier Husbandry and experimental procedures Embryos were collected from matings of adults of wildtype
(TL, AB and WIK strains) and Tg(fli1a:EGFP)y1 transgenic fish
[14] kept under standard conditions [15]. Embryos were reared
in embryo medium (5 mM NaCl, 0.17 mM KCl,0.33 mMCaCl2,
0.33 mM Mg2SO4, 10-5% Methylene Blue) and staged using
standard criteria [16]. All experiments were carried out in
accordance with the Animals (Scientific Procedures) Act, 1986. Ethics statement This work was licenced by the Home Office under the
Animals (Scientific Procedures) Act (Home Office licence
number PPL80/2074 for work performed at DanioLabs Ltd and
PPL 80/2322 for work performed at the University of
Cambridge). Protocols were approved by the local Animal
Welfare Ethical Review Committee (AWERC); namely,
DanioLabs AWERC and University of Cambridge AWERC. Appropriate steps were taken to ameliorate suffering in all
work. Experiments were designed with the minimum number of
animals necessary to produce meaningful results. Zebrafish are popular as a vertebrate model with which to
perform compound screens [3,4] and increasingly used to
model human neurological disease processes, such as
epilepsy and neurodegeneration [5,6]. Therefore, it is important
to understand whether and when the zebrafish BBB forms and
compare its characteristics and function with that of mammals. Adult zebrafish express the tight junction proteins ZO-1 and
claudin-5 in the endothelial vascular cells within the brain [7]. In
addition,
size
dependent
exclusion
of
immuno-reactive
compounds occurs in the adult zebrafish brain. For example,
analysis of the distribution of enzymatically active compounds
injected into the heart demonstrated that HRP (44kDa) was
retained
in
cerebral
vessels,
whilst
sulfo-NHS-Biotin
(0.443kDa) diffused into the brain, indicating a size dependent
exclusion mechanism [7]. Tight junctions play a major role in
size-dependent exclusion in mammals and loosening of the
size exclusion limit is observed in claudin-5 knockout mice [8]. Therefore, the presence of claudin-5 and ZO-1 in the adult
zebrafish brain could account for these observed effects. These findings demonstrate that adult zebrafish possess a
BBB but it is not known when this barrier becomes functional
during zebrafish development. Dye exclusion experiments This allows for the design of
rational strategies for screening compounds for neurological
indications and interpretation of results, as well as potentially
providing a system to predict whether a novel compound might
penetrate the human brain. Transmission Electron Microscopy body tissue samples were collected in separate microfuge
tubes on ice and excess liquid removed. 100 µl ice cold PBS
was added and samples were briefly centrifuged and all excess
liquid removed. The weight of the tissue sample was measured
and the samples were frozen at -20 °C prior to extraction for
LC/MS/MS. Larvae were anaesthetised at 3, 5, 8 and 10 d.p.f. by
immersion in 0.2 mg/ml MS222, fixed in 4% glutaraldehyde in
cacodylate buffer containing 0.006% hydrogen peroxide for 3
hours and washed in cacodylate buffer before post-fixing in
osmium tetroxide. Samples were bulk stained with uranyl
acetate, dehydrated in ethanol and embedded in Spurr’s resin. Thin parasagittal sections (5 nm) were prepared with a Leica
Ultracut UCT, stained with uranyl acetate and lead citrate and
viewed in a Philips CM100 electron microscope at 80 KV. For studies investigating the effect of Abcb1/4/5 efflux on
drug distribution, larvae were exposed to the ABCB1/4/5 efflux
inhibitor verapamil at 50 µg/ml, a concentration previously
demonstrated to be non-toxic, for 2 hours prior to exposure to
the test compound. Test compound was added to the well
containing 50 µg/ml verapamil and larvae were incubated for a
further hour at room temperature prior to tissue collection as
described. For subsequent LC/MS/MS analysis, tissue samples
were thawed and after addition of an internal standard
(clozapine) extracted into an organic solvent (tertiary-butyl
methyl ether, t-bme). The solvent extract was then evaporated
and
reconstituted
in
methanol/acetic
acid,
except
for
scopolamine exposed samples, which were reconstituted in
acetonitrile/ammonia. Liquid chromatography for haloperidol,
desloratadine and diphenhydramine (100 µl injections of
extracted samples) was carried out using a Phenomenex Luna
C18(2), 50 x 2 mm, 5 µm analytical column with a mobile
phase gradient given in Table S1. Chromatography for
scopolamine and scopolamine N-butyl bromide was performed
using a Restek Ultra IBD, 150 x 3.2 mm, 5 µm analytical
column with a mobile phase gradient given in Table S2. The
analytes and internal standard were ionised under atmospheric
pressure chemical ionisation (APCI) conditions operating in
positive
ion
mode. Detection
was
via
tandem
mass
spectrometry (MS/MS) using selected ion monitoring (SIM). MS/MS scan parameters under APCI conditions are given in
Table S3. All analyses were performed using a Finnigan LCQ
quadrupole ion trap mass spectrometer. The ratio of the
amount of drug found in the trunk relative to that in the head
was calculated. Drug exposure and distribution experiments Initial drug exposure assays were performed in larval
zebrafish to identify a sufficiently high concentration of drug
that could be detected by liquid chromatography/tandem mass
spectrometry (LC/MS/MS) analysis without causing toxicity. Maximum tolerated concentration (MTC) was determined using
n=6 larvae per group. A non-toxic drug concentration of 15
µg/ml was selected for all subsequent compound exposure
experiments except for scopolamine, which was used at 5
µg/ml. 60 larvae (equivalent to approximately 20 mg wet tissue)
were transferred into a single well of a 12 well plate (Corning)
and the final volume of embryo medium per well was adjusted
to 1.5 ml. Compounds of interest were prepared as 2 mg/ml
stocks in dimethyl sulfoxide (DMSO). 11.25 µl of stock was
added to each well, except for scopolamine (3.75 µl). Larvae
were incubated in the drug for 1 hour at room temperature then
anaesthetised on ice. For whole uptake analysis, anaesthetised
larvae were transferred to 1.5 ml microfuge tubes and all
excess liquid was removed. 100 µl ice cold PBS was added,
samples were briefly centrifuged and all excess liquid was
removed. For brain versus body uptake analysis, larvae were
anaesthetised by chilling prior to decapitation using fine
iridectomy scissors and No. 5 watchmaker forceps. Head and The effect of Pgp inhibitors on the distribution of
rhodamine 123 Rhodamine 123 (R123) was dissolved in 10% ethanol/0.9%
saline to make a 0.5 mg/ml stock. Dye exclusion experiments
on larvae at 3, 5, 8 and 10 d.p.f. were performed as described
above using 0.2 nl R123. Some larvae were exposed to
verapamil at 50 µg/ml for 2 hours prior to and during
intrapericardial injection of R123 and for 3 hours after injection. At 3 hours after injection, larvae were anaesthetised and fixed
in 4% PFA prior to processing for frozen sections. Quantification of fluorescence in the brain was performed as
described above. Zebrafish abcb1/4/5 expression Larvae were anaesthetised at 3, 5, 8 and 10 d.p.f. by
immersion in 0.2 mg/ml MS222, fixed in 4% PFA and
processed for wholemount antibody staining as previously
described [17]. Immunohistochemistry was performed with an
antibody raised against mouse ABCB1 (Covance) at 1:100
dilution and the staining detected using Alexa568 fluorescent
secondary antibody (Molecular Probes). Larvae were mounted
in chamber slides in Prolong Gold antifade mounting medium
(Invitrogen) and viewed using a Zeiss StereoZoom V16
microscope under fluorescence illumination. Optical sectioning
was performed using an Apotome.2 (Zeiss) and representative
images were captured using and AxioCam MR digital camera
(Zeiss) and Zen 2012 software (Zeiss). In silico sequence analysis Protein sequences of mammalian and zebrafish ABCB gene
family members were identified from ENSEMBL (human
GRCh37; mouse GRCm38; zebrafish Zv9). BLAST searches
were performed to identify whether un-annotated paralogues
could be identified from the zebrafish genome. Sequence
alignments were performed using ClustalW. Transmission Electron Microscopy Changes in trunk/head drug ratios of greater
than 20% were considered to be indicative of altered
distribution. Formation of the Zebrafish Blood-Brain Barrier Formation of the Zebrafish Blood-Brain Barrier Formation of the Zebrafish Blood-Brain Barrier Formation of the Zebrafish Blood-Brain Barrier Quantification of dye fluorescence Sections were visualised without mounting medium by
fluorescence microscopy on an Olympus BX51 microscope. Three midline sagittal sections from each larva were identified
and images were captured using a ColorView camera
(Olympus) and AnalySis software (Soft Imaging System). The
fluorescence intensity within the brain was quantified for each
midline section of each larva in each treatment group using
colour threshold and area measurements in AnalySis. Mean
values, standard deviations and Student’s t-tests were
calculated using Excel software (Microsoft Office). PLOS ONE | www.plosone.org October 2013 | Volume 8 | Issue 10 | e77548 2 Expression of the zebrafish homologue of mammalian
P-glycoprotein is developmentally regulated Previous studies have reported that zebrafish, like rodents,
have a duplicated abcb1 (P-glycoprotein, Pgp, or multi-drug
resistance) gene [22]. However, in the recent release of the
zebrafish genome sequence (Genome assembly: Zv9),
ENSDARG00000021787 is now annotated as abcb5 (reported
as abcb1a by [22]) and ENSDARG00000010936 as abcb4
(reported as abcb1b by [22]). In man, the ABCB gene family
comprises 11 members (ABCB1, 4, 5, 6, 7, 8, 9, 10, 11, TAP1
and TAP2) whereas in zebrafish, abcb1, abcb6 and tap2 are
missing, abcb11 is duplicated (abcb11a and abcb11b) and, in
addition, zebrafish possess abcb3l1. Phylogenetic analysis of
the mammalian and zebrafish abcb family suggests that the
zebrafish abcb5 (ENSDARG00000021787) and abcb4 genes
(ENSDARG00000010936) are the closest homologues of
mammalian ABCB1/4/5 (Figure 2) (see also Figure S1A and
S1B for alignment of human, mouse and zebrafish Abcb4 and
Abcb5 protein sequences). Peptide alignment analysis shows Results Since no specific orthologue of mammalian ABCB1 could be
identified in the zebrafish genome (zv9), and since mammalian
ABCB4 and ABCB5 are known to be expressed in the vascular
endothelial cells of the CNS [1], we hypothesised that zebrafish
Abcb4 or Abcb5 might function as efflux transporters in the
vasculature surrounding the CNS and therefore investigated
the expression of these proteins. Expression of zebrafish Abcb1/4/5 correlates with the
onset of active transport across the blood brain barrier Dye exclusion experiments were performed with Rhodamine
123 (R123), a fluorescent substrate for ABCB1 [24], ABCB4
[25] and ABCB5 [26] in mammals, to investigate the function of
Abcd1/4/5 during zebrafish development. R123 was excluded
from the brain at 8 d.p.f., but not at 3 and 5 d.p.f (Figure 4). This time line coincides well with the expression of Abcb1/4/5
in the vascular endothelium of the CNS. To investigate whether
the exclusion of R123 was indeed due to efflux mediated by a
Abcb1/4/5 transporter, dye exclusion experiments were
repeated in the presence of verapamil, a known inhibitor of
mammalian ABCB1 [24], ABCB4 [25] and ABCB5 [27]. Larvae
were incubated in 50 µg/ml verapamil prior to, during and after
injection of R123 and analysed 3 hours after injection for
distribution of R123 fluorescence. In the presence of verapamil,
R123 penetrated into the brain also at 8 d.p.f. and 10 d.p.f. (Figure 4). Since R123 was excluded from the brain at these
time points when incubated without verapamil, these results
suggests that R123 is actively transported out of the brain by
zebrafish Abcb1/4/5 from 8 d.p.f. Developmental changes in the size of fluorescent
molecules excluded from the CNS Dye exclusion experiments have long been used in rodent
investigations into the integrity of the BBB [1,18–21]. The
absence of dyes within the CNS following injection into
peripheral vessels can be used as a marker of BBB integrity. We therefore used dyes of varying molecular weights to
determine the developmental timecourse of size dependent
exclusion from the zebrafish CNS. Dye exclusion experiments
were initially performed on larvae from 2 to 30 d.p.f. and after
initial analysis had narrowed down the relevant age range,
studies were limited to larvae at 3, 4, 5, 8 and 10 d.p.f. Larvae
were observed at 1 hour intervals after injection of the
fluorescent dye into the pericardial cavity to determine when
the fluorescent compound had diffused from the circulation into
peripheral tissues (Figure 1A & B). Larvae were then
anaethestised and fixed for cryosectioning. The fluorescent
intensity of frozen sections of brain tissue was quantified for
dye injected larvae and compared to saline injected siblings
fixed at the same time point after injection. An example of the
distribution and quantification process is shown in Figure 1C-E. In Evans blue (961 Da) injected zebrafish, fluorescence was
observed in the brain at 3 d.p.f. but not at 5 d.p.f or subsequent
stages (Figure 1F), suggesting that molecules of high
molecular weight become excluded between 3 and 5 d.p.f. In
contrast, exclusion of sodium fluorescein, a lower molecular
weight compound (376 Da), was not observed until 10 d.p.f. (Figure 1G), suggesting a time dependent maturation relating
to the size limit for molecules excluded from the CNS. Using an antibody against a highly conserved amino acid
sequence found in all mammalian Pgp isoforms [23] and also
present in zebrafish Abcb4 and Abcb5 (Figure 3A), optical
sections of wholemount Tg(fli1a:EGFP)y1 larvae at 10 d.p.f. revealed specific staining in the vascular endothelium of the
CNS. A range of larval ages were then examined to determine
the earliest time point with specific vascular staining. Staining
was observed in the vascular endothelium of the CNS at 8
d.p.f. (Figure 3B & C) but not earlier (Figure S2). Based on
phylogenetic
analysis,
peptide
homology
and
protein
expression, we assume that either the zebrafish abcb5
(ENSDARG00000021787)
or
abcb4
gene
(ENSDARG00000010936) is the functional homologue of
mammalian ABCB1 and is hereafter referred to as abcb1/4/5. Formation of the Zebrafish Blood-Brain Barrier Formation of the Zebrafish Blood-Brain Barrier Formation of the Zebrafish Blood-Brain Barrier Gold antifade mounting medium (Invitrogen) and viewed using
a Zeiss StereoZoom V16 microscope under fluorescence
illumination. Optical sectioning was performed using an
Apotome.2 (Zeiss) and representative images were captured
using and AxioCam MR digital camera (Zeiss) and Zen 2012
software (Zeiss). that zebrafish Abcb4 has 63% similarity at the amino acid level
to human ABCB1 and 63% similarity to human ABCB4 (Table
1). The zebrafish abcb5 protein has 57% similarity at the amino
acid level to human ABCB1 and 50% to human ABCB5 (Table
1). BLAST searches of the latest zebrafish genome release
(Ensembl Zv9) with both human ABCB1 and mouse ABCB1A
and ABCB1B identify zebrafish Abcb4 and Abcb5 as the
closest zebrafish homologues to mammalian ABCB1. Analysis of GFAP expression Tg(fli1a:EGFP)y1 larvae at 3, 5, 7 and 10 d.p.f. were fixed in 4
% PFA, then processed for antibody staining as previously
described [17]. The GFAP antibody (zrf-1, ZIRC) was used at
1:25 dilution and detected with Alexa568 fluorescent secondary
antibody. Larvae were mounted in chamber slides in Prolong PLOS ONE | www.plosone.org October 2013 | Volume 8 | Issue 10 | e77548 3 The formation of a blood brain barrier correlates with
developmental changes in drug distribution A panel of 5 drugs known to either cross or not cross the
BBB in mammals were selected to test in zebrafish larvae. Larvae of different ages were exposed to these compounds at
non-toxic concentrations for 1 hour prior to collection of head October 2013 | Volume 8 | Issue 10 | e77548 PLOS ONE | www.plosone.org 4 Formation of the Zebrafish Blood-Brain Barrier Figure 1. Investigation of blood-brain barrier maturation using fluorescent dyes. Ai-iv) One hour after pericardial injection of
Evans blue into 8 d.p.f. Tg(fli1a:EGFP)y1 larvae, strong Evan’s blue fluorescence could be observed in the dorsal aorta (arrows) and
vena cava (arrowheads) and weak fluorescence could be observed in individual segmental vessels of the trunk. Bi-iv) 4 hours after
injection of Evan’s blue, strong fluorescence is still observed in dorsal aorta and vena cava and additionally in segmental vessels. In
addition, fluorescence is also observed in trunk muscles between the segmental vessels and in the fin mesenchyme demonstrating
that the dye has penetrated into surrounding tissue. Ci) Parasagittal section of a 3 d.p.f. zebrafish larva 3 hours after pericardial
injection with saline control. Cii) High magnification fluorescent imaging of the region of marked in Ci). Di) Parasagittal section of a 3
d.p.f. zebrafish larva 3 hours after pericardial injection with Evan’s blue. Dii) High magnification fluorescent imaging of the region of
marked in Di). Ei) Parasagittal section of a 5 d.p.f. zebrafish larva 3 hours after pericardial injection with Evan’s Blue. Cii) High
magnification fluorescent imaging of the region of marked in Ci). Cii – Eii) The fluorescent intensity of dye within the brain was
quantified using image thesholding (pseudo-coloured green) and area over threshold was measured using AnalySis software. F &
G) The fluorescence intensity of injected dyes was measured in the brain of zebrafish following peripheral injection at various time
points of zebrafish development. Graphs show mean fluorescent intensity (± std dev.) for each treatment. F) Evans blue, (961 Da) a
large molecule known to form multimers with serum proteins, is excluded from the brain from day 5. G) Sodium fluorescein (376 Da)
permeates into the brain until 8 d.p.f. but is excluded at 10 d.p.f. Scale bar represents 250 µm in A and B and 50 µm in C - E. doi: 10.1371/journal.pone.0077548.g001 Figure 1. Investigation of blood-brain barrier maturation using fluorescent dyes. Ai-iv) One hour after pericardial injection of
Evans blue into 8 d.p.f. The formation of a blood brain barrier correlates with
developmental changes in drug distribution Tg(fli1a:EGFP)y1 larvae, strong Evan’s blue fluorescence could be observed in the dorsal aorta (arrows) and
vena cava (arrowheads) and weak fluorescence could be observed in individual segmental vessels of the trunk. Bi-iv) 4 hours after
injection of Evan’s blue, strong fluorescence is still observed in dorsal aorta and vena cava and additionally in segmental vessels. In
addition, fluorescence is also observed in trunk muscles between the segmental vessels and in the fin mesenchyme demonstrating
that the dye has penetrated into surrounding tissue. Ci) Parasagittal section of a 3 d.p.f. zebrafish larva 3 hours after pericardial
injection with saline control. Cii) High magnification fluorescent imaging of the region of marked in Ci). Di) Parasagittal section of a 3
d.p.f. zebrafish larva 3 hours after pericardial injection with Evan’s blue. Dii) High magnification fluorescent imaging of the region of
marked in Di). Ei) Parasagittal section of a 5 d.p.f. zebrafish larva 3 hours after pericardial injection with Evan’s Blue. Cii) High
magnification fluorescent imaging of the region of marked in Ci). Cii – Eii) The fluorescent intensity of dye within the brain was
quantified using image thesholding (pseudo-coloured green) and area over threshold was measured using AnalySis software. F &
G) The fluorescence intensity of injected dyes was measured in the brain of zebrafish following peripheral injection at various time
points of zebrafish development. Graphs show mean fluorescent intensity (± std dev.) for each treatment. F) Evans blue, (961 Da) a
large molecule known to form multimers with serum proteins, is excluded from the brain from day 5. G) Sodium fluorescein (376 Da)
permeates into the brain until 8 d.p.f. but is excluded at 10 d.p.f. Scale bar represents 250 µm in A and B and 50 µm in C - E. doi: 10.1371/journal.pone.0077548.g001 of different absorption routes, such as gut and gills and/or
onset of expression of metabolising enzymes. and trunk tissue for analysis of drug concentration. A generic
extraction method was developed and LC/MS/MS was
performed to analyse the concentration of drug in head and
trunk
tissue
in
larvae
of
different
ages. Drug/tissue
concentrations were normalised against a standard and the
relative amount of drug in head and trunk samples was
compared to determine whether the drug distribution altered
with larval age (Table 2). Anatomical features of a blood brain barrier Figure 2. Phylogenetic analysis of mammalian and
zebrafish ABCB genes. Phylogenetic analysis of the ABCB
gene family in human, mouse and zebrafish. The zebrafish
genome does not contain an annotated orthologue of
mammalian ABCB1. Zebrafish abcb4 and abcb5 are identified
as the closest homologues to mammalian ABCB1, 4 and 5. doi: 10.1371/journal.pone.0077548.g002 Having established that exclusion of small molecules from
the zebrafish brain occurs between 3 and 10 d.p.f. (depending
on the size of the molecule and the method of exclusion), we
undertook
an
anatomical
timecourse
analysis
using
transmission electron microscopy (TEM) to determine whether
there was also anatomical evidence for a BBB and if so, to
characterise the maturation of these features. At 3 d.p.f., no
evidence of tight junctions in the vessels around the brain and
spinal cord was observed (Figure 5A & B). At 5 d.p.f., however,
tight junctions were identified in some, but not all vascular
endothelium (data not shown). By 10 d.p.f., double membranes
were observed in the vascular endothelium at all sites
investigated, suggesting that tight junctions are present by this
age (Figure 5C & D). In addition, pericytes and astrocyte feet
processes were observed in some sections at 10 d.p.f. (Figure
5E) and evidence for the latter was further supported by the co-
localisation of glial fibrillary associated protein (GFAP) with
GFP-positive vessels in the brains of Tg(fli1a:EGFP)y1 larvae at
10 d.p.f. but not earlier (Figure S3). The zebrafish BBB matures during larval development Co-incubation with verapamil
resulted in equalisation of the distribution of desloratadine in
head and trunk samples at 8 d.p.f and an accumulation in the
head versus the body at 10 d.p.f. Therefore, the exclusion of
desloratadine from 8 d.p.f is dependent on the function of
Abcb1/4/5 in zebrafish. The zebrafish BBB matures during larval development The zebrafish BBB matures during larval development
Several
studies
have
demonstrated
that
dyes
or
enzymatically active compounds are retained within cerebral
microvessels of the larval zebrafish brain from as early as 3
d.p.f. [7,9–11], co-incident with the expression of the tight
junction proteins ZO-1 and claudin5. However, these studies
showed exclusion from only some, but not all cerebral vessels
suggesting that there is not a fully functional BBB at this point. Here, we have combined anatomical analysis by TEM,
functional
investigation
using
fluorescent
markers
and
compound uptake using LC/MS/MS to investigate the formation
of the functional BBB in zebrafish and to demonstrate how this
barrier matures during larval development. By administrating
dyes of different molecular weights, we have shown that large
molecular weight compounds are indeed excluded at 3 d.p.f. Although Evans blue is a fairly small molecule (961 Da), most
of the dye becomes bound to serum albumin and has a size of
>69kDa, therefore exclusion at 3 d.p.f. likely demonstrates
exclusion of serum proteins and this is in keeping with the size
exclusion findings from other studies [7,9–11]. By contrast,
exclusion of sodium fluorescein (molecular weight of 376Da)
does not take place until 10 d.p.f. indicating that the size
dependent exclusion of molecules from the brain matures
during larval development. Table 1. Similarity between human, mouse and zebrafish
ABCB1, ABCB4 and ABCB5 peptide sequences. Table 1. Similarity between human, mouse and zebrafish
ABCB1, ABCB4 and ABCB5 peptide sequences. ABCB1, ABCB4 and ABCB5 peptide sequences. Zebrafish Abcb4
Zebrafish Abcb5
Human ABCB1
63%
57%
Human ABCB4
63%
55%
Human ABCB5
54%
50%
Mouse ABCB1A
63%
56%
Mouse ABCB1B
61%
56%
Mouse ABCB4
63%
54%
Mouse ABCB5
52%
48%
Peptide sequences were aligned using ClustalW. doi: 10.1371/journal.pone.0077548.t001 known that this drug is actively exported by Pgp (ABCB1) in
mammals, we investigated whether the distribution of this drug
would be altered by co-incubation with the ABCB1, ABCB4 and
ABCB5 inhibitor, verapamil. Co-incubation with verapamil
resulted in equalisation of the distribution of desloratadine in
head and trunk samples at 8 d.p.f and an accumulation in the
head versus the body at 10 d.p.f. Therefore, the exclusion of
desloratadine from 8 d.p.f is dependent on the function of
Abcb1/4/5 in zebrafish. known that this drug is actively exported by Pgp (ABCB1) in
mammals, we investigated whether the distribution of this drug
would be altered by co-incubation with the ABCB1, ABCB4 and
ABCB5 inhibitor, verapamil. The formation of a blood brain barrier correlates with
developmental changes in drug distribution The amount of drug absorbed over
the 1 hour exposure period varied greatly with some larval
tissue containing as little as 5.9 % of the medium concentration
for scopolamine N-butyl bromide and as much as 949% of the
medium concentration for haloperidol, a variation that may
reflect the hydrophobic/hydrophilic properties of the drugs
tested. Indeed, there is a loose correlation between the
partition coefficient (logP) value for each compound and the
percentage of the drug absorbed from the medium. In addition,
the absorption of each drug was found to vary between the
different larval ages examined. This may reflect the maturation All drugs were equally distributed in head and trunk samples
at 5 d.p.f., indicating the absence of a BBB at this age. Furthermore, diphenhydramine and haloperidol, which do cross
the BBB in mammals, showed an equal distribution in head and
trunk samples at all ages examined, indicating that these drugs
also cross the zebrafish BBB. In scopolamine treated larvae,
the drug level was below the detection limits at 5 and 8 d.p.f. However, scopolamine was detected at equal concentrations in
head and trunk samples in 10 d.p.f. larvae, suggesting that
scopolamine also crossed the BBB, as in mammals. In
contrast, scopolamine N-butyl bromide and desloratadine, two
drugs that do not cross the mammalian BBB, showed lower
concentrations in the head versus the trunk at 10 d.p.f. and
from 8 d.p.f. respectively, suggesting that these compounds
are also excluded from the brain in zebrafish larvae. Exclusion
of desloratadine at 8 d.p.f. correlates with the earliest
expression of Abcb1/4/5 in the vascular endothelium. Since it is PLOS ONE | www.plosone.org October 2013 | Volume 8 | Issue 10 | e77548 5 Formation of the Zebrafish Blood-Brain Barrier Discussion Figure 2. Phylogenetic analysis of mammalian and
zebrafish ABCB genes. Phylogenetic analysis of the ABCB
gene family in human, mouse and zebrafish. The zebrafish
genome does not contain an annotated orthologue of
mammalian ABCB1. Zebrafish abcb4 and abcb5 are identified
as the closest homologues to mammalian ABCB1, 4 and 5. doi: 10.1371/journal.pone.0077548.g002 The zebrafish BBB possesses active transport systems Active transport systems play a critical role in the function of
the BBB in mammals. The most significant transporter in
mammals is ABCB1 protein (Pgp), although other ABCB family
transporters and organic anion transporters are also expressed
by brain endothelial cells (reviewed in 1). These transporters
have diverse but overlapping substrate specificities that help
determine the partitioning of small molecules between the
blood and the brain. A clinical example of the role of Pgp efflux
is
the
non-sedating
effects
of
second-generation PLOS ONE | www.plosone.org October 2013 | Volume 8 | Issue 10 | e77548 6 Formation of the Zebrafish Blood-Brain Barrier Figure 3. Sequence comparison and expression of zebrafish ABCB1/4/5 homologues. A) Sequence alignment of human
and mouse ABCB1 protein sequences with zebrafish Abcb4 and Abcb5. The zebrafish proteins show a high level of
identity with the mouse and human ABCB1, ABCB4 and ABCB5 proteins. An antibody recognising the peptide sequences
VQAALD (yellow) and VQEALD (blue) (Covance) was selected for use in zebrafish as the similarity of these peptides was
conserved. B (low magnification) and C) (high magnification) 3D projections of optically sectioned wholemount
Tg(fli1a:EGFP)y1 larvae stained with the anti-VQAALD antibody. Positive staining is observed in the vascular endothelium
of the CNS at 8 d.p.f , but not at earlier timepoints (see Figure S2). High magnification images (Ci-iii) demonstrate the co-
localisation of ABCB1/4/5 antibody staining (red) on cerebral vessels (green). Bi and Ci – GFP channel – maximum
intensity projection of the cerebral vasculature of Tg(fli1a:EGFP)y1 transgenic larvae; Bii and Cii – Alexa 568 labelled
antibody staining with ABCB1/4/5 antibody; Biii and Ciii – overlay. doi: 10.1371/journal.pone.0077548.g003 Figure 3. Sequence comparison and expression of zebrafish ABCB1/4/5 homologues. A) Sequence alignment of human
and mouse ABCB1 protein sequences with zebrafish Abcb4 and Abcb5. The zebrafish proteins show a high level of
identity with the mouse and human ABCB1, ABCB4 and ABCB5 proteins. An antibody recognising the peptide sequences
VQAALD (yellow) and VQEALD (blue) (Covance) was selected for use in zebrafish as the similarity of these peptides was
conserved. B (low magnification) and C) (high magnification) 3D projections of optically sectioned wholemount
Tg(fli1a:EGFP)y1 larvae stained with the anti-VQAALD antibody. Positive staining is observed in the vascular endothelium
of the CNS at 8 d.p.f , but not at earlier timepoints (see Figure S2). High magnification images (Ci-iii) demonstrate the co-
localisation of ABCB1/4/5 antibody staining (red) on cerebral vessels (green). The zebrafish BBB possesses active transport systems Bi and Ci – GFP channel – maximum
intensity projection of the cerebral vasculature of Tg(fli1a:EGFP)y1 transgenic larvae; Bii and Cii – Alexa 568 labelled
antibody staining with ABCB1/4/5 antibody; Biii and Ciii – overlay. doi: 10.1371/journal.pone.0077548.g003 In mammals, ABCB1 is present in epithelial cells specialised
in the secretion and excretion of undesired molecules,
particularly in the gut, liver, kidney and BBB. Several different
variants of ABCB5 are expressed in different tissues in
humans; ABCB5.ts encodes the longest protein (1257 aa),
believed to be a full transporter (i.e. the single protein functions antihistamines. Unlike the first generation counterparts (e.g. hydroxyzine, diphenhydramine and triprolidine), loratadine,
desloratadine (the active metabolite of loratadine), and
cetirizine (the active metabolite of hydroxyzine) are actively
effluxed from the brain by Pgp and therefore do not have a
sedative effect [28]. PLOS ONE | www.plosone.org PLOS ONE | www.plosone.org 7 October 2013 | Volume 8 | Issue 10 | e77548 Formation of the Zebrafish Blood-Brain Barrier Figure 4. Rhodamine 123 distribution is altered in the presence of verapamil. A) Dye distribution and quantifica
experiments using rhodamine 123 (R123) were performed as described for Figure 1. Graph shows mean fluorescent intensity (±
dev.) for each treatment. Rhodamine 123 (grey bars), a substrate for mammalian ABCB1, ABCB4 and ABCB5, was excluded
the brain by 8 d.p.f. which, coincides with the onset of zebrafish Abcb/4/5 staining in the vasculature of the CNS. When 8 d.p.f. 10 d.p.f. larvae were incubated with verapamil (white bars), an inhibitor of ABCB1, ABCB4 and ABCB5 in mammals, R123 faile
be excluded, consistent with blocked Abcb1/4/5 function. B and C) Representative images of parasagittal section of 5 d.p.f. la
following pericardial injection of saline (B) or Rhodamine 123 (C). Fluorescence in the brain is observed following injectio
Rhodamine 123. Scale bar represents 50 µm. doi: 10.1371/journal.pone.0077548.g004 Figure 4. Rhodamine 123 distribution is altered in the presence of verapamil. A) Dye distribution and quantification
experiments using rhodamine 123 (R123) were performed as described for Figure 1. Graph shows mean fluorescent intensity (± std
dev.) for each treatment. Rhodamine 123 (grey bars), a substrate for mammalian ABCB1, ABCB4 and ABCB5, was excluded from
the brain by 8 d.p.f. which, coincides with the onset of zebrafish Abcb/4/5 staining in the vasculature of the CNS. When 8 d.p.f. and
10 d.p.f. The zebrafish BBB possesses active transport systems larvae were incubated with verapamil (white bars), an inhibitor of ABCB1, ABCB4 and ABCB5 in mammals, R123 failed to
be excluded, consistent with blocked Abcb1/4/5 function. B and C) Representative images of parasagittal section of 5 d.p.f. larvae
following pericardial injection of saline (B) or Rhodamine 123 (C). Fluorescence in the brain is observed following injection of
Rhodamine 123. Scale bar represents 50 µm. doi: 10.1371/journal.pone.0077548.g004 zebrafish Abcb1/4/5 in the vasculature suggests that these
proteins may fulfil the role of mammalian Pgp. By
immunohistochemical and dye exclusion experiments, we have
shown here both anatomical and functional evidence for active
transport of molecules across the BBB in zebrafish. Abcb1/4/5
is first detected in the vascular endothelium of the CNS at 8
d.p.f. Thus whilst non-Pgp/ABCB5 substrate small molecules
(e.g. sodium fluorescein) can penetrate the BBB and remain in as an efflux pump) with expression restricted to the testis;
ABCB5 beta (812 aa) encodes a half-transporter which is only
active as a dimer and expression is restricted to pigment cells. Evolutionary analysis of ABCB5 has shown that the ancestral
gene is a full transporter and that ABCB5, 1, 4 and 11 share a
common ancestor which began duplicating early in the
evolution of the chordate lineage. Zebrafish have homologues
of ABCB4 and ABCB5, but not ABCB1. The expression of October 2013 | Volume 8 | Issue 10 | e77548 PLOS ONE | www.plosone.org PLOS ONE | www.plosone.org 8 Formation of the Zebrafish Blood-Brain Barrier Table 2. Age-dependent changes in distribution of drugs in zebrafish larvae. The zebrafish BBB possesses active transport systems Drug (BBB penetration in mammals)LogP1
Age (d.p.f.)
Absorption (whole body) (%
uptake)
Head concentration (µg/g)Trunk concentration (µg/g)Trunk/Head ratio
Scopolamine
0.98
5
-
-
-
-
(penetrant)
8
-
-
-
-
10
12.8
.65
.63
1
Scopolamine N-butyl bromide
-1.11
5
7.2
.89
1.26
1.4
(excluded)
8
5.9
.88
.87
1
10
11.3
1.47
1.93
1.3
Diphenhydramine
3.27
5
142.4
21.63
21.08
1
(penetrant)
8
184.1
31.21
24.03
0.8
10
358.7
52.8
54.8
1
Haloperidol
4.3
5
732.6
115.5
104.29
0.9
(penetrant)
8
949.5
136.35
148.51
1.09
10
713.5
112.7
101.35
0.9
Desloratadine (excluded)
3.2 (XlogP)
5
14.8
2.31
2.14
0.9
8
39.1
2.57
3.29
1.3
10
28.5
3.38
5.17
1.5
Desloratadine + verapamil
5
18.4
2.89
2.64
0.9
8
7.9
1.17
1.2
1
10
48.9
8.57
6.12
0.7
1 LogP values were obtained from ChemIDplus (http://chem.sis.nlm.nih.gov/chemidplus/); where LogP values were not available, XLogP values were obtained from
PubChem (http://pubchem.ncbi.nlm.nih.gov/). Zebrafish larvae were exposed to 15 µg/ml of the test compound (5 µg/ml for scopolamine) for 1 hour and then collected for
LC/MS/MS analysis. Absorption in whole larvae was calculated as percentage of drug concentration in the tissue compared to the medium. Drug concentrations from head
and trunk tissue were calculated from duplicate samples and trunk/head ratio was used to highlight unequal tissue distribution as an indicator of BBB effects. Differences of
greater than 20% (i.e. trunk/head ratio > 1.2) were considered to indicate lack of BBB penetration. doi: 10.1371/journal.pone.0077548.t002 1 LogP values were obtained from ChemIDplus (http://chem.sis.nlm.nih.gov/chemidplus/); where LogP values were not available, XLogP values were obtained from
PubChem (http://pubchem.ncbi.nlm.nih.gov/). Zebrafish larvae were exposed to 15 µg/ml of the test compound (5 µg/ml for scopolamine) for 1 hour and then collected for
LC/MS/MS analysis. Absorption in whole larvae was calculated as percentage of drug concentration in the tissue compared to the medium. Drug concentrations from head
and trunk tissue were calculated from duplicate samples and trunk/head ratio was used to highlight unequal tissue distribution as an indicator of BBB effects. Differences of
greater than 20% (i.e. trunk/head ratio > 1.2) were considered to indicate lack of BBB penetration. doi: 10.1371/journal.pone.0077548.t002 the brain until day 10, Pgp/ABCB1/4/5 substrates (e.g. R123
and desloratidine) are actively effluxed from day 8. showed highest accumulation in larvae and the compounds
with low logP (scopolamine and n-butyl scopolamine) showed
least absorption. The zebrafish BBB possesses active transport systems However, 2 compounds with logP of
approximately 3.2 (diphenhydramine and desloratidine) did not
show a consistent pattern in the percentage of compound
absorbed. This suggests that hydrophobic properties of a
compound are not the sole determinant of their uptake into
zebrafish and is in keeping with findings of previous studies
[33]. Nevertheless, our study confirmed that all 5 compounds
tested showed the same distribution in older zebrafish larvae
as in mammals. An equal ratio of trunk/head drug distribution
(i.e. trunk/head= 1.0) was observed at all ages for
scopolamine, diphenhyramine and haloperidol, compounds
known to cross the BBB in mammals. By contrast, ratios of
greater than 1.2 were observed for scopolamine N-butyl
bromide (at 10 d.p.f.) and desloratidine (at 8 and 10 d.p.f.),
compounds that do not cross the mammalian BBB. In
mammals, drug distribution is calculated as brain:plasma
ratios. These studies show higher exclusion ratios than
observed in zebrafish e.g. 1:8 for desloratadine and 1:20 for
fexofenadine [34]. While this may suggest that the BBB may
not yet be fully formed in larval zebrafish, our findings with dye
exclusion assays would suggest otherwise. It is more likely that
the lack of a more dramatic exclusion ratio is due to the
exposure route (i.e. via immersion), or collection and analysis
of whole head rather than brain tissue in the current study (in
contrast to analysis on isolated brain and plasma samples in
mammals). A more definitive analysis of compound distribution October 2013 | Volume 8 | Issue 10 | e77548 A zebrafish model for BBB compound penetration The presence of the BBB has been one of the greatest
obstacles in the development of drugs to treat neurological
conditions, with less than 1% of small molecules penetrating
this barrier. Various models have been developed to predict
drug
permeation
through
membranes. For
example,
measurements of drug partitioning in solvents is widely
employed, although perfusion through solvents is not identical
to diffusion across biological membranes and provides no
information about active transport systems [29]. Indeed, as a
result of transport proteins such as P-glycoproteins, the net
distribution in the CNS of a variety of hydrophobic drugs, such
as digoxin, cyclosporin and loperamide, is relatively low [30]. Models of BBB involving cell culture systems play some role in
assessing whether drugs may cross the BBB, but are limited in
that transport systems and blood-brain barrier enzymes may be
severely down regulated or not present at all [31]. Furthermore,
cells in such culture systems do not form rigid tight junctions. Here, we have demonstrated that zebrafish larva may be
used as an in vivo tool for the prediction of compound
distribution. In accordance with other studies on compound
uptake in larval zebrafish [32,33], we observed a loose
correlation between the amount of compound absorbed and its
logP value. The compound with the highest logP, haloperidol, PLOS ONE | www.plosone.org October 2013 | Volume 8 | Issue 10 | e77548 9 Formation of the Zebrafish Blood-Brain Barrier ure 5. Transmission electron microscopy analysis of blood-brain barrier maturation. Parasaggital sections through the
n of zebrafish larvae at 3 d.p.f. and 10 d.p.f. A) At 3 d.p.f., blood vessels (bv) surrounding the brain are simple in structure. B) At
h resolution, only a single membrane is observed (arrows) no evidence of double membranes was observed at any location
mined. C) At 10 d.p.f., blood vessels surrounding the CNS are more complex in structure. D) At high resolution, a double layer
mbrane is apparent (arrows), indicative of the presence of tight junctions. E) In some vessels at 10 d.p.f., pericytes (pc) could be
erved surrounding endothelial cells (ec). In addition, astrocyte endfeet (ae) were observed around some vessels at 10 d.p.f. but
at earlier ages. Magnification: A & C 5.2K; B, D & E 15.5K. 10.1371/journal.pone.0077548.g005 Figure 5. Transmission electron microscopy analysis of blood-brain barrier maturation. Parasaggital sections through the
brain of zebrafish larvae at 3 d.p.f. and 10 d.p.f. A zebrafish model for BBB compound penetration A) At 3 d.p.f., blood vessels (bv) surrounding the brain are simple in structure. B) At
high resolution, only a single membrane is observed (arrows) no evidence of double membranes was observed at any location
examined. C) At 10 d.p.f., blood vessels surrounding the CNS are more complex in structure. D) At high resolution, a double layer
membrane is apparent (arrows), indicative of the presence of tight junctions. E) In some vessels at 10 d.p.f., pericytes (pc) could be
observed surrounding endothelial cells (ec). In addition, astrocyte endfeet (ae) were observed around some vessels at 10 d.p.f. but
not at earlier ages. Magnification: A & C 5.2K; B, D & E 15.5K. doi: 10.1371/journal.pone.0077548.g005 October 2013 | Volume 8 | Issue 10 | e77548 10 PLOS ONE | www.plosone.org Formation of the Zebrafish Blood-Brain Barrier before and after BBB formation might be achieved by injection
of compounds directly into the circulation. However, in our
study, we sought to replicate the conditions used in standard
zebrafish chemical screens, i.e. compound exposure by
immersion, in order to determine whether the formation of the
BBB limits the penetration of certain compounds into CNS
tissue. These findings will therefore be of more relevance to
groups performing compound screens with neurological and
neurobehavioural endpoints and suggest that even following
immersion (where absorption is thought to occur through the
skin, gut and gills), compounds may be (partially) excluded
from the CNS in older larvae. Since the 5 d.p.f. zebrafish larva
is only 2-3 mm in length, brain dissection was not possible, and
head samples therefore also contained non-CNS tissue such
as skin, bone, muscle and gills. Nevertheless, our results
suggest that changes from the 1:1 head:trunk concentration
ratio can be used as an indicator of exclusion from the brain. These data would therefore suggest that zebrafish may be
useful in determining whether a compound would penetrate the
BBB in vivo, but not for accurate quantification. For example,
analysis of compound uptake in head versus trunk at 5 d.p.f. and 10 d.p.f. could be used as a method for predicting BBB
penetration. In addition, analysis of drug distribution at different
larval ages (i.e. before and after the onset of Abcb1/4/5
expression) allows analysis of whether a particular drug is
actively effluxed. Supporting Information Figure S1. Alignment of human, mouse and zebrafish
ABCB4 and ABCB5 protein sequences. A) Alignment of
human, mouse and zebrafish ABCB4 protein sequences. B)
Alignment of human, mouse and zebrafish ABCB5 protein
sequences. Peptide sequences were aligned using ClustalW. (DOCX) A zebrafish model for BBB compound penetration Since the use of zebrafish screens to identify
novel therapeutics is gaining popularity [35,36], these results
allow for the rational screening of small molecules for CNS
endpoints in zebrafish by appropriate age selection. Figure S2. Expression of zebrafish ABCB1/4/5 homologue
at 3 d.p.f. Maximum intensity projection of the cerebral
vasculature of Tg(fli1a:EGFP)y1 transgenic embryos at 3 d.p.f. A) GFP labels the vasculature; B) Alexa 568 labelled antibody
staining with ABCB1/4/5 antibody; C) overlay. ABCB1/4/5
antibody does not co-localise with the vascular endothelium at
3 d.p.f. although positive antibody staining is observed in the
liver primordium (arrowhead). Figure S3. Expression of GFAP around cerebral vessels. Maximum intensity projections of Tg(fli1a:EGFP)y1 transgenic
larvae stained with GFAP antibody. A) At 7 d.p.f., GFAP
staining is observed in the glia but does not co-localise with
GFAP in the vasculature. B (low magnification) and C (high
magnification) At 10 d.p.f., GFAP staining is observed in some
cerebral vessels (arrowheads). Scale bar represents 50 µm. (TIF) Acknowledgements We are grateful to all the former DanioLabs aquarium staff for
care and maintenance of the fish facility, Janet Powell and
Jeremy
Skepper
for
help
with
transmission
electron
microscopy, Ben Shaw for help with fluorescence microscopy
and image processing and Anne Ferguson-Smith for allowing
us to use the Zeiss StereoZoom and Apotome system. Table S3. MS Scan Parameters under APCI conditions.
(DOCX) Table S3. MS Scan Parameters under APCI conditions. (DOCX) In summary, the demonstration of a BBB in zebrafish larvae
lends further weight to their importance as an experimental
species for drug discovery, particularly for neurological
indications. Furthermore, since the barrier is formed in larvae
by 10 d.p.f., zebrafish may provide a rapid and accurate in vivo
model for the prediction of BBB permeability for novel
compounds. Author Contributions Conceived and designed the experiments: AF HD PG. Performed the experiments: AF HD. Analyzed the data: AF HD
PG. Contributed reagents/materials/analysis tools: AF HD. Wrote the manuscript: AF HD PG. Table S1. LC conditions for haloperidol, desloratadine and
diphenhydramine.
(DOCX) Table S1. LC conditions for haloperidol, desloratadine and
diphenhydramine. (DOCX) 6. Xi Y, Noble S, Ekker M (2011) Modeling neurodegeneration in
zebrafish. Curr Neurol Neurosci Rep 11: 274-282. doi:10.1007/
s11910-011-0182-2. PubMed: 21271309. 7. Jeong JY, Kwon HB, Ahn JC, Kang D, Kwon SH et al. (2008)
Functional and developmental analysis of the blood-brain barrier in
zebrafish. Brain. Res Bull 75: 619-628. doi:10.1016/j.brainresbull.
2007.10.043. 5. Stewart AM, Desmond D, Kyzar E, Gaikwad S, Roth A et al. (2012)
Perspectives of zebrafish models of epilepsy: what, how and where
next? Brain. Res Bull 87: 135-143. doi:10.1016/j.brainresbull.
2011.11.020. Formation of the Zebrafish Blood-Brain Barrier Levin VA (1980) Relationship of octanol/water partition coefficient and
molecular weight to rat brain capillary permeability. J Med Chem 23:
682-684. doi:10.1021/jm00180a022. PubMed: 7392035. 15. Westerfield M, Doerry E, Kirkpatrick AE, Driever W, Douglas SA (1997)
An on-line database for zebrafish development and genetics research. Seminars in Cell and Developmental Biology 8: 477-488. doi:10.1006/
scdb.1997.0173. PubMed: 9441953. 30. Schinkel AH, Wagenaar E, Mol CA, van Deemter L (1996) P-
glycoprotein in the blood-brain barrier of mice influences the brain
penetration and pharmacological activity of many drugs. J Clin Invest
97: 2517-2524. doi:10.1172/JCI118699. PubMed: 8647944. 16. Kimmel CB, Ballard WW, Kimmel SR, Ullmann B, Schilling TF (1995)
Stages of embryonic development of the zebrafish. Dev Dyn 203:
253-310. doi:10.1002/aja.1002030302. PubMed: 8589427. 31. Terasaki T, Ohtsuki S, Hori S, Takanaga H, Nakashima E et al. (2003)
New approaches to in vitro models of blood-brain barrier drug transport. Drug Discov Today 8: 944-954. doi:10.1016/S1359-6446(03)02858-7. PubMed: 14554158. 17. Kaslin J, Panula P (2001) Comparative anatomy of the histaminergic
and other aminergic systems in zebrafish (Danio rerio). J Comp Neurol
440: 342-377. doi:10.1002/cne.1390. PubMed: 11745628. 18. Petito CK, Schaefer JA, Plum F (1977) Ultrastructural characteristics of
the brain and blood-brain barrier in experimental seizures. Brain Res
127: 251-267. doi:10.1016/0006-8993(77)90539-X. PubMed: 861758. 32. Berghmans S, Butler P, Goldsmith P, Waldron G, Gardner I et al. (2008) Zebrafish based assays for the assessment of cardiac, visual
and gut function--potential safety screens for early drug discovery. J
Pharmacol
Toxicol
Methods
58:
59-68. doi:10.1016/j.vascn. 2008.05.130. PubMed: 18585469. 19. Johansson BB, Lund S (1978) Effect of sympathetic stimulation on the
blood brain barrier dysfunction induced by amphetamine and by
epileptic seizures. Acta Physiol Scand 104: 281-286. doi:10.1111/j. 1748-1716.1978.tb06280.x. PubMed: 716982. 33. Alderton W, Berghmans S, Butler P, Chassaing H, Fleming A et al. (2010) Accumulation and metabolism of drugs and CYP probe
substrates in zebrafish larvae. Xenobiotica 40: 547-557. doi:
10.3109/00498254.2010.493960. PubMed: 20528625. 20. Hawkins BT, Egleton RD (2006) Fluorescence imaging of blood-brain
barrier disruption. J Neurosci Methods 151: 262-267. doi:10.1016/
j.jneumeth.2005.08.006. PubMed: 16181683. 34. Kalvass JC, Maurer TS, Pollack GM (2007) Use of plasma and brain
unbound fractions to assess the extent of brain distribution of thirty-four
drugs: Comparison of unbound concentration ratios to in vivo P-
glycoprotein efflux ratios. Drug Metab Dispos. 21. Formation of the Zebrafish Blood-Brain Barrier Formation of the Zebrafish Blood-Brain Barrier Formation of the Zebrafish Blood-Brain Barrier Natl Acad Sci U S A 87: 152-156. doi:10.1073/pnas.87.1.152. PubMed:
1688652. 8. Nitta T, Hata M, Gotoh S, Seo Y, Sasaki H et al. (2003) Size-selective
loosening of the blood-brain barrier in claudin-5-deficient mice. J Cell
Biol 161: 653-660. doi:10.1083/jcb.200302070. PubMed: 12743111. Natl Acad Sci U S A 87: 152-156. doi:10.1073/pnas.87.1.152. PubMed:
1688652. 24. Hung CC, Chen CC, Lin CJ, Liou HH (2008) Functional evaluation of
polymorphisms in the human ABCB1 gene and the impact on clinical
responses of antiepileptic drugs. Pharmacogenet Genomics 18:
390-402. doi:10.1097/FPC.0b013e3282f85e36. PubMed: 18408562. 9. Xie J, Farage E, Sugimoto M, Anand-Apte B (2010) A novel transgenic
zebrafish model for blood-brain and blood-retinal barrier development. BMC Dev Biol 10: 76. doi:10.1186/1471-213X-10-76. PubMed:
20653957. 25. Morita SY, Tsuda T, Horikami M, Teraoka R, Kitagawa S et al. (2013)
Bile salt-stimulated phospholipid efflux mediated by ABCB4 localized in
nonraft membranes. J Lipid Res 54: 1221-1230. doi:10.1194/
jlr.M032425. PubMed: 23468132. 10. Zheng PP, Romme E, van der Spek PJ, Dirven CM, Willemsen R et al. (2010) Glut1/SLC2A1 is crucial for the development of the blood-brain
barrier in vivo. Ann Neurol 68: 835-844. doi:10.1002/ana.22318. PubMed: 21194153. 26. Moitra K, Scally M, McGee K, Lancaster G, Gold B et al. (2011)
Molecular evolutionary analysis of ABCB5: the ancestral gene is a full
transporter
with
potentially
deleterious
single
nucleotide
polymorphisms. PLOS ONE 6: e16318. doi:10.1371/journal.pone. 0016318. PubMed: 21298007. 11. Tam SJ, Richmond DL, Kaminker JS, Modrusan Z, Martin-McNulty B et
al. (2012) Death receptors DR6 and TROY regulate brain vascular
development. Dev Cell 22: 403-417. doi:10.1016/j.devcel.2011.11.018. PubMed: 22340501. 12. Wolburg H, Lippoldt A (2002) Tight junctions of the blood-brain barrier:
development, composition and regulation. Vasc Pharmacol 38:
323-337. doi:10.1016/S1537-1891(02)00200-8. PubMed: 12529927. 27. Fukunaga-Kalabis M, Martinez G, Nguyen TK, Kim D, Santiago-Walker
A et al. (2010) Tenascin-C promotes melanoma progression by
maintaining the ABCB5-positive side population. Oncogene 29:
6115-6124. doi:10.1038/onc.2010.350. PubMed: 20729912. 13. Stewart PA, Hayakawa EM (1987) Interendothelial junctional changes
underlie the developmental 'tightening' of the blood-brain barrier. Brain
Res 429: 271-281. PubMed: 3567665. 28. Chen C, Hanson E, Watson JW, Lee JS (2003) P-glycoprotein limits
the brain penetration of nonsedating but not sedating H1-antagonists. Drug Metab Dispos 31: 312-318. doi:10.1124/dmd.31.3.312. PubMed:
12584158. 14. Lawson ND, Weinstein BM (2002) In vivo imaging of embryonic
vascular development using transgenic zebrafish. Dev Biol 248:
307-318. doi:10.1006/dbio.2002.0711. PubMed: 12167406. 29. References 1. Daneman R (2012) The blood-brain barrier in health and disease. Ann
Neurol 72: 648-672. doi:10.1002/ana.23648. PubMed: 23280789. 2. Pardridge WM (2002) Drug and gene delivery to the brain: the vascular
route. Neuron 36: 555-558. doi:10.1016/S0896-6273(02)01054-1. PubMed: 12441045. 3. Kokel D, Rennekamp AJ, Shah AH, Liebel U, Peterson RT (2012)
Behavioral barcoding in the cloud: embracing data-intensive digital
phenotyping in neuropharmacology. Trends Biotechnol 30: 421-425. doi:10.1016/j.tibtech.2012.05.001. PubMed: 22652049. 4. Sager JJ, Bai Q, Burton EA (2010) Transgenic zebrafish models of
neurodegenerative diseases. Brain Struct Funct 214: 285-302. doi:
10.1007/s00429-009-0237-1. PubMed: 20162303. October 2013 | Volume 8 | Issue 10 | e77548 11 PLOS ONE | www.plosone.org Formation of the Zebrafish Blood-Brain Barrier Kozler P, Pokorný J (2003) Altered blood-brain barrier permeability and
its effect on the distribution of Evans blue and sodium fluorescein in the
rat brain applied by intracarotid injection. Physiol Res 52: 607-614. PubMed: 14535837. 35. Delvecchio C, Tiefenbach J, Krause HM (2011) The zebrafish: a
powerful platform for in vivo, HTS drug discovery. Assay Drug Dev
Technol 9: 354-361. doi:10.1089/adt.2010.0346. PubMed: 21309713. 22. Annilo T, Chen ZQ, Shulenin S, Costantino J, Thomas L et al. (2006)
Evolution of the vertebrate ABC gene family: analysis of gene birth and
death. Genomics 88: 1-11. doi:10.1016/j.ygeno.2006.03.001. PubMed:
16631343. 36. MacRae CA, Peterson RT Drug screening in the zebrafish: an
overview. Drug Discovery Today: Disease Models. 23. Georges E, Bradley G, Gariepy J, Ling V (1990) Detection of P-
glycoprotein isoforms by gene-specific monoclonal antibodies. Proc 12 PLOS ONE | www.plosone.org PLOS ONE | www.plosone.org 12 October 2013 | Volume 8 | Issue 10 | e77548
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Current MitraClip experience, safety and feasibility in the Netherlands
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Current MitraClip experience, safety and feasibility in the Netherlands
Rahhab, Z.; Kortlandt, F.A.; Velu, J.F.; Schurer, R.A.J.; Delgado, V.; Tonino, P.; Boven, A.J. van;
Branden, B.J.L. Van den; Kraaijeveld, A.O.; Voskuil, M.; Hoorntje, J.; Wely, M.H. van; Houwelingen,
K. van; Bleeker, G.B.; Rensing, B.; Kardys, I.; Baan, J., Jr.; Heyden, J.A.S. Van der; Mieghem, N.M. van Current MitraClip experience, safety and feasibility in the Netherlands
Rahhab, Z.; Kortlandt, F.A.; Velu, J.F.; Schurer, R.A.J.; Delgado, V.; Tonino, P.; Boven, A.J. van;
Branden, B.J.L. Van den; Kraaijeveld, A.O.; Voskuil, M.; Hoorntje, J.; Wely, M.H. van; Houwelingen,
K. van; Bleeker, G.B.; Rensing, B.; Kardys, I.; Baan, J., Jr.; Heyden, J.A.S. Van der; Mieghem, N.M. van 2017, Article / Letter to editor (Netherlands Heart Journal, 25, 6, (2017), pp. 394-400)
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Neth Heart J (2017) 25:394–400 ORIGINAL ARTICLE - DESIGN STUDY ARTICLE Current MitraClip experience, safety and feasibility in the
Netherlands Z. Rahhab1 · F. A. Kortlandt2 · J. F. Velu3 · R. A. J. Schurer4 · V. Delgado5 · P. Tonino6 · A. J. Boven7 ·
B. J. L. Van den Branden8 · A. O. Kraaijeveld9 · M. Voskuil9 · J. Hoorntje10 · M. van Wely11 · K. van
Houwelingen12 · G. B. Bleeker13 · B. Rensing2 · I. Kardys1 · J. Baan jr.3 · J. A. S. Van der Heyden2 · N. M. Van
Mieghem1 Published online: 25 April 2017
© The Author(s) 2017. This article is an open access publication. Published online: 25 April 2017
© The Author(s) 2017. This article is an open access publication. Published online: 25 April 2017
© The Author(s) 2017. This article is an open access publication. Device success and technical success were 91 and 95%,
respectively, and were consistent over the years. Signif-
icant reduction of mitral regurgitation by MitraClip was
achieved in 94% of patients and was observed more often
in patients with functional mitral regurgitation (95% vs. 91%, p = 0.025). Device time declined from 145 min in
2009 to 55 min in 2016. N. M. Van Mieghem
n.vanmieghem@erasmusmc.nl Abstract Purpose
Data on MitraClip procedural safety and effi-
cacy in the Netherlands are scarce. We aim to provide an
overview of the Dutch MitraClip experience. Methods
We pooled anonymised demographic and pro-
cedural data of 1151 consecutive MitraClip patients, from
13 Dutch hospitals. Data was collected by product spe-
cialists in collaboration with local operators. Effect on mi-
tral regurgitation was intra-procedurally assessed by trans-
oesophageal echocardiography. Technical success and de-
vice success were defined according to modified defini-
tions of the Mitral Valve Academic Research Consortium
(MVARC). Conclusion
MitraClip experience in the Netherlands is
growing with excellent technical success and device suc-
cess. Over the years, device time decreased and more pa-
tients were treated with ≥2 Clips. Keywords Valvular heart disease · Mitral valve · Mitral
valve therapies Results
Median age was 76 (interquartile range 69–82)
years and 59% were males. Patients presented with ≥mod-
erate mitral regurgitation and a predominance of functional
mitral regurgitation (72%). Overall, 611 (53%) patients
were treated with one Clip, 486 (42%) with ≥2 Clips and
54 (5%) received no Clip. The number of patients with
≥2 Clips increased from 22% in 2009 to 52% in 2016. N. M. Van Mieghem
n.vanmieghem@erasmusmc.nl
1
Department of Cardiology, Thorax center, Erasmus Medical
Center, Rotterdam, The Netherlands
2
Department of Cardiology, St. 1
Department of Cardiology, Thorax center, Erasmus Medical
Center, Rotterdam, The Netherlands N. M. Van Mieghem
n.vanmieghem@erasmusmc.nl
1
Department of Cardiology, Thorax center, Erasmus Medical
Center, Rotterdam, The Netherlands
2
Department of Cardiology, St. Antonius Hospital,
Nieuwegein, The Netherlands
3
Department of Cardiology, Academic Medical Center,
Amsterdam, The Netherlands
4
Department of Cardiology, University Medical Center
Groningen, Groningen, The Netherlands
5
Department of Cardiology, Leiden University Medical Center,
Leiden, The Netherlands
6
Department of Cardiology, Catharina Hospital, Eindhoven,
The Netherlands N. M. Van Mieghem
n.vanmieghem@erasmusmc.nl Abstract Antonius Hospital,
Nieuwegein, The Netherlands
3
Department of Cardiology, Academic Medical Center,
Amsterdam, The Netherlands
4
Department of Cardiology, University Medical Center
Groningen, Groningen, The Netherlands
5
Department of Cardiology, Leiden University Medical Center,
Leiden, The Netherlands
6
Department of Cardiology, Catharina Hospital, Eindhoven,
The Netherlands 7
Department of Cardiology, Zorggroep Noorderbreedte,
Leeuwarden, The Netherlands 7
Department of Cardiology, Zorggroep Noorderbreedte,
Leeuwarden, The Netherlands 1
Department of Cardiology, Thorax center, Erasmus Medical
Center, Rotterdam, The Netherlands 1
Department of Cardiology, Thorax center, Erasmus Medical
Center, Rotterdam, The Netherlands 8
Department of Cardiology, Amphia Hospital, Breda, The
Netherlands 9
Department of Cardiology, University Medical Center
Utrecht, Utrecht, The Netherlands 10
Department of Cardiology, University Medical Center
Maastricht, Maastricht, The Netherlands 11
Department of Cardiology, Radboud University Medical
Center, Nijmegen, The Netherlands 4
Department of Cardiology, University Medical Center
Groningen, Groningen, The Netherlands 12
Department of Cardiology, Medisch Spectrum Twente,
Twente, The Netherlands 12
Department of Cardiology, Medisch Spectrum Twente,
Twente, The Netherlands 5
Department of Cardiology, Leiden University Medical Center,
Leiden, The Netherlands 13
Department of Cardiology, Haga Hospital, The Hague, The
Netherlands 6
Department of Cardiology, Catharina Hospital, Eindhoven,
The Netherlands 13
Department of Cardiology, Haga Hospital, The Hague, The
Netherlands Neth Heart J (2017) 25:394–400 395 Introduction conforms to the principles outlined in the Declaration of
Helsinki. conforms to the principles outlined in the Declaration of
Helsinki. Mitral regurgitation (MR) has a 2% prevalence in the gen-
eral population and is more frequent in the elderly [1, 2]. Surgical treatment is considered the ‘gold standard’ for
patients with symptomatic severe mitral regurgitation [3]. However, a significant proportion (49%) of eligible patients
are denied for surgery because of age, comorbidities or poor
left ventricular function [4]. Study endpoints and definitions The primary endpoints were procedural safety expressed
in ‘technical success’ and procedural efficacy expressed in
‘device success’, both were modified from the Mitral Valve
Research Consortium (MVARC) criteria [10]. Methods This multicentre observational retrospective study collected
all patients (n = 1151) from 13 Dutch hospitals treated
with MitraClip between January 2009 and June 2016. All
patients were discussed in local multi-disciplinary heart
teams including interventional cardiologists, imaging spe-
cialist and cardiac surgeons, and were considered symp-
tomatic and at high operative risk. All patients provided
written informed consent for the MitraClip procedure. ●Technical success is defined as successful deployment of
the device with absence of procedural mortality and free-
dom from emergency surgery. ●Device success is defined as proper placement of the de-
vice without procedural mortality and with reduction in
post-procedural MR by ≥1 grade from baseline and to an
absolute level of moderate MR. ●Significant MR reduction: reduction in post-procedural
MR by ≥1 grade from baseline. Procedural data were prospectively and anonymously
collected by product specialists in collaboration with local
operators and, after approval of the participating centres,
retrospectively analysed. Effect on MR was intra-procedu-
rally (onsite) assessed by transoesophageal echocardiogra-
phy. The Medical Ethics Committee of the Erasmus Medi-
cal Center reviewed the study protocol and waived the need
for additional informed consent because of the non-inter-
ventional character of this retrospective study (MEC-2016-
423) using anonymous data collection. The investigation ●Device time is defined as the time from guide catheter
insertion to guide catheter removal. MitraClip procedure The MitraClip device is a 4 mm wide, polyester-covered
cobalt chromium V-shaped clip with two movable arms and
grippers (Fig. 1a). All procedures are performed under gen-
eral anaesthesia, using fluoroscopic and transoesophageal
echocardiographic guidance. A 24-French guide catheter
is introduced in a femoral vein and delivered into the left
atrium after transseptal puncture (Fig. 1b). The clip de-
livery system is advanced through the guide catheter into
the left atrium and positioned above the origin of the re-
gurgitation jet, perpendicular to the mitral coaptation line
(Fig. 1c). The arms of the Clip are opened and advanced
into the left ventricle. The Clip is then gradually pulled
back towards the left atrium in order to grasp both mitral
valve leaflets (Fig. 1d). The grippers are lowered, the clip
is closed (Fig. 1e) and the leaflets are approximated result-
ing in a double mitral orifice (Fig. 1f). Before releasing the
Clip, the severity of MR is assessed and the transmitral gra-
dient is measured. If the result is satisfactory, the Clip can
be released. In case of inadequate MR reduction or a high
transmitral gradient, the Clip can be opened and reposi-
tioned or removed. More than 1 Clip may be necessary for
significant MR reduction. The MitraClip (Abbott Vascular, Menlo Park, CA) of-
fers a completely percutaneous mitral valve edge-to-edge
repair. The efficacy and safety of the MitraClip device have
been demonstrated in the EVEREST I (Endovascular Valve
Edge-to-Edge Repair Study) trial [5]. Subsequently, the
EVEREST II randomised controlled trial compared con-
ventional surgery with MitraClip in operable patients with
moderate-to-severe or severe, predominantly degenerative
MR [6]. MitraClip was associated with superior safety and
similar improvements in clinical outcomes. However, it was
less effective in reducing MR [6]. Based on these results,
the Food and Drug Administration approved MitraClip for
high-risk patients with symptomatic degenerative MR. In
European practice, the majority of patients treated with Mi-
traClip have functional MR [7, 8]. In this clinical setting,
MitraClip may improve survival and hospital readmissions
[9]. Data on the Dutch MitraClip experience are scarce. We
therefore aim to provide an informative overview of the cur-
rent MitraClip procedural safety and efficacy in the Nether-
lands. Results A total of 1151 patients underwent percutaneous mitral
valve edge to-edge repair with the MitraClip device. Rel-
ative contributions of the participating centres are sum-
marised in Fig. 2a. The overall cohort had a median age
of 76 (IQR 69–82) years and 59% were males. All patients
presented with ≥moderate MR at baseline, with a clear Statistical analysis Categorical variables are presented as frequencies and per-
centages, and compared with the use of the Pearson Chi
Square Test or the Fisher’s exact test, as appropriate. Con-
tinuous variables are presented as means (± standard devi- Neth Heart J (2017) 25:394–400 396 Fig. 1
a MitraClip device with two movable arms and grippers; b Guide catheter advanced into the left atrium after transseptal puncture; c Posi-
tioning of the MitraClip above the regurgitation jet perpendicular to mitral coaptation line; d The MitraClip is pulled back in order to capture both
leaflets; e The grippers are lowered and the arms are closed approximating the leaflets; and f creating a double mitral orifice. Image courtesy of
Abbott Fig. 1
a MitraClip device with two movable arms and grippers; b Guide catheter advanced into the left atrium after transseptal puncture; c Posi-
tioning of the MitraClip above the regurgitation jet perpendicular to mitral coaptation line; d The MitraClip is pulled back in order to capture both
leaflets; e The grippers are lowered and the arms are closed approximating the leaflets; and f creating a double mitral orifice. Image courtesy of
Abbott dominance of functional MR (72%) (Table 1). Overall, 611
(53%) patients were treated with one Clip, 486 (42%) with
≥2 Clips and 54 (5%) received no Clip (Table 2). The num-
ber of patients treated with ≥2 Clips increased from 22%
in 2009 to 52% in 2016 (Fig. 2). Significant MR reduction
(≥1 grade) was achieved in 94% of patients. ation – SD), in case of normal distribution, or medians (in-
terquartile range – IQR), in case of skewed distribution, and
compared with the use of the Student’s t-test or the Mann-
Whitney U test. Normality of the distributions was assessed
using the Shapiro-Wilk test. We used a two-sided alpha
level of 0.05 to indicate significance. Statistical analyses
were performed using SPSS software version 21.0 (SPSS
Inc., Chicago, Illinois, USA). The overall device and technical success were 91 and
95%, respectively, and were consistent over the years
(Fig. 2b). Intra-procedural death and need for emergency
surgery occurred in 3 (0.3%) and 6 (0.5%) patients, respec-
tively (Table 2). The median device time declined from
145 (IQR 108–177) minutes in 2009 to 55 (IQR 34–86)
minutes in 2016 (Fig. 2b). One vs. ≥two MitraClips Patients treated with ≥2 Clips were more often males (68%
vs. 53%, p < 0.001) with degenerative MR (33% vs. 23%,
p < 0.001) and severe MR at baseline (81% vs. 53%, p <
0.001). Significant MR reduction was similar in both groups
(98% vs. 98%, p = 0.59) (Fig. 4) while median device time
was higher in ≥2 Clips group (86 [IQR 58–120] vs. 51 [IQR
35–75] minutes, p < 0.001). Degenerative vs. functional MR Patients with degenerative MR were older (median age 82
[IQR 76–85] vs. 74 [IQR 67–79] years, p < 0.001), had 397 Neth Heart J (2017) 25:394–400 Table 1
Baseline characteristics of patients undergoing MitraClip im-
plantation
Total population
2009–2016
(n = 1151)
Male, n (%)
684 (59)
Age, median (IQR)
76 (69–82)
Etiology MR
Degenerative, n (%)
198 (17)
Functional, n (%)
832 (72)
Mixed, n (%)
118 (10)
Unknown, n (%)
3 (0.3)
Severity of MR at baseline
Moderate, n (%)
19 (2)
Moderate-to-severe, n (%)
388 (34)
Severe, n (%)
744 (65)
LVEF <30%, n (%)
500 (43)
IQR interquartile range, MR mitral regurgitation, LVEF left ventricular
ejection fraction more often severe MR at baseline (73% vs. 61%, p < 0.001)
and were more often treated with ≥2 Clips (50% vs. 39%,
p = 0.001) when compared to patients with functional MR. Patients in the latter group had more often significant MR
reduction (95% vs. 91%, p = 0.025) (Fig. 3) and a shorter
device time (62 [IQR 40–99] minutes vs. 75 [IQR 49–110]
minutes, p < 0.001). more often severe MR at baseline (73% vs. 61%, p < 0.001)
and were more often treated with ≥2 Clips (50% vs. 39%,
p = 0.001) when compared to patients with functional MR. Patients in the latter group had more often significant MR
reduction (95% vs. 91%, p = 0.025) (Fig. 3) and a shorter
device time (62 [IQR 40–99] minutes vs. 75 [IQR 49–110]
minutes, p < 0.001). Table 1
Baseline characteristics of patients undergoing MitraClip im-
plantation Discussion To date, more than 1250 patients have undergone MitraClip
treatment in the Netherlands. We present the largest Dutch
multi-centre MitraClip study including 1151 patients. Key
findings are: 1) MitraClip was predominantly used to treat
functional MR; 2) MitraClip was successful in reducing MR
in 94% of patients; 3) MitraClip was slightly more effective
in patients with functional MR; 4) Over the years, implan-
tation of ≥2 Clips became more frequent; 5) With growing
experience, procedure time decreased with preserved device
success and technical success. Table 2
Procedural characteristics of patients undergoing MitraClip
implantation
Total population
2009–2016
(n = 1151)
Clips
0 Clips, n (%)
54 (5)
1 Clip, n (%)
611 (53)
≥2 Clips, n (%)
486 (42)
Device Time (min)a, median (IQR)
66 (42–103)
MR reduction
0, n (%)
75 (7)
1, n (%)
108 (9)
2, n (%)
587 (51)
3, n (%)
381 (33)
≥1, n (%)
1076 (94)
Device successb, n (%)
1049 (91)
Technical successc, n (%)
1097 (95)
Intra-procedural death, n (%)
3 (0.3)
Emergency surgery, n (%)
6 (0.5)
IQR i
il
MR
i
l
i
i Table 2
Procedural characteristics of patients undergoing MitraClip
implantation Patient demographics in our study were comparable with
large European registries (i. e. ACCESS-Europe A Two-
Phase Observational Study of the MitraClip System in
Europe (ACCESS-EU) and German Transcatheter Mi-
tral Valve Interventions Registry [TRAMI]) but different
from the EVEREST-II trial. The EVEREST trial was con-
ducted in the USA and included younger patients (67.3 ±
12.8 years) with preserved left ventricular ejection fraction
(60 ± 10.1). In Europe, MitraClip is more often applied in
functional MR, which contrasts with the clear dominance
(73%) of degenerative MR in the USA (Table 3; [6–8]). IQR interquartile range, MR mitral regurgitation In our study, MitraClip seemed slightly more effective
in functional MR than in degenerative MR (95% vs. 91%,
p = 0.025). Intra-procedural death and moderate MR after
Clip implantation were comparable with the ACCESS-EU
and TRAMI registry (0.3% vs. 0% vs. 0% and 92% vs. 91%
vs. 97%, respectively), confirming the safety and efficacy
of MitraClip (Table 3). Over the years, practice changed with a higher frequency
of implanting ≥2 Clips. Patients treated with ≥2 Clips were
more often males with degenerative MR and severe MR at
baseline. Discussion Patients with degenerative MR may have thicker Neth Heart J (2017) 25:394–400 398 0
50
100
150
200
250
300
350
St. Antonius Hospital
Nieuwegein
Amsterdam MC
UMC Groningen
Leiden UMC
Erasmus MC
MC Leeuwarden
Catharina Hospital
Amphia Hospital
MUC Maastricht
Radboud Nijmegen
UMC Utrecht
MS Twente
Haga The Hague
Paents treated
> 250
200 - 250
100 - 200
< 100
0
20
40
60
80
100
120
140
160
0
10
20
30
40
50
60
70
80
90
100
M
i
n
u
t
e
s
(%)
Median device me
Device success
Technical Succes
≥ 2 Clips implanted
a
b
Fig. 2
Overview of a the relative contributions of the participating centres and b procedural characteristics and the primary endpoints over the
years 0
50
100
150
200
250
300
350
St. Antonius Hospital
Nieuwegein
Amsterdam MC
UMC Groningen
Leiden UMC
Erasmus MC
MC Leeuwarden
Catharina Hospital
Amphia Hospital
MUC Maastricht
Radboud Nijmegen
UMC Utrecht
MS Twente
Haga The Hague
P
d
a 0
20
40
60
80
100
120
140
160
0
10
20
30
40
50
60
70
80
90
100
M
i
n
u
t
e
s
(%)
b b a Fig. 2
Overview of a the relative contributions of the participating centres and b procedural characteristics and the primary endpoints over the
years Fig. 2
Overview of a the relative contributions of the participating centres and b procedural characteristics and
years years
0
10
20
30
40
50
60
70
80
90
100
0 grade
1 grade
2 grades
3 grades
≥1 grades
(%)
MR reduction
Overall
DMR
FMR
p = 0.025
p = 0.002
p < 0.001
p = 0.12
p = 0.025
Overall p < 0.001
Fig. 3
Comparison of reduction of mitral regurgitation in patients
with degenerative mitral regurgitation versus functional mitral regurgi-
tation. MR mitral regurgitation, DMR degenerative mitral regurgitation,
FMR functional mitral regurgitation 0
10
20
30
40
50
60
70
80
90
100
0 grade
1 grade
2 grades
3 grades
≥1 grades
(%)
MR reduction
Overall
DMR
FMR
p = 0.025
p = 0.002
p < 0.001
p = 0.12
p = 0.025
Overall p < 0.001
Fig. Discussion MR mitral regurgitation, LVEF left ventricular ejection fraction, SD standard deviation
aDevice success: defined as proper placement of the device without procedural mortality and with reduction in post-procedural MR by ≥1 grade
from baseline and to an absolute level of moderate MR
bTechnical success: defined as successful deployment of the device with absence of procedural mortality and freedom from emergency surgery ne and procedural characteristics of patients undergoing MitraClip implantation in different cohorts g
g
,
j
,
aDevice success: defined as proper placement of the device without procedural mortality and with reduction in post-procedural MR by ≥1 grade
from baseline and to an absolute level of moderate MR
bTechnical success: defined as successful deployment of the device with absence of procedural mortality and freedom from emergency surgery risk patients, resulting in positive left ventricular remod-
elling and improvement of functional capacity [14, 15]. tion therapy, who fulfil the echo criteria of eligibility, are
judged inoperable or at high surgical risk by a heart team,
and have a life expectancy greater than 1 year (recommen-
dation Class IIb, level of evidence C) [3]. The American
guidelines consider transcatheter mitral valve repair only
for severely symptomatic patients with chronic severe pri-
mary MR who have favourable anatomy for the repair pro-
cedure and a reasonable life expectancy, but who have a pro-
hibitive surgical risk because of severe comorbidities and
remain severely symptomatic despite optimal guideline-di-
rected medical therapy for heart failure (recommendation
Class IIb, level of evidence B) [13]. Yet, a wealth of recent
clinical data underscores procedural safety and efficacy of
MitraClip and a favourable longer-term outcome in selected
patients. MitraClip seems an excellent treatment strategy in
patients who are deemed at very high or prohibitive op-
erative risk by heart team consensus. Several studies have
shown significant MR reduction in the vast majority of high- Also, heart failure patients who do not respond effec-
tively to cardiac resynchronisation therapy and have at least
moderate MR can improve with MitraClip. Auricchio et al. showed that 73% of cardiac resynchronization therapy non-
responders (with functional MR) improved in functional
class, and had increased left ventricular ejection fraction
and reduced ventricular volumes after MitraClip treatment
[16]. Ongoing randomised trials further elaborate on the value
of MitraClip in functional MR. Discussion 3
Comparison of reduction of mitral regurgitation in patients
with degenerative mitral regurgitation versus functional mitral regurgi 0
10
20
30
40
50
60
70
80
90
100
0 grade
1 grade
2 grades
3 grades
≥1 grades
(%)
MR reduction
Overall
1 MitraClip
≥2 MitraClips
Overall p = 0.018
p = 0.59
p = 0.29
p = 0.001
p = 0.012
p = 0.59
Fig. 4
Comparison of mitral regurgitation reduction in patients
treated with 1 versus ≥2 MitraClips. MR mitral regurgitation Fig. 4
Comparison of mitral regurgitation reduction in patients
treated with 1 versus ≥2 MitraClips. MR mitral regurgitation Fig. 3
Comparison of reduction of mitral regurgitation in patients
with degenerative mitral regurgitation versus functional mitral regurgi-
tation. MR mitral regurgitation, DMR degenerative mitral regurgitation,
FMR functional mitral regurgitation [95% CI; 1.2–5.3], p = 0.013) with 83% sensitivity and
90% specificity for a cut-off value of ≥7.5 mm [12]. The
increased device time in degenerative MR may also be ex-
plained by thicker and more mobile leaflets since this may
aggravate the grasping process. Another reason is simply
because of implantation of more Clips. and more mobile leaflets and had (in our cohort) more
often severe MR at baseline, which may explain why these
patients in particular are treated with ≥2 Clips. A previous
study identified anterior leaflet thickness (OR 1.7 per mm
[95% CI; 1.16–2.57], p = 0.007) and a greater regurgitation
volume at baseline (OR 1.21 per 10 ml [95% CI; 1.0–1.3],
p = 0.01) as echocardiographic predictors for the need for
more than 1 Clip [11]. Another study showed that the vena
contracta (jet width) predicted need for >1 Clip (OR 2.5 and more mobile leaflets and had (in our cohort) more
often severe MR at baseline, which may explain why these
patients in particular are treated with ≥2 Clips. A previous
study identified anterior leaflet thickness (OR 1.7 per mm
[95% CI; 1.16–2.57], p = 0.007) and a greater regurgitation
volume at baseline (OR 1.21 per 10 ml [95% CI; 1.0–1.3],
p = 0.01) as echocardiographic predictors for the need for
more than 1 Clip [11]. Discussion Another study showed that the vena
contracta (jet width) predicted need for >1 Clip (OR 2.5 According to the latest European guidelines on valvular
heart disease, MitraClip may be considered in patients with
symptomatic severe primary and secondary MR, despite
optimal medical therapy, including cardiac resynchroniza- Neth Heart J (2017) 25:394–400 399 Table 3
Baseline and procedural characteristics of patients undergoing MitraClip implantation in different cohorts
MitraClip Netherlands
ACCESS-EU Phase I
German TRAMI Registry
EVEREST-II
(n = 1151)
(n = 567)
n = 1064
n = 184
Male, n (%)
684 (59)
362 (64)
658 (62)
115 (63)
Age (years)
76 (69–82)
73.7 ± 9.6
75 (70–81)
67.3 ± 12.8
Etiology MR
Degenerative, n (%)
198 (17)
117 (23)
246 (29)
135 (73)
Functional, n (%)
832 (72)
393 (77)
590 (71)
49 (27)
Mixed, n (%)
118 (10)
–
–
–
Unknown, n (%)
3 (0.3)
–
–
–
Severity of MR at baseline
Moderate, n (%)
19 (2)
13 (2)
42 (5)
8 (4)
Moderate-to-severe, n (%)
388 (34)
230 (41)
–
130 (71)
Severe, n (%)
744 (65)
324 (57)
827 (95)
46 (25)
LVEF <30%, n (%)
500 (43)
193 (34)
294 (33)
N. A. LVEF, mean ± SD
N. A. N. A. N. A. 60 ± 10.1
Procedural
0 Clips, n (%)
54 (5)
2 (0.4)
N. A. N. A. 1 Clip, n (%)
611 (53)
(60)
N. A. N. A. ≥2 Clips
486 (42)
(40)
N. A. N. A. Severity of MR after Clip
moderate, n (%)
1057 (92)
475 (91)
417 (97)
(77)
Moderate-to-severe, n (%)
57 (5)
39 (8)
–
41 (23)
Severe, n (%)
37 (3)
7 (1)
17 (3)
–
Device successa, n (%)
1049 (91)
N. A. N. A. N. A. Technical successb, n (%)
1097 (95)
N. A. N. A. N. A. Intra-procedural death, n (%)
3 (0.3)
0 (0)
0 (0)
N. A. Emergency surgery, n (%)
6 (0.5)
N. A. N. A. N. A. Limitations 7. Maisano F, Franzen O, Baldus S, et al. Percutaneous mitral valve
interventions in the real world: early and 1-year results from the
ACCESS-EU, a prospective, multicenter, nonrandomized post-ap-
proval study of the MitraClip therapy in Europe. J Am Coll Cardiol. 2013;62:1052–61. Given the retrospective observational character of this study
and the onsite assessment of MR (i. e. absence of echo core
lab), potential self-reporting bias may be introduced. Spe-
cific echocardiographic (quantitative) parameters such as
regurgitation volume and jet width were not available. In
addition, data were limited to procedural outcome. Follow-
up data are needed to evaluate the durability of device suc-
cess. 8. Schillinger W, Hünlich M, Baldus S, et al. Acute outcomes after
MitraClip therapy in highly aged patients: results from the German
TRAnscatheter Mitral valve Interventions (TRAMI) Registry. Eu-
roIntervention. 2013;9:84–90. 9. Giannini C, Fiorelli F, De Carlo M, et al. Comparison of percuta-
neous mitral valve repair versus conservative treatment in severe
functional mitral regurgitation. Am J Cardiol. 2016;117:271–7. Long-term efficacy may reveal recurrence of MR
(grade 3 or 4) as shown by the EVEREST-II trial and AC-
CESS-EU study with more than moderate MR recurrence
rates of 21% at 12 months in both studies. Furthermore,
we also acknowledge that complications such as stroke,
bleeding and vascular complications, although rare, may
occur during follow-up. 10. Stone GW, Adams DH, Abraham WT, Mitral Valve Academic Re-
search C, et al. Clinical trial design principles and endpoint defini-
tions for transcatheter mitral valve repair and replacement: part 2:
endpoint definitions: a consensus document from the Mitral Valve
Academic Research Consortium. Eur Heart J. 2015;36:1878–91. 11. Armstrong EJ, Rogers JH, Swan CH, et al. Echocardiographic
predictors of single versus dual MitraClip device implantation
and long-term reduction of mitral regurgitation after percutaneous
repair. Catheter Cardiovasc Interv. 2013;82:673–9. 12. Alegria-Barrero E, Chan PH, Foin N, et al. Concept of the cen-
tral clip: when to use one or two MitraClips(R). EuroIntervention. 2014;9:1217–24. References 1. Nkomo VT, Gardin JM, Skelton TN, Gottdiener JS, Scott CG, En-
riquez-Sarano M. Burden of valvular heart diseases: a population-
based study. Lancet. 2006;368:1005–11. The Multicentre Study of Percutaneous Mitral Valve Re-
pair MitraClip Device in Patients With Severe Secondary
Mitral Regurgitation (MITRA-FR) is comparing the safety,
efficacy and the cost-effectiveness of OMT versus OMT
plus MitraClip in patients with severe secondary mitral re-
gurgitation. 2. Iung B, Vahanian A. Epidemiology of valvular heart disease in
the adult. Nat Rev Cardiol. 2011;8:162–72. 3. Joint Task Force on the Management of Valvular Heart Disease of
the European Society of C, European Association for Cardio-Tho-
racic S, Vahanian A, Alfieri O, Andreotti F, et al. Guidelines on the
management of valvular heart disease (version 2012). Eur Heart J. 2012;33:2451–96. 4. Mirabel M, Iung B, Baron G, et al. What are the characteristics
of patients with severe, symptomatic, mitral regurgitation who are
denied surgery? Eur Heart J. 2007;28:1358–65. Expectedly, focused guidelines on valvular heart dis-
ease will be updated in the foreseeable future and include
stronger recommendations for MitraClip. For now, our
study demonstrated substantial MitraClip experience in the
Netherlands with excellent procedural safety and efficacy. 5. Feldman T, Wasserman HS, Herrmann HC, et al. Percutaneous mi-
tral valve repair using the edge-to-edge technique: six-month re-
sults of the EVEREST Phase I Clinical Trial. J Am Coll Cardiol. 2005;46:2134–40. 6. Feldman T, Foster E, Glower DD, EVEREST II Investigators, et al. Percutaneous repair or surgery for mitral regurgitation. N Engl J
Med. 2011;364:1395–406. Discussion The MATTERHORN (Mi-
tral vAlve reconsTrucTion for advancEd Insufficiency of
Functional or iscHaemic ORigiN) trial, is comparing Mi-
traClip with reconstructive mitral valve surgery in high-
risk patients with moderate-to-severe functional MR. The
Cardiovascular Outcomes Assessment of the MitraClip Per-
cutaneous Therapy for Heart Failure Patients with Func-
tional Mitral Regurgitation (COAPT) trial is investigating Neth Heart J (2017) 25:394–400 400 the safety and efficacy of MitraClip versus optimal medical
treatment (OMT) in patients with moderate-to-severe or se-
vere functional MR who have been assessed as not eligible
for mitral valve surgery. References Conclusion 13. Nishimura RA, Otto CM, Bonow RO, American College of Cardi-
ology, American Heart Association, et al. 2014 AHA/ACC guide-
line for the management of patients with valvular heart disease:
a report of the American College of Cardiology/American Heart
Association Task Force on Practice Guidelines. J Thorac Cardio-
vasc Surg. 2014;148:e1–e132. MitraClip experience in the Netherlands is growing with
excellent technical success and device success. Over the
years, the device time decreased and more patients were
treated with ≥2 Clips. g
14. Van den Branden BJ, Swaans MJ, Post MC, et al. Percutaneous
edge-to-edge mitral valve repair in high-surgical-risk patients: do
we hit the target? JACC Cardiovasc Interv. 2012;5:105–11. Conflict of interest
J. Baan jr, J.A.S. Van der Heyden, N.M. Van
Mieghem have received unrestricted research grants from Abbott Vas-
cular. Z. Rahhab, F.A. Kortlandt, J.F. Velu, R.A.J. Schurer, V. Del-
gado, P. Tonino, A.J. Boven, B.J.L. van den Branden, A.O. Kraai-
jeveld, M. Voskuil, J. Hoorntje, M. van Wely, K. van Houwelingen,
G.B. Bleeker, B. Rensing and I. Kardys have no competing interests. 15. Whitlow PL, Feldman T, Pedersen WR, Investigators EI, et al. Acute and 12-month results with catheter-based mitral valve leaflet
repair: the EVEREST II (Endovascular Valve Edge-to-Edge Re-
pair) High Risk Study. J Am Coll Cardiol. 2012;59:130–9. 16. Auricchio A, Schillinger W, Meyer S, Investigators P-C, et al. Cor-
rection of mitral regurgitation in nonresponders to cardiac resyn-
chronization therapy by MitraClip improves symptoms and pro-
motes reverse remodeling. J Am Coll Cardiol. 2011;58:2183–9. Open Access
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Characterization of Biomarker Levels in Crimean–Congo Hemorrhagic Fever and Hantavirus Fever with Renal Syndrome
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Received: 14 June 2019; Accepted: 25 July 2019; Published: 26 July 2019 Abstract: Hemorrhagic fever with renal syndrome (HFRS) and Crimean-Congo hemorrhagic fever
(CCHF) are important viral hemorrhagic fevers (VHF), especially in the Balkan region. Infections with
Dobrava or Puumala orthohantavirus and Crimean-Congo hemorrhagic fever orthonairovirus can
vary from a mild, nonspecific febrile illness, to a severe disease with a fatal outcome. The pathogenesis
of both diseases is poorly understood, but it has been suggested that a host’s immune mechanism
might influence the pathogenesis of the diseases and survival. The aim of our study is to characterize
cytokine response in patients with VHF in association with the disease progression and viral load. Forty soluble mediators of the immune response, coagulation, and endothelial dysfunction were
measured in acute serum samples in 100 HFRS patients and 70 CCHF patients. HFRS and CCHF
patients had significantly increased levels of IL-6, IL-12p70, IP-10, INF-γ, TNF-α, GM-CSF, MCP-3,
and MIP-1b in comparison to the control group. Interestingly, HFRS patients had higher concentrations
of serum MIP-1α, MIP-1β, which promote activation of macrophages and NK cells. HFRS patients
had increased concentrations of IFN-γ and TNF-α, while CCHF patients had significantly higher
concentrations of IFN-α and IL-8. In both, CCHF and HFRS patients’ viral load significantly
correlated with IP-10. Patients with fatal outcome had significantly elevated concentrations of IL-6,
IFN-α2 and MIP-1α, while GRO-α, chemokine related to activation of neutrophils and basophils,
was downregulated. Our study provided a comprehensive characterization of biomarkers released in
the acute stages of CCHF and HFRS. Keywords: VHF; CCHF; HFRS; cytokines; biomarkers Keywords: VHF; CCHF; HFRS; cytokines; biomarkers Characterization of Biomarker Levels in
Crimean–Congo Hemorrhagic Fever and
Hantavirus Fever with Renal Syndrome Miša Korva 1, Katarina Resman Rus 1, Miša Pavletiˇc 1, Ana Saksida 1, Nataša Knap 1,
Mateja Jelovšek 1, Katja Strašek Smrdel 1, Xhevat Jakupi 2, Isme Humolli 2,
Jusuf Dedushaj 2, Miroslav Petrovec 1 and Tatjana Avšiˇc-Županc 1,* Miša Korva 1, Katarina Resman Rus 1, Miša Pavletiˇc 1, Ana Saksida 1, Nataša Knap 1,
Mateja Jelovšek 1, Katja Strašek Smrdel 1, Xhevat Jakupi 2, Isme Humolli 2,
Jusuf Dedushaj 2, Miroslav Petrovec 1 and Tatjana Avšiˇc-Županc 1,* 1
Institute of Microbiology and Immunology, Faculty of Medicine, University of Ljubljana,
1000 Ljubljana, Slovenia 2
National Institute of Public Health of Kosovo, 10000 Pristina, Kosovo
*
Correspondence: tatjana.avsic@mf.uni-lj.si; Tel.: +38-615-437-450 2
National Institute of Public Health of Kosovo, 10000 Pristina, Kosovo
*
Correspondence: tatjana.avsic@mf.uni-lj.si; Tel.: +38-615-437-450 *
Correspondence: tatjana.avsic@mf.uni-lj.si; Tel.: +38-615-437-450 viruses viruses viruses
Article
Characterization of Biomarker Levels in
Crimean–Congo Hemorrhagic Fever and
Hantavirus Fever with Renal Syndrome
Miša Korva 1, Katarina Resman Rus 1, Miša Pavletiˇc 1, Ana Saksida 1, Nataša Knap 1,
Mateja Jelovšek 1, Katja Strašek Smrdel 1, Xhevat Jakupi 2, Isme Humolli 2,
Jusuf Dedushaj 2, Miroslav Petrovec 1 and Tatjana Avšiˇc-Županc 1,*
1
Institute of Microbiology and Immunology, Faculty of Medicine, University of Ljubljana,
1000 Ljubljana, Slovenia
2
National Institute of Public Health of Kosovo, 10000 Pristina, Kosovo
*
Correspondence: tatjana.avsic@mf.uni-lj.si; Tel.: +38-615-437-450
Received: 14 June 2019; Accepted: 25 July 2019; Published: 26 July 2019
viruses
Article
Characterization of Biomarker Levels in
Crimean–Congo Hemorrhagic Fever and
Hantavirus Fever with Renal Syndrome
Miša Korva 1, Katarina Resman Rus 1, Miša Pavletiˇc 1, Ana Saksida 1, Nataša Knap 1,
Mateja Jelovšek 1, Katja Strašek Smrdel 1, Xhevat Jakupi 2, Isme Humolli 2,
Jusuf Dedushaj 2, Miroslav Petrovec 1 and Tatjana Avšiˇc-Županc 1,*
1
Institute of Microbiology and Immunology, Faculty of Medicine, University of Ljubljana,
1000 Ljubljana, Slovenia
2
National Institute of Public Health of Kosovo, 10000 Pristina, Kosovo
*
Correspondence: tatjana.avsic@mf.uni-lj.si; Tel.: +38-615-437-450
Received: 14 June 2019; Accepted: 25 July 2019; Published: 26 July 2019
www.mdpi.com/journal/viruses 1. Introduction Viral hemorrhagic fevers (VHF) are an etiologically diverse group of zoonoses with common
pathophysiology. Clinical manifestations of infections vary from asymptomatic or nonspecific febrile
illness that can progress to hypovolemic shock and multi-organ failure and death. Two important
causative agents of VHF are present in the Balkan area:
Crimean-Congo hemorrhagic fever
orthonairovirus (CCHFV) and orthohantavirus Dobrava (DOBV) and Puumala (PUUV). Crimean-Congo hemorrhagic fever (CCHF) is a potentially fatal disease with reported a fatality
rate of up to 30%. Cases of CCHF are reported in Kosovo, Eastern Europe, Africa, Asia, and the
Middle East [1–4]. The causative agent, CCHFV, is a negative-stranded RNA virus that belongs to
the Nairoviridae family of the order Bunyavirales. The virus is transmitted through bites of infected Viruses 2019, 11, 686; doi:10.3390/v11080686 www.mdpi.com/journal/viruses Viruses 2019, 11, 686 2 of 19 Ixodid ticks, mainly Hyalomma spp., or via direct contact with blood or tissues of viraemic hosts [1,2,5]. Infection in humans is characterized by a febrile illness with headache, myalgia, and petechial rash,
frequently followed by a hemorrhagic state with necrotic hepatitis. The acute stage of the disease in
survivors usually lasts from 15 to 20 days and is followed by a convalescent period, characterized by
prolonged weakness and confusion [1,2]. p
g
Pathogenic orthohantaviruses are geographically widespread zoonotic agents from the Hantaviridae
family of the order Bunyavirales. They are genetically and evolutionally closely linked to their small
mammal natural hosts [6]. The main transmission route of infection from rodents to humans occurs
via inhalation of virus-contaminated aerosols from rodent excreta (urine, saliva or feces). Infection in
humans can manifest in two primary forms, Hemorrhagic fever with renal syndrome (HFRS), endemic
in Europe and Asia, or Hantavirus pulmonary syndrome (HPS), endemic in the Americas. The clinical
spectrum of human infections ranges from asymptomatic infection to severe disease with fatal outcome,
partly dependent on the causative virus and partly on host genetic and immune factors [6,7]. The onset
of the disease symptoms is abrupt, with fever accompanied by myalgia, headache, transient myopia,
nausea, vomiting, diarrhea, abdominal pain, back pain, flushed face, and dizziness [8–10]. Although
acute kidney injury is a distinctive feature of HFRS, various different clinical manifestations can develop,
with pulmonary, hemorrhagic, pancreatobiliary, central nervous system, endocrine, and cardiovascular
events [6,11]. Despite many research attempts, the pathogenesis of VHF remains largely unknown. 1. Introduction There are
several reasons for that: in vitro and in vivo research requires high containment facilities. First, there are
no easily accessible animal models, and there is a limited number of patients, most often hospitalized in
a remote area. Two VHF, present in the Balkan region, share common pathophysiological and clinical
manifestations such as coagulopathy, thrombocytopenia, vascular permeability and hemorrhages. It is
thought that the course and outcome of the disease depends on the viral load, host genetic factors and
host immune response [12–16]. Despite the knowledge gap in the pathogenesis of VHF, the cytokine
storm (i.e., uncontrolled release of cytokines and chemokines) is largely accepted [17,18]. In the present study, we enrolled 170 patients with CCHF or HFRS and measured the levels of
cytokines and chemokines associated with innate, adaptive Th1, Th2 responses, regulatory T immune
response and those involved in endothelial dysfunction and coagulopathy as the major clinical signs
of the VHF. The aim of the study was to characterize biomarkers involved in the pathogenesis of
both VHF. 2.1. Ethics Statement The study was performed retrospectively and no additional sample was taken for the purpose
of the study. The use of HFRS samples was approved by the Republic of Slovenia National Medical
Ethics Committee (no. 69/03/12; 30/04/15). Collection of CCHF serum samples was part of the CCH
Fever network (Collaborative Project) supported by the European Commission under the Health
Cooperation Work Programme of the 7th Framework Programme (grant agreement no. 260427). Research was approved by the National Medical Ethics Committee of the Republic of Kosovo (no. 05-3193/2). The study was conducted according to the Declaration of Helsinki, we followed the Oviedo
Convention on Human Rights and Biomedicine and Slovenian Code of Medical Ethics. 2.3. Cytokines and Chemokines Concentrations of 40 cytokines/chemokines were measured in acute serum samples (first
seven days after onset of symptoms) with seven different Human Cytokine/Chemokine Panels
(HCYTOMAG-60K, HCYP3MAG-63K, HCVD2MAG-67K, HCVD3MAG-67K, HCVD4MAG-67K,
HSP1MAG-63K and HAGP1MAG-12K; Milliplex, Merck Millipore, Burlington, MN, USA) on a MagPix
instrument (Luminex, Austin, TX, USA). To minimize inter-assay variation, all measurements
in a single panel were performed on the same day in one complete experiment according to
the manufacturer’s instructions. All samples were previously aliquoted and diluted to a final
concentration 1:5. For all plates in a single panel, simultaneous analysis was done with Milliplex
Analyst 5.1 software. In the study, we have investigated cytokines/chemokines associated with
innate (granulocyte-colony stimulating factor (G-CSF), granulocyte-macrophage colony-stimulating
factor (GM-CSF), growth-regulated oncogene-alpha (GRO-α/CXCL-1), interferon alpha 2 (IFN-α2),
interleukin 1-alpha (IL-1α), IL-1β, interleukin-1 receptor antagonist (IL-1RA), IL-6, IL-8, IL-29,
monocyte chemoattractant protein 1 (MCP-1/CCL2), MCP-3/CCL7, macrophage colony-stimulating
factor (M-CSF), macrophage inflammatory protein 1-alpha (MIP-1α), MIP-1β/CCL4, tumor necrosis
factor alpha (TNF-α)), adaptive Th1 (IFN-γ, IL-12p70, IL-12p40, IP-10), adaptive Th2 (IL-4, IL-5),
regulatory T immune response (IL-10) and those involved in endothelial dysfunction and coagulopathy
(Angiopoietin-2, Fibrinogen, d-dimer, plasminogen activator inhibitor (PAI-1), platelet factor 4 (PF4),
soluble CD40 ligand (sCD40L), sE-Selectin, sL-Selectin sP-Selectin, soluble intracellular adhesion
molecule sICAM-1, soluble vascular adhesion molecule sVCAM-1, soluble platelet endothelial cell
adhesion molecule-1 (sPECAM-1), Thrombomodulin (TM), Tissue factor (TF), VEGF A, von Willebrand
factor (vWF), von Willebrand factor-cleaving protease (ADAMTS13)). 2.2. Patients A total of 100 HFRS (23 female and 77 male) and 70 CCHF patients (24 female and 45 male)
were included in the study. All HFRS patients were hospitalized in Slovenian hospitals between
the years 2000 and 2014. The diagnosis of HFRS was based on clinical findings (at least two out of
three: fever >38 ◦C, acute kidney injury, thrombocytopenia) and was confirmed serologically and
molecularly as described in detail previously [8,19]. Patients’ blood samples were obtained at the time 3 of 19 Viruses 2019, 11, 686 of hospitalization (median 2 days; Table 1), when the clinical diagnosis was confirmed with laboratory
tests. According to the collected anamnestic data none of the patients received any treatment before
blood collection. The serum was separated from blood cells and serum aliquots were stored at −80 ◦C
until further use. Among HFRS patients, 50 were infected with DOBV (genotype Dobrava) and 50
infected with PUUV. Based on the disease severity and outcome, patients were distributed into three
groups: patients with fatal outcome (n = 3), patients with severe disease (n = 51) and patients with
mild disease (n = 49). All 70 CCHF patients were treated at the Infectious Disease Clinic, University Clinical Center of
Kosova, Pristina, Kosovo between the years 2001 and 2011. Clinical diagnosis of CCHF was confirmed
with serological and molecular tests as described previously in detail [13,14]. Patients’ blood samples
were obtained at the time of hospitalization for laboratory diagnostics (median two days; Table 1). According to the collected anamnestic data none of the patients received any treatment before blood
collection. Serum was separated from blood cells and aliquots were stored at −80 ◦C until further use. Detailed medical charts were obtained for 57 CCHF patients. Based on disease progression and the
outcome patients were distributed into three groups: patients with fatal outcome (n = 14), patients
with severe disease (n = 18) and patients with moderate disease (n = 25). Additionally, 30 healthy age- and gender-matched controls were also enrolled in our study. Their blood samples were processed and stored as described for patients’ samples. The study was
done retrospectively. All enrolled subject have signed inform consent for the studies. 3. Results Study population included 170 VHF patients infected with orthohantaviruses or CCHFV. Among 100 HFRS patients, 50 were infected with DOBV (genotype Dobrava) and 50 infected with
PUUV. Serum samples were collected during the acute phase of infection, median on the 2nd day of
hospitalization, which is between 3–11 days after self-reported onset of symptoms (Table 1). Medical
charts were collected for each patient and based on selected clinical and laboratory criteria [19,20]
they were categorized into mild or severe groups. Three patients had fatal outcome of the disease,
and they were all infected with DOBV. The criteria for severe HFRS were: 1. the need for dialysis, or 2. the lowest systolic blood pressure <90 mm Hg and/or clinical signs of shock, or 3. thrombocytopenia
<50 × 109/L and 4. the presence of a) bleeding and/or b) renal failure manifested with oliguria (diuresis
<500 mL/day) and/or >4× higher than the upper normal level of urea or creatinine. Out of 100 HFRS
patients, 48 patients (23 infected with DOBV, 25 infected with PUUV) fulfilled the criteria for severe
disease and 49 patients were found to have mild disease (24 infected with DOBV, 25 infected with
PUUV). In all HFRS patients, viral RNA was detected in the acute sample. The viral load was ranging
from 0.2–7.6 log RNA copies/mL for PUUV infected patient and from 1.3–8.3 log RNA copies/mL for
DOBV infected patients. On the contrary, IgM and IgG antibodies were detected in 98% and 46% of
HFRS patients, respectively (Table 1). Among 70 patients with acute CCHF infection, 14 patients had fatal outcome of the disease. We were able to collect detailed medical charts for 43/56 surviving CCHF patients and based on
selected clinical and laboratory criteria patients were categorized into moderate or severe groups. Surviving patients fulfilling at least three of the following criteria were defined as having severe CCHF:
The presence of profound hemorrhagic manifestations (blood transfusion required), increased serum
creatinine values, increased serum transaminase values, and hypotension (blood pressure <100/60 mm
Hg) [14]. None of the patients included in the study received ribavirin treatment. Out of 43 CCHF
patients, 25 patients had moderate and 18 patients had severe disease. Also, all CCHF patients enrolled
in our study were found to be PCR positive, with viral load ranging from 2.0–10.0 log RNA copies/mL
(Table 1). As expected, the highest viral loads were detected in CCHF patients with fatal outcome. 2.4. Statistical Analyses Statistical calculations and analysis were performed in GraphPad Prism 8 (GraphPad Software,
La Jolla, CA). Statistical analysis values above and below the upper and lower end of the standard
cure, were considered as maximum and minimum values, respectively. Values above the maximum
were measured only in CCHF fatal cases in two cytokines: M-CSF (n = 9) and Angiopoietin-2
(n = 5). Biomarkers with >50% of measurements out of range were excluded from the analysis. To analyze the normal distribution of data the D’Agostino-Pearson normality test was performed. 4 of 19 Viruses 2019, 11, 686 The identification of outliers was performed using Dixon’s Q test. Statistically significant differences
in the serum concentrations of cytokines between severe and mild DOBV or PUUV infection were
determined using the Mann–Whitney test (P). The Kruskal–Wallis test was used to determine differences
among groups in comparison between moderate, severe and fatal cases of CCHF and HFRS and
for comparison of cytokine levels among DOBV and PUUV infected patients and control groups. Correlations between biomarkers and viral loads of HFRS patients and CCHF patients were done with
a nonparametric two-tailed Spearman correlation test with a 95% confidence interval. To control for
the false discovery rate, P values were adjusted for multiple comparisons. Differences with P < 0.05
were considered significant. 3. Results Antibody response was measured only in the minority of CCHF patients, IgM antibodies were found
in 33% patients and IgG in only 7.1% of patients (Table 1). Serum samples were collected during the
acute phase of infection, median on the 2nd day of hospitalization, which is between 2–10 days after
self-reported onset of symptoms (Table 1). Bleeding and profound endothelial dysfunction with capillary leakages, the hallmark of VHF
pathology, have been reported in 10% of HFRS patients included in the study (six infected with DOBV
and four infected with PUUV) and in 45% of CCHF patients. 5 of 19 Viruses 2019, 11, 686 Table 1. Antibody response, viral RNA load, self-reported onset of symptoms and day of hospitalization, by disease course and causative agent. Virus
Disease Course
No. of Enrolled
Patients
Self-Reported Onset of
Symptoms
(Median; Min/Max)
Day of
Hospitalization
(Median; Min/Max)
Viral load (Median *;
Min/Max)
IgG Pos/Neg
(Min; Max Titer)
IgM Pos/Neg
(Min; Max Titer)
CCHF
moderate
25
7 (2–10)
2 (1–7)
5.6 (2.2–7.9)
2/25(800; 1600)
7/25 (800; >6400)
severe
18
5 (2–8)
2 (1–4)
6.9 (2.7–8.9)
1/18 (100)
6/18 (1600; 6400)
fatal
14
4 (2–7)
2 (1–2)
8.9 (2.7–10.0)
0/14
9/14 (400; 3200)
P
70
6 (2–10)
2 (1–7)
6.6 (2.0–10.0)
5/70 (100; 1600)
23/70 (400; >6400)
PUU
mild
25
6 (3–10)
2 (1–6)
3.7 (0.2–7.0)
15/25 (400; >6400)
25/25 (100; >6400)
severe
25
6 (3–9)
2 (1–8)
4.6 (2.6–7.6)
13/25 (100; >6400)
24/25 (400; >6400)
P
50
6 (3–10)
2 (1–8)
4.4 (0.2–7.6)
27/50 (100; >6400)
49/50 (100; >6400)
DOB
mild
25
7 (3–11)
2 (1–8)
4.6 (1.3–8.3)
9/25 (800; 3200)
24/25 (800; >6400)
severe
22
7 (3–11)
2 (1–6)
5.7 (2.1–7.7)
9/22 (100; >6400)
22/22 (1600; >6400)
fatal
3
4 (3–4)
2 (1–4)
5.2 (4.3–6.8)
0/3
3/3 (1600; 6400)
P
50
7 (3–11)
2 (1–8)
4.8 (1.3–8.3)
18/50 (100; >6400)
49/50 (800; >6400)
* determined with quantitative real-time RT-PCR (log RNA copies/mL); text in bold represents the values for the CCHF, PUU, DOB groups regardless of the disease progress. onset of symptoms and day of hospitalization, by disease course and causative agent. Viruses 2019, 11, 686 6 of 19 3.1. Comparison of Cytokine and Chemokine Levels in HFRS Patients 3.1. Comparison of Cytokine and Chemokine Levels in HFRS Patients In acute serum samples of HFRS patients 26/40 cytokines and chemokines differ significantly in
comparison to healthy controls. Six cytokines (IL-1α, IL-1β, IL-5, IL-12p40, IL-29 and M-CSF) were
below the lower limit of detection in >60% of patients and thus were not evaluated further. Significantly
increased cytokines and chemokines in HFRS patients were those predominantly associated with
innate and adaptive Th1 immune response (IFN-γ, IL-1RA, IL-6, IL-8, IL-12p70, IP-10 and TNF-α) in
comparison to the control group (Figure 1). In addition, HFRS patients had higher concentrations of
serum MCP-1, MCP-3, MIP-1α and MIP-1β, which regulate migration of monocytes and activation of
macrophages, and NK cells at the site of infection. Also, GM-CSF, an immune modulatory cytokine
that has the ability to induce proliferation of granulocyte and macrophage populations from precursor
cells and to activate T-cell immune response, was significantly higher in HFRS patients in comparison
to the control group (Figure 1). Patients with PUUV had higher levels of anti-inflammatory IL-10 and GRO-α than those infected
with DOBV (Figure 1). On the other hand, DOBV infected patients with severe disease had significantly
elevated levels of IL-6, IL-8, IL1-RA, TNF-α and MCP-1, while PUUV infected patients with severe
disease also had higher levels of IP-10 in comparison to those with mild disease (Figure 2). Additionally, we have investigated factors indicating endothelial dysfunction in patients with
HFRS. HFRS patients had significantly increased serum concentrations of soluble fractions of adhesion
molecules (sE-Selectin, sL-Selectin and sP-Selectin) and sVCAM-1, PECAM-1 which facilitate the entry
of leukocytes into inflamed tissues, in comparison to the control group. In addition to that, patients
with HFRS, especially severe cases, also had significantly higher concentrations of Angiopoietin-2, vWF,
Fibrinogen, TM and TF in comparison to control group, suggesting changes in hemostasis (Figure 2). On the contrary, sCD40 ligand, which is considered to contribute to the promotion of prothrombotic
responses and production of angiogenesis-associated factor, was significantly downregulated in HFRS
patients in comparison to controls or to mild disease, regardless of the virus in question (Figure 2). 7 of 19
9 7 of 19
9 Viruses 2019, 11, 686
Viruses 2019 11 686 Figure 1. The cytokine and chemokine concentrations with significant differences in HFRS patients
(DOBV, n = 50; PUUV, n = 50) in comparison to control group (n = 30). 3.1. Comparison of Cytokine and Chemokine Levels in HFRS Patients The samples were obtained
median 6 days after the onset of symptoms. The statistically significant differences are marked with *
(p < 0.05). ns= not statistically significant. The boxes represents medians with interquartile ranges; the
whiskers depict minimum and maximum values (range). Identified outliers are not included in the
figures above: IFN-γ (DOBV n = 4; PUUV n = 3), MCP-3 (DOBV n = 6; PUUV n = 5), IL-4 (DOBV n = 5;
Figure 1. The cytokine and chemokine concentrations with significant differences in HFRS patients
(DOBV, n = 50; PUUV, n = 50) in comparison to control group (n = 30). The samples were obtained
median 6 days after the onset of symptoms. The statistically significant differences are marked with *
(p < 0.05). ns= not statistically significant. The boxes represents medians with interquartile ranges;
the whiskers depict minimum and maximum values (range). Identified outliers are not included in the
figures above: IFN-γ (DOBV n = 4; PUUV n = 3), MCP-3 (DOBV n = 6; PUUV n = 5), IL-4 (DOBV n = 5;
PUUV n = 5), MIP-1α (DOBV n = 3; PUUV n = 8), IL-8 (DOBV n = 7; PUUV n = 4), VEGF-A (PUUV
n = 6) and Fibrinogen (DOBV n = 8; PUUV n = 2). Figure 1. The cytokine and chemokine concentrations with significant differences in HFRS patients
(DOBV, n = 50; PUUV, n = 50) in comparison to control group (n = 30). The samples were obtained
median 6 days after the onset of symptoms. The statistically significant differences are marked with *
(p < 0.05). ns= not statistically significant. The boxes represents medians with interquartile ranges; the
whiskers depict minimum and maximum values (range). Identified outliers are not included in the
figures above: IFN-γ (DOBV n = 4; PUUV n = 3), MCP-3 (DOBV n = 6; PUUV n = 5), IL-4 (DOBV n = 5;
Figure 1. The cytokine and chemokine concentrations with significant differences in HFRS patients
(DOBV, n = 50; PUUV, n = 50) in comparison to control group (n = 30). The samples were obtained
median 6 days after the onset of symptoms. The statistically significant differences are marked with *
(p < 0.05). ns= not statistically significant. The boxes represents medians with interquartile ranges;
the whiskers depict minimum and maximum values (range). 3.1. Comparison of Cytokine and Chemokine Levels in HFRS Patients Identified outliers are not included in the
figures above: IFN-γ (DOBV n = 4; PUUV n = 3), MCP-3 (DOBV n = 6; PUUV n = 5), IL-4 (DOBV n = 5;
PUUV n = 5), MIP-1α (DOBV n = 3; PUUV n = 8), IL-8 (DOBV n = 7; PUUV n = 4), VEGF-A (PUUV
n = 6) and Fibrinogen (DOBV n = 8; PUUV n = 2). 8 of 19 Viruses 2019, 11, 686
6) and Fibr Figure 2. The cytokine and chemokine concentrations with significant differences in patients infected
with DOBV (severe n = 25; mild n = 25) or PUUV (severe n = 25; mild n = 25), with regard to the disease
progression and outcome. The statistically significant differences are marked with * (p < 0.05). ns= not
statistically significant. The boxes represents medians with interquartile ranges; the whiskers depict
minimum and maximum values (range). Identified outliers are not included in the figures above: IL-
Figure 2. The cytokine and chemokine concentrations with significant differences in patients infected
with DOBV (severe n = 25; mild n = 25) or PUUV (severe n = 25; mild n = 25), with regard to th
disease progression and outcome. The statistically significant differences are marked with * (p < 0.05
ns= not statistically significant. The boxes represents medians with interquartile ranges; the whisker
depict minimum and maximum values (range). Identified outliers are not included in the figure
above: IL-6 (DOBV severe n = 4; DOBV mild n = 1; PUUV severe n = 1; PUUV mild n = 4), MCP-
(DOBV severe n = 1; DOBV mild n = 4; PUUV severe n = 5; PUUV mild n = 4), IL-8 (DOBV severe n = 5 Figure 2. The cytokine and chemokine concentrations with significant differences in patients infected
with DOBV (severe n = 25; mild n = 25) or PUUV (severe n = 25; mild n = 25), with regard to the disease
progression and outcome. The statistically significant differences are marked with * (p < 0.05). ns= not
statistically significant. The boxes represents medians with interquartile ranges; the whiskers depict
minimum and maximum values (range). Identified outliers are not included in the figures above: IL-
Figure 2. 3.1. Comparison of Cytokine and Chemokine Levels in HFRS Patients The cytokine and chemokine concentrations with significant differences in patients infected
with DOBV (severe n = 25; mild n = 25) or PUUV (severe n = 25; mild n = 25), with regard to the
disease progression and outcome. The statistically significant differences are marked with * (p < 0.05). ns= not statistically significant. The boxes represents medians with interquartile ranges; the whiskers
depict minimum and maximum values (range). Identified outliers are not included in the figures
above: IL-6 (DOBV severe n = 4; DOBV mild n = 1; PUUV severe n = 1; PUUV mild n = 4), MCP-1
(DOBV severe n = 1; DOBV mild n = 4; PUUV severe n = 5; PUUV mild n = 4), IL-8 (DOBV severe n = 5;
DOBV mild n = 3), D-dimer (PUUV mild n = 3), Fibrinogen (DOBV severe n = 5; DOBV mild n = 1;
PUUV mild n = 2). Viruses 2019, 11, 686 9 of 19 3.2. Comparison of Cytokine and Chemokine Levels in CCHF Patients Identified outliers are not included in the figures above: GM-
CSF (CCHF n = 5), IFN-α (CCHF n = 5), IFNγ (CCHF n = 1), GRO-α (CCHF, n = 6), IL-10 (CCHF n =
5), MCP-3 (CCHF n = 8), IL-4 (CCHF n = 8), IL-6 (CCHF n = 1), MCP-1 (CCHF n = 1), MIP-1β (CCHF
n = 7), M-CSF (CCHF n = 1), VEGF-A (CCHF n = 6), TM (CCHF n = 5). Figure 3. The cytokine and chemokine concentrations with significant differences in CCHF patients
(n = 70) in comparison to control group (n = 30). The samples were obtained median six days after
the onset of symptoms. The statistically significant differences are marked with * (p < 0.05). ns= not
statistically significant. The boxes represents medians with interquartile ranges; the whiskers depict
minimum and maximum values (range). Identified outliers are not included in the figures above:
GM-CSF (CCHF n = 5), IFN-α (CCHF n = 5), IFNγ (CCHF n = 1), GRO-α (CCHF, n = 6), IL-10 (CCHF
n = 5), MCP-3 (CCHF n = 8), IL-4 (CCHF n = 8), IL-6 (CCHF n = 1), MCP-1 (CCHF n = 1), MIP-1β
(CCHF n = 7), M-CSF (CCHF n = 1), VEGF-A (CCHF n = 6), TM (CCHF n = 5). 10 of 19
of 19 Viruses 2019, 11, 686
Viruses 2019 11 68 10 of 19
of 19 Figure 3. The cytokine and chemokine concentrations with significant differences in CCHF patients
(n = 70) in comparison to control group (n = 30). The samples were obtained median six days after the
onset of symptoms. The statistically significant differences are marked with * (p < 0.05). ns= not
statistically significant. The boxes represents medians with interquartile ranges; the whiskers depict
minimum and maximum values (range). Identified outliers are not included in the figures above: GM-
CSF (CCHF n = 5), IFN-α (CCHF n = 5), IFNγ (CCHF n = 1), GRO-α (CCHF, n = 6), IL-10 (CCHF n =
5), MCP-3 (CCHF n = 8), IL-4 (CCHF n = 8), IL-6 (CCHF n = 1), MCP-1 (CCHF n = 1), MIP-1β (CCHF
n = 7), M-CSF (CCHF n = 1), VEGF-A (CCHF n = 6), TM (CCHF n = 5). Figure 3. The cytokine and chemokine concentrations with significant differences in CCHF patients
(n = 70) in comparison to control group (n = 30). 3.2. Comparison of Cytokine and Chemokine Levels in CCHF Patients 3.2. Comparison of Cytokine and Chemokine Levels in CCHF Patients In acute serum samples of CCHF patients, 25/40 cytokines and chemokines significantly differ
in comparison to healthy control. The levels of five cytokines (IL-1α, IL-1β, IL-5, IL-12p40 and
IL-29) were below the lower limit of detection in >60% of patients and thus were not evaluated
further. Predominantly CCHF patients had significantly elevated levels of cytokines and chemokines
associated with innate and adaptive Th1 immune response (GM-CSF, IFN-α2, IFN-γ, IL-1RA, IL-6, IL-8,
MCP-1, MCP-3, M-CSF, MIP-1β, TNF-α, IL-12p70, IP-10) in comparison to the control group (Figure 3). Regardless of the disease course and outcome most of the patients had significantly elevated levels
of IL-12p70, IFN-γ and IP-10, an IFN-γ inducible chemokine that attracts monocytes, macrophages,
T cells, NK cells and dendritic cells. Among fatal cases, significantly elevated concentrations of IL-6
and IL-10 were detected in comparison to the survivors (Figure 4). Also, fatal cases have higher
levels of cytokines related to macrophage and granulocyte proliferation (MIP-1α, GM-CSF, M-CSF),
while GRO-α, chemokine related to activation of neutrophils and basophils, was higher in patients
with moderate disease progression (Figure 4). Since most of the patients with CCHF have hemorrhage related disorders (petechia, ecchymosis and
melena), markers of endothelial dysfunction and coagulopathy were also investigated. CCHF patients
had significantly elevated levels of d-dimer, fibrinogen, vWF, PECAM-1 and TM compared to control
group. Fatal CCHF patients had significantly higher levels of fibrinogen and TM, which are involved
in disseminated intravascular coagulation (DIC). On the contrary, both markers of platelet activation,
soluble effector molecule sCD40L and PF4, were higher in patients with moderate diseases progression
(Figure 4). uses 2019, 11, 686
10
Viruses 2019, 11, 686
10 of 19
Figure 3. The cytokine and chemokine concentrations with significant differences in CCHF patients
(n = 70) in comparison to control group (n = 30). The samples were obtained median six days after the
onset of symptoms. The statistically significant differences are marked with * (p < 0.05). ns= not
statistically significant. The boxes represents medians with interquartile ranges; the whiskers depict
minimum and maximum values (range). 3.2. Comparison of Cytokine and Chemokine Levels in CCHF Patients The samples were obtained median six days after
the onset of symptoms. The statistically significant differences are marked with * (p < 0.05). ns= not
statistically significant. The boxes represents medians with interquartile ranges; the whiskers depict
minimum and maximum values (range). Identified outliers are not included in the figures above:
GM-CSF (CCHF n = 5), IFN-α (CCHF n = 5), IFNγ (CCHF n = 1), GRO-α (CCHF, n = 6), IL-10 (CCHF
n = 5), MCP-3 (CCHF n = 8), IL-4 (CCHF n = 8), IL-6 (CCHF n = 1), MCP-1 (CCHF n = 1), MIP-1β
(CCHF n = 7), M-CSF (CCHF n = 1), VEGF-A (CCHF n = 6), TM (CCHF n = 5). 11 of 19
11 of 19 Viruses 2019, 11, 686
Viruses 2019, 11, 686 ,
,
Figure 4. The cytokine and chemokine concentrations with significant differences in CCHF patients,
with regard to the disease progression and outcome (moderate n = 24; severe n = 18; fatal n = 14). The
statistically significant differences are marked with * (p < 0.05). ns= not statistically significant. The
boxes represents medians with interquartile ranges; the whiskers depict minimum and maximum
values (range). Identified outliers are not included in the figures above: GM-CSF (moderate n = 3;
severe n = 1), IFN-α (moderate n = 2; fatal n = 1), GRO-α (moderate n = 2; severe n = 3), IL-10 (moderate
n = 4; fatal n = 1), IL-4 (moderate n = 3; severe n = 2), IL-6 (moderate n = 7; severe n = 3; fatal n = 1),
MIP-1α (moderate n = 6; severe n = 4; fatal n = 2). Figure 4. The cytokine and chemokine concentrations with significant differences in CCHF patients,
with regard to the disease progression and outcome (moderate n = 24; severe n = 18; fatal n = 14). The statistically significant differences are marked with * (p < 0.05). ns= not statistically significant. The boxes represents medians with interquartile ranges; the whiskers depict minimum and maximum
values (range). 3.3. Soluble Biomarkers Involved in the Pathogenesis of both VHF
Viruses 2019, 11, 686 As both, CCHFV and orthohantaviruses can cause a wide spectrum of the disease,
from asymptomatic disease to a fatal outcome, we wanted to compare cytokines and chemokines
levels response in both groups. Interestingly, in our study HFRS patients had a more diverse and
higher concentrations of most soluble biomarkers in comparison to the CCHF patients. HFRS patients
had higher concentrations of TNF-α and IFN-γ, where CCHF patients had significantly higher
concentrations of IFN-α2 and IL-8 (Figure 5). Also, HFRS patients had higher concentrations of serum
MIP-1α, MIP-1β, which promote activation of macrophages and NK cells. What is more, patients with
HFRS had higher markers of endothelial dysfunction (Angiopoetin-2, sVCAM-1, PAI-1, ADAMTS13,
d-dimer, sP-Selectin, fibrinogen, vWF, sE-Selectin, sPECAM-1, TF and TM) than CCHF patients. 3.3. Soluble Biomarkers Involved in the Pathogenesis of both VHF
As both, CCHFV and orthohantaviruses can cause a wide spectrum of the disease, from
asymptomatic disease to a fatal outcome, we wanted to compare cytokines and chemokines levels
response in both groups. Interestingly, in our study HFRS patients had a more diverse and higher
concentrations of most soluble biomarkers in comparison to the CCHF patients. HFRS patients had
higher concentrations of TNF-α and IFN-γ, where CCHF patients had significantly higher
concentrations of IFN-α2 and IL-8 (Figure 5). Also, HFRS patients had higher concentrations of serum
MIP-1α, MIP-1β, which promote activation of macrophages and NK cells. What is more, patients with
HFRS had higher markers of endothelial dysfunction (Angiopoetin-2, sVCAM-1, PAI-1, ADAMTS13,
d-dimer, sP-Selectin, fibrinogen, vWF, sE-Selectin, sPECAM-1, TF and TM) than CCHF patients. g
p
d-dimer, sP-Selectin, fibrinogen, vWF, sE-Selectin, sPECAM-1, TF and TM) than CCHF patients. Figure 5. The cytokine and chemokine concentrations with significant differences between in HFRS
(n = 100) and CCHF (n = 70) patients. The statistically significant differences are marked with * (p <
0.05). ns= not statistically significant. The boxes represents medians with interquartile ranges; the
Figure 5. The cytokine and chemokine concentrations with significant differences between in HFRS
(n = 100) and CCHF (n = 70) patients. The statistically significant differences are marked with *
(p < 0.05). ns= not statistically significant. The boxes represents medians with interquartile ranges;
the whiskers depict minimum and maximum values (range). 3.2. Comparison of Cytokine and Chemokine Levels in CCHF Patients Identified outliers are not included in the figures above: GM-CSF (moderate n = 3;
severe n = 1), IFN-α (moderate n = 2; fatal n = 1), GRO-α (moderate n = 2; severe n = 3), IL-10 (moderate
n = 4; fatal n = 1), IL-4 (moderate n = 3; severe n = 2), IL-6 (moderate n = 7; severe n = 3; fatal n = 1),
MIP-1α (moderate n = 6; severe n = 4; fatal n = 2). Figure 4. The cytokine and chemokine concentrations with significant differences in CCHF patients,
with regard to the disease progression and outcome (moderate n = 24; severe n = 18; fatal n = 14). The
statistically significant differences are marked with * (p < 0.05). ns= not statistically significant. The
boxes represents medians with interquartile ranges; the whiskers depict minimum and maximum
values (range). Identified outliers are not included in the figures above: GM-CSF (moderate n = 3;
severe n = 1), IFN-α (moderate n = 2; fatal n = 1), GRO-α (moderate n = 2; severe n = 3), IL-10 (moderate
n = 4; fatal n = 1), IL-4 (moderate n = 3; severe n = 2), IL-6 (moderate n = 7; severe n = 3; fatal n = 1),
Figure 4. The cytokine and chemokine concentrations with significant differences in CCHF patients,
with regard to the disease progression and outcome (moderate n = 24; severe n = 18; fatal n = 14). The statistically significant differences are marked with * (p < 0.05). ns= not statistically significant. The boxes represents medians with interquartile ranges; the whiskers depict minimum and maximum
values (range). Identified outliers are not included in the figures above: GM-CSF (moderate n = 3;
severe n = 1), IFN-α (moderate n = 2; fatal n = 1), GRO-α (moderate n = 2; severe n = 3), IL-10 (moderate
n = 4; fatal n = 1), IL-4 (moderate n = 3; severe n = 2), IL-6 (moderate n = 7; severe n = 3; fatal n = 1),
MIP-1α (moderate n = 6; severe n = 4; fatal n = 2). Viruses 2019, 11, 686 12 of 19 12 of 19 3.3. Soluble Biomarkers Involved in the Pathogenesis of both VHF
Viruses 2019, 11, 686 3.3. Soluble Biomarkers Involved in the Pathogenesis of both VHF
Viruses 2019, 11, 686 3.3. Soluble Biomarkers Involved in the Pathogenesis of both VHF
Viruses 2019, 11, 686 Identified outliers are not included in the
figures above: GM-CSF (HFRS n = 8; CCHF n = 5), IFN-α2 (HFRS n = 4; CCHF n = 5), IFN-γ (HFRS
n = 8; CCHF n = 1), IL-10 (HFRS n = 8; CCHF n = 5), TNF-α (HFRS n = 6; CCHF n = 3), Angiopoetin-2
(HFRS n = 9; CCHF n = 1), D-dimer (HFRS n = 1; CCHF n = 4), P-selectin (HFRS n = 4; CCHF n = 7),
pCAM-1 (HFRS n = 4; CCHF n = 2), TF (HFRS n = 6; CCHF n = 8), TM (HFRS n = 2; CCHF n = 5). Figure 5. The cytokine and chemokine concentrations with significant differences between in HFRS
(n = 100) and CCHF (n = 70) patients. The statistically significant differences are marked with * (p <
0.05). ns= not statistically significant. The boxes represents medians with interquartile ranges; the
Figure 5. The cytokine and chemokine concentrations with significant differences between in HFRS
(n = 100) and CCHF (n = 70) patients. The statistically significant differences are marked with *
(p < 0.05). ns= not statistically significant. The boxes represents medians with interquartile ranges;
the whiskers depict minimum and maximum values (range). Identified outliers are not included in the
figures above: GM-CSF (HFRS n = 8; CCHF n = 5), IFN-α2 (HFRS n = 4; CCHF n = 5), IFN-γ (HFRS
n = 8; CCHF n = 1), IL-10 (HFRS n = 8; CCHF n = 5), TNF-α (HFRS n = 6; CCHF n = 3), Angiopoetin-2
(HFRS n = 9; CCHF n = 1), D-dimer (HFRS n = 1; CCHF n = 4), P-selectin (HFRS n = 4; CCHF n = 7),
pCAM-1 (HFRS n = 4; CCHF n = 2), TF (HFRS n = 6; CCHF n = 8), TM (HFRS n = 2; CCHF n = 5). Viruses 2019, 11, 686
(HFRS n = 9; C
pCAM 1 (HFR 13 of 19
7), In addition, we have explored a possible correlation between viral load and different measured
biomarkers. The strongest correlation was found between viral load and IP-10 in both CCHF (r = 0.62,
p < 0.0001) and HFRS patients (r = 0.34, p = 0.0007) (Figure 6). Positive correlation between viral load
and IFN-α2 (r = 0.25 p = 0.0118) was found in HFRS patients, but not in CCHF patients. 3.3. Soluble Biomarkers Involved in the Pathogenesis of both VHF
Viruses 2019, 11, 686 Moreover,
positive correlations between viral load and endothelial dysfunction markers (Angiopoietin-2 (r = 0.45
p = 0.0001), PAI-1 (r = 0.43 p = 0.0002), ADAMTS3 (r = 0.27 p = 0.0266), d-dimer (r = 0.31 p = 0.01),
sPECAM-1 (r = 0.41 p = 0.0007), TF (r = 0.34 p = 0.0047) and TM (r = 0.43 p = 0.0002)) were found
in CCHF patients. In HFRS patients, viral load was only associated with Angiopoietin-2 (r = 0.21
p = 0.0394). In addition, we have explored a possible correlation between viral load and different measured
biomarkers. The strongest correlation was found between viral load and IP-10 in both CCHF (r = 0.62,
p < 0.0001) and HFRS patients (r = 0.34, p = 0.0007) (Figure 6). Positive correlation between viral load
and IFN-α2 (r = 0.25 p = 0.0118) was found in HFRS patients, but not in CCHF patients. Moreover,
positive correlations between viral load and endothelial dysfunction markers (Angiopoietin-2 (r =
0.45 p = 0.0001), PAI-1 (r = 0.43 p = 0.0002), ADAMTS3 (r = 0.27 p = 0.0266), d-dimer (r = 0.31 p = 0.01),
sPECAM-1 (r = 0.41 p = 0.0007), TF (r = 0.34 p = 0.0047) and TM (r = 0.43 p = 0.0002)) were found in
CCHF patients. In HFRS patients, viral load was only associated with Angiopoietin-2 (r = 0.21 p =
0.0394). Figure 6. Correlation between biomarker IP-10 and viral loads of HFRS patients (A), CCHF patients
(B), patients infected with DOBV (C) and patients infected with PUUV (D). Nonparametric two-tailed
Spearman correlation test with 95% confidence interval was used
Figure 6. Correlation between biomarker IP-10 and viral loads of HFRS patients (A), CCHF patients
(B), patients infected with DOBV (C) and patients infected with PUUV (D). Nonparametric two-tailed
Spearman correlation test with 95% confidence interval was used. Figure 6. Correlation between biomarker IP-10 and viral loads of HFRS patients (A), CCHF patients
(B), patients infected with DOBV (C) and patients infected with PUUV (D). Nonparametric two-tailed
S ea
a
o elatio
te t
ith 95% o fide
e i te
al
a u ed
Figure 6. Correlation between biomarker IP-10 and viral loads of HFRS patients (A), CCHF patients
(B), patients infected with DOBV (C) and patients infected with PUUV (D). Nonparametric two-tailed
Spearman correlation test with 95% confidence interval was used. Spearman c
4. Discussion Studies have shown that TNF-α contributes to hematophagocytosis trough macrophage activation,
has an antifibrinolytic action and may disrupt endothelial permeability and integrity [28,29]. In addition,
IL-8 is known as the major chemotactic factor for neutrophil granulocytes and was shown to positively
correlate with kidney dysfunction in PUUV infected HFRS patients and with fatal cases of CCHF [30,31]. Elevated levels of different pro-inflammatory cytokines, especially in severe and fatal CCHF patients
and in severe HFRS patients have already been reported previously [12,14,15,18,19,30,32–38]. Similar
cytokine patterns observed in our study in CCHF and HFRS patients, were seen also in patients with
Ebola virus disease (EVD) where elevated levels of IL-1β, IL-1RA, IL-6, IL-8, IL-15, MIP-1α, MIP-1β,
MCP-1, MCP-3, IP-10 and eotaxin were associated with fatal outcome [39,40]. Interleukine-6 and TNFα were shown to cause endothelial barrier dysfunction via the protein
kinase C pathway resulting in ultrastructural changes in distribution of tight junctions, intracellular
actin disorganization and cellular morphological changes [41,42]. We have measured significantly
increased concentrations of IL-6 in fatal CCHF patients in comparison to the survivors. Increased
serum levels of IL-6 were reported in other cases of VHF, such as EVD and Lassa fever [43–45]. Besides,
our results support the previous findings [18,30], that higher levels of cytokines MIP-1α, GM-CSF,
M-CSF, which are all related to macrophage and granulocyte activation, are significantly increased
in fatal CCHF patients. However, higher levels of MIP-1β, chemoattractant and activator of NK
cells, have been reported in CCHF patients with milder disease [30], while in our study there was no
correlation with disease progression. A recent study showed, that high concentrations of IP-10 and MCP-1 strongly correlate with high
viral load and severity of the disease in CCHF patients [18,46,47]. Most CCHF patients included in our
study had significantly elevated levels of IP-10 regardless of the disease course or outcome. In HFRS
patients, significantly higher levels of IP-10 were observed in PUUV infected patients with severe
disease in comparison to those with mild disease. Similar results were seen in DOBV infected patients,
but the difference between severe and mild disease was not significant. Elevated levels of IP-10 were
also previously reported in Hantaan infected patients with severe disease [48]. Above that, we have
discovered a strong positive correlation between viral load and IP-10 in both CCHF and HFRS patients. Positive correlation between viral load and IFN-α2 was established in HFRS patients, but not in CCHF
patients. Spearman c
4. Discussion 4. Discussion
In VHF a severe clinical manifestation with a fatal outcome is proposed to be a result of
uncontrolled release of cytokines and chemokines (i.e., a cytokine storm) [17,18]. The innate immune
response represents the first line of defense against various viral infections, including CCHF and
HFRS. Secretion of type I cytokines, mainly IFN-α and IFN-β, lead to upregulation of interferon
stimulated genes (ISGs) such as MxA, which was shown to inhibit viral replication of CCHF and
orthohantaviruses via interaction with the viral nucleocapsid protein [21–25]. It was reported that
In VHF a severe clinical manifestation with a fatal outcome is proposed to be a result of uncontrolled
release of cytokines and chemokines (i.e., a cytokine storm) [17,18]. The innate immune response
represents the first line of defense against various viral infections, including CCHF and HFRS. Secretion
of type I cytokines, mainly IFN-α and IFN-β, lead to upregulation of interferon stimulated genes
(ISGs) such as MxA, which was shown to inhibit viral replication of CCHF and orthohantaviruses via
interaction with the viral nucleocapsid protein [21–25]. It was reported that early activation of IFN I
response can be delayed by antagonistic action of CCHFV and orthohantaviruses, thus enabling early
replication of viruses and their systemic spread [26,27]. In our study, both CCHF and HFRS, patients had significantly increased cytokines and chemokines
associated with strong innate and adaptive Th1 immune response in comparison to the control
group. HFRS patients had higher concentrations of TNF-α and IFN-γ, where CCHF patients had
significantly higher concentrations of IFN-α2 and IL-8, proposing activation of different immune cells. 14 of 19 Viruses 2019, 11, 686 Studies have shown that TNF-α contributes to hematophagocytosis trough macrophage activation,
has an antifibrinolytic action and may disrupt endothelial permeability and integrity [28,29]. In addition,
IL-8 is known as the major chemotactic factor for neutrophil granulocytes and was shown to positively
correlate with kidney dysfunction in PUUV infected HFRS patients and with fatal cases of CCHF [30,31]. Elevated levels of different pro-inflammatory cytokines, especially in severe and fatal CCHF patients
and in severe HFRS patients have already been reported previously [12,14,15,18,19,30,32–38]. Similar
cytokine patterns observed in our study in CCHF and HFRS patients, were seen also in patients with
Ebola virus disease (EVD) where elevated levels of IL-1β, IL-1RA, IL-6, IL-8, IL-15, MIP-1α, MIP-1β,
MCP-1, MCP-3, IP-10 and eotaxin were associated with fatal outcome [39,40]. Spearman c
4. Discussion This is conferred with
our results where, in general, patients with HFRS had higher levels of markers indicating endothelial
dysfunction than CCHF patients, despite the fact that CCHF has a fatality rate of up to 30% and that
most severe or fatal patients present with hemorrhages. In our study, HFRS patients had significantly
increased serum concentrations of sE-Selectin, sL-Selectin and sP-Selectin and sVCAM-1, PECAM-1,
which facilitate the entry of leukocytes into inflamed tissues. Increased expression of ICAM-1 and
sVCAM-1 molecules by endothelial cells of blood vessels affects rolling, adhesion and transmigration
of leucocytes and can result in local inflammatory response that can lead to endothelial cell damage and
bleeding [54,55]. In addition to that, patients with HFRS, especially severe cases, also had significantly
higher concentrations of Angiopoietin-2, vWF, Fibrinogen, TM and TF in comparison to control
group, suggesting changes in hemostasis. Angiopoietin-2 is a proangiogenic factor that has recently
been implicated in the direct control of inflammation-related signaling pathways [56]. In our study,
a positive correlation between viral load and Angiopoietin-2 was observed for HFRS and CCHF
patients. On the contrary, Angiopoetin-1 was reported to inhibit hantavirus directed endothelial cell
permeability [57]. Besides, Angiopoietin-2 several other endothelial dysfunction markers, like PAI-1,
ADAMTS3, d-dimer, sPECAM-1, TF and TM were found to correlate with viral load, but only in CCHF
patients. CCHF patients had significantly elevated levels of d-dimer, fibrinogen, vWF, PECAM-1 and
TM compared to control group. Fatal CCHF patients had significantly higher levels of fibrinogen and
TM, which are involved in DIC. Endothelial dysfunction and disseminated intravascular coagulation,
accompanied with increased expression of sICAM-1, sVCAM-1 and TM has also been reported in fatal
EVD cases [40,58]. On the other hand, higher concentrations of two inflammatory factors, GRO-α and sCD40L,
seem to play a protective role in vascular damage and hemorrhaging in VHF. Increased levels of
GRO-α were reported in milder cases of Dengue infections without blood leakage [59,60]. In our
study, patients with PUUV had higher levels of GRO-α than those infected with DOBV, thus they
were able to more efficiently regulate the immune response resulting in milder disease. Even more,
fatal CCHF patients and severe DOBV patients had significantly lower concentrations of GRO-α
in comparison to patients with milder disease. Similar findings were reported concerning sCD40L,
an important proinflammatory factor released by activated platelets. HFRS and CCHF patients had
significantly lower levels of sCD40 ligand in comparison to controls. Spearman c
4. Discussion We have shown that DOBV infected patients with severe disease had significantly higher
levels of MCP-1, MCP-3 and MIP-1α, which regulate migration of monocytes, macrophages and NK
cells at the site of infection. Also, MCP-1, induced by VEGF, is known to cause vascular leakage in vivo
due to reduced tight junctions between vascular endothelium cells [49,50]. Increased levels of MCP-1
were observed in Dengue hemorrhagic fever patients with increased vascular permeability [50]. It is thought that elevated levels of anti-inflammatory IL-10 in early stages of infection impairs
Th1 cell response and enables virus replication and spread. It was shown that elevated concentration
of IL-10 correlate with viral load and severity of the disease in HFRS patients [19,35]. Similar findings
have also been conveyed for fatal CCHF patients [14], but not for survived severe cases [2,15]. Elevated
levels of IL-10 were reported in Dengue hemorrhagic fever and in fatal cases of EVD too [43,51]. In our study, HFRS and CCHF patients had higher levels of IL-10 in comparison to the control
group. When comparing both VHF, surprisingly higher IL-10 concentrations were measured in HFRS
patients in comparison to CCHF patients. Another anti-inflammatory cytokine, IL-4, an important
activation marker of Th2 immune response, was shown to be upregulated in early phase of HFRS [46]. Some studies reported that IL-4 was significantly upregulated also in the late phase of severe HFRS,
while others claimed different results [16,36]. IL-4, was shown to be also increased in patients with
Dengue hemorrhagic fever [52,53]. In our study, significantly higher concentrations of IL-4 were
measured in HFRS infected patients in comparison to the control group, but there was no difference
between the causative agents or disease severity. Concentrations of IL-4 were also significantly higher
in CCHF patients, where highest levels were measured in patients with a fatal outcome. g
In both investigated VHF, endothelial dysfunction with temporary capillary leakage, which can
result in tissue edema and organ failure is the major hallmark of the disease. In HFRS, the pathogenesis is 15 of 19 15 of 19 Viruses 2019, 11, 686 induced without any obvious cytopathology in the capillary endothelium. Thus, it implies that vascular
leakage is more influenced by host immune response than virus characteristics. Author Contributions: Conceptualization, M.K., A.S., K.R.R. and T.A.-Ž.; formal analysis, M.P., M.J., K.S.S., N.K.,
K.R.R. and M.K.; investigation, M.K., K.R.R., M.J., K.S.S., N.K., M.P. and A.S.; resources, T.A.-Ž., M.P.P., J.D.,
X.J. and I.H.; writing—original draft preparation, M.K., K.R.R., M.P. and T.A.-Ž.; writing—review and editing,
N.K., T.A.-Ž., M.P.P. and M.K.; funding acquisition, M.P.P. and T.A.-Ž. Funding: The study was supported by the Slovenian Research Agency (grant no. P3-0083) and by the European
Virus Archive goes Global (EVAg) project that received funding from the European Union Horizon 2020 research
and innovation program under grant agreement no. 653316. The funders had no role in the design of the study; Spearman c
4. Discussion The lowest concentrations of
sCD40L were measured in CCHF patients with fatal outcome, who also had the most pronounced
thrombocytopenia. Significantly, increased levels of sCD40L were reported in milder cases of Dengue
hemorrhagic fever and EVD, suggesting a potential protective role of sCD40L in pathogenesis of VHF. However, low sCD40 levels also correlated with low platelet counts that could result in observed
decreased concentration of sCD40L in these patients [40,59]. VHF are a group of clinically similar diseases, but the intensity of clinical symptoms can vary
from asymptomatic to lethal. The differences in disease progression can only partly be explained by the
direct influence of the virus and are severely influenced by the host’s immune response. The majority
of the studies in this field have shown that both, low and massive immune response can lead to lethal
disease, and only if controlled release of cytokines is produced the viral infection results in a milder
disease [61]. The key question now is how to control and modify the release of cytokines in order to
limit the impact of the disease; however, the answer to this question is yet to be discovered. Author Contributions: Conceptualization, M.K., A.S., K.R.R. and T.A.-Ž.; formal analysis, M.P., M.J., K.S.S., N.K.,
K.R.R. and M.K.; investigation, M.K., K.R.R., M.J., K.S.S., N.K., M.P. and A.S.; resources, T.A.-Ž., M.P.P., J.D.,
X.J. and I.H.; writing—original draft preparation, M.K., K.R.R., M.P. and T.A.-Ž.; writing—review and editing,
N.K., T.A.-Ž., M.P.P. and M.K.; funding acquisition, M.P.P. and T.A.-Ž. Funding: The study was supported by the Slovenian Research Agency (grant no. P3-0083) and by the European
Virus Archive goes Global (EVAg) project that received funding from the European Union Horizon 2020 research
and innovation program under grant agreement no. 653316. The funders had no role in the design of the study; Viruses 2019, 11, 686 16 of 19 16 of 19 in the collection, analyses, or interpretation of data; in the writing of the manuscript, or in the decision to publish
the results. in the collection, analyses, or interpretation of data; in the writing of the manuscript, or in the decision to publish
the results. Acknowledgments: Without dedicated infectious disease specialists and specialists of internal medicine from
different Slovenian hospitals, no clinical research would be possible. References Whitehouse, C.A. Crimean-Congo hemorrhagic fever. Antivir. Res. 2004, 64, 145–160. [CrossRef] [PubMed 1. Whitehouse, C.A. Crimean-Congo hemorrhagic fever. Antivir. Res. 2004, 64, 145–160. [CrossRef] [PubMed]
2. Ergonul, O. Crimean-Congo haemorrhagic fever. Lancet Infect. Dis. 2006, 6, 203–214. [CrossRef] 2. Ergonul, O. Crimean-Congo haemorrhagic fever. Lancet Infect. Dis. 2006, 6, 203–214. [CrossRef] 2. Ergonul, O. Crimean-Congo haemorrhagic fever. Lancet Infect. Dis. 2006, 6, 203–214. [CrossRef] 3. Weber, F.; Mirazimi, A. Interferon and cytokine responses to Crimean Congo hemorrhagic fever virus;
an emerging and neglected viral zonoosis. Cytokine Growth Factor Rev. 2008, 19, 395–404. [CrossRef]
[PubMed] 3. Weber, F.; Mirazimi, A. Interferon and cytokine responses to Crimean Congo hemorrhagic fever virus;
an emerging and neglected viral zonoosis. Cytokine Growth Factor Rev. 2008, 19, 395–404. [CrossRef]
[PubMed] 4. Thomas, S.; Thomson, G.; Dowall, S.; Bruce, C.; Cook, N.; Easterbrook, L.; O’Donoghue, L.; Summers, S.;
Ajazaj, L.; Hewson, R.; et al. Review of Crimean Congo hemorrhagic fever infection in Kosova in 2008 and
2009: Prolonged viremias and virus detected in urine by PCR. Vector Borne Zoonotic Dis. 2012, 12, 800–804. [CrossRef] [PubMed] 5. Bente, D.A.; Forrester, N.L.; Watts, D.M.; McAuley, A.J.; Whitehouse, C.A.; Bray, M. Crimean-Congo
hemorrhagic fever: History, epidemiology, pathogenesis, clinical syndrome and genetic diversity. Antivir. Res. 2013, 100, 159–189. [CrossRef] [PubMed] 6. Vaheri, A.; Strandin, T.; Hepojoki, J.; Sironen, T.; Henttonen, H.; Makela, S.; Mustonen, J. Uncovering the
mysteries of hantavirus infections. Nat. Rev. Microbiol. 2013, 11, 539–550. [CrossRef] [PubMed] 7. Krautkramer, E.; Grouls, S.; Hettwer, D.; Rafat, N.; Tonshoff, B.; Zeier, M. Mobilization of circulating
endothelial progenitor cells correlates with the clinical course of hantavirus disease. J. Virol. 2014, 88, 483–489. [CrossRef] 8. Avsic-Zupanc, T.; Petrovec, M.; Furlan, P.; Kaps, R.; Elgh, F.; Lundkvist, A. Hemorrhagic fever with renal
syndrome in the Dolenjska region of Slovenia—A 10-year survey. Clin. Infect. Dis. 1999, 28, 860–865. [CrossRef] 9. Pal, E.; Strle, F.; Avsic-Zupanc, T. Hemorrhagic fever with renal syndrome in the Pomurje region of
Slovenia—An 18-year survey. Wien. Klin. Wochenschr. 2005, 117, 398–405. [CrossRef] 10. Pal, E.; Korva, M.; Rus, K.R.; Kejzar, N.; Bogovic, P.; Kurent, A.; Avsic-Zupanc, T.; Strle, F. Sequential
assessment of clinical and laboratory parameters in patients with hemorrhagic fever with renal syndrome. PLoS ONE 2018, 13, e0197661. [CrossRef] 11. Krautkramer, E.; Grouls, S.; Stein, N.; Reiser, J.; Zeier, M. Pathogenic old world hantaviruses infect renal
glomerular and tubular cells and induce disassembling of cell-to-cell contacts. J. Virol. Spearman c
4. Discussion Thus, we would like to thank all of
them for their help in collecting HFRS samples and retrieving patients’ case records: Franc Strle, Stanka Lotriˇc
Furlan, Petra Bogoviˇc (University Medical Centre Ljubljana); Božena Kotnik Kevorkijan, Zvonko Baklan, Sibila
Unuk, Rajko Saletinger (University Medical Centre Maribor); Emil Pal (General Hospital Murska Sobota);
Anica Kurent (General Hospital Novo mesto); Gorazd Lešniˇcar, Irena Milotiˇc, Branko Šibanc (General Hospital
Celje); Zala Plešivˇcnik, Davorin Benko (General Hospital Slovenj Gradec); Matjaž Klemenc, Peter Viˇciˇc (General
Hospital Nova Gorica). Conflicts of Interest: The authors declare no conflict of interest. References [PubMed]
22. Kanerva, M.; Melen, K.; Vaheri, A.; Julkunen, I. Inhibition of puumala and tula hantaviruses in Vero cells by 2. Kanerva, M.; Melen, K.; Vaheri, A.; Julkunen, I. Inhibition of puumala and tula hantaviruses in Vero cell
MxA protein. Virology 1996, 224, 55–62. [CrossRef] [PubMed] 23. Andersson, I.; Bladh, L.; Mousavi-Jazi, M.; Magnusson, K.E.; Lundkvist, A.; Haller, O.; Mirazimi, A. Human MxA protein inhibits the replication of Crimean-Congo hemorrhagic fever virus. J. Virol. 2004, 78,
4323–4329. [CrossRef] [PubMed] 24. Levine, J.R.; Prescott, J.; Brown, K.S.; Best, S.M.; Ebihara, H.; Feldmann, H. Antagonism of type I interferon
responses by new world hantaviruses. J. Virol. 2010, 84, 11790–11801. [CrossRef] [PubMed] 25. Resman Rus, K.; Korva, M.; Bogovic, P.; Pal, E.; Strle, F.; Avsic-Zupanc, T. Delayed Interferon Type 1-Induced
Antiviral State Is a Potential Factor for Hemorrhagic Fever With Renal Syndrome Severity. J. Infect. Dis. 2018,
217, 926–932. [CrossRef] 26. Andersson, I.; Karlberg, H.; Mousavi-Jazi, M.; Martinez-Sobrido, L.; Weber, F.; Mirazimi, A. Crimean-Congo
hemorrhagic fever virus delays activation of the innate immune response. J. Med. Virol. 2008, 80, 1397–1404. [CrossRef] [PubMed] 7. Fajs, L.; Resman, K.; Avsic-Zupanc, T. Crimean-Congo hemorrhagic fever virus nucleoprotein suppre
IFN-beta-promoter-mediated gene expression. Arch. Virol. 2014, 159, 345–348. [CrossRef] 28. Fisman, D.N. Hemophagocytic syndromes and infection. Emerg. Infect. Dis. 2000, 6, 601–608. [CrossRef] g
y
y
29. Fernandez-Mestre, M.T.; Gendzekhadze, K.; Rivas-Vetencourt, P.; Layrisse, Z. TNF-alpha-308A allele,
a possible severity risk factor of hemorrhagic manifestation in dengue fever patients. Tissue Antigens 2004,
64, 469–472. [CrossRef] 30. Ergonul, O.; Seref, C.; Eren, S.; Celikbas, A.; Baykam, N.; Dokuzoguz, B.; Gonen, M.; Can, F. Cytokine
response in crimean-congo hemorrhagic fever virus infection. J. Med Virol. 2017, 89, 1707–1713. [CrossRef] 31. Strandin, T.; Makela, S.; Mustonen, J.; Vaheri, A. Neutrophil Activation in Acute Hemorrhagic Fever With
Renal Syndrome Is Mediated by Hantavirus-Infected Microvascular Endothelial Cells. Front. Immunol. 2018,
9, 2098. [CrossRef] 32. Linderholm, M.; Ahlm, C.; Settergren, B.; Waage, A.; Tarnvik, A. Elevated plasma levels of tumor necrosis
factor (TNF)-alpha, soluble TNF receptors, interleukin (IL)-6, and IL-10 in patients with hemorrhagic fever
with renal syndrome. J. Infect. Dis. 1996, 173, 38–43. [CrossRef] 33. Muranyi, W.; Bahr, U.; Zeier, M.; Van Der Woude, F.J. Hantavirus infection. J. Am. Soc. Nephrol. 2005, 16,
3669–3679. [CrossRef] 34. Sadeghi, M.; Eckerle, I.; Daniel, V.; Burkhardt, U.; Opelz, G.; Schnitzler, P. Cytokine expression during early
and late phase of acute Puumala hantavirus infection. BMC Immunol. References 2011, 85, 9811–9823. [CrossRef] [PubMed] 12. Papa, A.; Bino, S.; Velo, E.; Harxhi, A.; Kota, M.; Antoniadis, A. Cytokine levels in Crimean-Congo
hemorrhagic fever. J. Clin. Virol. 2006, 36, 272–276. [CrossRef] [PubMed] 13. Duh, D.; Saksida, A.; Petrovec, M.; Ahmeti, S.; Dedushaj, I.; Panning, M.; Drosten, C.; Avsic-Zupanc, T. Viral load as predictor of Crimean-Congo hemorrhagic fever outcome. Emerg. Infect. Dis. 2007, 13, 1769–1772. [CrossRef] [PubMed] 14. Saksida, A.; Duh, D.; Wraber, B.; Dedushaj, I.; Ahmeti, S.; Avsic-Zupanc, T. Interacting roles of immune
mechanisms and viral load in the pathogenesis of crimean-congo hemorrhagic fever. Clin. Vaccine Immunol. 2010, 17, 1086–1093. [CrossRef] [PubMed] 15. Kaya, S.; Elaldi, N.; Kubar, A.; Gursoy, N.; Yilmaz, M.; Karakus, G.; Gunes, T.; Polat, Z.; Gozel, M.G.; Engin, A.;
et al. Sequential determination of serum viral titers, virus-specific IgG antibodies, and TNF-alpha, IL-6,
IL-10, and IFN-gamma levels in patients with Crimean-Congo hemorrhagic fever. BMC Infect. Dis. 2014, 14,
416. [CrossRef] 17 of 19 17 of 19 Viruses 2019, 11, 686 16. Ozsurekci, Y.; Arasli, M.; Karadag Oncel, E.; Caglayik, D.Y.; Kaya, A.; Icagasioglu, F.D.; Engin, A.;
Korukluoglu, G.; Elaldi, N.; Ceyhan, M. Can the mild clinical course of crimean-congo hemorrhagic fever in
children be explained by cytokine responses? J. Med. Virol. 2013, 85, 1955–1959. [CrossRef] [PubMed] 17. Garanina, E.; Martynova, E.; Davidyuk, Y.; Kabwe, E.; Ivanov, K.; Titova, A.; Markelova, M.; Zhuravleva, M.;
Cherepnev, G.; Shakirova, V.G.; et al. Cytokine Storm Combined with Humoral Immune Response Defect in
Fatal Hemorrhagic Fever with Renal Syndrome Case, Tatarstan, Russia. Viruses 2019, 11, 601. [CrossRef]
[PubMed] 18. Papa, A.; Tsergouli, K.; Caglayik, D.Y.; Bino, S.; Como, N.; Uyar, Y.; Korukluoglu, G. Cytokines as biomarkers
of Crimean-Congo hemorrhagic fever. J. Med. Virol. 2016, 88, 21–27. [CrossRef] 19. Korva, M.; Saksida, A.; Kejzar, N.; Schmaljohn, C.; Avsic-Zupanc, T. Viral load and immune response
dynamics in patients with haemorrhagic fever with renal syndrome. Clin. Microbiol. Infect. 2013, 19,
e358–e366. [CrossRef] 20. Saksida, A.; Duh, D.; Korva, M.; Avsic-Zupanc, T. Dobrava virus RNA load in patients who have hemorrhagic
fever with renal syndrome. J. Infect. Dis. 2008, 197, 681–685. [CrossRef] 1. Frese, M.; Kochs, G.; Feldmann, H.; Hertkorn, C.; Haller, O. Inhibition of bunyaviruses, phleboviru
and hantaviruses by human MxA protein. J. Virol. 1996, 70, 915–923. [PubMed] 21. Frese, M.; Kochs, G.; Feldmann, H.; Hertkorn, C.; Haller, O. Inhibition of bunyaviruses, phleboviruses,
and hantaviruses by human MxA protein. J. Virol. 1996, 70, 915–923. References 2011, 12, 65. [CrossRef] 35. Saksida, A.; Wraber, B.; Avsic-Zupanc, T. Serum levels of inflammatory and regulatory cytokines in patients
with hemorrhagic fever with renal syndrome. BMC Infect. Dis. 2011, 11, 142. [CrossRef] 36. Wang, P.Z.; Li, Z.D.; Yu, H.T.; Zhang, Y.; Wang, W.; Jiang, W.; Bai, X.F. Elevated serum concentrations of
inflammatory cytokines and chemokines in patients with haemorrhagic fever with renal syndrome. J. Int. Med. Res. 2012, 40, 648–656. [CrossRef] Viruses 2019, 11, 686 18 of 19 18 of 19 37. Tsergouli, K.; Papa, A. Immune response in Dobrava-Belgrade virus infections. Arch. Virol. 2016, 161,
3413–3420. [CrossRef] 38. Guo, J.; Guo, X.; Wang, Y.; Tian, F.; Luo, W.; Zou, Y. Cytokine response to Hantaan virus infection in patients
with hemorrhagic fever with renal syndrome. J. Med. Virol. 2017, 89, 1139–1145. [CrossRef] 39. Wauquier, N.; Becquart, P.; Padilla, C.; Baize, S.; Leroy, E.M. Human fatal zaire ebola virus infection is
associated with an aberrant innate immunity and with massive lymphocyte apoptosis. PLoS Negl. Trop. Dis. 2010, 4, e837. [CrossRef] 40. McElroy, A.K.; Erickson, B.R.; Flietstra, T.D.; Rollin, P.E.; Nichol, S.T.; Towner, J.S.; Spiropoulou, C.F. Ebola
hemorrhagic Fever: Novel biomarker correlates of clinical outcome. J. Infect. Dis. 2014, 210, 558–566. [CrossRef] 41. Ferro, T.; Neumann, P.; Gertzberg, N.; Clements, R.; Johnson, A. Protein kinase C-alpha mediates endothelial
barrier dysfunction induced by TNF-alpha. Am. J. Physiol. Lung Cell. Mol. Physiol. 2000, 278, L1107–L1117. [CrossRef] 42. Desai, T.R.; Leeper, N.J.; Hynes, K.L.; Gewertz, B.L. Interleukin-6 causes endothelial barrier dysfunction via
the protein kinase C pathway. J. Surg. Res. 2002, 104, 118–123. [CrossRef] 43. Baize, S.; Leroy, E.M.; Georges, A.J.; Georges-Courbot, M.C.; Capron, M.; Bedjabaga, I.; Lansoud-Soukate, J.;
Mavoungou, E. Inflammatory responses in Ebola virus-infected patients. Clin. Exp. Immunol. 2002, 128,
163–168. [CrossRef] 44. Lukashevich, I.S.;
Tikhonov, I.;
Rodas, J.D.;
Zapata, J.C.;
Yang, Y.;
Djavani, M.;
Salvato, M.S. Arenavirus-mediated liver pathology: Acute lymphocytic choriomeningitis virus infection of rhesus
macaques is characterized by high-level interleukin-6 expression and hepatocyte proliferation. J. Virol. 2003,
77, 1727–1737. [CrossRef] 45. Vernet, M.A.; Reynard, S.; Fizet, A.; Schaeffer, J.; Pannetier, D.; Guedj, J.; Rives, M.; Georges, N.;
Garcia-Bonnet, N.; Sylla, A.I.; et al. Clinical, virological, and biological parameters associated with
outcomes of Ebola virus infection in Macenta, Guinea. JCI Insight 2017, 2, e88864. [CrossRef] 46. Baigildina, A.A.; Khaiboullina, S.F.; Martynova, E.V.; Anokhin, V.A.; Lombardi, V.C.; Rizvanov, A.A. Inflammatory cytokines kinetics define the severity and phase of nephropathia epidemica. Biomark. References Med. 2015, 9, 99–107. [CrossRef] 47. Papa, A.; Yagci Caglayik, D.; Christova, I.; Tsergouli, K.; Korukluoglu, G.; Uyar, Y. Crimean-Congo
hemorrhagic fever: CXCL10 correlates with the viral load. J. Med. Virol. 2015, 87, 899–903. [CrossRef] 48. Zhang, Y.; Liu, B.; Ma, Y.; Yi, J.; Zhang, C.; Zhang, Y.; Xu, Z.; Wang, J.; Yang, K.; Yang, A.; et al. Hantaan
virus infection induces CXCL10 expression through TLR3, RIG-I, and MDA-5 pathways correlated with the
disease severity. Mediat. Inflamm. 2014, 2014, 697837. [CrossRef] 49. Yamada, M.; Kim, S.; Egashira, K.; Takeya, M.; Ikeda, T.; Mimura, O.; Iwao, H. Molecular mechanism and
role of endothelial monocyte chemoattractant protein-1 induction by vascular endothelial growth factor. Arterioscler. Thromb. Vasc. Biol. 2003, 23, 1996–2001. [CrossRef] 50. Lee, Y.R.; Liu, M.T.; Lei, H.Y.; Liu, C.C.; Wu, J.M.; Tung, Y.C.; Lin, Y.S.; Yeh, T.M.; Chen, S.H.; Liu, H.S. MCP-1,
a highly expressed chemokine in dengue haemorrhagic fever/dengue shock syndrome patients, may cause
permeability change, possibly through reduced tight junctions of vascular endothelium cells. J. Gen. Virol. 2006, 87, 3623–3630. [CrossRef] 51. Perez, A.B.; Garcia, G.; Sierra, B.; Alvarez, M.; Vazquez, S.; Cabrera, M.V.; Rodriguez, R.; Rosario, D.;
Martinez, E.; Denny, T.; et al. IL-10 levels in Dengue patients: Some findings from the exceptional
epidemiological conditions in Cuba. J. Med. Virol. 2004, 73, 230–234. [CrossRef] 52. Abhishek, K.S.; Chakravarti, A.; Baveja, C.P.; Kumar, N.; Siddiqui, O.; Kumar, S. Association of interleukin-2,
-4 and-10 with dengue severity. Indian J. Pathol. Microbiol. 2017, 60, 66–69. [CrossRef] 53. Butthep, P.; Chunhakan, S.; Yoksan, S.; Tangnararatchakit, K.; Chuansumrit, A. Alteration of cytokines and
chemokines during febrile episodes associated with endothelial cell damage and plasma leakage in dengue
hemorrhagic fever. Pediatr. Infect. Dis. J. 2012, 31, e232–e238. [CrossRef] 54. Rice, G.E.; Munro, J.M.; Corless, C.; Bevilacqua, M.P. Vascular and nonvascular expression of INCAM-110. A target for mononuclear leukocyte adhesion in normal and inflamed human tissues. Am. J. Pathol. 1991,
138, 385–393. 55. Van Gorp, E.C.; Suharti, C.; Ten Cate, H.; Dolmans, W.M.; Van Der Meer, J.W.; Ten Cate, J.W.; Brandjes, D.P. Review: Infectious diseases and coagulation disorders. J. Infect. Dis. 1999, 180, 176–186. [CrossRef] Viruses 2019, 11, 686 19 of 19 19 of 19 56. Scholz, A.; Plate, K.H.; Reiss, Y. Angiopoietin-2: A multifaceted cytokine that functions in both angiogenesis
and inflammation. Ann. N. Y. Acad. Sci. 2015, 1347, 45–51. [CrossRef] 57. Gavrilovskaya, I.N.; Gorbunova, E.E.; Mackow, N.A.; Mackow, E.R. References Hantaviruses direct endothelial cell
permeability by sensitizing cells to the vascular permeability factor VEGF, while angiopoietin 1 and
sphingosine 1-phosphate inhibit hantavirus-directed permeability. J. Virol. 2008, 82, 5797–5806. [CrossRef] 58. Kerber, R.; Krumkamp, R.; Korva, M.; Rieger, T.; Wurr, S.; Duraffour, S.; Oestereich, L.; Gabriel, M.; Sissoko, D.;
Anglaret, X.; et al. Kinetics of Soluble Mediators of the Host Response in Ebola Virus Disease. J. Infect. Dis. 2018, 218, S496–S503. [CrossRef] 59. De Sousa Cardozo, F.T.G.; Baimukanova, G.; Lanteri, M.C.; Keating, S.M.; Ferreira, F.M.; Heitman, J.;
Pannuti, C.S.; Pati, S.; Romano, C.M.; Sabino, E.C. Serum from dengue virus-infected patients with and
without plasma leakage differentially affects endothelial cells barrier function in vitro. PLoS ONE 2017, 12,
e0178820. [CrossRef] 60. Soe, H.J.; Khan, A.M.; Manikam, R.; Samudi Raju, C.; Vanhoutte, P.; Sekaran, S.D. High dengue virus load
differentially modulates human microvascular endothelial barrier function during early infection. J. Gen. Virol. 2017, 98, 2993–3007. [CrossRef] 61. Perdomo-Celis, F.; Salvato, M.S.; Medina-Moreno, S.; Zapata, J.C. T-Cell Response to Viral Hemorrhagic
Fevers. Vaccines 2019, 7, 11. [CrossRef] © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/).
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Athanasios Karapetsas,1 Antonis Giannakakis,1,2 Denarda Dangaj,1,3
Evripidis Lanitis,1,3 Spyridon Kynigopoulos,4 Maria Lambropoulou,4
Janos L. Tanyi,5 Alex Galanis,1 Stylianos Kakolyris,6 Gregorios Trypsianis,7
George Coukos,3 and Raphael Sandaltzopoulos1 Athanasios Karapetsas,1 Antonis Giannakakis,1,2 Denarda Dangaj,1,3
Evripidis Lanitis,1,3 Spyridon Kynigopoulos,4 Maria Lambropoulou,4
Janos L. Tanyi,5 Alex Galanis,1 Stylianos Kakolyris,6 Gregorios Trypsianis,7
George Coukos,3 and Raphael Sandaltzopoulos1 1Laboratory of Gene Expression, Molecular Diagnosis and Modern Therapeutics, Department of Molecular Biology and Genetics,
Faculty of Health Sciences, Democritus University of Thrace, 68100 Alexandroupolis, Greece
2 h
2Division of Genome and Gene Expression Data Analysis, Bioinformatics Institute, Agency for Science,
Technology and Research (A*STAR), Singapore 138671 gy
g p
3Department of Oncology, University Hospital of Lausanne (CHUV), Ludwig Cancer Research Center,
University of Lausanne, 1011 Lausanne, Switzerland 3Department of Oncology, University Hospital of Lausanne (CHUV), Ludwig Cancer Research Center,
University of Lausanne, 1011 Lausanne, Switzerland y f
4Laboratory of Histology and Embryology, School of Medicine, Faculty of Health Sciences, Democritus University of Thrace,
68100 Alexandroupolis, Greece 4Laboratory of Histology and Embryology, School of Medicine, Faculty of Health Sciences, Democritus University of Thrace,
68100 Alexandroupolis, Greece 4Laboratory of Histology and Embryology, School of Medicine, Faculty of Health Sciences, Democritus University of Thrace,
68100 Al
d
p li
G p
5Division of Gynecologic Oncology, University of Pennsylvania, Philadelphia, PA 19014, USA rtment of Clinical Oncology, School of Medicine, Faculty of Health Sciences, Democritus University of Thrace,
0 Alexandroupolis, Greeceh 6Department of Clinical Oncology, School of Medicine, Faculty of Health Sciences, Democritus University of Thra
68100 Alexandroupolis, Greeceh Medical Statistics Lab, School of Medicine, Faculty of Health Sciences, Democritus University of Thrace, 68100 Alexand 7Medical Statistics Lab, School of Medicine, Faculty of Health Sciences, Democritus University of 7Medical Statistics Lab, School of Medicine, Faculty of Health Sciences, Democritus University of Thrace, 68100 Alexandroupolis, Greece 7Medical Statistics Lab, School of Medicine, Faculty of Health Sciences, Democritus University of Thrace, 68100 Alexandroupolis, Greece 7Medical Statistics Lab, School of Medicine, Faculty of Health Sciences, Democritus University of Thrace, 68100 Alexandroupolis, Greec Correspondence should be addressed to Raphael Sandaltzopoulos; rmsandal@mbg.duth.gr Received 12 January 2015; Revised 27 May 2015; Accepted 28 May 2015 Received 12 January 2015; Revised 27 May 2015; Accepted 28 May 2015 Academic Editor: Beric Henderson Copyright © 2015 Athanasios Karapetsas et al. This is an open access article distributed under the Creative Commons Attribution
License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly
cited. Infiltration of cytotoxic T-lymphocytes in ovarian cancer is a favorable prognostic factor. Hindawi Publishing Corporation
BioMed Research International
Volume 2015, Article ID 712438, 9 pages
http://dx.doi.org/10.1155/2015/712438 Hindawi Publishing Corporation
BioMed Research International
Volume 2015, Article ID 712438, 9 pages
http://dx.doi.org/10.1155/2015/712438 Hindawi Publishing Corporation
BioMed Research International
Volume 2015, Article ID 712438, 9 pages
http://dx.doi.org/10.1155/2015/712438 Athanasios Karapetsas,1 Antonis Giannakakis,1,2 Denarda Dangaj,1,3
Evripidis Lanitis,1,3 Spyridon Kynigopoulos,4 Maria Lambropoulou,4
Janos L. Tanyi,5 Alex Galanis,1 Stylianos Kakolyris,6 Gregorios Trypsianis,7
George Coukos,3 and Raphael Sandaltzopoulos1 Employing a differential expression
approach, we have recently identified a number of genes associated with CD8+ T-cell infiltration in early stage ovarian tumors. In
the present study, we validated by qPCR the expression of two genes encoding the transmembrane proteins GPC6 and TMEM132D
in a cohort of early stage ovarian cancer patients. The expression of both genes correlated positively with the mRNA levels of
CD8A, a marker of T-lymphocyte infiltration [Pearson coefficient: 0.427 (𝑝= 0.0067) and 0.861 (𝑝< 0.0001), resp.]. GPC6 and
TMEM132D expression was also documented in a variety of ovarian cancer cell lines. Importantly, Kaplan-Meier survival analysis
revealed that high mRNA levels of GPC6 and/or TMEM132D correlated significantly with increased overall survival of early stage
ovarian cancer patients (𝑝= 0.032). Thus, GPC6 and TMEM132D may serve as predictors of CD8+ T-lymphocyte infiltration and
as favorable prognostic markers in early stage ovarian cancer with important consequences for diagnosis, prognosis, and tumor
immunobattling. 1. Introduction About 22,000 new cases and 14,000 deaths are expected in
the United States alone in 2014 [1]. Because of the lack of
obvious and specific symptoms at the onset of the disease,
the majority of the cases are diagnosed at a late stage. The
five-year overall survival rate of ovarian cancer patients is Despite the slight decrease in the incidence and death rates
of ovarian cancer over the recent years, it remains the
major cause of death due to gynecological malignancies. 2 BioMed Research International 2 approximately 44%. On the contrary, patients with early
stage ovarian cancer exhibit significantly higher survival
rates [2]. The age at the time of diagnosis, the stage of
the disease, the histological subtype, and tumor grade are
common prognostic factors used to predict clinical outcome
[3]. Similarly, the expression levels of several genes have
been found to correlate with patients’ survival [4–7]. For
instance, patients with low/intermediate levels of BRCA1
mRNA exhibit higher overall survival following treatment
with platinum-based chemotherapy compared to patients
with high levels of BRCA1 mRNA [8]. Thus, characterization
of molecular markers with prognostic value is of great impor-
tance in order to stratify high-risk ovarian cancer patients and
implement the most appropriate therapeutic scheme. involved in intercellular signalling and cell-cell recognition,
aspects critical for the mechanisms of cell attraction and
recruitment. We validated with qPCR the expression of GPC6
and TMEM132D in a cohort of stage I-II ovarian cancer
patients. The expression of both genes correlated positively
with the CD8A marker and thus with T-cell infiltration. Furthermore, the expression of both genes was monitored in a
variety of ovarian cancer cell lines. Ultimately, we performed
a retrospective survival analysis of the early stage ovarian
cancer patients and correlated the mRNA levels of GPC6
and TMEM132D with the overall survival. Patients with high
mRNA levels of GPC6 and/or TMEM132D exhibited survival
benefit compared to patients with low mRNA levels of both
genes. p
pp
p
p
Similar to several other types of solid cancers, ovarian
tumors are immunogenic with various immune cell popula-
tions infiltrating the tumor sites. Zhang et al. demonstrated
that intratumoral infiltration of CD3+ T-lymphocytes cor-
relates significantly with high progression-free and overall
survival of ovarian cancer patients [9]. Since then, a number
of studies have highlighted the prognostic significance of T-
cell infiltration in ovarian cancer [10–13]. 2. Materials and Methods 2.1. Patients and Specimens. Ovarian cancer tumor speci-
mens were obtained from patients undergoing primary debu-
lking surgery by surgeons within the Gynecologic Oncology
Division at the University of Pennsylvania. The stage of the
disease was determined by the gynecologic oncologists. The
histology and grade of the tumor samples were established
by the surgical pathologist. Specimens were immediately
snap-frozen and stored at −80∘C. The tissue collection
was approved by the IRB committee of the University of
Pennsylvania. The analysis of the samples took place at the
Department of Molecular Biology and Genetics, abiding to
the guidelines of the Ethics Commission of the Democritus
University of Thrace. 2.2. Cell Lines and Culture. Human epithelial ovarian cancer
cell lines SKOV3, OVCAR3, OVCAR5, A1847, A2780, and
C30 were acquired from ATCC and cultured in RPMI
1640 with stable glutamine, supplemented with 10% FBS,
100 U/mL penicillin, and 100 𝜇g/mL streptomycin (all from
Biosera). Mouse ovarian cancer cell line ID8 was originally
donated by Drs. Kathy Robby and Paul Terranova and
cultured in DMEM high glucose with stable glutamine and
sodium pyruvate (Biosera), supplemented with 10% FBS,
100 U/mL penicillin, and 100 𝜇g/mL streptomycin. Cell lines
were cultured at 37∘C, 5% CO2, in a humidified atmosphere
and passaged for fewer than six months since receipt and
stock thawing. p
Recently, utilizing a fluorescent version of the ADDER
(Amplification of Double-Stranded cDNA End Restriction
Fragments) Differential Display methodology, we identified,
for the first time, genes overexpressed in early stage ovar-
ian cancer which are associated with CD8+ T-lymphocyte
infiltration [19]. For instance, the mRNA levels of one of
the identified genes, SMARCE1, correlated significantly with
the expression of CD8A, a marker of T-cell infiltration. Importantly, forced overexpression of SMARCE1 in ovarian
cancer cells induced the expression and secretion of certain
chemokines and consequently triggered the chemotaxis of
CD8+ T-lymphocytes in vitro [19]. In the present study, we evaluated the expression of
two other overexpressed genes, GPC6 and TMEM132D, and
investigated whether they could represent novel prognostic
markers of survival in early stage ovarian cancer. We selected
to study these two genes as they are both surface antigens. TMEM132D is a transmembrane protein, while GPC6 is
a GPI-anchored protein on the outer surface of the cell
which may be cleaved off and released in the extracellular
space. Through the heparan sulfate glycosaminoglycan chains
GPC6 can interact with other molecules and receptors of
the membrane. 1. Introduction For instance, it has
been well documented that infiltration with high numbers
of CD8+ T-lymphocytes associates positively with survival
benefit and favorable clinical outcome [14, 15]. So far, gene
expression profiling by microarrays has been employed by
three independent research groups in order to elucidate the
genes and the underlying molecular mechanisms that govern
T-cell infiltration in ovarian cancer [16–18]. All of these
studies focused on advanced stage ovarian cancer and each
identified a number of differentially expressed genes that were
associated with CD8+ T-lymphocyte infiltration and immune
responses and even with survival [16–18].l 3. Results For relative quantification, the formula RQ = 2−(ΔΔCt) was
used. Prior to using the ΔΔCt method for relative quanti-
fication of the transcripts, validation experiments were per-
formed by applying the relative standard curve method in
order to demonstrate that the PCR efficiencies of the targets
CD8A, GPC6, and TMEM132D and of the housekeeping gene
b-actin were approximately equal. In general, each reaction
was run in triplicate and each PCR experiment included two
nontemplate controls. By employing a fluorescent version of ADDER Differential
Display, we have recently reported the identification of 128
genes overexpressed in early stage ovarian tumors enriched
with CD8+ T-lymphocytes (TIL+ tumors) [19]. GPC6 and
TMEM132D, encoding for the heparan sulfate proteoglycan
Glypican-6 and the transmembrane protein 132D, respec-
tively, were included in the identified genes (Figures 1(a) and
2(a), resp.). Here, we further evaluated the expression of these
two genes in early stage ovarian cancer. 2.5. ADDER Fluorescent Differential Display. ADDER was
adapted from [20] for fluorescent detection as previously
described [19]. 3.1. GPC6 and TMEM132D Are Differentially Expressed in
TIL+ Early Stage Ovarian Cancer and Their Expression
Levels Correlate with CD8+ T-Cell Infiltration. In order to
validate the expression of GPC6 and TMEM132D in early
stage ovarian cancer, we measured by qPCR their mRNA
levels in tumor samples from 38 stage I-II ovarian cancer
patients (Figures 1(b) and 2(b), resp.). The expression of
both genes was detectable in all patient samples analyzed, at
various levels. To investigate whether GPC6 and TMEM132D
expression correlates with CD8+ T-lymphocyte infiltration
in early stage ovarian cancer, we used qPCR to quantify
the mRNA levels of the CD8A marker in the same cohort
of patients. Interestingly, a statistically significant positive
correlation between the mRNA levels of GPC6 or TMEM132D
and CD8A accordingly was observed (Figures 1(c) and 2(c),
resp.). Thus, the mRNA expression levels of GPC6 and
TMEM132D correlate with CD8+ T-lymphocyte infiltration
in early stage ovarian cancer. Moreover, we quantified by
qPCR the relative expression of GPC6 and TMEM132D in
a variety of ovarian cancer cell lines and demonstrated
that the expression of both genes is not restricted to the
infiltrating immune cells and may actually originate from the
tumor cells. As shown in Figure 1(d), expression of GPC6
was documented in all cell lines tested except one (i.e.,
OVCAR5). Similarly, all ovarian cancer cell lines expressed
TMEM132D (Figure 2(c)). To further validate the expression 2.6. Immunohistochemistry. 2. Materials and Methods Overall survival was defined as the
time interval from diagnosis/first surgery to death or last
follow-up. Multivariate Cox proportional hazards regression
analysis was performed in order to evaluate the independent
effect of GPC6 and TMEM132D mRNA levels on overall sur-
vival. Multivariate regression models included stage, grade,
histotype, and CD8A mRNA levels. All tests were two-tailed
and statistical significance was considered for 𝑝values < 0.05. conditions: 95∘C/3 min and then 40 cycles at 95∘C/15 sec-
onds and at 59∘C/1 min. The housekeeping gene b-actin was
employed as internal control for normalization. The primers
for CD8A, GPC6, TMEM132D, and b-actin were as follows: CD8A forward 5-CCCTGAGCAACTCCATCA-
TGT-3and reverse 5-GGCTTCGCTGGCAGGAA-3, GPC6 forward 5-GGGCACAGCAAAGCCAGATA-
3and reverse 5-TGGTTGGTGAGCCCATCAT-3, TMEM132D forward 5-CACTGGTCGCCGGTA-
CTCAT-3and reverse 5-GACCTTCCGTCACTTTGGAAAA-3, b-actin forward 5-GCGCGGCTACAGCTTCA-3
and 2. Materials and Methods Moreover, glypicans may regulate Hedgehog,
Wnt, BMP, and FGF signaling pathways. On the contrary, the
exact biological role of TMEM132D still remains quite elusive. The localization of these proteins suggests that they may be 2.3. RNA Isolation and Reverse Transcription. Total RNA was
isolated from tissue or from 1 × 106 cells with TRIzol reagent
(Life Technologies). The quality, integrity, and quantity of
the isolated RNA were assessed spectrophotometrically and
by gel electrophoresis. Following treatment with RNase-free
DNase, total RNA was reverse-transcribed using Superscript
First-Strand Synthesis Kit for RT-PCR (Life Technologies)
according to manufacturer’s instructions. 2.4. Quantitative PCR. qPCR was performed on a StepOne
real-time PCR system (Applied Biosystems) using the KAPA
SYBR Fast qPCR kit (KAPA Biosystems) under the following BioMed Research International 3 2.7. Statistical Analysis. Graphs and statistical analysis of the
data were performed with GraphPad Prism 5 and SPSS ver-
sion 19.0. Correlation of GPC6 and TMEM132 mRNA levels
with CD8A expression levels was examined by Pearson coef-
ficient correlation. The chi-square test was used to assess the
association of the expression levels of GPC6 and TMEM132D
with patients’ clinicopathologic characteristics (stage, grade,
and histotype). To study whether mRNA levels of GPC6
and TMEM132D were predictive for overall survival, survival
rates were calculated with the Kaplan-Meier method and the
statistical difference between survival curves was determined
with the log-rank test. Overall survival was defined as the
time interval from diagnosis/first surgery to death or last
follow-up. Multivariate Cox proportional hazards regression
analysis was performed in order to evaluate the independent
effect of GPC6 and TMEM132D mRNA levels on overall sur-
vival. Multivariate regression models included stage, grade,
histotype, and CD8A mRNA levels. All tests were two-tailed
and statistical significance was considered for 𝑝values < 0.05. 2.7. Statistical Analysis. Graphs and statistical analysis of the
data were performed with GraphPad Prism 5 and SPSS ver-
sion 19.0. Correlation of GPC6 and TMEM132 mRNA levels
with CD8A expression levels was examined by Pearson coef-
ficient correlation. The chi-square test was used to assess the
association of the expression levels of GPC6 and TMEM132D
with patients’ clinicopathologic characteristics (stage, grade,
and histotype). To study whether mRNA levels of GPC6
and TMEM132D were predictive for overall survival, survival
rates were calculated with the Kaplan-Meier method and the
statistical difference between survival curves was determined
with the log-rank test. 3. Results The relative expression of GPC6 was plotted along with the res
on levels after normalization to b-actin. A pooled mix of equal amounts of all samples served as calibrator (Cal). (c) P
fficient of CD8A-GPC6 expression levels. The correlation is significant (𝑝= 0.0067). (d) The relative expression of GP
cell lines was estimated by qPCR (normalized to b-actin). (e-f) Immunohistochemistry of GPC6 expression in repres
rian tumor samples. (e) Negative expression of GPC6 protein in the tumor sample 314 with low mRNA levels of the res
(f) Strong expression of the GPC6 protein in the 408 sample with also high mRNA levels (see 1(b)). Magnification (e-f
n, bars: SEM. (a)
GPC6
(b)
Pearson r
95% C.I. 0.427
38
GPC6
p value
p = 0.0067
Number of XY pairs
0.129 to 0.654
(c)
mRNA relative expression
Cell lines
45
40
10
8
6
4
2
0
OVCAR3
OVCAR5
SKOV3
ID8
A2780
A1847
C30
GPC6
(d)
Low GPC6
High GPC6 (d)
50𝜇m
High GPC6
(f) 50𝜇m
Low GPC6
(e) Low GPC6 (f) (e) Figure 1: GPC6 is overexpressed in TIL+ early stage ovarian cancer and its expression correlates positively with CD8+ T-lymphocyte
infiltration. (a) GPC6 was overexpressed in the TIL+ ovarian cancer sample as visualized by fluorescent ADDER (band indicated by an
arrow). Lane (+) displays the gene expression profile of the TIL+ sample generated by the corresponding Differential Display primer set;
lane (−) displays the expression profile of the TIL−sample and lane (C) displays the combined profile of equal amount of PCR products of
both samples. Genes expressed equally in both samples appear as yellow bands in lane (C). (b) The expression of GPC6 was quantified by
qPCR in samples derived from 38 stage I-II ovarian cancer patients. The relative expression of GPC6 was plotted along with the respective
CD8A expression levels after normalization to b-actin. A pooled mix of equal amounts of all samples served as calibrator (Cal). (c) Pearson
correlation coefficient of CD8A-GPC6 expression levels. The correlation is significant (𝑝= 0.0067). (d) The relative expression of GPC6 in 7
ovarian cancer cell lines was estimated by qPCR (normalized to b-actin). (e-f) Immunohistochemistry of GPC6 expression in representative
early stage ovarian tumor samples. (e) Negative expression of GPC6 protein in the tumor sample 314 with low mRNA levels of the respective
gene (see 1(b)). 3. Results Paraffin embedded tissue sam-
ples from ovarian tumors were available from patients
who underwent surgery. Four-micron sections (4 𝜇m) of
representative blocks from each case were deparaffinized,
rehydrated, and treated with 0.3% H2O2 for 5 min in
methanol to prevent endogenous peroxidase activity and
were immunostained by the peroxidase method (Envision
System, DAKO, Carpinteria, California, USA) according to
the manufacturer’s recommendations. After antigen retrieval
and endogenous peroxidase blockade, the sections were
incubated overnight at 4∘C with polyclonal antibodies against
Glypican-6 (Acris, Germany) and TMEM132D (Novus Bio,
USA) in 1 : 100 and 1 : 80 dilutions, respectively. Then, the sec-
tions were incubated with secondary antibody at room tem-
perature for 60 min. Finally, bound antibody complexes were
stained for 10 min with 0.05% diaminobenzidine. Sections
were then briefly counterstained with Mayer’s haematoxylin,
mounted, and examined under a Nikon Eclipse 50i micro-
scope. Control slides were incubated for the same period with
nonimmunized rabbit serum (negative control). A positive
control was always run in the assay. The staining results were
evaluated by a pathologist based on the percentage of staining
in tumor cells. 4 BioMed Research International C
−
+
(a)
CD8A
GPC6
mRNA relative expression
40
30
20
10
0
658
630
107
537
197
305
290
547
661
565
x2
568
402
409
573
269
230
261
314
254
555
288
395
522
458
608
328
98
334
526
108
x3
206
241
x1
350
418
408
Cal
Patient
(b)
Pearson r
95% C.I. 0.427
38
GPC6
p value
p = 0.0067
Number of XY pairs
0.129 to 0.654
(c)
mRNA relative expression
Cell lines
45
40
10
8
6
4
2
0
OVCAR3
OVCAR5
SKOV3
ID8
A2780
A1847
C30
GPC6
(d)
50𝜇m
Low GPC6
(e)
50𝜇m
High GPC6
(f)
C6 is overexpressed in TIL+ early stage ovarian cancer and its expression correlates positively with CD8+ T-lymp
GPC6 was overexpressed in the TIL+ ovarian cancer sample as visualized by fluorescent ADDER (band indicate
+) displays the gene expression profile of the TIL+ sample generated by the corresponding Differential Display prim
ys the expression profile of the TIL−sample and lane (C) displays the combined profile of equal amount of PCR prod
Genes expressed equally in both samples appear as yellow bands in lane (C). (b) The expression of GPC6 was quant
les derived from 38 stage I-II ovarian cancer patients. 3. Results (f) Strong expression of the GPC6 protein in the 408 sample with also high mRNA levels (see 1(b)). Magnification (e-f): ×400. Columns: mean, bars: SEM. 5 BioMed Research International C
−
+
(a)
658
630
107
537
197
305
290
547
661
565
x2
568
402
409
573
269
230
261
314
254
555
288
395
522
458
608
328
98
334
526
108
x3
206
241
x1
350
418
408
Cal
Patient
mRNA relative expression
CD8A
TMEM132D
120
80
25
20
15
10
5
0
(b)
Number of XY pairs
Pearson r
95% C.I. 0.861
38
TMEM132D
p value
p < 0.0001
0.747 to 0.923
(c)
TMEM132D
mRNA relative expression
Cell lines
OVCAR3
OVCAR5
SKOV3
ID8
A2780
A1847
C30
15
10
5
0
(d)
50𝜇m
Low TMEM132D
(e)
50𝜇m
High TMEM132D
(f)
M132D is overexpressed in TIL+ early stage ovarian cancer and its expression correlates positively with CD8+
TMEM132D was overexpressed in the TIL+ ovarian cancer sample as visualized by fluorescent ADDER (ban
The expression of GPC6 was quantified by qPCR in samples derived from 38 stage I-II ovarian cancer patien
MEM132D was plotted along with the respective CD8A expression levels after normalization to b-actin. A pool
amples served as calibrator (Cal). (c) Pearson correlation coefficient of CD8A-TMEM132D expression levels.h
= 0.0067). (d) The relative expression of TMEM132D in 7 ovarian cancer cell lines was estimated by qPCR
mmunohistochemistry of TMEM132D expression in representative early stage ovarian tumor samples. (e) Nega
protein in the tumor sample 408 with low mRNA levels of the respective gene (see 2(b)). (f) Very strong ex
tein in the 314 sample with also high mRNA levels (see 2(b)). Magnification (e-f): ×400. Columns: mean, bar (a)
658
630
107
537
197
305
290
547
661
565
x2
568
402
409
573
269
230
261
314
254
555
288
395
522
458
608
328
98
334
526
108
x3
206
241
x1
350
418
408
Cal
Patient
m
CD8A
TMEM132D
5
0
(b)
Number of XY pairs
Pearson r
95% C.I. 0.861
38
TMEM132D
p value
p < 0.0001
0.747 to 0.923
(c)
TMEM132D
mRNA relative expression
Cell lines
OVCAR3
OVCAR5
SKOV3
ID8
A2780
A1847
C30
15
10
5
0
(d)
50𝜇m
Low TMEM132D
(e)
50𝜇m
High TMEM132D
(f)
Figure 2: TMEM132D is overexpressed in TIL+ early stage ovarian cancer and its expression correlates positively with CD8+ T-lymphocyte
infiltration. 3. Results (a) TMEM132D was overexpressed in the TIL+ ovarian cancer sample as visualized by fluorescent ADDER (band indicated by
an arrow). (b) The expression of GPC6 was quantified by qPCR in samples derived from 38 stage I-II ovarian cancer patients. The relative
expression of TMEM132D was plotted along with the respective CD8A expression levels after normalization to b-actin. A pooled mix of equal
amounts of all samples served as calibrator (Cal). (c) Pearson correlation coefficient of CD8A-TMEM132D expression levels. The correlation
is significant (𝑝= 0.0067). (d) The relative expression of TMEM132D in 7 ovarian cancer cell lines was estimated by qPCR (normalized to
b-actin). (e-f) Immunohistochemistry of TMEM132D expression in representative early stage ovarian tumor samples. (e) Negative expression
of TMEM132D protein in the tumor sample 408 with low mRNA levels of the respective gene (see 2(b)). (f) Very strong expression of the
TMEM132D protein in the 314 sample with also high mRNA levels (see 2(b)). Magnification (e-f): ×400. Columns: mean, bars: SEM. ( )
50𝜇m
High TMEM132D
(f) 50𝜇m
Low TMEM132D
(e) (e) (f) Figure 2: TMEM132D is overexpressed in TIL+ early stage ovarian cancer and its expression correlates positively with CD8+ T-lymphocyte
infiltration. (a) TMEM132D was overexpressed in the TIL+ ovarian cancer sample as visualized by fluorescent ADDER (band indicated by
an arrow). (b) The expression of GPC6 was quantified by qPCR in samples derived from 38 stage I-II ovarian cancer patients. The relative
expression of TMEM132D was plotted along with the respective CD8A expression levels after normalization to b-actin. A pooled mix of equal
amounts of all samples served as calibrator (Cal). (c) Pearson correlation coefficient of CD8A-TMEM132D expression levels. The correlation
is significant (𝑝= 0.0067). (d) The relative expression of TMEM132D in 7 ovarian cancer cell lines was estimated by qPCR (normalized to
b-actin). (e-f) Immunohistochemistry of TMEM132D expression in representative early stage ovarian tumor samples. (e) Negative expression
of TMEM132D protein in the tumor sample 408 with low mRNA levels of the respective gene (see 2(b)). (f) Very strong expression of the
TMEM132D protein in the 314 sample with also high mRNA levels (see 2(b)). Magnification (e-f): ×400. Columns: mean, bars: SEM. 6 BioMed Research International 6 Table 1: Clinicopathologic characteristics of the stage I/II ovarian cancer patients. Table 1: Clinicopathologic characteristics of the stage I/II ovarian cancer patients. Table 1: Clinicopathologic characteristics of the stage I/II ovarian cancer patients. 3. Results Consistently,
the tumors with low mRNA levels of TMEM132D showed
little expression at protein level, whereas the tumors with high
levels of TMEM132D mRNA also showed strong expression
at protein level. In conclusion, GPC6 and TMEM132D could
serve as potent markers of CD8+ T-cell infiltration in early
stage ovarian cancer. of GPC6 and TMEM132D at protein level in the cancer
cells, we performed immunohistochemistry in sections from
representative tumor samples with either high or low mRNA
levels of GPC6 and TMEM132D as categorized by qPCR
(Figures 1(e)-1(f) and 2(e)-2(f)). As depicted in Figure 1(e),
the tumors with low mRNA levels of GPC6 also showed
negative expression of the gene at protein level. On the
contrary, high expression of the GPC6 protein was observed
in tumors with high mRNA levels of the gene. Consistently,
the tumors with low mRNA levels of TMEM132D showed
little expression at protein level, whereas the tumors with high
levels of TMEM132D mRNA also showed strong expression
at protein level. In conclusion, GPC6 and TMEM132D could
serve as potent markers of CD8+ T-cell infiltration in early
stage ovarian cancer. As about 25% of the tumors exhibited abundant T-
cell infiltration and both GPC6 and TMEM132D correlated
with infiltration, the 75th percentile median mRNA levels
of GPC6 (1.8 relative expression units) or TMEM132D (5.0
relative expression units) were selected as the cut-off values
to subdivide the patient cohort into two groups: patients
with high and patients with low mRNA levels of the relevant
gene. There was no significant age difference among the two
groups of patients, neither in the case of GPC6 subdivision
nor in the case of TMEM132D subdivision. The presence of
high levels of GPC6 and TMEM132D was also analysed in
relation to stage, grade, and type of the disease. Statistically
significant differences were not observed for the mRNA levels
of the two genes among different stages, grades, or types of
tumors (Tables S1 and S2 in Supplementary Material available
online at http://dx.doi.org/10.1155/2015/712438). Kaplan-Meir
curves were calculated for the mRNA levels in order to
assess whether GPC6 or TMEM132D levels were predictive of 3.2. The mRNA Levels of GPC6 and TMEM132D Correlate
with Patients’ Overall Survival in Early Stage Ovarian Cancer. In order to evaluate the survival predictive value of GPC6
and TMEM132D mRNA levels in early stage ovarian cancer,
we performed a retrospective clinical analysis of the above-
studied stage I-II ovarian cancer patients. 3. Results Characteristic
𝑁(%)
All stages, 𝑁= 35
Stage I, 𝑁= 28 (80%)
Stage II, 𝑁= 7 (20%)
Age at diagnosis
Median/mean
59/57.63
59/56.86
59/60.71
Range
(34–83)
(34–78)
(51–83)
Grade
0
2 (5.7)
2 (7.1)
1
12 (34.3)
10 (35.7)
2 (28.6)
2
8 (22.9)
5 (17.9)
3 (42.9)
3
13 (37.1)
11 (39.3)
2 (28.6)
Histological subtype
Serous
11 (31.4)
9 (32.1)
2 (28.5)
Endometrioid
20 (57.2)
16 (57.2)
4 (57.2)
Clear-cell
4 (11.4)
3 (10.7)
1 (14.3)
Debulking status
Optimal
34 (97.1)
28 (100)
6 (85.7)
Suboptimal
1 (2.9)
1 (14.3)
Response to therapy
CRa
33 (94.3)
27 (96.4)
6 (85.7)
PDb
2 (5.7)
1 (3.6)
1 (14.3)
Survival
Ovarian cancer deaths
6 (17.1)
4 (14.3)
2 (28.5)
Total number of deaths
6 (17.1)
4 (14.3)
2 (28.5)
aComplete response. bProgressive disease. (Table 1). All of the clear-cell and more than half of the
endometrioid tumors (55%) were high grade. Similarly, about
54% of the serous tumours were also high grade. The median
age at diagnosis for all patients was 59 years, while the mean
overall survival among the entire cohort was 189 months
(95% C.I. 164–213, Table 2). Six patients (17.14%) deceased
due to the disease during the study period. There were no
statistically significant differences in survival among the two
stages or the histological subtypes of the disease (data not
shown). (Table 1). All of the clear-cell and more than half of the
endometrioid tumors (55%) were high grade. Similarly, about
54% of the serous tumours were also high grade. The median
age at diagnosis for all patients was 59 years, while the mean
overall survival among the entire cohort was 189 months
(95% C.I. 164–213, Table 2). Six patients (17.14%) deceased
due to the disease during the study period. There were no
statistically significant differences in survival among the two
stages or the histological subtypes of the disease (data not
shown). of GPC6 and TMEM132D at protein level in the cancer
cells, we performed immunohistochemistry in sections from
representative tumor samples with either high or low mRNA
levels of GPC6 and TMEM132D as categorized by qPCR
(Figures 1(e)-1(f) and 2(e)-2(f)). As depicted in Figure 1(e),
the tumors with low mRNA levels of GPC6 also showed
negative expression of the gene at protein level. On the
contrary, high expression of the GPC6 protein was observed
in tumors with high mRNA levels of the gene. 3. Results Over twenty
percent (21.4%) of the patients with low levels deceased due
to the disease. Similar results were obtained for TMEM132D. Interestingly, all patients with high mRNA levels of GPC6 or
TMEM132D were still alive at the end of the study. We then asked whether the expression of both GPC6 and
TMEM132D genes in combination correlated with survival. We divided the patients into 2 groups based on the combined
expression of GPC6 and TMEM132D: (i) patients with low
levels of both genes (𝑛= 22, 62.9%) and (ii) patients with
high mRNA levels of GPC6 and/or TMEM132D (𝑛= 13,
37.1%). No significant difference in age was observed among
the two groups. Patients with low mRNA levels of both GPC6
and TMEM132D had a mean overall survival of 144 months
(95% C.I. 114–174). Furthermore, 27.3% of the patients with
low mRNA levels deceased due to the disease (Table 2). On
the contrary, all the patients with high mRNA levels of GPC6
and/or TMEM132D were alive until the last follow-up (or
the end of the study). In conclusion, as shown in Figure 3,
high mRNA levels of GPC6 and/or TMEM132D correlate
significantly with increased overall survival (𝑝= 0.032) in
early stage ovarian cancer. Figure 3: High mRNA levels of GPC6 and/or TMEM132D corre-
late with increased overall survival of early stage ovarian cancer
patients. Kaplan-Meier survival curves calculated for both GPC6
and TMEM132D mRNA levels. Patients were divided into two
groups: (i) patients with low mRNA levels of both GPC6 and
TMEM132D (cut-off points 1.8 and 5, resp.) and (ii) patients with
GPC6 and/or TMEM132D high levels. Patients with high mRNA
levels of GPC6 and/or TMEM132D exhibit a favorable overall
survival (𝑝= 0.032). Although CD8A is a classic established marker of T-cell
infiltration in ovarian cancer, in our cohort of patients, the
prognostic value of CD8A mRNA levels was statistically weak
(𝑝= 0.805) possibly due to the small size of the sample
and the low number of deaths. However, in the same cohort
of patients, high mRNA levels of GPC6 and/or TMEM132
associated significantly with increased survival. and TMEM132D with CD8+ T-lymphocyte infiltration and
favorable prognosis in early stage ovarian cancer. Both genes
were found to be differentially expressed in TIL+ versus the
TIL−early stage ovarian cancer [19]. 3. Results Patients x1, x2, and
x3 were excluded from this analysis due to unavailability of
complete data. The clinicopathologic characteristics of the
35 early stage ovarian cancer patients are shown in Table 1. Twenty-eight patients (80%) presented stage I ovarian cancer
and seven patients (20%) were stage II. The majority of
the patients had endometrioid and clear-cell ovarian tumors BioMed Research International BioMed Research International 7 Table 2: Survival characteristics of patients related to their tumoral GPC6 and TMEM132D mRNA levels. All
GPC6 mRNA levels
TMEM132D mRNA levels
GPC6/TMEM132D mRNA levels
Low
High
Low
High
Both low
High GPC6 and/or TMEM132D
N (%)
35
28 (80)
7 (20)
26 (74.3)
9 (25.7)
22 (62.9)
13 (37.1)
Survival
5-year survival (%)
91.34 ± 4.78 88.73 ± 6.13
100
88.29 ± 6.36
100
85.45 ± 7.78
100
10-year survival (%)
84.69 ± 6.34 80.06 ± 8.04
100
78.73 ± 8.55
100
73.62 ± 10.27
100
Overall survival (months)
Mean ± SE
189 ± 12
179 ± 15
Undefineda
152 ± 13
Undefineda
144 ± 15
Undefineda
95% C.I. 164–213
149–209
—
126–177
—
114–174
—
Death cases (%)
6 (17.14%)
6 (21.4)
0 (0)
6 (23.1)
0 (0)
6 (27.3)
0 (0)
𝑝value (log-rank test)
0.214
0.099
0.032
aAll subjects alive. Table 2: Survival characteristics of patients related to their tumoral GPC6 and TMEM132D mRNA levels. High GPC6 and/or TMEM132D
Low GPC6 and TMEM132D
Log-rank p = 0.032
Time (months)
Overall survival
1.0
0.8
0.6
0.4
0.2
0.0
0
50
100
150
200
250
Figure 3: High mRNA levels of GPC6 and/or TMEM132D corre-
late with increased overall survival of early stage ovarian cancer
patients. Kaplan-Meier survival curves calculated for both GPC6
and TMEM132D mRNA levels. Patients were divided into two
groups: (i) patients with low mRNA levels of both GPC6 and
TMEM132D (cut-off points 1.8 and 5, resp.) and (ii) patients with
GPC6 and/or TMEM132D high levels. Patients with high mRNA
levels of GPC6 and/or TMEM132D exhibit a favorable overall
survival (𝑝= 0.032). High GPC6 and/or TMEM132D
Low GPC6 and TMEM132D
Log-rank p = 0.032
Time (months)
Overall survival
1.0
0.8
0.6
0.4
0.2
0.0
0
50
100
150
200
250 survival (Figures S1(a) and (b), resp.). As shown in Table 2, the
analysis suggested a strong trend towards increased survival
for patients with high mRNA levels of GPC6. 3. Results Here we validated by
qPCR analysis in a larger group of stage I/II patients (𝑛= 38)
that the mRNA expression levels of the two genes significantly
correlated with the mRNA levels of the T-cell infiltration
marker CD8A. More importantly, we showed that early stage
ovarian cancer patients with high mRNA levels of at least one
of the two genes, GPC6 and TMEM132D, exhibited increased
overall survival compared to patients with low levels of both
genes. i
Taken together, our data indicate GPC6 and TMEM132D
as potential markers for CD8+ T-lymphocyte infiltration,
favorable prognosis, and survival benefit in early stage ovar-
ian cancer. References [1] R. Siegel, J. Ma, Z. Zou, and A. Jemal, “Cancer statistics, 2014,”
CA: A Cancer Journal for Clinicians, vol. 64, no. 1, pp. 9–29, 2014. [2] American Cancer Society, Cancer Facts & Figures 2013, Ameri-
can Cancer Society, Atlanta, Ga, USA, 2013. [3] C. H. Holschneider and J. S. Berek, “Ovarian cancer: epidemi-
ology, biology, and prognostic factors,” Seminars in Surgical
Oncology, vol. 19, no. 1, pp. 3–10, 2000. [4] D. Spentzos, D. A. Levine, M. F. Ramoni et al., “Gene expression
signature with independent prognostic significance in epithelial
ovarian cancer,” Journal of Clinical Oncology, vol. 22, pp. 4700–
4710, 2004. [5] M. J. Birrer, M. E. Johnson, K. Hao et al., “Whole genome
oligonucleotide-based array comparative genomic hybridiza-
tion analysis identified fibroblast growth factor 1 as a prognostic
marker for advanced-stage serous ovarian adenocarcinomas,”
Journal of Clinical Oncology, vol. 25, no. 16, pp. 2281–2287, 2007. On the other hand, little is known about the biolog-
ical role of TMEM132D. Polymorphisms in TMEM132D
gene have been associated with panic disorder [27, 28]. TMEM132D encodes a single-pass type I transmembrane
protein initially discovered in mature oligodendrocytes. TMEM132D expression is detectable in brain, lung, pancreas,
and testis, but intriguingly not in normal ovaries [29]. Thus,
it is possible that the expression of TMEM132D is induced
in ovarian cancer and by an unknown mechanism becomes
implicated in CD8+ T-lymphocyte infiltration. Based on the
presence of TMEM132D on the plasma membrane surface,
one could hypothesize an involvement in cell-cell interactions
or intercellular signaling mechanisms that could be impli-
cated with T-cell recruitment. [6] Y. Tanaka, H. Kobayashi, M. Suzuki et al., “Reduced bikunin
gene expression as a factor of poor prognosis in ovarian
carcinoma,” Cancer, vol. 98, no. 2, pp. 424–430, 2003. [7] A. M. Wolf, H. Rumpold, D. Reimer, C. Marth, A. G. Zeimet,
and D. Wolf, “High IL-12 p35 and IL-23 p19 mRNA expression
is associated with superior outcome in ovarian cancer,” Gyneco-
logic Oncology, vol. 118, no. 3, pp. 244–250, 2010. [8] J. E. Quinn, C. R. James, G. E. Stewart et al., “BRCA1 mRNA
expression levels predict for overall survival in ovarian cancer
after chemotherapy,” Clinical Cancer Research, vol. 13, no. 24, pp. 7413–7420, 2007. [9] L. Zhang, J. R. Conejo-Garcia, D. Katsaros et al., “Intratumoral
T cells, recurrence, and survival in epithelial ovarian cancer,”
The New England Journal of Medicine, vol. 348, no. 3, pp. 203–
213, 2003. 4. Discussion It is well established that the expression of CD8A at the
transcriptional level is a reliable indicator of CD8+ T-cell
infiltration in ovarian cancer [9, 19]. In this study, we
documented an association between the expression of GPC6 Our results suggest an involvement of GPC6 in the
biology of lymphocyte infiltration in early stage ovarian BioMed Research International 8 8 Conflict of Interests In
particular, NFAT induces the expression of GPC6 which
in turn inhibits canonical Wnt and b-catenin signaling and
activates Wnt5A signaling that results in activation of JNK
and p38𝛼kinases [26]. Further studies are required in order
to shed light on the role of GPC6 in ovarian cancer and
the mechanism of CD8+ T-lymphocyte infiltration. It is
reasonable to anticipate that GPC6 may mediate intercellular
interactions with immune cells or that it may be involved in
shaping a chemokine gradient, necessary for the CD8+ T-
lymphocyte infiltration. The authors declare that there is no conflict of interests
regarding the publication of this paper. Authors’ Contribution Denarda Dangaj and Evripidis Lanitis contributed equally to
this work. Acknowledgment Athanasios Karapetsas was supported by a Ph.D. scholarship
from the State Scholarships Foundation of Greece. Conflict of Interests tumors. GPC6 encodes for Glypican-6, a 62.7 kDa heparan
sulfate proteoglycan [21, 22]. Glypicans are proteins bearing
glycosaminoglycan chains. There are six members of the
family (GPC1–GPC6) in mammals, with GPC6 being a
close homologue to GPC4 (64% identity). Glypicans are
attached to the outer surface of the membrane through a
glycosylphosphatidylinositol (GPI) anchor but can also be
released to the extracellular space [23, 24]. Their heparan
sulfate glycosaminoglycan chains are at the C-terminus of
the protein, close to the membrane, and are thought to
facilitate the interaction of glypicans with other molecules
and receptors of the membrane. It has been shown that
glypicans may regulate Hedgehog, Wnt, BMP, and FGF sig-
naling pathways [24]. Interestingly, in Drosophila the released
glypicans are involved in the transport of Wnts, Hhs, and
BMPs by creating a morphogen gradient [25]. Furthermore,
GPC6 promotes invasive migration of breast cancer cells
through a noncanonical Wnt5A signaling pathway [26]. In
particular, NFAT induces the expression of GPC6 which
in turn inhibits canonical Wnt and b-catenin signaling and
activates Wnt5A signaling that results in activation of JNK
and p38𝛼kinases [26]. Further studies are required in order
to shed light on the role of GPC6 in ovarian cancer and
the mechanism of CD8+ T-lymphocyte infiltration. It is
reasonable to anticipate that GPC6 may mediate intercellular
interactions with immune cells or that it may be involved in
shaping a chemokine gradient, necessary for the CD8+ T-
lymphocyte infiltration. tumors. GPC6 encodes for Glypican-6, a 62.7 kDa heparan
sulfate proteoglycan [21, 22]. Glypicans are proteins bearing
glycosaminoglycan chains. There are six members of the
family (GPC1–GPC6) in mammals, with GPC6 being a
close homologue to GPC4 (64% identity). Glypicans are
attached to the outer surface of the membrane through a
glycosylphosphatidylinositol (GPI) anchor but can also be
released to the extracellular space [23, 24]. Their heparan
sulfate glycosaminoglycan chains are at the C-terminus of
the protein, close to the membrane, and are thought to
facilitate the interaction of glypicans with other molecules
and receptors of the membrane. It has been shown that
glypicans may regulate Hedgehog, Wnt, BMP, and FGF sig-
naling pathways [24]. Interestingly, in Drosophila the released
glypicans are involved in the transport of Wnts, Hhs, and
BMPs by creating a morphogen gradient [25]. Furthermore,
GPC6 promotes invasive migration of breast cancer cells
through a noncanonical Wnt5A signaling pathway [26]. References According to our results, early stage ovarian cancer
patients with low mRNA levels of GPC6 and TMEM132D
exhibit significantly reduced overall survival compared to
patients with high levels of GPC6 and/or TMEM132D. Therefore, we suggest that GPC6 and TMEM132D mRNA
levels could serve as markers of CD8+ T-cell infiltration
and survival prognosis in early stage ovarian cancer. For
example, monitoring tumoral GPC6 and TMEM132D mRNA
levels could facilitate the identification of early stage ovarian
cancer patients at high risk. Our conclusions underscore the
necessity to elucidate the molecular mechanism of GPC6
and TMEM132D involvement in T-cell infiltration and their
impact on cancer progression and also highlight their possi-
ble importance as putative diagnostic/therapeutic targets. [10] M. Tomˇsov´a, B. Melichar, I. Sedl´akov´a, and I. ˇSteiner, “Prog-
nostic significance of CD3+ tumor-infiltrating lymphocytes in
ovarian carcinoma,” Gynecologic Oncology, vol. 108, no. 2, pp. 415–420, 2008. [11] N. Leffers, M. J. M. Gooden, R. A. De Jong et al., “Prognostic
significance of tumor-infiltrating T-lymphocytes in primary
and metastatic lesions of advanced stage ovarian cancer,” Cancer
Immunology, Immunotherapy, vol. 58, no. 3, pp. 449–459, 2009. [12] L. Han, M. S. Fletcher, D. L. Urbauer et al., “HLA class I antigen
processing machinery component expression and intratumoral
T-cell infiltrate as independent prognostic markers in ovarian
carcinoma,” Clinical Cancer Research, vol. 14, no. 11, pp. 3372–
3379, 2008. BioMed Research International 9 [28] A. Erhardt, N. Akula, J. Schumacher et al., “Replication and
meta-analysis of TMEM132D gene variants in panic disorder,”
Translational Psychiatry, vol. 2, article e156, 2012. [13] W.-T. Hwang, S. F. Adams, E. Tahirovic, I. S. Hagemann, and G. Coukos, “Prognostic significance of tumor-infiltrating T cells in
ovarian cancer: a meta-analysis,” Gynecologic Oncology, vol. 124,
no. 2, pp. 192–198, 2012. [29] H. Nomoto, T. Yonezawa, K. Itoh et al., “Molecular cloning of
a novel transmembrane protein MOLT expressed by mature
oligodendrocytes,” The Journal of Biochemistry, vol. 134, no. 2,
pp. 231–238, 2003. [14] E. Sato, S. H. Olson, J. Ahn et al., “Intraepithelial CD8+ tumor-
infiltrating lymphocytes and a high CD8+/regulatory T cell ratio
are associated with favourable prognosis in ovarian cancer,”
Proceedings of the National Academy of Sciences of the United
States of America, vol. 102, pp. 18538–18543, 2005. [15] M. Stumpf, A. Hasenburg, M.-O. References Riener et al., “Intraepithelial
CD8-positive T lymphocytes predict survival for patients with
serous stage III ovarian carcinomas: relevance of clonal selec-
tion of T lymphocytes,” British Journal of Cancer, vol. 101, no. 9,
pp. 1513–1521, 2009. [16] M. J. Callahan, Z. Nagymanyoki, T. Bonome et al., “Increased
HLA-DMB expression in the tumor epithelium is associ-
ated with increased CTL infiltration and improved progno-
sis in advanced-stage serous ovarian cancer,” Clinical Cancer
Research, vol. 14, no. 23, pp. 7667–7673, 2008. [17] B. Clarke, A. V. Tinker, C.-H. Lee et al., “Intraepithelial T cells
and prognosis in ovarian carcinoma: novel associations with
stage, tumor type, and BRCA1 loss,” Modern Pathology, vol. 22,
no. 3, pp. 393–402, 2009. [18] N. Leffers, R. S. N. Fehrmann, M. J. M. Gooden et al., “Iden-
tification of genes and pathways associated with cytotoxic T
lymphocyte infiltration of serous ovarian cancer,” British Journal
of Cancer, vol. 103, no. 5, pp. 685–692, 2010. [19] A. Giannakakis, A. Karapetsas, D. Dangaj et al., “Overexpres-
sion of SMARCE1 is associated with CD8+ T-cell infiltration
in early stage ovarian cancer,” The International Journal of
Biochemistry & Cell Biology, vol. 53, pp. 389–398, 2014. [20] B. Kornmann, N. Preitner, D. Rifat, F. Fleury-Olela, and U. Schi-
bler, “Analysis of circadian liver gene expression by ADDER,
a highly sensitive method for the display of differentially
expressed mRNAs,” Nucleic acids research, vol. 29, no. 11, article
E51, 2001. [21] S. Paine-Saunders, B. L. Viviano, and S. Saunders, “GPC6, a
novel member of the glypican gene family, encodes a product
structurally related to GPC4 and is colocalized with GPC5 on
human chromosome 13,” Genomics, vol. 57, no. 3, pp. 455–458,
1999. [22] M. Veugelers, B. De Cat, H. Ceulemans et al., “Glypican-6, a new
member of the glypican family of cell surface heparan sulfate
proteoglycans,” Journal of Biological Chemistry, vol. 274, no. 38,
pp. 26968–26977, 1999. [23] J. Filmus, M. Capurro, and J. Rast, “Glypicans,” Genome Biology,
vol. 9, article 224, 2008. [24] J. Filmus and M. Capurro, “The role of glypicans in Hedgehog
signaling,” Matrix Biology, vol. 35, pp. 248–252, 2014. [25] T. Y. Belenkaya, C. Han, D. Yan et al., “Drosophila Dpp
morphogen movement is independent of dynamin-mediated
endocytosis but regulated by the glypican members of heparan
sulfate proteoglycans,” Cell, vol. 119, no. 2, pp. 231–244, 2004. [26] G. K. Yiu, A. Kaunisto, Y. R. Chin, and A. References Toker, “NFAT
promotes carcinoma invasive migration through glypican-6,”
Biochemical Journal, vol. 440, no. 1, pp. 157–166, 2011. [27] A. Erhardt, L. Czibere, D. Roeske et al., “TMEM132D, a new
candidate for anxiety phenotypes: evidence from human and
mouse studies,” Molecular Psychiatry, vol. 16, no. 6, pp. 647–663,
2011.
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Understanding why people participate in HIV surveillance
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Bulletin of the World Health Organization
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cc-by
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Understanding why people participate in
HIV surveillance Rather than excluding those who decline post-test coun
selling, we have the obligation to understand the reasons
for research participation – and non-participation – better,
including attitudes to learning or confirming one’s HIV status. Longitudinal studies with repeated HIV testing are particularly
well placed to investigate decision-making around HIV testing. The results of such studies could demonstrate whether refusal
to participate or receive test results lead to biased estimates
of HIV prevalence that weaken the public health utility of the
data.6,7 They could also teach us about why and how people be
come motivated to be tested8 and that knowledge could lead to
improvements in the design of programmes of HIV testing. ■ People have argued that the benefits of human immunodefi
ciency virus (HIV) testing and counselling are so important
that participants in HIV surveys must be given their HIV test
results and that individuals who decline to receive their test re
sults should be excluded from participation in such surveys.1–3 In early attempts at HIV surveillance, there were many
logistical issues that complicated the return of test results
and few advantages to infected individuals in receiving their
test results.4 Now the situation has changed radically with
the widespread roll-out of HIV treatment and care – which
not only prolongs life but also reduces sexual and vertical
transmission of HIV.2 We agree that researchers now have an
obligation to offer and encourage post-test counselling as part
of a research encounter but argue that there are both practical
and ethical reasons to allow study participants to opt out of
post-test counselling. Acknowledgements Janet Seeley (London School of Hygiene & Tropical Medicine,
London, England), Moffat Nyirenda (Karonga Prevention
Study, Chilumba, Malawi), Xavier Gomez-Olive (School of
Public Health, University of Witwatersrand, Johannesburg,
South Africa), Constance Nyamukapa (Biomedical Research
and Training Institute, Harare, Zimbabwe), Eveline Geubbels
(Ifakara Health Institute, Dar es Salaam, United Republic of
Tanzania), Sally Mtenga (Ifakara Health Institute, Dar es Sa
laam, United Republic of Tanzania), Amek Nyaguara (KEMRI/
CDC Research and Public Health Collaboration, Kisumu, Ke
nya), Jessica Nakiying-Miiro (MRC/UVRI Research Program
on AIDS, Entebbe, Uganda) and Robert Newton (MRC/UVRI
Research Program on AIDS, Entebbe, Uganda) support the
viewpoint presented here. In African populations with HIV prevalence above 4%,
between 30% and 81% of infected men and women have ever
been tested for HIV.5 Those who know they are HIV-positive
may be willing to donate blood samples for research purposes
but may not want to repeat pre- and post-test counselling. The same may be true of those who feel certain that they are
uninfected. Sexually active men and women are encouraged to
be tested regularly. Research studies should provide the option
for those who arrange to be frequently retested – so-called
repeat testers – to be given their test results in a short format
and be allowed to opt out of post-test counselling. They should
also be prepared for participants who do not wish to collect
their test results in any format. All participants – including
those who provide blood samples for research but opt out of
post-test counselling – can be asked to report their testing
histories and testing motives. Understanding why people participate in
HIV surveillance
Basia Zaba,a Georges Reniers,a Emma Slaymaker,a
Jim Todd,a Judith Glynn,a Amelia Crampin,b
Mark Urassa,c Tom Lutalo,d Marie-Louise Newell,e Vic
toria Hosegood,f Samuel Clarkg & Simon Gregsonh Understanding why people participate in
HIV surveillance
Basia Zaba,a Georges Reniers,a Emma Slaymaker,a
Jim Todd,a Judith Glynn,a Amelia Crampin,b
Mark Urassa,c Tom Lutalo,d Marie-Louise Newell,e Vic
toria Hosegood,f Samuel Clarkg & Simon Gregsonh Understanding why people participate in
HIV surveillance
Basia Zaba,a Georges Reniers,a Emma Slaymaker,a
Jim Todd,a Judith Glynn,a Amelia Crampin,b
Mark Urassa,c Tom Lutalo,d Marie-Louise Newell,e Vic
toria Hosegood,f Samuel Clarkg & Simon Gregsonh 1.
Baggaley R, Johnson C, Garcia Calleja JM, Sabin K, Obermeyer C, Taegtmeyer
M, et al. Routine feedback of test results to participants in clinic- and survey-
based surveillance of HIV. Bull World Health Organ. 2015;93(5):352–5. doi:
http://dx.doi.org/10.2471/BLT.15.153031 a London School of Hygiene & Tropical Medicine, Keppel Street, London, WC1E 7HT, England.
b Karonga Prevention Study, Chilumba, Malawi.
c National Institute of Medical Research, Mwanza, United Republic of Tanzania.
d Rakai Health Sciences Program, Rakai, Uganda.
e Southampton University, Southampton, England.
f Africa Centre for Health and Population Studies, Mtubatuba, South Africa.
g University of Washington, Seattle, United States of America.
h Imperial College, London, England.
Correspondence to Basia Zaba (email: basia.zaba@lshtm.ac.uk). Routine feedback of HIV test results
Round table Routine feedback of HIV test results
Round table Rachel Baggaley et al. respect for individual autonomy. Informed consent procedures
typically tell willing subjects that they have a right not to an
swer questions that make them uncomfortable and a right to
withdraw from the study at any time without completing all
the activities and procedures. Declining to receive a test result
is an example of the right of participants to opt out of part of
a study. Whether in research or clinical practice, public health
utility would be better served through understanding peoples’
reasons for not wanting to receive an HIV test result – while
informing individuals about all of the available testing and
counselling options. 1.
Baggaley R, Johnson C, Garcia Calleja JM, Sabin K, Obermeyer C, Taegtmeyer
M, et al. Routine feedback of test results to participants in clinic- and survey-
based surveillance of HIV. Bull World Health Organ. 2015;93(5):352–5. doi:
http://dx.doi.org/10.2471/BLT.15.153031
2.
Maher D. The ethics of feedback of HIV test results in population-based
surveys of HIV infection. Bull World Health Organ. 2013 Dec 1;91(12):950–6.
doi: http://dx.doi.org/10.2471/BLT.13.117309 PMID: 24347734 Round table discussion Round table discussion 2.
Maher D. The ethics of feedback of HIV test results in population-based
surveys of HIV infection. Bull World Health Organ. 2013 Dec 1;91(12):950–6.
doi: http://dx.doi.org/10.2471/BLT.13.117309 PMID: 24347734 1.
Baggaley R, Johnson C, Garcia Calleja JM, Sabin K, Obermeyer C, Taegtmeyer
M, et al. Routine feedback of test results to participants in clinic- and survey-
based surveillance of HIV. Bull World Health Organ. 2015;93(5):352–5. doi:
http://dx.doi.org/10.2471/BLT.15.153031
2.
Maher D. The ethics of feedback of HIV test results in population-based
surveys of HIV infection. Bull World Health Organ. 2013 Dec 1;91(12):950–6.
doi: http://dx.doi.org/10.2471/BLT.13.117309 PMID: 24347734
3.
Baggaley R, Calleja JM, Marum L, Marum E. Knowledge is power;
information is liberation. Bull World Health Organ. 2013 Dec 1;91(12):898–
898A. doi: http://dx.doi.org/10.2471/BLT.13.132464 PMID: 24347724 Accurate information as a tool to decrease
HIV test refusals in research studies y
y
g
That so many are convinced, wrongly, that an HIV test will
inevitably produce a positive diagnosis is the consequence of
rural Malawians’ incorrect understanding of the probabilities
of HIV transmission. For example, most of our survey respon
dents believed that an uninfected individual was certainly or
highly likely to be infected with HIV during a single act of
unprotected intercourse with an infected person.8 Would it not
be preferable to treat those living amidst the HIV epidemic as
having an ethical right to accurate information on the prob
abilities of transmission? Efforts should be made to evaluate
the potential benefits of disseminating accurate information on
the probabilities of transmission, the approximate prevalence
of HIV infection and the probability of a positive result in an
HIV test – such that consent for HIV testing in surveys is fully,
rather than incompletely, informed. We need to know whether
such health education would be a liberation, lead to fewer
test refusals in research studies and, importantly, increase the
number of people who are willing to know their HIV status. ■ Susan C Watkins,a Philip Anglewicz,b Nicole Angotti,c
Amy Kalerd & Ann Swidlere Susan C Watkins,a Philip Anglewicz,b Nicole Angotti,c
Amy Kalerd & Ann Swidlere It has been argued that researchers conducting surveys that
include testing for human immunodeficiency virus (HIV)
have a duty to tell potential subjects that they do not have
the right to participate if they refuse to receive their HIV test
results.1,2 Furthermore, promotion of the routine feedback of
such test results has been based on the grounds that knowl
edge is power and information is liberation.3 However, other
researchers argue that, although it is desirable to offer study
participants post-test counselling, for practical and ethical
reasons some study participants should be given the right to
refuse such counselling.4 Although we support the right of
participants to opt out of post-test counselling and thus not
to receive their test results, we also propose that subjects who
are – or may be – tested for HIV should be given informa
tion that may decrease their resistance to learning their test
results. We draw on data, collected between 1998 and 2013,
on rural Malawians’ experience with – and perceptions of –
HIV testing. Rachel Baggaley et al. Reynolds L, Cousins T, Newell ML, Imrie J. The social dynamics of consent
and refusal in HIV surveillance in rural South Africa. Soc Sci Med. 2013
Jan;77:118–25. doi: http://dx.doi.org/10.1016/j.socscimed.2012.11.015
PMID: 23219165 8. Reynolds L, Cousins T, Newell ML, Imrie J. The social dynamics of consent
and refusal in HIV surveillance in rural South Africa. Soc Sci Med. 2013
Jan;77:118–25. doi: http://dx.doi.org/10.1016/j.socscimed.2012.11.015
PMID: 23219165 a California Center for Population Studies at UCLA, 4284 Public Affairs Building, MC 723603, PO Box 957236, Los Angeles, CA 90405, United States of America (USA).
b Tulane University School of Public Health and Tropical Medicine, New Orleans, USA.
c Department of Sociology and Center on Health, Risk and Society, American University, Washington, USA.
d Department of Sociology, University of Alberta, Edmonton, Canada.
e Department of Sociology, University of California, Berkeley, USA.
Correspondence to Susan C Watkins (swatkins@ccpr.ucla.edu). a California Center for Population Studies at UCLA, 4284 Public Affairs Building, MC 723603, PO Box 957236, Lo
b Tulane University School of Public Health and Tropical Medicine, New Orleans, USA.
c Department of Sociology and Center on Health, Risk and Society, American University, Washington, USA.
d Department of Sociology, University of Alberta, Edmonton, Canada.
e Department of Sociology, University of California, Berkeley, USA.
Correspondence to Susan C Watkins (swatkins@ccpr.ucla.edu). References 1. Baggaley R, Johnson C, Garcia Calleja JM, Sabin K, Obermeyer C, Taegtmeyer
M, et al. Routine feedback of test results to participants in clinic- and survey-
based surveillance of HIV. Bull World Health Organ. 2015;93(5):352–5. doi:
http://dx.doi.org/10.2471/BLT.15.153031 Importantly, the opt-out provisions we discuss here align
with the general principles of research ethics. We agree that
there is public health utility in informing people of their HIV
status but we think that this should not override the ethics of 2. Maher D. The ethics of feedback of HIV test results in population-based
surveys of HIV infection. Bull World Health Organ. 2013 Dec 1;91(12):950–6. doi: http://dx.doi.org/10.2471/BLT.13.117309 PMID: 24347734 a London School of Hygiene & Tropical Medicine, Keppel Street, London, WC1E 7HT, England. b Karonga Prevention Study, Chilumba, Malawi. c National Institute of Medical Research, Mwanza, United Republic of Tanzania. d Rakai Health Sciences Program, Rakai, Uganda. e Southampton University, Southampton, England. f Africa Centre for Health and Population Studies, Mtubatuba, South Africa. g University of Washington, Seattle, United States of America. h Imperial College, London, England. Correspondence to Basia Zaba (email: basia.zaba@lshtm.ac.uk). Bull World Health Organ 2015;93:356 | doi: http://dx.doi.org/10.2471/BLT.14.135756 356 Routine feedback of HIV test results
Round table Round table Routine feedback of HIV test results
Round table Rachel Baggaley et al. Rachel Baggaley et al. 3. Baggaley R, Calleja JMG, Marum L, Marum E. Knowledge is power;
information is liberation. Bull World Health Organ. 2013 Dec 1;91(12):898. doi: http://dx.doi.org/10.2471/BLT.13.132464 PMID: 24347724 for antenatal HIV testing in Malawi includes an opt-out pro
vision, accounts from pregnant women attending antenatal
clinics show that HIV testing is compulsory if the women are
to receive antenatal care.5 Moreover, in population-based HIV
surveys, fieldworkers are always under pressure to minimize
the numbers of test refusals and may exert undue pressure on
individuals who do not want to receive their test results. While
exclusion from antenatal services is, presumably, much more
serious than exclusion from survey participation, in both of
these examples people are sanctioned for not giving consent
– which is a clear ethical violation. 4. Temmerman M, Ndinya-Achola J, Ambani J, Piot P. The right not to know
HIV-test results. Lancet. 1995 Apr 15;345(8955):969–70. doi: http://dx.doi. org/10.1016/S0140-6736(95)90707-6 PMID: 7619122 g
5. Staveteig S, Wang S, Head SK, Bradley SEK, Nybro E. Demographic patterns
of HIV testing uptake in sub-Saharan Africa. DHS Comparative Reports No. 30. Calverton: ICF International; 2013. 6. Obare F. Nonresponse in repeat population-based voluntary counseling
and testing for HIV in rural Malawi. Demography. 2010 Aug;47(3):651–65. doi: http://dx.doi.org/10.1353/dem.0.0115 PMID: 20879682 p
g
7. Floyd S, Molesworth A, Dube A, Crampin AC, Houben R, Chihana M, et
al. Underestimation of HIV prevalence in surveys when some people
already know their status, and ways to reduce the bias. AIDS. 2013 Jan
14;27(2):233–42. doi: http://dx.doi.org/10.1097/QAD.0b013e32835848ab
PMID: 22842993 7. Floyd S, Molesworth A, Dube A, Crampin AC, Houben R, Chihana M, et
al. Underestimation of HIV prevalence in surveys when some people
already know their status, and ways to reduce the bias. AIDS. 2013 Jan
14;27(2):233–42. doi: http://dx.doi.org/10.1097/QAD.0b013e32835848ab
PMID: 22842993 Second, our ethnographic data depict the anguish that
many suffer as they anticipate the future receipt of their test
results – an issue that has rarely been discussed in the public
health and social science literature.6 Two common misper
ceptions among rural Malawian adults are that the result of
an HIV test will almost always be positive and that a positive
result will inevitably be followed by hastening psychological
deterioration, suicidal thoughts and death. Yet survey data
from people living in rural Malawi show that between 80% and
90% of respondents who believed that they were HIV-positive
before they were tested learned that they were HIV-negative.7,8h 8. 1.
Baggaley R, Johnson C, Garcia Calleja JM, Sabin K, Obermeyer C, Taegtmeyer
M, et al. Routine feedback of test results to participants in clinic- and survey-
based surveillance of HIV. Bull World Health Organ. 2015;93(5):352–5. doi:
http://dx.doi.org/10.2471/BLT.15.153031 4.
Zaba B, Reniers G, Slaymaker E, Todd J, Glynn J, Crampin A, et al.
Understanding why people participate in HIV surveillance. Bull World
Health Organ. 2015;93(5):356. doi: http://dx.doi.org/10.2471/BLT.14.135756
5.
Angotti N, Dionne KY, Gaydosh L. An offer you can’t refuse? Provider-
initiated HIV testing in antenatal clinics in rural Malawi. Health Policy Plan.
2011 Jul;26(4):307–15. doi: http://dx.doi.org/10.1093/heapol/czq066 PMID:
21047809
6.
Kaler A, Watkins S. Asking God about the date you will die: HIV testing as a
zone of uncertainty in rural Malawi. Demogr Res. 2010 Nov 9;23(32):905–32.
doi: http://dx.doi.org/10.4054/DemRes.2010.23.32 PMID: 21562614
7.
Kohler HP, Watkins SC, Behrman JR, Anglewicz P, Kohler I, Fleming P, et
al. Cohort profile: the Malawi Longitudinal Study of Families and Health.
Philadelphia: University of Pennsylvania; 2013. Available from http://
repository.upenn.edu/cgi/viewcontent.cgi?article=1045&context=psc_
working_papers [cited 2015 Feb 2].
8.
Anglewicz P, Kohler HP. Overestimating HIV infection: the construction and
accuracy of subjective probabilities of HIV infection in rural Malawi. Demogr
Res. 2009;20(6):65–96. doi: http://dx.doi.org/10.4054/DemRes.2009.20.6
PMID: 19672478 4.
Zaba B, Reniers G, Slaymaker E, Todd J, Glynn J, Crampin A, et al.
Understanding why people participate in HIV surveillance. Bull World
Health Organ. 2015;93(5):356. doi: http://dx.doi.org/10.2471/BLT.14.135756 5.
Angotti N, Dionne KY, Gaydosh L. An offer you can’t refuse? Provider-
initiated HIV testing in antenatal clinics in rural Malawi. Health Policy Plan.
2011 Jul;26(4):307–15. doi: http://dx.doi.org/10.1093/heapol/czq066 PMID:
21047809 6.
Kaler A, Watkins S. Asking God about the date you will die: HIV testing as a
zone of uncertainty in rural Malawi. Demogr Res. 2010 Nov 9;23(32):905–32.
doi: http://dx.doi.org/10.4054/DemRes.2010.23.32 PMID: 21562614 7.
Kohler HP, Watkins SC, Behrman JR, Anglewicz P, Kohler I, Fleming P, et
al. Cohort profile: the Malawi Longitudinal Study of Families and Health.
Philadelphia: University of Pennsylvania; 2013. Available from http://
repository.upenn.edu/cgi/viewcontent.cgi?article=1045&context=psc_
working_papers [cited 2015 Feb 2]. References From the perspective of the organizations that promote
HIV testing, it is axiomatic that people will benefit from
knowing their HIV status. In Maher’s view, such benefit
justifies sanctioning those who refuse to receive their test
results.2 We disagree, for two reasons. First, the experience
of many Malawians is that refusal to consent to testing may
have serious consequences. For example, although the policy Bull World Health Organ 2015;93:357–358 | doi: http://dx.doi.org/10.2471/BLT.14.136515 Bull World Health Organ 2015;93:357–358 | doi: http://dx.doi.org/10.2471/BLT.14.136515 357 Discussion 8. Anglewicz P, Kohler HP. Overestimating HIV infection: the construction and
accuracy of subjective probabilities of HIV infection in rural Malawi. Demogr
Res. 2009;20(6):65–96. doi: http://dx.doi.org/10.4054/DemRes.2009.20.6
PMID: 19672478 Bull World Health Organ 2015;93:357–358 | doi: http://dx.doi.org/10.2471/BLT.14.136515 Bull World Health Organ 2015;93:357–358 | doi: http://dx.doi.org/10.2471/BLT.14.136515 358
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Neural stem/progenitor cells as a promising candidate for regenerative therapy of the central nervous system
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THE CENTRAL NERVOUS SYSTEM, AN ORGAN WITH AN
“IMMUNOLOGICALLY SPECIAL” STATUS the brain, like growth factors, cytokines, or immunoglobulins
(Goldstein and Betz, 1983; Joó, 1993). In addition, there is no
proof of the existence of professional antigen presenting cells like
dendritic cells, B cells, and macrophages in the unlesioned CNS
(Wekerle et al., 1987) preventing the initiation and propagation of
antigen-specific immune responses in the brain. In physiological
conditions, the expression of antigens from the major histocom-
patibility complex (MHC) by neural cells is very weak and even
in some cases undetectable (Barker and Billingham, 1977; Mauer-
hoff et al., 1988) allowing these cells to escape the recognition by
antigen-specific T cells. However, only the normal CNS displays
such an absence of immune response. Inflammation is the primary response of the immune system
that occurs to defend the organism against danger signals pro-
voked by an infection or irritation consecutive to the intrusion
of pathogens. The specific property of the immune system is
to discriminate the self from the non-self and thus to identify
and eliminate the infectious agents. From this same mechanism
originates the phenomenon of rejection in transplantation. How-
ever, since Van Dooremal work in 1873 on tumor cell graft in
the eye anterior chamber, it is known that specific sites in the
organism display limited immune reactions. In 1948, Sir Peter
Medawar, Nobel Prize of Medicine and pioneer in the field of the
immunology of transplantation, proposed the term of “immune
privilege” to describe a reduced inflammation after inoculation of
allogeneic tissues in some organs like the brain or the eye anterior
chamber (Medawar, 1948). Later, this definition was extended to
the particular property of specific organs or tissues to display a
prolonged, and sometimes infinite, survival when grafted in con-
ventional sites of the organism. Thus, throughout the years, the
cornea, the placenta, the eye anterior chamber (Billingham and
Boswell, 1953; Hori et al., 2000), or the testis (Head et al., 1983)
were examples of well-studied immune-privileged tissues. In this
context, the central nervous system (CNS) and the immune system
were traditionally perceived as separate morphological and func-
tional entities, preventing the disturbance of the CNS homeostasis
which is crucial to neuronal functioning. Edited by: Edited by:
Afsaneh Gaillard, INSERM, University
of Poitiers, France
Reviewed by:
Corette Wierenga, Utrecht University,
Netherlands
Mohamed Jaber, INSERM, University
of Poitiers, France
*Correspondence:
Philippe Naveilhan, INSERM U643,
30 Boulevard Jean Monnet,
44093 Nantes Cedex 01,
France. e-mail:
philippe.naveilhan@univ-nantes.fr Afsaneh Gaillard, INSERM, University
of Poitiers, France Reviewed by:
Corette Wierenga, Utrecht University,
Netherlands Reviewed by:
Corette Wierenga, Utrecht University,
Netherlands Mohamed Jaber, INSERM, University
of Poitiers, France *Correspondence:
Philippe Naveilhan, INSERM U643,
30 Boulevard Jean Monnet,
44093 Nantes Cedex 01,
France. e-mail:
philippe.naveilhan@univ-nantes.fr Keywords: transplantation, immunomodulation, immune reactions, stem cells, regenerative medicine CELLULAR NEUROSCIENCE CELLULAR NEUROSCIENCE REVIEW ARTICLE
published: 11 April 2012
doi: 10.3389/fncel.2012.00017 REVIEW ARTICLE Virginie Bonnamain1,2,3, Isabelle Neveu1,2,3 and Philippe Naveilhan1,2,3*
1 INSERM U643, Nantes, France
2 Institut de Transplantation et de Recherche en Transplantation, Centre Hospitalier Universitaire de Nantes, Nantes, Fra
3 Faculté de Médecine, Université de Nantes, Nantes, France 2 Institut de Transplantation et de Recherche en Transplantation, Centre Hospitalier Universitaire de Nantes, Nantes, France
3 Faculté de Médecine, Université de Nantes, Nantes, France Neural transplantation is a promising therapeutic strategy for neurodegenerative diseases
and other disorders of the central nervous system (CNS) such as Parkinson and Hunting-
ton diseases, multiple sclerosis or stroke. Although cell replacement therapy already went
through clinical trials for some of these diseases using fetal human neuroblasts, several
significant limitations led to the search for alternative cell sources that would be more suit-
able for intracerebral transplantation.Taking into account logistical and ethical issues linked
to the use of tissue derived from human fetuses, and the immunologically special status of
the CNS allowing the occurrence of deleterious immune reactions, neural stem/progenitor
cells (NSPCs) appear to be an interesting cell source candidate. In addition to their ability for
replacing cell populations lost during the pathological events, NSPCs also display surprising
therapeutic effects of neuroprotection and immunomodulation. A better knowledge of the
mechanisms involved in these specific characteristics will hopefully lead in the future to a
successful use of NSPCs in regenerative medicine for CNS disorders. Frontiers in Cellular Neuroscience Neural stem/progenitor cells as promising candidates for
regenerative therapy of the central nervous system Virginie Bonnamain1,2,3, Isabelle Neveu1,2,3 and Philippe Naveilhan1,2,3*
1 INSERM U643, Nantes, France
2 Institut de Transplantation et de Recherche en Transplantation, Centre Hospitalier Universitaire de Nantes, Nantes, France
3 Faculté de Médecine, Université de Nantes, Nantes, France THE CENTRAL NERVOUS SYSTEM, AN ORGAN WITH AN
“IMMUNOLOGICALLY SPECIAL” STATUS Encouraging results obtained from animal models of
Parkinson disease led to small-scale clinical trials. Isacson’s group
performed a study where 12 Parkinson disease patients received
a unilateral striatal graft constituted of a porcine ventral mesen-
cephalon (25–28 days of gestation) cell suspension (Schumacher
et al., 2000). Even though a significant decrease in Unified Parkin-
son’s Disease Rating Scale (UPDRS) scores was observed, positron
emission tomography (PET) analyses did not show any increase
in the [18F]fluorodopa uptake, underlining a lack of improve-
ment in axon termination density of dopaminergic neurons from
the graft and no increase in dopa-decarboxylase activity. More-
over, a postmortem study revealed that only 638 TH-positive cells
out of the 12 millions of porcine neuroblasts transplanted had
survived at that stage, with a lymphocytic infiltration at the bor-
der and within the graft, despite the fact that the patient was
under cyclosporine A treatment (Deacon et al., 1997). If some
work has shown that neural xenografts are able to survive for
a long time in the CNS without the use of immunosuppressors
(Björklund et al., 1982; Daniloff et al., 1985), most of the recent
studies, including those from our group, indicate that intracere-
bral xenografts trigger a strong immune reaction leading to the
fast destruction of the graft through the invasion of microglial
cells/macrophages, T lymphocytes, and dendritic cells within 5–
7 weeks post-transplantation (Rémy et al., 2001; Melchior et al.,
2002; Michel et al., 2006; Figure 1). Xenograft rejection is more
aggressive than that observed with allotransplantation and mainly
occurs through the involvement of T cells. A genetically modi-
fied swine has been engineered to express CTLA4-Ig, a human
molecule inhibiting T cells, under the neuron-specific enolase pro-
moter. This construction allowed porcine transgenic neurons to
locally deliver an immunosuppressive molecule after transplan-
tation in the brain (Martin et al., 2005). In the CNS, xenograft
survival has been significantly prolonged by administration of
immunosuppressive drugs targeting T cells like cyclosporine A. However, this immunosuppressor at doses required to inhibit the
j
ti
h
t
id
ff
t (R
i 2006)
d i across the BBB on a regular basis (Hickey et al., 1991; Cayrol et al.,
2008) were convincing proofs of the strong bidirectional com-
munication between the immune and the nervous systems. THE CENTRAL NERVOUS SYSTEM, AN ORGAN WITH AN
“IMMUNOLOGICALLY SPECIAL” STATUS This vision that the CNS
could escape the immune surveillance was supported by the dis-
covery of the blood–brain barrier (BBB) preventing the exchange
between a wide range of soluble molecules from the blood and During certain pathological processes, specific genes are acti-
vated leading to the change of this immunologically non-reactive
tissue into an environment favorable to the development of
inflammatory reactions. In these conditions, macrophages are
recruited from the pool of blood monocytes and infiltrate the
perivascular spaces. In addition, microglial cells from the CNS
are activated and acquire phagocytosis and antigen presentation
abilities (Aloisi, 2001). Microglia can induce the production of
pro-inflammatory cytokines like TNF and IL-1β (Sivakumar et al.,
2011) and, along with reactive astrocytes, become able to present
antigens through class I and II MHC molecules (Höftberger et al.,
2004), allowing CNS-infiltrated T cells to recognize the antigenic
peptides and behave as potent immune effectors (Cornet et al.,
2000). The last two decades have thus witnessed the questioning
of the concept of immune privilege. Discovery of the perme-
ability of the BBB under pathological circumstances (Kebir et al.,
2007), the existence of an unconventional lymphatic drainage in
the CNS (Hatterer et al., 2006), and the migration of leucocytes April 2012 | Volume 6 | Article 17 | 1 Frontiers in Cellular Neuroscience www.frontiersin.org NSPC for CNS cell therapy Bonnamain et al. proven to be an efficient source for cell therapy in animal models of
neurodegenerative diseases. Interest in these cells started to grow
after first studies revealed that xenografts derived from the ventral
mesencephalon of pigs (21–26 days of gestation) could survive in
the brain of a rat model of Parkinson disease under immunosup-
pression (Freeman et al., 1988; Huffaker et al., 1989). Beyond the
long-term survival, xenotransplanted neural cells also displayed
a long-distance axonal outgrowth (Wictorin et al., 1990; Deacon
et al., 1994). Isacson et al. (1995) have shown that neurons iso-
lated from several areas of the porcine fetal brain and transplanted
in homotypic or ectopic lesioned cerebral regions of an adult
rat could project axons in the deafferented zones, thus rebuild-
ing the brain parenchyma cytoarchitecture. This inter-species and
targeted axonal growth of porcine dopaminergic neuroblasts sig-
nificantly restored in several months an efficient dopaminergic
innervation. A significant functional recovery in transplanted rats
was also observed and was correlated to the number of tyrosine
hydroxylase(TH)-positivecellsandtothesizeof thegraft(Galpern
et al., 1996). CELL REPLACEMENT THERAPY FOR THE CNS CELL REPLACEMENT THERAPY FOR THE CNS Neuronal cell death is the main characteristic of CNS acute disor-
ders like stroke or trauma but also of neurodegenerative diseases
including Alzheimer, Parkinson, and Huntington diseases. As
the adult CNS displays very weak capacities of endogenous cell
replacement and repair, both being necessary to attain a significant
functional recovery, cell replacement therapy for the CNS repre-
sents a promising avenue for the treatment of these pathological
conditions. In fact, clinical impact of cell replacement strategy
has already been assessed in Parkinson disease patients by allo-
transplantation of fetal mesencephalic cells. The results of the
clinical trials showed, in some patients, a long-term symptomatic
improvement associated with a survival of the grafted cells and
a partial reinnervation of the striatum (Björklund and Lindvall,
2000). A functional recovery has also been noticed in a small
cohort of patients suffering from Huntington disease and grafted
with human fetal striatal neuroblasts (Bachoud-Lévi et al., 2000,
2006), with one study even showing integration of cells from the
donor into the host tissue (Freeman et al., 2000). Despite these
promising outcomes, several issues remain to be assessed (Björk-
lund et al.,2003). Tissue availability, ethical and logistical concerns
linked to the use of human material, cell viability and purity,
or appearance of deleterious side-effects like dyskinesia (Olanow
et al., 2003) represent important obstacles that need to be over-
come before resuming clinical trials on neural allotransplantation. Moreover, the discovery of biological signs of alloimmunization
to donor’s antigens like the appearance of anti-HLA antibodies
in Huntington disease patients following fetal neural grafts (Krys-
tkowiak et al., 2007) underlined the importance of considering
immune responses in the CNS as a crucial parameter for future
cell transplantation strategies. In order to at least circumvent some
of the problems mentioned above, alternative cell sources for
intracerebral transplantation like porcine neuroblasts have been
considered (Pakzaban and Isacson, 1994). THE CENTRAL NERVOUS SYSTEM, AN ORGAN WITH AN
“IMMUNOLOGICALLY SPECIAL” STATUS The
brain is now more readily considered as an organ with special
immune characteristics and subject to immunological surveil-
lance than a strictly immune-privileged tissue (Hickey,2001). This
dual status of the CNS, being both more favorable to the trans-
plantation than the periphery but also a propitious environment
for deleterious inflammatory reactions in response to pathologi-
cal conditions (Kerschensteiner et al., 2009) could in part explain
why fetal neuron allografts in the brain are usually well tolerated
under moderate immunosuppressive treatment (Björklund and
Lindvall, 2000; Bachoud-Lévi et al., 2006; Krystkowiak et al., 2007)
while intracerebral xenografts are systematically rejected (Larsson
et al., 2000). Frontiers in Cellular Neuroscience INTRACEREBRAL XENOTRANSPLANTATION Porcine fetal neural tissue has been for a long time considered
as the more adequate cell source for xenotransplantation in the
human brain. Indeed, swine offer the advantage of a relatively
easy breeding allowing an excellent access to fetal material and
can be genetically modified. In fact, porcine fetal cells have been April 2012 | Volume 6 | Article 17 | 2 Frontiers in Cellular Neuroscience Frontiers in Cellular Neuroscience www.frontiersin.org NSPC for CNS cell therapy Bonnamain et al. depletion (Honey et al., 1990; Okura et al., 1997). The admin-
istration of two successive high doses of anti-CD4 monoclonal
antibodies resulted in a longer survival of discordant xenografts
(between species differing from the expression of the gal epitope,
like pig and human), although not prolonged, suggesting that
other immune components than T cells are implicated (Wood
et al., 1996). Indeed, B cells and immunoglobulins have been
shown to intervene in the survival and function of the graft. The
importance of immunoglobulins has been highlighted by compar-
ing the survival of a cell suspension derived from porcine ventral
mesencephalon xenografted in the brain of wild-type (WT) or
immunoglobulin-deficient (Ig-KO) mice. Most of the Ig-KO mice
displayed for more than 4 weeks a functional graft with very little
immune cell infiltration while xenograft survival beyond 4 days
remained exceptional in WT mice. After a prolonged survival of
about 4 weeks, an immune cellular response with a high pro-
portion of CD8-positive T cells occurred and led to the rejection
of the graft in Ig-KO mice (Larsson et al., 1999). These observa-
tions indicate that immunoglobulins play an important part in
the fast initiation of discordant neural xenografts rejection, a phe-
nomenon that appears to be unavoidable despite all the efforts
made to control it. Overall, these pre-clinical and clinical stud-
ies led to disappointing results and limited the enthusiasm and
hope initially raised by the use of fetal xenogeneic neuroblasts in
regenerative medicine. It is now important to find more adequate
cell sources for intracerebral transplantation. In theory, the ideal
candidate should be tolerogenic and safe and have the proper-
ties to be easily amplified, resist to long-term storage, be efficient
for cell replacement and allow manipulation to adjust to a spe-
cific pathology. INTRACEREBRAL XENOTRANSPLANTATION Until these days, no cell type possesses all those
characteristics and several cells at different stages of the neuronal
lineage have been tested in animal models and clinical trials (Guil-
laume and Zhang, 2008). Among them, neural stem/progenitor
cells (NSPCs) seem to represent a good candidate. FIGURE 1 | Characterization of xenograft infiltration by activated
immune cells. Kinetics (A). In the absence of immunosuppressive FIGURE 1 | Characterization of xenograft infiltration by activated
immune cells. Kinetics (A). In the absence of immunosuppressive
treatment, the rejection process of fetal neurons xenografted in the rat
striatum involves cells from the macrophagic lineage. After a peak of
microglial activation and dendritic cell infiltration in the first days
post-transplantation, probably consecutive to the surgery, a latency phase
is observed. Around 5 weeks post-transplantation, rejection process is
initiated and strong microglial cell activation at the border but also within
the graft is observed. This phenomenon is strongly correlated with a
massive T cell and dendritic cell infiltration. Immunostaining (B). Specific
porcine neurofilament is revealed by NF70 antibody and allows visualization
of the graft. Immune reaction is assessed by Ox62 (dendritic cells), Ox42
(microglial cells/macrophages), and R73 (T cells) antibodies. Scale bar:
200 μm. FIGURE 1 | Characterization of xenograft infiltration by activated
immune cells. Kinetics (A). In the absence of immunosuppressive
treatment, the rejection process of fetal neurons xenografted in the rat
striatum involves cells from the macrophagic lineage. After a peak of
microglial activation and dendritic cell infiltration in the first days
post-transplantation, probably consecutive to the surgery, a latency phase
is observed. Around 5 weeks post-transplantation, rejection process is
initiated and strong microglial cell activation at the border but also within
the graft is observed. This phenomenon is strongly correlated with a
massive T cell and dendritic cell infiltration. Immunostaining (B). Specific
porcine neurofilament is revealed by NF70 antibody and allows visualization
of the graft. Immune reaction is assessed by Ox62 (dendritic cells), Ox42
(microglial cells/macrophages), and R73 (T cells) antibodies. Scale bar:
200 μm. Frontiers in Cellular Neuroscience NSPCs, THE FUTURE OF INTRACEREBRAL
TRANSPLANTATION? Stem cells are defined by their ability to self renew to maintain
the pool of undifferentiated cells, to proliferate to give rise to
lineage-restricted progenitors, and to differentiate into a range of
mature cell types. Among them, multipotent neural stem cells
(NSCs), derived from embryonic or adult nervous systems, can
be cultivated in vitro as neurospheres, a mixture of neural stem
cells and progenitors (NSPCs), in presence of growth factors
such as bFGF (Vescovi et al., 1993; Gritti et al., 1996), and EGF
(Reynolds and Weiss,1992). Withdrawal of growth factors induces
their differentiation into neurons, astrocytes, and oligodendro-
cytes (Reynolds and Weiss, 1992; Reynolds et al., 1992). These
properties make them an interesting source of cells for neural
repair after injury or disease. Besides their differentiation poten-
tial, NSPCs seem to have a selective advantage for their survival
when transplanted in the brain. In a xenotransplantation context,
Armstrong and colleagues as well as our group demonstrated that
porcine NSPCs were able to survive longer than porcine neurob-
lasts when grafted into the striatum of non-immunosuppressed
rats (Armstrong et al., 2001; Michel-Monigadon et al., 2011). As
NSPCswerereportedtoexpressnoorlowlevelsof MHCmolecules (Klassen et al., 2001; Hori et al., 2003), this phenomenon was
firstly linked to a lesser immunogenicity of these cells compared
to more mature cells (Odeberg et al., 2005). However, immuno-
genic properties of NSPCs cannot totally justify their delayed
rejection, and recent studies confirmed the expression of MHC
class I and class II molecules by NSPCs, under normal or inflam-
matory conditions (Sergent-Tanguy et al., 2006; Johansson et al.,
2008; Yin et al., 2008; Laguna Goya et al., 2011). Beneficial effects
of NSPC transplantation have been shown in pre-clinical mod-
els of several neurologic disorders such as Parkinson disease April 2012 | Volume 6 | Article 17 | 3 Frontiers in Cellular Neuroscience www.frontiersin.org NSPC for CNS cell therapy Bonnamain et al. (Richardson et al., 2005), Huntington disease (McBride et al.,
2004), or multiple sclerosis but also in other pathologies includ-
ing renal ischemia-reperfusion (Wang et al., 2009b). However, the
different mechanisms by which these cells exert their therapeutic
effect remain unclear. The replacement of cells that have been lost
or damaged was for a long time thought to be the main function
of transplanted stem cells but it is now clear that somatic stem
cells could also induce several beneficial effects far beyond the
cell replacement itself. NSPCs, THE FUTURE OF INTRACEREBRAL
TRANSPLANTATION? For instance, it has recently been demon-
strated that several stem cell types (embryonic, mesenchymal, or
neural) display a strong immunosuppressive potential (Fändrich
et al., 2002; Zappia et al., 2005; Einstein et al., 2007), favorable
to their use in transplantation strategies for immune-related dis-
eases like multiple sclerosis. It is also possible that NSPCs induce
neural repair through intrinsic properties of neuroprotection and
immunomodulation by releasing directly at the graft site a range of
molecules (immunomodulatory molecules, growth factors, stem
cell regulatory factors) spatially and temporally orchestrated by
the microenvironment (Pluchino et al., 2009). region of the CNS, amplified in culture and reimplanted in the
patient to repair cerebral or spinal damage without the need for
immunosuppressive treatment (Pfeifer et al.,2006). To date, autol-
ogous transplantation of differentiated NSPCs was performed in
one Parkinson disease patient with encouraging results (Lévesque
et al., 2009). If the invasive surgery to isolate NSPCs may have
critical consequences like permanent damage in the taking area,
this strategy presents the advantage to avoid immune compatibil-
ity problems and could allow patient-specific gene modifications
of the cells prior to transplantation (Stojkovic and Lako, 2011). Genetic engineering of autologous NSPCs could for example be
used to repair potential genetic damage linked to the patient’s
disease (like in Huntington disease), stimulate dopaminergic dif-
ferentiation in the case of Parkinson disease (Wagner et al., 1999)
or dedifferentiate NSPCs toward a pluripotent state using the Oct4
gene (Kim et al., 2009). Despite the immunologically special status
of the CNS,long-term survival of neural allografts is compromised
in the host without immunosuppression (Krystkowiak et al., 2007;
Rota Nodari et al., 2010). Immunogenicity is therefore an impor-
tant parameter to consider for the survival of transplanted cells. NSPCs express class I MHC and co-stimulatory molecules (Imi-
tola et al., 2004; Sergent-Tanguy et al., 2006) but the expression
of MHC class II molecules remain undetectable in physiological
conditions (Hori et al.,2003). However in the case of an inflamma-
tory process, in particular under IFNγ exposure, the expression of
immunogenic molecules at NSPC’s surface is strongly increased
(Johansson et al., 2008; Laguna Goya et al., 2011) which com-
promises their survival and consequently their long-term effects. Moreover, NSPC allotransplantation studies have revealed that
NSPCs derived from adult tissue could be less efficient than those
derived from the fetal CNS (Guillaume and Zhang, 2008). NSPCs, THE FUTURE OF INTRACEREBRAL
TRANSPLANTATION? Indeed,
the latter have demonstrated a greater capacity of proliferation
in vitro and would more easily differentiate into neurons in vivo. NSPCs derived from the adult brain display weak propensity to
integrate in the cerebral tissue, show limited synapse formation
and their survival remains relatively short (Dziewczapolski et al.,
2003), compromising a potential functional recovery. These obser-
vations suggest that NSPCs should preferentially be isolated from
the fetal CNS prior to transplantation. However, one must keep
in mind that the use of human fetal NSPCs, like ES cells, is lim-
ited by ethical and logistical issues. The use of NSPCs from animal
species like swine could alleviate problems linked to the use of fetal
human cells. In several studies, porcine NSPCs have been shown to
have a reduced immunogenicity that could optimize their survival
in vivo (Armstrong et al., 2001). Porcine NSPCs are also particu-
larly interesting because of their multipotency. Barker’s group has
demonstrated that porcine NSPCs xenografted in cyclosporine A-
immunosuppressed rats presenting a 6-hydroxydopamine lesion
to model Parkinson disease could differentiate into dopaminer-
gic neurons (Armstrong et al., 2002). In addition, the xenografted
cells have proven to significantly integrate in the host tissue and
partially reconstitute damaged neuronal circuitry (Harrower et al.,
2006). In a recent study, our group has shown that NSPCs derived
from the cerebral cortex of pig embryos at 28 days of gestation
could survive significantly longer than porcine neuroblasts iso-
lated from the ventral mesencephalon after transplantation in the ADMINISTRATION ROUTE AND SOURCE OF
TRANSPLANTED NSPCs Defining the best route of administration of cells represents a con-
straint for NSPC transplantation and is very dependent on the
type of CNS lesions (focal or multifocal). Anatomic and patho-
logic characteristics of CNS focal disorders like Parkinson disease,
spinal cord lesions, Huntington disease, or stroke suggest that
intracerebraltransplantationof cellsdirectlyatthesiteof thelesion
would be the more appropriate strategy to facilitate tissue regener-
ation. However, the presence of several lesion areas in diseases like
multiple sclerosis or epilepsy represents a major limit for intrale-
sional cellular transplantation approaches, and some groups were
able to show a therapeutic effect of NSPC systemic transplan-
tation by intravenous or intrathecal route (Pluchino et al., 2003;
Einstein et al., 2007). Efficiency of restorative transplantation can
also depend on the differentiation stage of the grafted cells. In
some cases where a specific cell type is selectively lost during the
pathogenic event, like the dopaminergic neurons in Parkinson
disease, transplantation of pre-differentiated cells sharing similar
properties in the affected region could allow a better functional
recovery (Kim et al., 2002; Lévesque et al., 2009). However, the
use of multipotent undifferentiated cells could be the best strat-
egy in the case of a lesion or disease affecting several cell types
in extended areas. Indeed these cells could spontaneously dif-
ferentiate in vivo under the influence of the microenvironment
in cells with desired phenotypes. It has recently been show that
undifferentiated human NSPCs could survive and differentiate
into neurons and glial cells after xenotransplantation into the rat
spinal cord (Mothe et al., 2011). AUTO, ALLO, AND XENOTRANSPLANTATION OF NSPCs AUTO, ALLO, AND XENOTRANSPLANTATION OF NSPCs Autologous NSPCs derived from rodent adult nervous tissue and
transplanted in the CNS can functionally integrate in the cerebral
parenchyma, confirming their potential use in therapy (Taupin
and Gage, 2002). Isolation of NSPCs from the human adult
brain offers the opportunity to perform autologous transplan-
tation, in which NSPCs would be isolated from an unlesioned April 2012 | Volume 6 | Article 17 | 4 Frontiers in Cellular Neuroscience www.frontiersin.org NSPC for CNS cell therapy Bonnamain et al. directly in the lesioned area using genetically engineered stem
cells (Müller et al., 2006). This type of strategy would especially
be appropriate in ischemic pathologies where altered blood flow
decreases the access to the lesion site by systemic administration
route. NSPC’s neuroprotective effect often goes along with an
increase in the bioavailability of the main neurotrophic factors
like NGF, BDNF, CNTF, and GDNF (Carletti et al., 2011). This
has been demonstrated in rodents suffering from primary cen-
tral inflammatory diseases like multiple sclerosis (Pluchino et al.,
2003), spinal cord lesions (Lu et al., 2003), or stroke, and also
in rodent models of neurodegenerative disorders associated with
an immune reaction such as Parkinson and Huntington diseases
(McBride et al.,2004; Ryu et al.,2004; Richardson et al.,2005). Cel-
lular and molecular mechanisms implicated in this phenomenon
remain unclear but may reside in the intrinsic properties of neu-
rospheres, cellular artifacts resulting from NSPC culture and from
which most of transplanted NSPCs are derived. Typically, neu-
rospheres are generated in vitro after about 10 days in culture
in the absence of serum and in the presence of high concen-
trations of growth factors (EGF/bFGF). This culture protocol
allows the selection of NSPCs responding to those factors. Thus,
after transplantation, neurosphere-derived NSPCs might be more
sensitive to environmental signals (especially bFGF) in the host
tissue triggering neurotrophin secretion by neighboring cells (Lu
et al., 2003). was associated with an absence of T lymphocyte, dendritic and
activated microglial cell infiltration within the NSPC healthy
grafts and with a trophic effect of the grafted cells on the host
dopaminergic system (Michel-Monigadon et al., 2011). However,
we did not observe any dopaminergic differentiation suggesting
that NSPCs could be beneficial far beyond the cell replacement
process itself. IMMUNOMODULATION Accumulating evidence suggest that stem cells, like mesenchymal
stem cells (MSCs) or embryonic stem cells, could interact with
components of the immune system, leading to the modulation
of many effector functions (Fändrich et al., 2002; Zappia et al.,
2005). For instance, MSCs are known to suppress T cell prolif-
eration in vitro (Di Nicola et al., 2002) and to induce long-term
graft survival in an allogeneic context (Bartholomew et al., 2002;
Chabannes et al., 2007). Regarding NSPCs, a growing number of
studies highlighted their immunomodulatory properties, in vivo
and in vitro (Bonnamain et al., 2011). It was clearly demonstrated
that NSPCs were able to attenuate experimental autoimmune
encephalomyelitis (EAE) when injected centrally or peripherally
(Einstein et al., 2003, 2007; Pluchino et al., 2005). If the site of
action (i.e., CNS or lymph nodes) is not clearly defined, NSPCs
have the capacity to inhibit the proliferation of lymph nodes-
derived T cells, in response to either concanavalin A (ConA) or
to myelin oligodendrocyte glycoprotein, in vitro (Einstein et al.,
2003). A recent study showed that syngenic NSPCs transplanted
in a model of focal spinal cord injury were able to interact
with activated-macrophages in situ to decrease their number and
increase the proportion of regulatory T cells (Cusimano et al.,
2012). This confirms the importance of the interactions between
NSPCs and immune cells to reconfigure the deleterious inflamma-
tory environment and thus promote the healing or regeneration
processes. As systemic transplantation of NSPCs was shown to
be beneficial in animal models of autoimmune disease like mul-
tiple sclerosis (Einstein et al., 2007), it could be hypothesized that
NSPCs exert their immunomodulatory effect through a strong
paracrine mechanism. Previous studies revealed the expression of
immune molecules like TGFβ-1 by NSPCs (Klassen et al., 2003), THERAPEUTIC EFFECTS OF TRANSPLANTED NSPCs
CELL REPLACEMENT Human NSPCs transplanted in the brain of immunodeficient
mice can proliferate, migrate, and differentiate depending on
the injection site (Tamaki et al., 2002). Allotransplantation of
NSPCs has proven to be efficient in animal models of stroke
and spinal cord lesion. Murine NSPCs from C17.2 cell line
implanted in an ischemic mouse brain could survive, integrate,
and differentiate into neurons and glial cells (Snyder et al., 1997). Animal models of cerebral ischemia have also been used to
demonstrate that NSPCs delivered by intraventricular injection
could migrate toward and through the damaged tissue, inte-
grate, and differentiate into the main neural cell types (Riess
et al., 2002). Moreover, NSPCs genetically modified to overex-
press NT-3 have shown a potent integration and a significant
regenerative capacity in a model of hypoxic and ischemic cere-
bral lesion, associated with a decrease in the severity of brain
parenchyma damage, an improvement of axonal outgrowth, and
a diminution of the glial scar (Park et al., 2006). These studies
suggest that, under certain conditions, the lesioned CNS could
represent a permissive environment for the maintenance of trans-
planted NSPCs. Functional integration and reconstruction of the
neuronal circuitry is an important goal for restorative therapy. In
this context, several groups have shown that NSPCs cultured in
vitro could give rise to functional neurons connected and elec-
trically active (Auerbach et al., 2000) that could integrate in the
host cortical connections after transplantation (Snyder et al.,1997;
Lundberg et al., 2002; Park et al., 2002). Despite these encourag-
ing results, proofs of the ability of NSPCs to differentiate into
a sufficient number of functional neurons that could regener-
ate lost functions by massive cell replacement remain relatively
rare. Functional benefits resulting from NSPC transplantation
are hardly correlated to the number of fully differentiated neu-
ral cells obtained from the grafted cells. This inefficiency to
complete the differentiation process and the tendency to main-
tain an undifferentiated phenotype within the host tissue suggest
that transplanted NSPCs partially exert their therapeutic effect by
alternative mechanisms. Frontiers in Cellular Neuroscience REFERENCES Aloisi, F. (2001). Immune function of
microglia. Glia 36, 165–179. Cornet, A., Bettelli, E., Oukka, M.,
Cambouris, C., Avellana-Adalid, V., Cornet, A., Bettelli, E., Oukka, M.,
Cambouris, C., Avellana-Adalid, V.,
Kosmatopoulos, K., and Liblau, R. S. (2000). Role of astrocytes in anti-
gen presentation and naive T-cell
activation. J. Neuroimmunol. 106,
69–77. Armstrong, R. J., Harrower, T. P., Hurel-
brink, C. B., McLaughin, M., Rat-
cliffe, E. L., Tyers, P., Richards, A.,
Dunnett, S. B., Rosser, A. E., and
Barker, R. A. (2001). Porcine neu-
ral xenografts in the immunocompe-
tent rat: immune response following
grafting of expanded neural precur-
sor cells. Neuroscience 106, 201–216. survival in vivo. Exp. Hematol. 30,
42–48. Billingham, R. E., and Boswell, T. (1953). Studies on the problem of
corneal homografts. Proc. R. Soc. Lond. B Biol. Sci. 141, 392–406. Einstein, O., Karussis, D., Grigori-
adis, N., Mizrachi-Kol, R., Reinhartz,
E., Abramsky, O., and Ben-Hur, T. (2003). Intraventricular transplanta-
tion of neural precursor cell spheres
attenuatesacuteexperimentalallergic
encephalomyelitis. Mol. Cell. Neu-
rosci. 24, 1074–1082. Cusimano, M., Biziato, D., Brambilla,
E., Donegà, M., Alfaro-Cervello, C.,
Snider, S., Salani, G., Pucci, F.,
Comi, G., Garcia-Verdugo, J. M.,
De Palma, M., Martino, G., and
Pluchino, S. (2012). Transplanted
neural stem/precursor cells instruct
phagocytes and reduce secondary tis-
sue damage in the injured spinal cord. Brain 35(Pt. 2), 447–460. Björklund, A., Dunnett, S. B., Brundin,
P., Stoessl, A. J., Freed, C. R., Breeze,
R. E., Levivier, M., Peschanski, M.,
Studer, L., and Barker, R. (2003). Neural transplantation for the treat-
ment of Parkinson’s disease. Lancet
Neurol. 2, 437–445. Armstrong, R. J. E., Hurelbrink, C. B.,
Tyers, P., Ratcliffe, E. L., Richards,
A., Dunnett, S. B., Rosser, A. E.,
and Barker,
R. A. (2002). The
potential for circuit reconstruction
by expanded neural precursor cells
explored through porcine xenografts
in a rat model of Parkinson’s disease. Exp. Neurol. 175, 98–111. Fändrich, F., Dresske, B., Bader, M.,
and Schulze, M. (2002). Embryonic
stem cells share immune-privileged
features relevant for tolerance induc-
tion. J. Mol. Med. 80, 343–350. Björklund, A., and Lindvall, O. (2000). Cell replacement therapies for cen-
tral nervous system disorders. Nat. Neurosci. 3, 537–544. Daniloff, J. K., Low, W. C., Bodony, R. P., and Wells, J. (1985). Cross-species
neural transplants of embryonic sep-
tal nuclei to the hippocampal forma-
tion of adult rats. Exp. Brain Res. 59,
73–82. Freeman, T. B., Cicchetti, F., Hauser,
R. A., Deacon, T. REFERENCES W., Li, X.-J., Her-
sch, S. M., Nauert, G. M., Sanberg,
P. R., Kordower, J. H., Saporta, S.,
and Isacson, O. (2000). Transplanted
fetal striatum in Huntington’s dis-
ease: phenotypic development and
lack of pathology. Proc. Natl. Acad. Sci. U.S.A. 97, 13877–13882. Björklund, A., Stenevi, U., Dunnett, S. B., and Gage, F. H. (1982). Cross-
species neural grafting in a rat model
of Parkinson’s disease. Nature 298,
652–654. Auerbach, J. M., Eiden, M. V., and
McKay, R. D. (2000). Transplanted
CNS stem cells form functional
synapses in vivo. Eur. J. Neurosci. 12,
1696–1704. Deacon, T., Schumacher, J., Dinsmore,
J., Thomas, C., Palmer, P., Kott, S.,
Edge, A., Penney, D., Kassissieh, S.,
Dempsey, P., and Isacson, O. (1997). Histological evidence of fetal pig neu-
ral cell survival after transplantation
into a patient with Parkinson’s dis-
ease. Nat. Med. 3, 350–353. Bonnamain, V., Neveu, I., and Naveil-
han, P. (2011). In vitro analyses
of the immunosuppressive proper-
ties of neural stem/progenitor cells
using anti-CD3/CD28-activated T
cells. Methods Mol. Biol. 677, 233–
243. Bachoud-Lévi,
A.-C.,
Gaura,
V.,
Brugières, P., Lefaucheur, J.-P., Boissé,
M.-F., Maison, P., Baudic, S., Ribeiro,
M.-J., Bourdet, C., Remy, P., Cesaro,
P., Hantraye, P., and Peschanski, M. (2006). Effect of fetal neural trans-
plants in patients with Huntington’s
disease 6 years after surgery: a long-
term follow-up study. Lancet Neurol. 5, 303–309. Freeman, T. B., Wojak, J. C., Brandeis,
L., Michel, J. P., Pearson, J., and
Flamm, E. S. (1988). Cross-species
intracerebral grafting of embryonic
swine dopaminergic neurons. Prog. Brain Res. 78, 473–477. Deacon, T. W., Pakzaban, P., Burns,
L. H., Dinsmore, J., and Isacson,
O. (1994). Cytoarchitectonic devel-
opment, axon–glia relationships, and
long distance axon growth of porcine
striatal xenografts in rats. Exp. Neu-
rol. 130, 151–167. Carletti, B., Fpiemonte, F., and Rossi, F. (2011). Neuroprotection: the emerg-
ing concept of restorative neural stem
cell biology for the treatment of neu-
rodegenerative diseases. Curr. Neu-
ropharmacol. 9, 313–317. Galpern, W. R., Burns, L. H., Dea-
con, T. W., Dinsmore, J., and Isac-
son,
O. (1996). Xenotransplanta-
tion of porcine fetal ventral mesen-
cephalon in a rat model of Parkin-
son’s disease: functional recovery and
graft morphology. Exp. Neurol. 140,
1–13. Bachoud-Lévi, A. C., Rémy, P., Nguyen,
J. P., Brugières, P., Lefaucheur, J. P.,
Bourdet, C., Baudic, S., Gaura, V.,
Maison, P., Haddad, B., Boissé, M. F., Grandmougin, T., Jény, R., Bar-
tolomeo, P., Dalla Barba, G., Degos,
J. NEUROPROTECTION Transplanted NSPCs can significantly improve the survival and
the functions of endogenous glial and neuronal progenitor cells
that have survived the pathologic event. NSPCs display a strong
tropism for tissue lesions and seem to migrate toward these
critical sites to release molecules preventing death and facilitat-
ing regeneration of targeted cell populations (Ourednik et al.,
2002). Several groups are interested in this particular tropism
of NSPCs and stem cells in general for damaged zones. This
property could indeed be used to deliver therapeutic molecules April 2012 | Volume 6 | Article 17 | 5 Frontiers in Cellular Neuroscience www.frontiersin.org NSPC for CNS cell therapy Bonnamain et al. the common knowledge that the CNS was an immunologically
privileged tissue deprived of any immune reaction and that
transplanted NSPCs were only efficient through mechanisms of
neuronal replacement. It is now clear that neuroprotection and
immunomodulation capacities of these cells play a major part in
the beneficial effects observed in pre-clinical models of neurode-
generative diseases and other CNS affections. Elucidation of these
mechanisms may be a crucial step in the control and improve-
ment of NSPC transplantation as a major therapeutic strategy in
regenerative medicine. or inducible nitric oxide synthase (iNOS) and prostaglandin E2 in
NSPC cell line (Wang et al.,2009a). Even if the implication of some
of these molecules in the immunosuppressive effect of NSPC cell
line has already been suggested, the mechanism remains poorly
understood. CONCLUSION Significant progresses in stem cell biology have generated con-
siderable enthusiasm for the use of these cells in therapeutic
strategies for CNS disorders. Numerous studies have challenged adult rat and human mesenchymal
stem cells. Blood 110, 3691–3694. Einstein, O., Fainstein, N., Vaknin,
I., Mizrachi-Kol, R., Reihartz, E.,
Grigoriadis, N., Lavon, I., Baniyash,
M., Lassmann, H., and Ben-Hur,
T. (2007). Neural precursors atten-
uate autoimmune encephalomyelitis
by peripheral immunosuppression. Ann. Neurol. 61, 209–218. Deans, R., Moseley, A., and Hoff-
man, R. (2002). Mesenchymal stem
cells suppress lymphocyte prolifera-
tion in vitro and prolong skin graft
survival in vivo. Exp. Hematol. 30,
42–48. REFERENCES REFERENCES C., Nerrière-Daguin, V.,
Josien, R., Brachet, P., Naveilhan,
P., and Neveu, I. (2006). Dendritic
cell recruitment following xenograft-
ing of pig fetal mesencephalic cells
into the rat brain. Exp. Neurol. 202,
76–84. Head, J. R., Neaves, W. B., and Billing-
ham, R. E. (1983). Immune privilege
in the testis. I. Basic parameters of
allograft survival. Transplantation 36,
423–431. Joó, F. (1993). The blood–brain barrier
in vitro: the second decade. Neu-
rochem. Int. 23, 499–521. Larsson, L. C., Czech, K. A., Widner,
H., and Korsgren, O. (1999). Discor-
dant neural tissue xenografts survive
longer in immunoglobulin deficient
mice. Transplantation 68, 1153–1160. Kebir, H., Kreymborg, K., Ifergan, I.,
Dodelet-Devillers, A., Cayrol, R.,
Bernard, M., Giuliani, F., Arbour,
N., Becher, B., and Prat, A. (2007). Human TH17 lymphocytes promote
blood–brain barrier disruption and
central nervous system inflamma-
tion. Nat. Med. 13, 1173–1175. Hickey, W. F. (2001). Basic principles
of immunological surveillance of the
normal central nervous system. Glia
36, 118–124. Michel-Monigadon, D., Bonnamain, V.,
Nerrière-Daguin, V., Dugast, A.-S.,
Lévèque, X., Plat, M., Venturi, E.,
Brachet, P., Anegon, I., Vanhove,
B., Neveu, I., and Naveilhan, P. (2011). Trophic and immunoregu-
latory properties of neural precur-
sor cells: benefit for intracerebral
transplantation. Exp. Neurol. 230,
35–47. Lévesque, M. F., Neuman, T., and Rezak,
M. (2009). Therapeutic microinjec-
tion of autologous adult human neu-
ral stem cells and differentiated neu-
rons for Parkinson’s disease: five-year
post-operative outcome. Open Stem
Cell J. 1, 20–29. Hickey,W. F., Hsu, B. L., and Kimura, H. (1991). T-lymphocyte entry into the
central nervous system. J. Neurosci. Res. 28, 254–260. Kerschensteiner, M., Meinl, E., and
Hohlfeld, R. (2009). Neuro-immune
crosstalk in CNS diseases. Neuro-
science 158, 1122–1132. Lu, P., Jones, L. L., Snyder, E. Y.,
and Tuszynski, M. H. (2003). Neu-
ral stem cells constitutively secrete
neurotrophic factors and promote
extensive host axonal growth after
spinal cord injury. Exp. Neurol. 181,
115–129. Höftberger, R., Aboul-Enein, F., Brueck,
W., Lucchinetti, C., Rodriguez, M.,
Schmidbauer, M., Jellinger, K., and
Lassmann, H. (2004). Expression
of major histocompatibility complex
class I molecules on the different cell
types in multiple sclerosis lesions. Brain Pathol. 14, 43–50. Mothe, A. J., Zahir, T., Santaguida, C.,
Cook, D., and Tator, C. H. (2011). Neuralstem/progenitorcellsfromthe
adult human spinal cord are mul-
tipotent and self-renewing and dif-
ferentiate after transplantation. PLoS
ONE 6, e27079. doi: 10.1371/jour-
nal.pone.0027079 Kim, J. REFERENCES H. (2004). Human neural stem cell transplants
improve motor function in a rat
model of Huntington’s disease. J. Comp. Neurol. 475, 211–219. Krystkowiak, P., Gaura, V., Labalette,
M., Rialland, A., Remy, P., Peschan-
ski, M., and Bachoud-Lévi, A.-C. (2007). Alloimmunisation to donor
antigens and immune rejection fol-
lowing foetal neural grafts to the
brain in patients with Huntington’s
disease. PLoS ONE 2, e166. doi:
10.1371/journal.pone.0000166 Guillaume, D. J., and Zhang, S.-C. (2008). Human embryonic stem cells:
a potential source of transplantable
neural progenitor cells. Neurosurg. Focus 24, E3. Isacson, O., Deacon, T. W., Pakz-
aban, P., Galpern, W. R., Dins-
more, J., and Burns, L. H. (1995). Transplanted xenogeneic neural cells
in neurodegenerative disease mod-
els exhibit remarkable axonal target
specificity and distinct growth pat-
terns of glial and axonal fibres. Nat. Med. 1, 1189–1194. Medawar, P. B. (1948). Immunity to
homologous grafted skin; the fate of
skin homografts transplanted to the
brain, to subcutaneous tissue, and to
the anterior chamber of the eye. Br. J. Exp. Pathol. 29, 58–69. Harrower, T. P., Tyers, P., Hooks, Y.,
and Barker, R. A. (2006). Long-term
survival and integration of porcine
expanded neural precursor cell grafts
in a rat model of Parkinson’s disease. Exp. Neurol. 197, 56–69. Laguna Goya, R., Busch, R., Mathur,
R., Coles, A. J., and Barker, R. A. (2011). Human fetal neural precursor
cells can up-regulate MHC class I and
class II expression and elicit CD4 and
CD8 T cell proliferation. Neurobiol. Dis. 41, 407–414. Melchior,
B.,
Rémy,
S.,
Nerrière-
Daguin, V., Heslan, J.-M., Soulillou,
J.-P., and Brachet, P. (2002). Tempo-
ral analysis of cytokine gene expres-
sion during infiltration of porcine
neuronal grafts implanted into the rat
brain. J. Neurosci. Res. 68, 284–292. Hatterer, E., Davoust, N., Didier-Bazes,
ill
l
li Hatterer, E., Davoust, N., Didier-Bazes,
M., Vuaillat, C., Malcus, C., Belin,
M.-F., and Nataf, S. (2006). How
to drain without lymphatics? Den-
dritic cells migrate from the cere-
brospinal fluid to the B-cell follicles
of cervical lymph nodes. Blood 107,
806–812. Johansson, S., Price, J., and Modo,
M. (2008). Effect of inflamma-
tory cytokines on major histocom-
patibility complex expression and
differentiation
of
human
neural
stem/progenitor cells. Stem Cells 26,
2444–2454. Larsson, L. C., Czech, K. A., Brundin,
P., and Widner, H. (2000). Intrastri-
atal ventral mesencephalic xenografts
of porcine tissue in rats: immune
responses and functional effects. Cell
Transplant. 9, 261–272. Michel, D. REFERENCES B., Sebastiano, V., Wu, G.,
Araúzo-Bravo,M.J.,Sasse,P.,Gentile,
L., Ko, K., Ruau, D., Ehrich, M., van
den Boom, D., Meyer, J., Hübner, K.,
Bernemann, C., Ortmeier, C., Zenke,
M., Fleischmann, B. K., Zaehres, H.,
and Schöler, H. R. (2009). Oct4-
induced pluripotency in adult neural
stem cells. Cell 136, 411–419. Lundberg, C., Englund, U., Trono,
D., Björklund, A., and Wictorin, K. (2002). Differentiation of the RN33B
cell line into forebrain projection
neuronsaftertransplantationintothe
neonatal rat brain. Exp. Neurol. 175,
370–387. Honey, C. R., Clarke, D. J., Dall-
man, M. J., and Charlton, H. M. (1990). Human neural graft function
in rats treated with anti-interleukin
II receptor antibody. Neuroreport 1,
247–249. Müller, F.-J., Snyder, E. Y., and Loring,
J. F. (2006). Gene therapy: can neural
stem cells deliver? Nat. Rev. Neurosci. 7, 75–84. Kim, J.-H., Auerbach, J. M., Rodríguez-
Gómez, J. A., Velasco, I., Gavin, D.,
Lumelsky, N., Lee, S.-H., Nguyen,
J., Sánchez-Pernaute, R., Bankiewicz,
K., and McKay, R. (2002). Dopamine
neurons derived from embryonic
stem cells function in an animal
model of Parkinson’s disease. Nature
418, 50–56. Martin, C., Plat, M., Nerriére-Daguin,
V., Coulon, F., Uzbekova, S., Ven-
turi, E., Condé, F., Hermel, J.-M.,
Hantraye, P., Tesson, L., Anegon,
I., Melchior, B., Peschanski, M., Le
Mauff, B., Boeffard, F., Sergent-
Tanguy, S., Neveu, I., Naveilhan, P.,
Soulillou, J. P., Terqui, M., Brachet,
P., and Vanhove, B. (2005). Trans-
genic expression of CTLA4-Ig by fetal
pig neurons for xenotransplantation. Transgenic Res. 14, 373–384. Hori, J., Joyce, N., and Streilein, J. W. (2000). Epithelium-deficient corneal
allografts display immune privilege
beneath the kidney capsule. Invest. Ophthalmol. Vis. Sci. 41, 443–452. Odeberg, J., Piao, J.-H., Samuelsson,
E.-B., Falci, S., and Akesson, E. (2005). Low immunogenicity of in
vitro-expanded human neural cells
despite high MHC expression. J. Neu-
roimmunol. 161, 1–11. Hori, J., Ng, T. F., Shatos, M., Klassen,
H., Streilein, J. W., and Young, M. J. (2003). Neural progenitor cells lack
immunogenicity and resist destruc-
tion as allografts. Stem Cells 21,
405–416. Klassen, H., Schwartz, M. R., Bai-
ley, A. H., and Young, M. J. (2001). Surface markers expressed by mul-
tipotent human and mouse neural
progenitor cells include tetraspanins
and non-protein epitopes. Neurosci. Lett. 312, 180–182. Okura, Y., Tanaka, R., Ono, K., Yoshida,
S., Tanuma, N., and Matsumoto, Y. (1997). Treatment of rat hemiparkin-
son model with xenogeneic neural
transplantation: tolerance induction
by anti-T-cell antibodies. J. Neurosci. Res. 48, 385–396. Huffaker, T. K., Boss, B. REFERENCES D., Lisovoski, F., Ergis, A. M.,
Pailhous, E., Cesaro, P., Hantraye,
P.,
and
Peschanski,
M. (2000). Motor and cognitive improvements
in patients with Huntington’s disease
after neural transplantation. Lancet
356, 1975–1979. Cayrol, R., Wosik, K., Berard, J. L.,
Dodelet-Devillers, A.,
Ifergan,
I.,
Kebir, H., Haqqani, A. S., Kreym-
borg, K., Krug, S., Moumdjian, R.,
Bouthillier, A., Becher, B., Arbour,
N., David, S., Stanimirovic, D., and
Prat, A. (2008). Activated leuko-
cyte cell adhesion molecule promotes
leukocyte trafficking into the central
nervous system. Nat. Immunol. 9,
137–145. Di Nicola, M., Carlo-Stella, C., Magni,
M., Milanesi, M., Longoni, P. D., Mat-
teucci, P., Grisanti, S., and Gianni,
A. M. (2002). Human bone marrow
stromal cells suppress T-lymphocyte
proliferation induced by cellular or
nonspecific mitogenic stimuli. Blood
99, 3838–3843. Goldstein, G. W., and Betz, A. L. (1983). Recent advances in understanding
brain capillary function. Ann. Neurol. 14, 389–395. Dziewczapolski, G., Lie, D. C., Ray,
J., Gage, F. H., and Shults, C. W. (2003). Survival and differentiation
of adultrat-derivedneuralprogenitor
cells transplanted to the striatum of
hemiparkinsonian rats. Exp. Neurol. 183, 653–664. Gritti, A., Parati, E. A., Cova, L., Frol-
ichsthal, P., Galli, R., Wanke, E.,
Faravelli, L., Morassutti, D. J., Roisen,
F., Nickel, D. D., and Vescovi, A. L. (1996). Multipotential stem cells
from the adult mouse brain prolifer-
ateandself-renewinresponsetobasic Barker, C. F., and Billingham, R. E. (1977). Immunologically privileged
sites. Adv. Immunol. 25, 1–54. Chabannes, D., Hill, M., Merieau, E.,
Rossignol, J., Brion, R., Soulillou, J. Chabannes, D., Hill, M., Merieau, E.,
Rossignol, J., Brion, R., Soulillou, J. P., Anegon, I., and Cuturi, M. C. (2007). A role for heme oxygenase-
1 in the immunosuppressive effect of (1977). Immunologically privileged
sites. Adv. Immunol. 25, 1–54. Bartholomew,A., Sturgeon, C., Siatskas,
M., Ferrer, K., McIntosh, K., Patil, Bartholomew,A., Sturgeon, C., Siatskas,
M., Ferrer, K., McIntosh, K., Patil,
S., Hardy, W., Devine, S., Ucker, D., S., Hardy, W., Devine, S., Ucker, D., April 2012 | Volume 6 | Article 17 | 6 Frontiers in Cellular Neuroscience www.frontiersin.org NSPC for CNS cell therapy Bonnamain et al. fibroblast growth factor. J. Neurosci. 16, 1091–1100. fibroblast growth factor. J. Neurosci. 16, 1091–1100. Snyder, E.Y., and Khoury, S. J. (2004). Neural stem/progenitor cells express
costimulatory molecules that are dif-
ferentially regulated by inflammatory
and apoptotic stimuli. Am. J. Pathol. 164, 1615–1625. McBride, J. L., Behrstock, S. P., Chen,
E.-Y., Jakel, R. J., Siegel, I., Svendsen,
C. N., and Kordower, J. REFERENCES Neural xenotransplantation: recon-
struction of neuronal circuitry across
species barriers. Neuroscience 62,
989–1001. Wictorin, K., Clarke, D. J., Bolam, J. P., Brundin, P., Gustavii, B., Lindvall,
O., and Björklund, A. (1990). Exten-
sive efferent projections of intra-
striatally transplanted striatal neu-
rons as revealed by a species-specific
neurofilament marker and antero-
grade axonal tracing. Prog. Brain Res. 82, 391–399. Reynolds, B. A., and Weiss, S. (1992). Generation of neurons and astro-
cytes from isolated cells of the adult
mammalian central nervous system. Science 255, 1707–1710. Snyder,
E. Y.,
Yoon,
C.,
Flax,
J. D.,
and Macklis,
J. D. (1997). Multipotent neural precursors can
differentiate toward replacement of
neurons undergoing targeted apop-
totic degeneration in adult mouse
neocortex. Proc. Natl. Acad. Sci. U.S.A. 94, 11663–11668. Park, K. I., Himes, B. T., Stieg, P. E., Tessler, A., Fischer, I., and Sny-
der, E. Y. (2006). Neural stem cells
may be uniquely suited for com-
bined gene therapy and cell replace-
ment: evidence from engraftment of
neurotrophin-3-expressing stem cells
in hypoxic-ischemic brain injury. Exp. Neurol. 199, 179–190. Rezzani,
R. (2006). Exploring
cyclosporine
A-side
effects
and
the protective role-played by antiox-
idants:
the
morphological
and
immunohistochemical
studies. Histol. Histopathol. 21, 301–316. Wood, M. J., Sloan, D. J., Wood, K. J.,
and Charlton, H. M. (1996). Indef-
inite survival of neural xenografts
induced
with
anti-CD4
mono-
clonal antibodies. Neuroscience 70,
775–789. Stojkovic, M., and Lako, M. (2011). Neural stem cells, a step closer to
clinic? Stem Cells 29, 1477–1478. Richardson, R. M., Broaddus, W. C.,
Holloway, K. L., and Fillmore, H. L. (2005). Grafts of adult subependy-
mal zone neuronal progenitor cells
rescue
hemiparkinsonian
behav-
ioral
decline. Brain
Res. 1032,
11–22. Park, K. I., Teng, Y. D., and Snyder, E. Y. (2002). The injured brain interacts
reciprocally with neural stem cells
supported by scaffolds to reconsti-
tute lost tissue. Nat. Biotechnol. 20,
1111–1117. Yin, L., Fu, S.-L., Shi, G.-Y., Li, Y., Jin, J.-
Q., Ma, Z.-W., and Lu, P.-H. (2008). Expression and regulation of major
histocompatibility complex on neu-
ral stem cells and their lineages. Stem
Cells Dev. 17, 53–65. Tamaki, S., Eckert, K., He, D., Sutton,
R., Doshe, M., Jain, G., Tushin-
ski, R., Reitsma, M., Harris, B.,
Tsukamoto,A.,Gage,F.,Weissman,I.,
and Uchida, N. (2002). Engraftment
of sorted/expanded human central
nervous system stem cells from fetal
brain. J. Neurosci. Res. 69, 976–986. Riess, P., Zhang, C., Saatman, K. E.,
Laurer, H. L., Longhi, L. REFERENCES D., Morgan,
A. S., Neff, N. T., Strecker, R. E.,
Spence, M. S., and Miao, R. (1989). Xenografting of fetal pig ventral mes-
encephalon corrects motor asymme-
try in the rat model of Parkinson’s
disease. Exp. Brain Res. 77, 329–336. Mauerhoff,
T.,
Pujol-Borrell,
R.,
Mirakian, R., and Bottazzo, G. F. (1988). Differential expression and
regulation of major histocompati-
bility complex (MHC) products in
neural and glial cells of the human
fetal brain. J. Neuroimmunol. 18,
271–289. Klassen, H. J., Imfeld, K. L., Kirov,
I. I., Tai, L., Gage, F. H., Young,
M. J., and Berman, M. A. (2003). Expression of cytokines by multipo-
tent neural progenitor cells. Cytokine
22, 101–106. Olanow, C. W., Goetz, C. G., Kordower,
J. H., Stoessl, A. J., Sossi, V., Brin,
M. F., Shannon, K. M., Nauert, G. M., Perl, D. P., Godbold, J., and
Freeman, T. B. (2003). A double-
blind controlled trial of bilateral fetal Imitola, J., Comabella, M., Chandraker,
A. K., Dangond, F., Sayegh, M. H., April 2012 | Volume 6 | Article 17 | 7 Frontiers in Cellular Neuroscience www.frontiersin.org NSPC for CNS cell therapy Bonnamain et al. nigral transplantation in Parkinson’s
disease. Ann. Neurol. 54, 403–414. neural precursor cells ameliorates
renal
ischemia-reperfusion
injury. Nephron Exp. Nephrol. 112, e20–e28. nigral transplantation in Parkinson’s
disease. Ann. Neurol. 54, 403–414. rejection of porcine neurons and
endothelial cells transplanted into
the rat brain. Xenotransplantation 8,
136–148. Sergent-Tanguy, S., Véziers, J., Bon-
namain, V.,
Boudin,
H.,
Neveu,
I., and Naveilhan, P. (2006). Cell
surface antigens on rat neural pro-
genitors and characterization of the
CD3 (+)/CD3 (−) cell populations. Differentiation 74, 530–541. Ourednik, J., Ourednik, V., Lynch, W. y
P., Schachner, M., and Snyder, E. Y. (2002). Neural stem cells display
an inherent mechanism for rescuing
dysfunctional neurons. Nat. Biotech-
nol. 20, 1103–1110. Wekerle, H., Sun, D., Oropeza-Wekerle,
R. L., and Meyermann, R. (1987). Immune reactivity in the nervous sys-
tem: modulation of T-lymphocyte
activation by glial cells. J. Exp. Biol. 132, 43–57. Reynolds,
B. A.,
Tetzlaff,
W.,
and
Weiss, S. (1992). A multipotent EGF-
responsive striatal embryonic pro-
genitor cell produces neurons and
astrocytes. J. Neurosci. 12, 4565–
4574. Sivakumar, V., Foulds, W. S., Luu, C. D.,
Ling, E., and Kaur, C. (2011). Reti-
nal ganglion cell death is induced by
microglia derived pro-inflammatory
cytokines in the hypoxic neonatal
retina. J. Pathol. 224, 245–260. Pakzaban, P., and Isacson, O. (1994). REFERENCES G., Raghu- Pfeifer, K., Vroemen, M., Caioni, M.,
Aigner, L., Bogdahn, U., and Wei-
dner, N. (2006). Autologous adult
rodent neural progenitor cell trans-
plantation represents a feasible strat-
egy to promote structural repair in
the chronically injured spinal cord. Regen. Med. 1, 255–266. Riess, P., Zhang, C., Saatman, K. E.,
Laurer, H. L., Longhi, L. G., Raghu-
pathi, R., Lenzlinger, P. M., Lif-
shitz, J., Boockvar, J., Neugebauer,
E., Snyder, E. Y., and McIntosh,
T. K. (2002). Transplanted neural
stem cells survive, differentiate, and
improve neurological motor function
after experimental traumatic brain
injury. Neurosurgery 51, 1043–1052;
discussion 1052–1054. Zappia, E., Casazza, S., Pedemonte, E.,
Benvenuto, F., Bonanni, I., Gerdoni, Zappia, E., Casazza, S., Pedemonte, E.,
Benvenuto, F., Bonanni, I., Gerdoni,
E., Giunti, D., Ceravolo, A., Caz-
zanti, F., Frassoni, F., Mancardi, G.,
and Uccelli, A. (2005). Mesenchy-
mal stem cells ameliorate experimen-
tal autoimmune encephalomyelitis
inducing T-cell anergy. Blood 106,
1755–1761. Taupin, P., and Gage, F. H. (2002). Adult neurogenesis and neural stem
cells of the central nervous system
in mammals. J. Neurosci. Res. 69,
745–749. Pluchino, S., Quattrini, A., Brambilla,
E., Gritti, A., Salani, G., Dina, G.,
Galli, R., Del Carro, U., Amadio,
S., Bergami, A., Furlan, R., Comi,
G., Vescovi, A. L., and Martino,
G. (2003). Injection of adult neuro-
spheres induces recovery in a chronic
model of multiple sclerosis. Nature
422, 688–694. Vescovi, A. L., Reynolds, B. A., Fraser,
D. D., and Weiss, S. (1993). bFGF
regulates the proliferative fate of
unipotent (neuronal) and bipotent
(neuronal/astroglial) EGF-generated
CNS progenitor cells. Neuron 11,
951–966. Rota Nodari, L., Ferrari, D., Giani,
F., Bossi, M., Rodriguez-Menendez, Rota Nodari, L., Ferrari, D., Giani,
F., Bossi, M., Rodriguez-Menendez,
V., Tredici, G., Delia, D., Vescovi,
A. L., and De Filippis, L. (2010). Long-term survival of human neural
stem cells in the ischemic rat brain
upon transient immunosuppression. PLoS ONE 5, e14035. doi: 10.1371/
journal.pone.0014035 V., Tredici, G., Delia, D., Vescovi, Conflict of Interest Statement: The
authors declare that the research was
conducted in the absence of any com-
mercial or financial relationships that
could be construed as a potential con-
flict of interest. Wagner, J., Akerud, P., Castro, D. S.,
Holm, P. C., Canals, J. M., Sny-
der, E. Y., Perlmann, T., and Arenas,
E. (1999). Induction of a midbrain
dopaminergic phenotype in Nurr1-
overexpressing neural stem cells by
type 1 astrocytes. Nat. Biotechnol. 17,
653–659. REFERENCES Pluchino, S., Zanotti, L., Brini, E.,
Ferrari, S., and Martino, G. (2009). Regeneration and repair in multi-
ple sclerosis: the role of cell trans-
plantation. Neurosci. Lett. 456,
101–106. Ryu, J. K., Kim, J., Cho, S. J., Hatori,
K., Nagai, A., Choi, H. B., Lee, M. C., McLarnon, J. G., and Kim, S. U. (2004). Proactive transplantation
of human neural stem cells prevents
degeneration of striatal neurons in
a rat model of Huntington disease. Neurobiol. Dis. 16, 68–77. Received: 15 February 2012; paper pend-
ing published: 06 March 2012; accepted:
26 March 2012; published online: 11
April 2012. Citation: Bonnamain V, Neveu I and
Naveilhan
P
(2012)
Neural
stem/
progenitor cells as promising candidates
for regenerative therapy of the central ner-
vous system. Front. Cell. Neurosci. 6:17. doi: 10.3389/fncel.2012.00017 Received: 15 February 2012; paper pend-
ing published: 06 March 2012; accepted:
26 March 2012; published online: 11
April 2012. Received: 15 February 2012; paper pend-
ing published: 06 March 2012; accepted: 26 March 2012; published online: 11
April 2012. Pluchino, S., Zanotti, L., Rossi, B.,
Brambilla, E., Ottoboni, L., Salani,
G., Martinello, M., Cattalini, A.,
Bergami, A., Furlan, R., Comi, G.,
Constantin, G., and Martino, G. (2005). Neurosphere-derived multi-
potent
precursors
promote
neu-
roprotection by an immunomod-
ulatory mechanism. Nature
436,
266–271. Citation: Bonnamain V, Neveu I and
Naveilhan
P
(2012)
Neural
stem/
progenitor cells as promising candidates
for regenerative therapy of the central ner-
vous system. Front. Cell. Neurosci. 6:17. doi: 10.3389/fncel.2012.00017 Wang, L., Shi, J., van Ginkel, F. W., Lan,
L., Niemeyer, G., Martin, D. R., Sny-
der, E. Y., and Cox, N. R. (2009a). Neural stem/progenitor cells modu-
late immune responses by suppress-
ing T lymphocytes with nitric oxide
and prostaglandin E2. Exp. Neurol. 216, 177–183. Schumacher, J. M., Ellias, S. A., Palmer,
E. P., Kott, H. S., Dinsmore, J.,
Dempsey, P. K., Fischman, A. J.,
Thomas, C., Feldman, R. G., Kas-
sissieh, S., Raineri, R., Manhart, C.,
Penney, D., Fink, J. S., and Isacson,
O. (2000). Transplantation of embry-
onic porcine mesencephalic tissue
in patients with PD. Neurology 54,
1042–1050. vous system. Front. Cell. Neurosci. 6:17. doi: 10.3389/fncel.2012.00017 Copyright © 2012 Bonnamain, Neveu
and Naveilhan. This is an open-access
article distributed under the terms of
the Creative Commons Attribution Non
Commercial License, which permits non-
commercial use, distribution, and repro-
duction in other forums, provided the
original authors and source are credited. Wang, P. H. REFERENCES M., Schwindt, T. T., Barn-
abé, G. F., Motta, F. L. T., Semedo, P., Wang, P. H. M., Schwindt, T. T., Barn-
abé, G. F., Motta, F. L. T., Semedo, P.,
Beraldo, F. C., Mazzali, M., Dos Reis,
M. A., Teixeira Vde, P. A., Pacheco-
Silva, A., Mello, L. E., and Câmara,
N. O. (2009b). Administration of Rémy,
S.,
Canova,
C.,
Daguin-
Nerrière, V., Martin, C., Melchior,
B., Neveu, I., Charreau, B., Soulil-
lou, J. P., and Brachet, P. (2001). Different mechanisms mediate the April 2012 | Volume 6 | Article 17 | 8 Frontiers in Cellular Neuroscience www.frontiersin.org
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digters en
kortverhaalskrywers rig om skeppende werk voor te lê vir plasing in hierdie
rubriek, met die voorbehoud dat ons nie oor die mannekrag beskik om daaroor
te korrespondeer nie. Bydraes in viervoud moet in dubbelspasiëring getik wees,
met die naam en adres van die insender regs bo aan die eerste blad van
gekramde tekste en op elke losbladvel wat gestuur word. Stuur alle bydraes aan die Hoofredakteur, Literator (629), Buro vir
Wetenskaplike Tydskrifle, Privaatsak X6001, Potchefstroom 2520. Gedígte Die rabriek Litera word fmansieel gesteun deur/
The section Litera is financially supported by smnuiu mDit sKtmMCEKUNSiE
FOUNDATION FOR THE CREATTVE ARTS 169 Send all contributions to the Editor-in-Chief, Literator, (629), Bureau for
Scholarly Journals, Private Bag X6001, Potchefstroom 2520. Section for creative w riting In introducing the section Litera we are entering the market for creative work in
all the languages that Literator normally caters for. It is the wish of the
Editorial Board that the poems and short stories printed in this issue will only
be the precursor of many poems, short stories, prose and drama fragments in all
the indigenous languages, so that the journal will be able to present one
integrated image of the short pieces of writing which young South Africans can
offer. It is with great joy that we extend this invitation to especially poets and short
fiction writers to submit creative work with a view to publishing them in this
section. The only reservation is that we do not have the manpower to enter into
correspodence about the works submitted. Four copies of contributions have to
be submitted. The submissions have to be typed in double spacing, with the
name and address of the author at the top right o f the first page of stapled text,
and on every loose sheet sent in. Send all contributions to the Editor-in-Chief, Literator, (629), Bureau for
Scholarly Journals, Private Bag X6001, Potchefstroom 2520. Literator 17(1) April 1996:169-170 ISSN 0258-2279 170 Bernard Odendaal Literator 17(1) April 1996:171-173 Thabo ya Kreste a Kreste
(Vader Claerhout) (Vader Claerhout) ’n Mens sou die maklike lag van God wou inkleur:
magrietjies pienk, skemers groen, die slaghaan vloekrooi tipeer;
die land met sonneblom, die lyf met neutmuskaat insmeer;
die dagbreekson in soliede jaspis vas wou kleur. Sou krabbelend Gods primitiefste vreugdes raak wou vat:
die infame kurwe van ’n tiet, skurfle van ’n voet;
die lakse simmetrie van lokasiehuisies, oorhoeks;
’n kierieskraal Christus koersvas deur die grote Vrystaat. Tog rym dit eenmaal nié. Dit bars uitbundig oral uit
in rooigrasgeel, nagblou, olyfgroenlyf, nuwehoedpienk -
’n skaterende palet wat elke kunsgreep ontglip
en die vaste dans van lyne goedertieren oorspoel
met die wonderlike ding wat hier by ons gebeur het;
hoe God se onberekenbare vreugde Hom gewreek het. Augustus 1985 ISSN 0258-2279 171 Gedigte / Poems Bernard Odendaal Sinestesie
(na ’n fiktiewe skildery)
Die oggend glip die oop gordyne
binne,
blakend -
’n intense, blonde jongeling
teen diep, dadelbruin skadu’s;
stryk blosend oor die pluistapyt se pienk,
oor syige hopies bra en broekieskous;
aai oor blougrys plooiinge,
pastel-lig gevleg
in ’n afgevalle laken;
betas ’n bedtafel se kristallyne vrag:
smukdosies, ’n flessie iets, ’n snoer,
’n blatante pienk krisant gestingel in ’n waterkraf;
ontdek,
op die pêrelgrys bed,
haar ledemate, loom uitgespoel aan die oewer van ’n droom
- en wek,
in ’n vemikking van sinne,
sensasies van andermansekstase:
bleek heupe maanlig
beweeglik in die kantgordyn;
naggeluide langgesliert soos parfiime,
soos strelinge;
langsame boleros van die lyf ... oorstelping uit alle oorde
en hortende ejakulasies van woorde. Literator 17(1) April 1996:171-173 Sinestesie (na ’n fiktiewe skildery) Literator 17(1) April 1996:171-173 172 ISSN 0258-2279 Bernard Odendaal Literator 17(1) April 1996:171-173 Bernard Odendaal Bernard Odendaal Oom Henk Pierneef Later neem hy stif en passer, liniaal. Stip die fokuspunt. Haal tot vlakke deur. Versit die berge in balans. Bal saam
die toringwolk. Golf die rflensveld, es
’n sloom rivier. Sambreel die borne oop. Laat tuimel hier, laat daar steil styg. Hutjies
lyk op klippers uit die stapelkrans geval... Hy staan terug; blik besorg, verlig - oorstelp
dat kuns die wildemis so klein kan kry. Maart 1995 Literator 17(1) April 1996:171-173 173 ISSN 0258-2279 Hein Viljoen Literator 17(1) April 1996:175-178 Pianis vir Hennie Coetzee innig buig hy oor sy instrument
glimmende swart hout wit ivoor
strooi kristaldrappels deur die saal
die note plooi hul na sy hande
snare neem sy arms oor infiltreer
die adellike kop deur die jare witter
aan ’t worde soos sy hemp die klawers eggo
musiek vul sy kop en sypel in sy rug af
hy haai skaars asem sylyfneem
die steinway se sonorante aanwesigheid aan
soos die swart poot bewegingloos tril
sy been op ’n swaar blinkbrons roller Literator 17(1) April 1996:175-178 ISSN 0258-2279 175 Gedigte / Poems Hein Viljoen Literator 17(1) April 1996:175-178 Huwelik tydens die oorbekende
moet julle hoor hoe heilig
seremonie ’n vlaag wind
met Sy eie hand lug blaas
deur ’n orrelpyp neem jy
onverwags en dis of die kerse
helderder brand wat skuif
voor die venster weg
verklaar julle regtens
’nd u if ’n wolk plotseling
weggetrek lig ligter as lig
brandende beurende vlam Literator 17(1) April 1996:175-178 ISSN 0258-2279 176 Hein Viljoen Hein VUjoen Literator 17(1) April 1996; 175-178 Kantoormasjien miskien is dit die nek
wat eerste ingee - skokbrekers
afgeslyt deur te veel buig, draai,
te veel knik of dalkies swig
en die oë, ja, beelde word -
selfs deur ’n lens - te dof geregistreer
om nog effektief te kan flinksioneer
ander bewegende dele raak ook kapot
knieë, heupe, net steun-steun kom
dit weer orent, kniel gaan eintlik nie
smeermiddels help ook nie en dan
die pomp wat aangepak raak van jare
se gal en ander minder digterlike
vloeistowwe laat sirkuleer versonke
hoop frustrasie suur van verdriet
en gesmoorde ideale vreet aan silinderwande
prostaat gekneus gesit versper die afVoer
van besoedelstowwe obstruksies in uitlaatkanale
die hande knokkerig kan nie meer suiwer
vat o f netjies aanteken van die gees
is daar nouliks iets oor dalk ’n hort
o f twee flou skaduwee van die vaart
die vuur, die dinamiek toe hy nog
nuutwas. Geskik vir skroot. Sy
dienslewe is verby. Gee horn ’n pakket. Literator 17(1) April 1996; 175-178 ISSN 025^-2219 177 Gedigte /Poems Hein Viljoen Broodgewoon vandag ’n dag soos alle dae
opstaan skeer werk toe gaan
terugkom eet slaap vaal
vandieniks nikswerd leeg
voel my hart klop die son
kom op pienkerig roos agter
wolke my liggaam se prosesse loop
kou asemhaal verteer ekskreseer
goeie opelyf gehad vandag
liefhê peins praat verbeel
’n ordínêre dag dit is die ergste
ek word van a na b vervoer deur
’n meganiese wonder tik ’n gedig
elektronies of korrespondeer met
Gerda ver oor die water maak
nouliks kontak met mense om my
darem bewus van kinders wat irriteer
’n lang storie vir Hans lees
Willemien wakker maak vir skool
hulle word amper vanself groot
en ek het ’n week laas in die Bybel gelees
wat ’n onsamehangende geteem
so ordinêr soos die kind in die arms
bed toe dra lang wimpers op sy wang
sproetjies oor sy neus uiteindelik
wonderbaarlik aan die slaap
toelaat dat Maretha my lecture oor
entrepreneurskap vir Daan aan die gis
hou oor my planne niks het eintlik gebeur
’n dag so gewoon soos volgraanbrood Literator 17(1) April 1996:175-178 178 ISSN 0258-2279 Henning Pieterse (1956) Literator 17(1) April 1996:179-182 Literator 17(1) April 1996:179-182 Latent Vader, dis nou al sewe jaar
dat ons jou daar
in die voorstad van manner en graniet
alleen moes laat om tot niet
te gaan tot iets soos stuifsand
in die wind
geskik vir boom en plant
al is jou liggaam weg
bly jou handewerk
vervleg
soos reënbooggare in die
netwerk van ons erf:
jou afdak vir die karavaan
is waar my motor deesdae staan
jou waterbessie is al hoog
die rubbettooom gooi steeds
soos altyd blare af
die groot papajaboom het
van ouderdom verdroog
soggens sing die voëltjies nog
die goggas leef van blarevog
die opslagkosmos spog
heuphoog met blomme in die agterplaas
in my sien almal jou:
die stem, die stap, die sit en staan
geneties is jy vasgelê
vervleg in die negatief
wat in my wag
om tot wasdom te ontvou
1986 Vader, dis nou al sewe jaar
dat ons jou daar
in die voorstad van manner en graniet
alleen moes laat om tot niet
te gaan tot iets soos stuifsand
in die wind
geskik vir boom en plant
al is jou liggaam weg
bly jou handewerk
vervleg
soos reënbooggare in die
netwerk van ons erf:
jou afdak vir die karavaan
is waar my motor deesdae staan
jou waterbessie is al hoog
die rubbettooom gooi steeds
soos altyd blare af
die groot papajaboom het
van ouderdom verdroog
soggens sing die voëltjies nog
die goggas leef van blarevog
die opslagkosmos spog
heuphoog met blomme in die agterplaas
in my sien almal jou:
die stem, die stap, die sit en staan
geneties is jy vasgelê
vervleg in die negatief
wat in my wag
om tot wasdom te ontvou
1986 1986 Literator 17(1) April 1996:179-182 179 ISSN 0258-2279 Gedigte /Poems Henning Pieterse (1956) Gevangenes
vas vang God in sy geosfeer
mens en dier om te vermeer
vas teen die akwariumruit
skiet visse parend kuit
epigonies vasgevang vis ek beelde op
wat lesers van my knittelverse hokus-pokus fop Gevangenes 180 ISSN 0258-2279 Henning Pieterse (1956) Henning Pieterse (1956) Impasse
(assimileer (ww.): verwerk, opneem,
inneem, gelykmaak, aanpas) Literator 17(1) April 1996:179-182 Literator 17(1) April 1996:179-182 Literator 17(1) April 1996:183-185 Impasse (assimileer (ww.): verwerk, opneem,
inneem, gelykmaak, aanpas) jare terug het ons mekaar
op die haamaalddraai in die koue bergpas
reeds verleer
nooit kon ons één keer eers
hobbelloos glad impas bymekaar vandag voel ek onhartstogtelik:
impotent vir leef
beswerend tel ek reëls
meet klanke greep-greep af
pen my drome
tot swart sandsuikerskadu’s vas
op rimpellose reinwit waterpaspapier
maak my mee-ster van die spel
dat ek totaal kan impas
as stippel in die poespas
van die groot heelal Literator 17(1) April 1996:179-182 ISSN 0258-2279 181 Gedigte / Poems Henning Pieterse (1956) Beeld 14 Aug. 1987 182 ISSN 0258-2279 Tony Ullyatt Strangers at the altar Looking at altars
through the light splintered
by gorgeous windows
I can almost see
that man on his cross. Looking at altars
through the light splintered
by gorgeous windows
I can almost see
that man on his cross. Then the quietness
and tlie light offer
a momentary
but elusive glimpse
into tranquillity. ISSN 0258-2279 183 Gedigte /Poems Tony Ullyatt Literator 17(1) April 1996; 183-185 Literator 17(1) April 1996:183-185 Your olive-green raincoat:
variations on a theme by
Leonard Cohen Your olive-green raincoat
can never be famous;
it’s not even tattered or tom. Your olive-green raincoat
can never be famous;
it’s not even tattered or tom. Your olive-green raincoat
can never be famous;
it’s not even tattered or tom. You bought it that summer
the rain was quite heavy;
since then, it has scarcely been worn. And a man with a beard
peers into train windows
in search of his only true love. He waits at the station
for every arrival;
her heart will fit his like a glove. The widow is lonely,
makes antimacassars;
her cats are fed fat out o f tins. There’s a clock ticking loud
in a portrait-hung hall
but no one to laugh at her sins. 184 ISSN 0258-2279 Tony Ullyatt The man watching tv
craves someone to love him
but his only friend is old age. His sink’s ftill of dishes
and all of them dirty;
your vases are full of dead sage. And somewhere there’s someone
who’s playing the piano;
the music’s been dead for a while. She’s singing a song of
an olive-green raincoat;
the words are so sad tíiat I smile. The dark night has fallen:
now everyone’s singing
as stars peter out one by one. And no one is bothered
about crucifixions
or just where your raincoat has gone. Literator 17(1) April 1996:183-185 ISSN 0258-2279 185 186 En daar was lig Nelia Engelbrecht Nelia Engelbrecht Eers ná Christian het die dorpsmense verstaan. Van lig en van donker, maar
veral van lig. Hy was maar tafelhoog toe hulle op die dorp aangekom het. Hy en sy ma,
Bettina, het in die wit huis langs die spruit kom woon, sodat hy na die
kloosterskool vir blindes kon gaan. Sy pa het nie van die platteland gehou nie; daarom het hy verkies om in die
stad agter te bly. Buitendien het die mistieke band tussen moeder en seun horn
stom en eenkant gelaat. Vir die terloopse verbyganger, die enkele vreemdeling op die dorp, wat dit nie
altyd duidelik wie van die twee siende was nie. Met hul arms deur mekaar s’n
gehaak, het die vrou en seun gestap: soggens en smiddae tussen huis en skool,
en teen skemer met die voetpad af na die spruit. Daar, tussen die soet gras en die plons van visse, het die seun sy fluit opgelig en
note sterlig oor hulle gesif. Met haar vingers omhoog, het sy ma verwonderd in
die lug getas en met ’n glimlag die blink klanke teen haar gesig gedruk. Die dorp was trots op die seun. ’n Musiekonderwyser het spesiaal een maal per
week vanaf ’n buurdorp gekom om vir hom musieklesse te gee. Die seun het
selfs so nou en dan stad toe gegaan, waar hy die een na die ander musiek-
kompetisie gewen het. Mettertyd was die eens vergete dorpie ’n flikkering op
die landkaart. Die seun het veel meer as trots aan die dorpsmense gegee. In hom was hulle
verlore jeug, hulle ou vreugdes en verwondering opgesluit. Deur sy musiek het
hy dit alles aan hulle teruggegee. Met sy ontroerende klanke, sy onbevange lag
en sy helder oë het hy rafels kleur in die jarelange vaalte wat oor die plekkie
gehang het, geweef. Soos die son, kon hy onverwagte skakerings uit die
kleurloosste skepsels kaats. Mettertyd het die inwoners, asof uit ’n diep, droomlose slaap, wakker geword. Meneer Veriioef het die stof van sy verfkwaste afgeblaas en die lendelam esel
teen sy kombuismuur staangemaak. Jan Vermeer het weer lewe uit die 187 Literator 17(1) April 1996:187-189 ISSN 0258-2279 En daar was lig wilgerhout agter sy huis begin kerf en Marijke Bloem het aarselend die koel
hout van haar viool onder haar ken gedruk. En bo-oor alias, soos ’n wakende engel, was die silwer lig uit Christian se fluit. Nelia Engelbrecht Wanneer hy gespeel het, het die dorpsmense met ontsag gefluister dat hy nie
die aarde nie, maar die hemel sien. In die klooster het die nonne saans ’n spesiale kers vir die seun aangesteek. Hulle het hul hande saamgeslaan oor die enkele lig wat selfs die verste hoeke
van die kapel geel en warm laat gloei het. In die skemeruur, wanneer die wind die seun se ligte fluitspel deur die dorpie
gedra het, het die priester sy kop gebuig en gedink aan die Lig wat gekom het
om in die duistemis te skyn. En hy het gesien dat die duistemis die Lig nie
oorweldig het nie. In die kroeg het die drinkers en geselsers vir ’n paar oomblikke stil geraak. Terwyl hulle geluister het, het hul beplooide en bebaarde gesigte bo-aards in die
roserige laatlig geblink. Daama het hulle geglimlag en hul gesprekke hervat,
maar gedemp en murmelend, asof uit eerbied. Langs die swaar kastrolle, die muwwe wasbalies en die stryende kinders het die
vroue orent gekom en dronierig geluister na die note wat skoon, soos
witgewaste duiwe, deur hul vensters vlieg. Selfs die kinders het nie onaangeraak gebly nie. Want Christian se musiek het
die bestaan van nimfe en onskuld bevestig en vertel van die heeriike misterie
van toekomstige dinge. Dit was juis die kinders wat hulle gevind het. Vervleg in die dryfhout het hulle oop-oog na bo gestaar, hulle arms steeds
ingehaak. Op die seun se gesig was ’n uitdrukking van intense verwondering,
asof hy in die laaste moment plotseling oorkom is deur al die kleure en al die
skoonheid waarvan hy nog altyd net moes droom. Betower deur sy fluitspel, het die seun en sy ma nie die onaardse gegrom van
die stygende water gehoor nie. Ná die reëns hoër op teen die berg, het die
donker spruit hulle dié middag onverwags en met ongekende brutaliteit gegryp
en meegesleur. Daama het die wolke daelank swaar oor die dorp gehang en elke stippeltjie lig
verdring. Op die derde dag het die droewige tou mense die twee kiste
moeisaam teen die heuwel op gedra. By die graf het die priester sy kop gebuig en geroep na die Lig wat in die
duistemis kom skyn het. Die nonne het vergeefs die flikkerende kerse met hul Literator 17(1) April 1996:187-189 ISSN 0258-2279 188 Nelia Engelbrecht bakhande teen die wind probeer beskerm. Litemtor 17(1) April 1996:187-189 En oral - rondom hulle en in hulle - was daar Lig. Nelia Engelbrecht Die dorpsmense het hul koppe skeef
gehou en sender hoop geluister. Die seun se pa het met sy rug na die dorp gestaan en net die vreeshke donker
tussen die grimmige wolke gesien. Daarom het die wonder by horn verby-
gegaan. ’n Jong vrou het dit eerste gesien. Haar verbaasde uitroep het die stilte van bo
na onder oopgeskeur. Die dorpsmense het opgekyk. Die lig het eers in ’n
tenger streep deur die grys marmer gebeur. Toe, asof weggestoot deur ’n
onsigbare hand, het die donker massas meegegee. ’n Magtige vloed lig het uit
die liemel gestort en in goud oor die dorp gegolf. Hulle voete het asof vanself die pad terug gevind. Hoe nader hulle aan die dorp
gekom het, hoe duidehker het hulle dit gehoor: fluitklanke wat lang, dun lyne
tussen hemel en aarde span. En oral - rondom hulle en in hulle - was daar Lig. Litemtor 17(1) April 1996:187-189 ISSN 0258-2279 189 190 Literator 17(1) April 1996:191 Skryfkursus vir swart Afrikaanse skrywers
Paternoster (1995) Die kortverhale wat in hierdie gedeelte van LITERA geplaas word, is almal die
produkte van ’n skryfkursus wat na die tweede simposium vir swart Afrikaanse
skrywers op Paternoster aangebied is in Oktober 1995. Omdat gepoog is om die verhale se eiesoortige egtheid en spontaneïteit te
beiiou, is so min as moontlik deur my of die Redaksie verander aan die verhale
se struktuur en verhaallyn. Tydens die driedagkursus kon die skrywers egter
self hul werk redigeer. Die beperkte publikasiemoontlikhede vir jong Afrikaanse skrywers het die
Redaksie laat besluit om met dié publikasie iets vir die jong Afrikaanse skrywer
te doen. Met hierdie verhale word ook gefllustreer dat Afrikaans in baie
stemme kan praat! 0 ns dank aan Afrikaans Stereo vir fmansiële ondersteuning om die publiseer
van hierdie afdeling van LITERA te help moontlik maak. Hans du Plessis Hans du Plessis Direkteur, ATKV-skryfskool van die PU vir CHO Literator 17(1) April 1996:191 ISSN 0258-2279 191 Literator 17(1) April 1996:193 Inhoudsopgawe Sien, hoor, praat: geen kwaad
Balman versus Balman
’n Bok vir ’n gaping
Mis
Marigoldstraat, die ‘main road’
vannie scheme
Brandewyn en coke special
Liefde le ef... boemelaar of te not
Frans Mouton se tuiskoms Literator 17(1) April 1996:193 193 ISSN 015%-im 194 “Mammie’sie byrie hysie,” het ek gesê. Maar sy het nie regtig na sy ma kom soek nie, het sy my van buite af laat
verstaan: sy het my kom haal, het sy gesê, en my skool toe gedra ... En dis omtrent al herimieringe wat oorgebly het van daai eerste skooldag,
amper twintig jaar gelede. Daar was wel nog iets wat my opgeval het toe ek by
die klas instap; wat dit was, kan ek egter nie nou oproep nie. Ek weet wel dat toe dit naweek word, het ek my ouers vir die eerste keer sien
baklei. Op hoërskool het ek ’n opstel daaroor so begin, en goeie punte daarvoor
gekry: “ ’n Dronk man en
dronk vrou baklei een aand oor-weet-nie-wat-nie
in hul kombuis. Dis my pa en my ma. Die hele dag het hulie saam met ander
mense gedrink, gesing, geiag. Maar net toe die mense weg is, het die bakieiery
begin. " Dit was ’n Saterdagaand in die middel van die winter, en buite was dit al
donker. Ek het by my suster op die kooi in die kamer gesit en hartseer gehuil,
terwyl ek aanhoudend by die kombuis ingeloer het. Dit het my suster geirriteer. “Hou jou mond, man,” het sy gesê en my dan teen haar vasgedruk. Die wekker op die spieëlkassie langs die kooi het net verby sewe-uur getik. Dié
tyd van die aand begin die jongmense van Caledon se bruin buurt, Bergsig,
gewoonlik regmaak om disko toe te gaan;
die Apostolies hou biduur of ’n
kolfiekroeg; ’n paar dronkies sit en tiep by die smokkelhuis. In die kombuis het my ma ’n bord kos in my pa se gesig gegooi. My pa het
kwaad geword en het haar omgestoot dat haar kop teen die rand van die tafel
kap. ’n Pierinkie het van die tafel geval, stukkend. “Ooo jere, my kop,” het my ma gehuil. “Djy wil mossie fokkienwil ophou nie,” het my pa gesê. Voordat hy by die huis
uitgestap het om nog wyn te gaan soek. Sonder om my ma op te help. My suster het ’n waslap gevat en die bloed van my ma se gesig afgevee; sy’t ’n
stuk ou laken as verband om my ma se kop gedraai. Daarna het sy die deur
toegemaak en die kers in die groen blaker doodgeblaas. Die volgende oggend was my ma se gesig lelik opgeswel en het sy besluit om in
die kooi te bly. Sien, hoor, praat: geen kwaad Heinrich Wyngaard Dit was ’n sonskyndag op Caledon, met ’n paar wolkies hier en daar in die lug
- soos gister in die Kaap - toe ek daai Dinsdagoggend gereed maak vir my
eerste skooldag. Vir die begin van ’n staptog wat twaalf lange jare sou duur. Omdat ek eers teen einde Julie verjaar, was ek at sewe jaar oud toe ek saam met
my suster, Leona Susanna, by die huis uitstap Swartberg Primêr toe. Ek was nie baie opgewonde oor die vooruitsig van skoolgaan nie, want om by
die huis te bly en heeldag te speel, was vanselfsprekend lekkerder. Maar omdat
ek uitgevat was in my nuwe skooikiere het ek nie gemaaind ora enige plek te
gaan nie. (Nuwe klere was in daai dae nie elke dag se ding nie.) By die skool aangekom, was daar ’n miemes van woelinge voor die kunsklas
waar die nuwe sub-A’tjies - die meeste met snotneuse, vaal strepe oor hul
skurwe wange - ingeskryf moes word. M a’s het sonder ophou met mekaar
geklets oor huissake en die prys van skoolgoed wat wragtag al weer op is,
terwyl die kiiiders verskrik rondgekyk het. En toe, enkele minute voor die kletsers en die verskriktes by die klas moes
ingaan, los my suster my toe alleen om betyds by haar eie klas te wees. “Gan sam in assie anner mense ingan,” het sy gesê, voor sy weggestap het. “En
as hulle jou naam sê - j y weet moes hoe’s jou naam? - gan jy vorentoe.” “Ja’k sil,” het ek kopskuddend geantwoord. En toe’s sy daar weg. Maar toe die instappery uiteindelik begin, is ek op die ou end alleen buite. Ek
het so ’n rukkie gewag om te kyk of iemand my gaan kora roep, maar toe niks
gebeur nie, besluit Leona Susanna se bybiebroer (die jongste van Karel en
Kitriena) om terug huis toe te gaan. Net ná ek egter met my rooi brandweerwaentjie met die een stukkende wiel
begin speel het, het ’n antie van my wie se kind ook dié dag begin te skoolgaan
het, aan die deur geklop. “Kitriena!” het sy geroep. Literator 17(1) April 1996:195-197 ISSN 0258-2279 195 Sien, hoor, praat: geen kwaad Sien, hoor, praat: geen kwaad “Mammie’sie byrie hysie,” het ek gesê. Literator 17(1) April 1996:195-197 “Mammie’sie byrie hysie,” het ek gesê. Ek het buite in die Sondagsonnetjie met my rooi brandweer-
waentjie met die een stukkende wiel gespeel. My suster, Leona Susaima, het
rys op die stoof gesit, die kombuis uitgevee en die splinters van gisteraand se
pierinkie opgetel. My pa was nog nie by die huis nie. Literator 17(1) April 1996:195-197 ISSN 0258-2279 196 Heinrich Wyngaard Op my eerste skooldag, onthou ek nou, is dit wat eerste my aandag getrek het
toe ek by juffrou Daniëls se klas ingestap het: ’n Beeldjie met drie apies op die
rak. Een van hulle het sy oë toegehou. Een sy ore. Die ander een sy mond. Die ander een sy mond. ISSN 0258-2279 197 198 “Natuurlik.” Sy knik, met een van die glimlagte wat sy vir haar eie raense wegbêre. Soos sy
die badkamer binnestap, laat val sy haar cream satynjapon, wat ’n teekol op die
voorkant het. Hy sien haar kaal rug en vol sitvlak. Hy sien haar kaal rug en vol sitvlak. As sy die badwater intap, loop hy vinnig na die japon toe, tel dit op en hang dit
oor die stoel wat voor die dressing table staan. Sy eie klere hang hy in die
klein, netjies afgewerkte hangkas - die gitsswart broek met sy gestrykte
witstreepsakdoek in die een sak, die spierwit langmouhemp bo-oor. En die
sagte, ou jersey. Die jersey wat haar so pla. Die tweede keer, dink sy, terwyl sy die spons water oor haar gesig spoel. En die
laaste keer, belowe sy haarself plegtig. Sy staan op, klim uit die wit bad, en
draai die groot handdoek om haar ofF-white liggaam. Hy het intussen onder die duvet ingekruip. Hy lê op sy rug met sy kop op sy
hande. Sy oë is toe. Dis die tweede keer. Hy jaag haar kaal liggaam uit sy
gedagtes uit en maak vinnig sy oë oop - sy’t die ligte afgesit, soos hy gevra het
laaskeer. Balman versus Balman Enrico Parry “Gaan was jou eers, asseblief,” versoek hy haar beleefd, “en los die bad-
kamerdeur oop. Ek sal myself tuismaak hier. Ek ken mos darem al die plek.”
“Natuurlik.” Dis donker. Hy voel haar kaal liggaam warm langs hom inkruip. Sy oë is oop, en hy sien
niks, niemand. Sy begin saggies, soos twee weke gelede, dieselfde weeksaand. Dieselfde
skoon, agtermekaar kamer. “Na gelang van die kerkraadsvergadering, spyt dit my om u mee te deel dat u
dienste as leraar van die gemeente hiermee beëindig word. U word versoek om “Na gelang van die kerkraadsvergadering, spyt dit my om u mee te deel dat u
dienste as leraar van die gemeente hiermee beëindig word. U word versoek om Literator 17(1) April 1996:199-202 199 ISSN 0258-2279 Balman versus Balman die pastorie binne drie maande van bogenoemde datum te ontruim ...” Sy kry eers seer as sy long dringend oor haar borste speel, tot dit ferm word van
ingehoue plesier. Hy is teer en lief met sy liggaam, sy pynlik netjies
instandgehoude mansmenslyf. “Weet jy wat se redes gee liulle nogal aan?” het hy vir haar gevra ná die vorige
keer, toe hulle agtema in pikdonkerte gelê en rook het aan haar Pall Mall
pakkie. “Wat? Hoe het jy hulle kwaad gemaak?” het sy gevra. “Onhigienies - ek ruik na sweet; ek spoel nie die toilet af as ek klaar gepie het
nie, ek was nie. ‘Dominee Balman, u trek nie die toilet af as u klaar is nie.’” Hy het mallerig gelag. “Spoel jou pis af, John Bahnan! Was jou heste, Jan Balie!” het hy hard
geskree. “Spoel jou pis af, John Bahnan! Was jou heste, Jan Balie!” het hy hard
geskree. “Spoel jou pis af, John Bahnan! Was jou heste, Jan Balie!” het hy hard
geskree. “Sjj,” het sy gepaai, haar sigaret in die vol asbak doodgedruk, en haar arm oor
hom gesit, soos met ’n verleë kind by die skool. “Sjj,” het sy gepaai, haar sigaret in die vol asbak doodgedruk, en haar arm oor
hom gesit, soos met ’n verleë kind by die skool. “Sjj,” het sy gepaai, haar sigaret in die vol asbak doodgedruk, en haar arm oor
hom gesit, soos met ’n verleë kind by die skool. Sy oë was souterig toe sy dit soen. Sy oë was souterig toe sy dit soen. “Sjj, ek is hier. Delia is by jou, John. Sjj.” Sy oë was souterig toe sy dit soen. “Sjj, ek is hier. Delia is by jou, John. Sjj.” Hy het teruggesak en bewerig gefluister. Hy het teruggesak en bewerig gefluister. Literator 17(1) April 1996:199-202 Hy moes uithaal en wys. “Special requests, special payment raise, Mister Balman,” het ou Miesies
Pietersen gesê, “Deedee is a very special girl. And not stupid at all.” “Ja, ek stink nie nou meer nie.” Hy het ’n lang ruk stilgebly. “Beslis nie. Netjies en skoon,” het sy geantwoord. “Netjies en skoon,” het hy haar herhaal, “Netjies en skoon wou sy he; en toe sy
dit uiteindelik nie kry nie, het sy geloop. Met altweetjies my meisiekinders ... Eerwaarde Dominee J.J. Balman hiermee gedagvaar om op 3 September in hof
nommer twee van die Magistraatskantore by Hoogstraat 17 te verskyn in die
saak A. Balman versus J. Balman.” “Netjies en skoon,” het hy haar herhaal, “Netjies en skoon wou sy he; en toe sy
dit uiteindelik nie kry nie, het sy geloop. Met altweetjies my meisiekinders ... Eerwaarde Dominee J.J. Balman hiermee gedagvaar om op 3 September in hof
nommer twee van die Magistraatskantore by Hoogstraat 17 te verskyn in die
saak A. Balman versus J. Balman.” “En waar is A. Balman vandag?” Delia het met die rook kringe in die donker
geblaas. “En waar is A. Balman vandag?” Delia het met die rook kringe in die donker
geblaas. “George, Pacaltsdorp, Delville Park, Pumastraat drie-sewe-drie. Met ’n jong
onderwyser twee jaar jonger as sy. Op die hof.” Daar het hy opgehou. Sy het later self begin vertel, maar net sóveel. “Ek doen dit nie vir die geld nie.” “Ek doen dit nie vir die geld nie.” “Nié?” het dominee gevra. “Nié?” het dominee gevra. “Kyk, jy leef nou maar eenmaal met ’n byl oor jou nek as jy onderwys. Maar jy
kry dárem nog jou tjek elke end van die maand,” het sy geantwoord, sonder dat
die toon in sy stem haar gepla het. “Kyk, jy leef nou maar eenmaal met ’n byl oor jou nek as jy onderwys. Maar jy
kry dárem nog jou tjek elke end van die maand,” het sy geantwoord, sonder dat
die toon in sy stem haar gepla het. “Klere, kos, ligte en water,” het hy haar uitgawes gelys. “Nou waarom dan? Hoekom dan dit?” “Nou waarom dan? Hoekom dan dit?” “Nou waarom dan? Hoekom dan dit?” “Ek geniet dit. Elke oomblik daarvan.” Vanaand het sy haar fmaal uitgeniet, dink sy as sy weer langs hom inkruip ná
die was. Hulle lê stil langs mekaar. Hy rook nie. Haar pakkie lê toe op die bedkassie. Dis donker. “‘Jy moet jou was, assebheftog!’ het sy gesê. ‘Skandelik!’ is wat sy ges “‘Jy moet jou was, assebheftog!’ het sy gesê. ‘Skandelik!’ is wat sy gesê het.” Hy het stilgebly vir ’n oomblik, “Ja-nee, Mister Balman. Mense wil van ’n
skoon mens ’n lewenspolis koop. Personell Manager se vereiste.” Hy het stilgebly vir ’n oomblik, “Ja-nee, Mister Balman. Mense wil van ’n
skoon mens ’n lewenspolis koop. Personell Manager se vereiste.” Delia soen sy naeltjie. Vanaand, soos die eerste keer, is hulle altwee stil. Net
hulle lywe wat sweet en spoeg en seks praat. Delia soen sy naeltjie. Vanaand, soos die eerste keer, is hulle altwee stil. Net
hulle lywe wat sweet en spoeg en seks praat. Eers as sy ook haar tevredenheid bereik, dan sal hulle gaan was. Eers hy, dan
sy. Eers as sy ook haar tevredenheid bereik, dan sal hulle gaan was. Eers hy, dan
sy. Dan gaan hulle rook. Pall Mall, uit sy pakkie. Hy kreun as sy bo-op hom s it... Hy kreun as sy bo-op hom s it... “My vrou is vroeg uit my uit,” het hy daardie Woensdagaand sy storie vertel,
“Die dominee het seker té veel gestink.” “My vrou is vroeg uit my uit,” het hy daardie Woensdagaand sy storie vertel,
“Die dominee het seker té veel gestink.” “Jy stink nie nou meer nie,” het sy gesê. Literator 17(1) April 1996:199-202 ISSN 0258-2279 200 _Enrico Parry Hy het gesmeek om háár te sien, al sou dit net wees om met haar te praat - die
mooiste meisie van die huis. Hy moes uithaal en wys. Hulle bly toegemaak in hulleself Swaarmoedig. ISSN 0258-2279 Literator 17(1) April 1996:199-202 201 Literator 17(1) April 1996:199-202 Na ’n ruk staan Delia op, trek haar aan in die donkerte. Panty, broek, bloes,
skoene.
Sy stap deur toe en hy kyk na haar soos sy in die deur staan, met die gang se lig
wat haar omlyn. Hy wil dit nie hoor nie. Na ’n ruk staan Delia op, trek haar aan in die donkerte. Panty, broek, bloes,
skoene. Batman versus Balman Na ’n ruk staan Delia op, trek haar aan in die donkerte. Panty, broek, bloes,
skoene. Sy stap deur toe en hy kyk na haar soos sy in die deur staan, met die gang se lig
wat haar omlyn. Hy wil dit nie hoor nie. “Jy vra nie weer vir my nie, Dadda.’ Literator 17(1) April 1996:199-202 ISSN 0258-2279 202 ’n Bok vír ’n gaping Willem Fransman Ons huis is naby ’n kroeg in die hartjie van die stad geleë. Die kroeg is ’n klein
ou plekkie waar die manne tog te lekker kan kuier. Tot hul vroue se
ontsteltenis! Dit is ’n lekker plek, want daar ontmoet jy allerhande karakters. En vang die manne goed gees! Ek gaan dikwels daarheen. Want my vrou
weet: ek vrek oor ’n mooi storie. En dáár loop hulle op twee bene, my maat. Maar dis nie die enigste rede nie. Eintlik hou ek nie daarvan om my
jenewertjie alleen te drink nie. En dit was dan ook daar dat ek met oom Sarel Grootlieg kennis gemaak het. Grootlieg was blykbaar nie sy van nie, maar in ’n kroeg vra niemand mos jou
van nie! Oom Sarel was ’n karakter in eie reg. So asof die tyd vir hom stil gestaan het. Die mense weet te vertel dat hy net nooit sy hoed afhaal nie. Ook nie in die
kerk nie. Dit was ’n vilthoed wat met ’n tiervelband afgerond is. Dit het al
baie son en wind getrotseer. Ek het in my sondigheid gewonder of die oom die
hoed afhaal as hy bed toe gaan of... Die dag toe ek oom Sarel ontmoet het, het hy nie bedsake op die brein gehad
nie, maar sy geiiefde sport, rugby, op die hart. Ek verstaan dat hy almal altyd
as swaer aangespreek het. Vir my was ’n swaer nog altyd my vrou se broer of
my suster se man of die een met wie se vrou jy ’n skelm verhouding het! Ek
weet nie waar hy my geplaas het nie. Ek was tog op geen manier familie van
hom nie. En sy vrou was ook al jare lank onder die kluite! “Swaer” sê hy met ’n lekker dop brandewyn in die hand, “Hierdie oom van jou
kan nie glo dat daar nou so ’n groot ophef van die Springbokspan met die
blommetjies op die bors gemaak word nie. Lyk my aimal het gerieflik vergeet
van die befaamde span van die Vyftigs.” “Kyk Swaerie, hierdie omie van jou is as’t ware met ’n rugbybol in sy hande
gebore.” Hy maak homself gemaklik, bly vir ’n rukkie stil. Toe hy opmerk dat
hy my onverdeelde aandag het, neem hy weer ’n teug aan sy brandewyn, en
vervolg. ’n Bok vír ’n gaping Literator 17(1) April 1996:203-207 m ISSN 0258-2279 'n Bok vir ’n gaping “Die doktertjie daar by Putsonderolie se kraamhospitaaltjie, dis nou waar joii
omie gebore is, kon sy oë nie glo toe ek uit die oond gehaal was nie.” Die oom
vertel met ’n stem wat swel van trots hoe die dokter aan die verpleegster gesê
het dat hy nog nooit so ’n baba met sulke groot hande gesien iiet nie. Ook die
lenige armpies en die spekke agter die onderbene was vir hom ’n rariteit! Toe
uiter oom Sarel Grootlieg die woorde wat my byna aan my jenewertjie laat stik. “Swaer, toe sê die doktertjie wragtag:
‘Hier is vandag ’n Superspringbok
gebore’. Ek meen, Swaer, dit was eintlik profetiese woorde wat daai dag
gespreek was!” “Oom Sarel, wil Oom vir my sê al die uiterlike tekens van Springbok wees was
toe al teenwoordig? Ek meen, oom, ek praat nou van bol sense, side steps,
spoed, drop, place and score, alles! Maar oom, dis mos ongelooflik!” Oom Sarel het my met sy swaar kop en deurpriemende oë aangekyk asof ek die
eerste keer in my lewe die waarheid gepraat het. “Hoe dan anders jong. lemand van my portuur kom maar eenmaal in ’n
leeftyd. Jou oom het sommer gou gewys talent staan regoor hom geskryf! Ek
was bestem om gou roem te verwerf en Springbok te word!” Terwyl hy dit sê,
bekyk ek hom deeglik. Die man oorkant my kon nog vir die dorpsspan uitgedraf het, maar vir die
Springbokke! Dat hy groot is, is duidelik, dat hy hande soos twee kalkoene
had, was ook duidelik. Die wynglas was dan skaars sigbaar daarin. Boonop
het sy arms my eerder laat dink aan dié van ’n oerang-oetang. Maar ek kon vir
geen oomblik die oom sien as ’n Springbokrugbyspeler van weleer nie. Die oom se rasperstem ruk my tot die werklikheid: “Kyk, Swaer, toe ou Brandy Cockroach en sy vlieënde All Blacks by die middel
van die eeu hier kom toer, het almal gesê dis verby met Springbok se kind! Hulle was ’n formidabele span, met ’n manjifieke rekord. Hulle het vyftig
wedstryde en sestien toetse gespeel en in almal koning gekraai.” “Hulle was nou vir jou,” borduur die oom voort, “’n klompie vlieënde
geraamtes. Ongelooflike voetvlugtiges, ek bedoel vlugvoetiges! Reusagtig,
biltongtaai en balhonger. ’n Bok vír ’n gaping Een koerant het selfs geskryf hulle was bal-orig, want
hulle kon ons vroue eenvoudig net nie uitlos nie!” IVIy mond hang nou behoorlik oop. My dop skoon vergete! “Kyk, Swaer, hulle
was nou ’n goed ge-oliede rugbymasjien wat al die provinsies vir brekfis
opgeëet het.” Ek kon my indink watter vreesaanjaende gesig hulle moes wees. Verbeel jou, ’n rugbyspan wat uit vyftien Jonah Lomu’s bestaan! Ek sê dit ook
vir oom Sarel. Literator 17(1) April 1996:203-207 204 ISSN 0258-2279 Willem Fransman “Kyk Boetie, almal, tot die nasionale keurders was met ’n soort van lamsiekte
geslaan. Alle koerante het dit dan ook uitgebasuin;
‘Swart gevaartes gaan
arme Bokke lewendig verslind!’ ‘Dis verby met die Groen en Goud.’ ‘Bokke
se uur het geslaan!’” Ook maar goed dat ons nasionale keurders die Bokke destyds van koerante af
weggehou het! Dit sou mos enige mens ontsenu het. “Oom Sarel, dit sou mos
enige mens die ritteltit gegee het”, sê ek gemaak emstig. “Swaer, jou siddering is als puur vemiet! Dink so ’n bietjie man. Jou oom
Sarel was dan al daar. Wat het daai dokter-profeet, wat jou oom gevang het,
gesê?... Tjaag, jy is ook maar dom!” “Ek het nie vergeet nie, Oom, maar een swaeltjie maak mos nie ’n somer nie? Hy maak dan nie eens ’n nes nie!” Nou was die oom behoorlik kwaad! O f so
het ek gedink! “Ek sien jy is nog nie so bekend met jou oom se talente nie,
maar laat ek jou dan inlig! Op daai toer van ou Brandy Cockroach en sy lot,
het één swael, ’n groot intelligente, almintige balhorige bliksemstraal (dis nou
jou oom), op die rugby-horison verskyn en in die Bokspan nesgeskop.” Nou het die oom my voile aandag. Op die manier waarop hy hom regskuif, kon
ek agterkom, hier kom ’n storie! “Kyk, Swaer, toe die Springbokkeurders daai nag om twaalf-uur hul span oor
die radio aankondig, daar was toe mos nog nie televisie nie, was daar net nege
spelers in die span. Agt vories en een besondere talentvolle reus in die agter-
lyn. Dit was duidelik dat hulle lank oor die spansamestelling gedink het.” “En wie was die besondere agterspeler in die unieke Bokspan, Oom?” vra ek
heel geamuseerd. “Kyk swaerie, daai negende man, was jou oom Sarel, die
nimlike. Wie dan anders, of het jy al weer die dokter-profeet se woorde
vergeet?” Toe voel ek eers ’n gek! ’n Bok vír ’n gaping Ek moes mos reken dit was die oom, dis dan sy storie! Gelukkig vervolg die oom. “Ou Brandy en sy spul het hulle natuurlik vrek gelag, maar die Volk het
geweet: die keurders weet wat hulle doen! Kyk, Swaer, toe’t ons nog in die
keurders geglo!” Hy gee my ’n deurpriemende kyk, gooi sy kop agteroor dat ek
vrees sy hoed sal afval en slaan die laaste van sy brandewyntjie weg. Met ’n
veeg van die rugkant van sy regterhand oor sy mond vervolg hy: “Van die afskop af was dit duidelik dat ons ’n anderste wedstryd sal hê. Met
die eerste skrum het Pissie Piston die bol vinnig gehaak. Die slotte en die
agsteman het gangetjie gemaak en toe skiet daai bol in jou omie se wagtende
hande! Kyk, dit was nou ’n triek wat ek en ou Pissie lank geoefen het! Ek 205 ISSN 0258-2279 Literator 17(1) April 1996:203-207 Literator 17(1) April 1996:203-207 'n Bok vir 'n gaping swaai toe hierdie lang slangarms van my en skiet die ból so met ’n boog uit na
die fly-halfposisie. In dieselfde beweging dra hierdie bene van my my lyf en ek
vang die ból in ’n aíwaartse gang. Toe slinger ek die bol na die binnesenter en
voor die Alls weet wat hulle getref het, is jou omie weer daar. Ek gryp die bol
en gee ’n kort aangee na die buite-senter.” Ek is nou saam met die oom in die
wedstryd! Myjenewertjie skoon vergete! “’n Swart hand”, vervolg die oom, “wil die bol intersep, maar jou oom se hand
is eerste by en ek slinger die bol vinnig vleuel toe! Die All Blackvleuel won jou
omie tackle, toe gryp hy in die lug! Ek systap binne en buite toe (sy kop maak
die bewegings), gooi die verdediging heeltemal oorhoops, uiter my vrees-
aanjaende strydkreet en gaan druk onder die pale. Die skare was rasend. So
iets was nog nooit in ’n toetswedstryd gesien nie!” Sy oë blink van trots, of was
dit die voggies wat die trane so vinnig na die oë laat skiet het? “Toe skop ek nog die bol so hard met die vervyfskop dat dit soos ’n vrot tamatie
oopgebars het. Gelukkig was daar soveel krag in die skop dat dit tog oor die
dwarslat geseil het.” “Oom was toe sommer skrumskakel, losskakel, binne- en buitesenter en vleuel. Hoef ek dan verder te twyfel? ’n Bok vír ’n gaping Ek het darem ’n uithaler oom!” sê ek gelate en
drink die laaste van my jenewertjie. “Kyk, Swaer”. Hy beduie aan die kroegman om sy glas weer te vul sonder om
van sy storielyn af te wyk. Dit lyk nou asof sy borskas so ’n paar millimeters
verder uitstoot van trots. “Daai dag het ons Brandy Cockroach en sy lot
cleaners toe gevat. Hulle doppies was behoorlik geklink. Jou omie het dwars-
deur hulle voorspelers vore getrek, self losskrums afgedwing en gewen en vier
drieë gedruk. Dis nou behalwe die drie ander wat ek vir die voorspelers help
druk het! Daai dag het ons hulle met ’n rekordtelling geklop wat tot vandag toe
op die boeke is!” sê oom Sarel Grootlieg en neem weer ’n sluk van sy dop. “Oom meen, die Bokke van vandag was vemiet so bang vir die Jonah Lomu-
vent? Hulle moes net by Oom kom kers opsteek het! O f beter nog; hulle kon
Oom as hul spesiale adviseur aangewys het. Ek meen, met so ’n lewendige
legende tussen ons het ons mos niks te vrees nie!” “Ag Swaer, wat sil hulle nou so ’n verrimpelde ou bleeksiel soos ek naby hulle
wil hê. As jy klaar vir jou volk en vaderland rugby gespeel het, dan vergeet
almai van jou. Jy kry nie eens ’n ou gratis kaartjie vir ’n toets nie. Laat staan
nog spesiale adviseur!” Daar sak ’n somberheid oor hom as hy lank na sy glas
staar en met sy vinger oor die glas se rand trek. As hy opkyk, is die vonkel
skielik weer terug. Literator 17(1) April 1996.-203-207 ISSN 0258-2279 206 Willem Fransman “Swaerie, ek moet darem sê, ons het daai Alls goed opgemoer. Hulle was nooit
weer ’n force in intemasionale ragby nie.” Ek kyk horn met groot deemis aan,
want ek weet dat hy pas die grootste klomp bog kwytgeraak het. Maar hoe laat
ek hom verstaan dat ek niks glo nie. “Oom, ek glo nou dat dokters, omdat hulle babas gewoonlik eerste sien, wel
profetiese woorde kan spreek. Oom het so wragtag ’n Superspringbok geword,”
sê ek en klop hom op die skouer. Hy staan stadig op, raak met sy regterhand aan sy hoed in ’n groet-aksie en
beweeg deurwaarts. Sê nou net vir een oomblik die oom se stone is tog waar! My oë volg hom soos hy uitstap. (Opregte woorde van dank aan my vriend, Nic Venter, wat die idee van die
storie verskaf het.) Literator 17(1) April 1996:203-207 Kirby van der Menve Kirby van der Menve Kirby van der Menve Vanoggend bly ek op die paadjie, hoog teen die slaap van die berg. Die Kaapse
mis hang nat en lood en pleister die berggrasse teen die walle. Die sig is nul en
die lug is stil, net die mis wat diep en stug oor die klowe lê. En die bekende
bergpaadjie is ’n stomp, newelagtige tonnel. Die landskap van see, berg en biesies en boom en bas lê dig in die mis se
wintervag. Die geure van klam grond en saggeweekte blaar hang ge-
suspendeerd, soos fyn druppels. Ek word mis, afgebreek in my elemente, die
mis vloei deur die holtes van my oë en my ore en ek word deel van die massa
wat strek oor die ganse bergreeks, oor die see, tot by die doodkoue suidpool. En ek hoor hom, eers die ligte trilling op die senuweedrade van die mis. Dan
sy voetstappe, ferm en vinnig. Sy drif brand ’n tonnel deur die gestolde mis. Die oerinstink van die jagter suur in my maag en die adrenalien val amper uit
my mond uit. Sy intensie golf voor hom uit en dit rol teen my rug op en
kriewel oor my kopvel. Ek is reg vir hom, al my sintuie gekonsentreerd. Kom
wat wil, hy sal hom ook teen my vasloop. Soos die jongmamie wat op mooi dae
die berg opgejaag kom, aangehits deur testosteroon en die matelose arrogansie
van die jeug. Sal ek hom ook voorlê, vooruit strompel soos ’n gekweste voël,
hygend sweet en so nou-en-dan vooroor staan met my palms op my knieë, maar
skelm, skelm onderlangs loer, hulle uitlok om my verby te steek. Maar ek hou
hulle net op die fyn tergende afstand. Ooreis hulle en gee dan skielik in. Dan
sit en wag ek vir die valse glimlag, die vriendelike groet en die bemoedigende
woord. Maar dis die glinstering in die oog waama ek soek. Watter vermetel-
heid om my te wil gebruik om hulle krag teen te meet! My te wil gebruik as
maatstaf van hulle gewaande manlikheid asof ek net ’n klein trappie is waarop
hulle met hulle ego’s kan khm. Ek laat my nie gebruik nie. Ek sal self die eerste fyn krakie slaan. Die kraak wat hulle uiteindelik sal
afbreek tot brokstukke. Die pynlike besef van hulle mortaliteit, nietig, soos die
rotsbrokkie waarop ek hier trap. ’n Bok vír ’n gaping Aanvanklik dink ek hy is behoorlik gekoring
van twee dubbele brandewyntjies. Toe tref dit my tussen die oë. Die oom is nie
SÓ dronk nie. Oom Sarel het ’n horrelvoet. (Opregte woorde van dank aan my vriend, Nic Venter, wat die idee van die
storie verskaf het.) Literator 17(1) April 1996:203-207 ISSN 0258-2279 207 S Kirby van der Menve Literator 17(1) April 1996:209-212 209 ISSN 0258-2279 M s_ Dan slaan ek gevoelloos toe, sê vinnig in die verbygaan tot siens en hardloop
katagtig onder hulle uit. Wanneer ek hulle later weer op die berg raakloop,
ignoreer hulle my, maar ek voel niks, ek voel heeltemal niks. Dis dan juis my
beloning; die dikbek en die geknakte stert. Dit wil tog gedoen wees, op my ouderdom. Ek is ’n gesonde 38, goeie longe en
as ek self so moet sê, ek het nogal ’n paar sterk bene. Maar nou bewe hulle,
van afwagting en my hart klop in ray nek. Die bloed ruis in my ore soos die
see, onsigbaar, hier naby op die rotse. Dan is hy op my. sommer deur poeletjies, bars deur die erikas en heide wat donsig glim onder hul
las van duisende druppels. Die sproei lawe my stomende gesig. Die koel water meng met my warm sweet
en die pekel loop in my oë, in by my lippe en my long kwyl. Ek is deumat van
sweet en sagte reën en ek droog my gesig met my hande. Teen ’n steilte op,
soos die paadjie al hoër klim, gruis die sandsteenbrokke onder die trekkersoie
van my harde bergstewels. Die grens van die gruis word die grens in my bors. Op ’n gelykte sien ek figure in die mis. “Jou broer is daardie kant toe”, sê ’n
lang ou, ’n regte Mountain Club o f S.A. old boy tipe. Ek voel skaam dat hy die
spel kon snap en kwaad - eintlik hoogs verontwaardig dat hy my teenstander as
my broer kon aansien. Maar die breuk gee my die kans om my bril skoon te
vryf, en toe sien ek waarom: die mis het intussen gelig en die groep kon die
jagtog van die hoogte af aanskou. En opeens sien ek hom, soos ’n bobbejaan teen die steil paadjie op skarrel. Ek
voel verlig, nou weet ek presies waarheen hy op pad is. Die steil paadjie hang
soos ’n lang dun rafel teen die krans. Ek sien hom hang aan die punt van die
rafel en ek word gevul met heerlikheid. Nou moet ek net kophou, nie oorhaastig word nie. My bene is geswel, maar dis
net krag en spier. Ek is in beheer, en ek gee hom kans, laat hy homself aan die
rafel ophang, homself laat uitrafel. Hy hoor my en hy kyk verdwaas om. Ek
sien die verontwaardiging en die skok toe hy my doodluiters sien aankom. En
nou klim hy met mening, maar dit word ’n spartel. Hy kyk weer om en die
gaping is kleiner. Hy spartel en hy kruip. Hy kruip skaamteloos op sy knieë
oor die rotsbanke. En ek lag, want ek het hom en ek tart hom soos ’n kat met
sy prooi. En ek wag, want ek weet hy is baie naby die einde van sy draadjie. Toe hy knak, kom staan ek by hom. “Lyk my jy ’t intussen besluit om nie meer
geld te gaan opgrawe nie.” “Ja,” sê hy gedwee, “dis te koud. Dan is hy op my. Heeltemal uit pas met die prentjie wat ek vir myself voorgehou. het. Uit pas
met die berg en die teësinnige weer. Middeljarig en die tekens van die
middeldertigs het reeds in sy stywe grys langbroek kom sit. Sy stywe bont
t-hemp beaam sy minagting vir die winter en vir die nat mis wat soos
toegerypte spinnerakke aan elke boomtak, fynbos en in ons hare koek. A1 wat
hy met hom saamdra, is die eienaardige instrument wat my dwing om te vra: “Wat se snaakse ding is daai, my broer?” “Weet jy dan nie? Dis ’n metal detekter.” Dit sê hy ietwat geirriteerd, seker
om my te intimideer, maar voeg dan tog by asof hy my gedagtes kan lees: “Ek
het al baie geld opgetel, daar waar die Boere vroeër vir goud gegrawe het, maar
verskoon my, ek het nog ver om te gaan.” “Wat het jy sover opgetel?” vra ek nog agter hom aan. “’n Klomp pennies en
’n tiekie.” Ek weet sy sarkasme was gemik om my uit te lok, of om my op my
plek te sit. En die mis sluk hom in, self sy voetval versmoor. Ek lig my bene, ek moet hom inhaal, binne trefafstand bly, maar hy’s weg. Ek
slaan oor in ’n draflfie om net sy voetstappe te hoor, dan weet ek ten minste
waar hy is. Ek verbeel my dat ek hom voor my tussen die bosse sien vleg, maar
hy bly net tergend buite die bereik van my sintuie. Maar, dit weet ek beslis, hy
sal nie wegkom nie, al moet ek hom inhardloop. Van wegkom kan hy maar
vergeet, oor my dooie liggaam miskien ja. Maar hy’s net weg, soos ’n gees wat
hierdie skemer-oggend, deur voorafbepaalde tyd en noodlot homself vir ’n
oombUk kom manifesteer, hier kom ambraal en jou voortaan kwel dat jou
nagsweet mis word. Jou laat wonder of hierdie oggend se besondere digte mis
nie ook maar net die kondensasie van die nagtelike gesweet van al die menigte
gekwelde siele is nie. Nou gee ek nie meer ’n duiwel om nie. Hy sal nie wegkom nie, al verloor ek
iets in die proses of al moet ek ook tromp-op in hom vas hardloop. Ek hardloop Literator 17(1) April 1996:209-212 210 ISSN 0258-2279 Kirby van der Merwe sommer deur poeletjies, bars deur die erikas en heide wat donsig glim onder hul
las van duisende druppels. Literator 17(1) April 1996:209-212 Dan is hy op my. Ek gaan maar
liewerste na my vriend toe wat hier bo-op die berg woon.” “So, dan sien ek jou weer later.” Met dié woorde los ek hom daar. En my oë
glinster. Ek probeer so vinnig as moontlik groter afstand tussen ons kry, vir die
finale steek. Ek weet hy kan my duidelik sien, maar ek kyk nie weer om nie. Op die kruin skuil ek agter ’n rots teen die ysige wind. Op die plato sien ek ’n
kliphuisie ingekruip onder ’n paar denne en die rook uit die skoorsteen raak
verstrengel in die takke. Uiteindelik kom hy swaar om ’n rots, natgesweet en uitasem, sy systeek in sy
gesig gekerf Hy wil nie met my praat nie. Ek het gehoop hy sal my saamnooi Literator 17(1) April 1996:209-212 211 ISSN 025^-2219 Mis_ Mis_ na sy vriend toe, maar hy loop net dikbek verder. Hy klou nog vas aan sy
splinternuwe rooi metaalverklikker. Langs die pad terug, verkyk ek my aan die landskap, vars en dromerig soos ’n
pastelskets. Die proteas bloos met wolmondjies. Verder ondertoe, waar die
bosbouspanne se veldtog teen die indringers fel was, lê ’n denneboom
gedissekteer, haar ingewande oop en bloot vir almai ora te lees. Ek break ’n
takkie van ’n bossie af en skeur ’n sagte groen basrepie daarvan af. A1 langs
die pad maak ek vir my ’n bossie blommetjies bymekaar wat ek met die
basrepie vasbind, een blommetjie van elke iynbosplant wat ek die oggend
teëkom. Literator 17(1) April 1996:209-212 ISSN 0258-2279 212 Marigoldstraat, die 'main road ’ vannie scheme Oom Ransie het toe besluit om hom liewer te bepaal by die rede waarvoor
Bankie ingeroep was. “Mevrou, djy word daarvan beskuldig dat djy onwettig
handel dryf en as gevolg daarvan het djy jou huurkontrak verbreek.” Bankie
het haar anns gevou en gesê: “Wie beskuldig vi’ my dat ek onwettig handel
dryf?”
Oom Ransie het gebewe van boosheid:
“Ek, oom Ransie, wat ’n
lewendige God dien beskuldig jou van onwettige handel dryf.” Om beter te skel
het Bankie haar hande in die heupe gekap en gesê: “Ek is baie jammer, maar
ek word nie deur toiletpapier verhoor nie. Daar is baie mense wat onwettig
handel dryf met suckers, lekkers, pop-com en toffie-appels en hoekom is hulle
dannie hie’ nie?” Bankie was baie boos toe sy gesê het: “As daai die geval is,
dan ga’n ek na my lawyer om te ga’n hoor of ’n mens soe verhoo’ kan word.” Oom Ransie het horn nie gesteur daaraan nie en het bygevoeg “Ek dien die
Here. My Here issie bang vi’ jou lawyer of die ANC nie. Djy’s soe vol politick;
hoekom ga’n djy nie somme’ na die ANC nie.”
Bankie het haar liggaam
spoggerig rondgewaai toe sy gesê het: “Die ANC praat met die Nasionale Party
en nie met huishondjies nie.” Oom Ransie het met sy hand op die tafel geklap
engesê: “O ’s sal sien, o ’s sal sien; more is djy uit. Ek ko sit jou self uit as die
witmense nie wil nie. Ek la’t nie met my mors nie. Hie’ innie kleurlingdorp is
o’s baas. Ek wietie hoeko issie res van my komitee soe stil nie, is hulle ook dan
bang vi’ djou.” Die res van die Bestuurskomitee was verstom en het nooit so
iets verwag nie. “Djy kan maa’ sê wat djy wil, maa’ more is djy uit. Die polisie
het vir jou net te veel al uitgedra en nou weet jy skielik niks van onwettige
handeldryf nie. Djy dink sieke’ ek wietie dat djy oek ’n moneylender is nie. Dis behalwe die mense se disability- en pensionboekies wat djy agterhou as
hulle jou skuld.” Bankie het gou gereageer; “Djy kan mos somme’ nou my
huis kom omdol en kyk of djy ienage disability- of pensionboekie sal kry, maa’
as djy nie kry nie, hang jou moer nog vandag aan ’n draadjie sonne ’n
pennetjie. Marigoldstraat, die ‘main road’ vannie scheme Ek sal vi’ jou wys wat kan die Boere se toiletpapier
maak met goed wat in die toilet behoort.” Bankie het toe geantwoord: “Van
goed wat in die toiletpot behoort te is?” Literator 17(1) April 1996:213-217 213 ISSN 0258-2279 Marigoldstraat, die 'main road ’ vannie scheme Marigoldstraat, die 'main road ’ vannie scheme Marigoldstraat, die ‘main road’ vannie scheme Leonard Koza Marigoldstraat is die hoofstraat van die behuisingskema. Die redes daarvoor is
bale duidelik. Eerstens is dit die straat met die meeste winkels en smokkel-
huise. Dan is dit ook die straat waarin die meeste gevegte plaasvind. There is
never a dull moment in Marigoldstraat. Dit is ook die straat met die
interessantste karakters en persoonlikhede. Toe Marigoldstraat nog vol
plakkers was, het hulle dit Appelboord gedoop. Tot die SAP was vir die
Appelboord skrikkerig. ’n Speurder van jare se ondervinding het op ’n keer
genoem dat die skema baie stil sou gewees het as daar net beslag gelê kon word
op al die wapens in Appelboord. Marigoldstraat het sekere karakters wat dit laat uitstaan bokant al die ander
strate. Wat belangrik is van die karakters is dat hulle soms gereed is om hul
bloed te stort vir sekere beginsels: of dit nou reg of verkeerd is. Ten spyte van
alles bly hulle menslik en liefdevol in vergelyking met die ander bekeerde
broers en susters van die ander strate. In die ander strate loop die mense met
lang en suur gesigte rond omdat hulle te emstig is om hemel toe te gaan. Party
wil nie eers groet nie, want hulle mag punte verloor en dan kan hulle nie die
hemelpoort ingaan nie. Bankie is een van die karakters in Marigoldstraat wat geen bang haar op haar
hoof het nie. Sy was al vele kere opgeroep om voor die Kleurlingbestuurs-
komitee te verskyn: die voorsitter van die Kleurlingbestuurskomitee is oom
Ransie. Die voorsitter het haar kwaai aangespreek en gesê:
“Mevrou, is u
getroud?” waarop sy geantwoord het:
“Waarom sê djy dan Mevrou?”
Die
voorsitter het hom toe vererg en gesê: “Ek het gehoo’ van jou, maa’ ek issie
bang vi’ jou nie. Ek dien die Here.” Bankie het toe geantwoord: “Ek het oek
gehoo’ van Kleurlingbestuurskomitees.” Met ’n breë glimlag het sy gesê: “Ek
het gehoo’ hulle is die Boere se toiletpapier.” Oom Ransie het so boos geraak
dat hy byna ’n hartaanval gekry het. Hy het haar toe verseker: “Djy kan vi’ jou
kiaa’ maak, more is djy uit! Marigoldstraat, die 'main road ’ vannie scheme Met djou sal ek nie speel nie, sowaar as my mama, ’n Kind slaan
nie ’n grootmens nie, m aa’ die Here sal my nie straf as ek ’n member van die
Management Commitee op sy moer gie nie.” Bankies het vorentoe gemik om
vir oom Ransie te gryp, maar hy was te vinnig vir haar. Hy het ’n paar meter
vanaf haar gestaan en gesê: “Met ray God spring ek oo’ enige muur.” Bankie
het met haar vinger na hom gewys en gesê: “Djou geluk dat ek jou nie innie
hande kry nie. Die Boere sou net djou stukke opgetel het.” Die res van die lede
van die Bestuurskomitee het verstom gesit en kyk. Ouma Meelbol was een van
die vroulike lede van die komitee. Sy kon nie die wanorde verdra nie. “Meneer
Voorsit ek gaan nou die polisie roep. 0 n s kan nie so aangaan nie. Hulle sê
alreeds ons is die Boere se toiletpapier. Voordat hulle ons opfrommel, roep ons
liewer die polisie. Die mense toon geen respek vir die komitee nie. Die mense
wil ons nie erken nie. Meneer Voorsitter, dink jy nie ons moet maar liewer
bedank nie?” Bankie was in haar noppies toe sy dit hoor. “Ek stem saam met Literator 17(1) April 1996:213-217 214 ISSN 0258-2279 LeonardKoza Ouma Meelbol, djulle kan gerus bedank.” “Dame, ek is baie jammer, maar my
ma het nie ’n Ouma Meelbol in die lewe gebring nie”. Bankie het net gelag
terwyl oom Ransie gesê het: “Ek sal nooit bedank nie, want dan beteken dit dat
ek moet swig voor die k on im u n i s me O o m Ransie was nog steeds besig om te
praat toe die polisie opgedaag het. Die een konstabel het uitgeklim om te vemeem waarom hulle ontbied was. Alles was doodstil, maar toe die konstabel die komiteekamer se deur oopmaak,
het die rumoer hom getref soos ’n warrelwind. Bankie is so gewoond aan
polisiemanne wat gereeld by haar woning klopjagte uitvoer dat sy haar glad nie
aan die polisie gesteur het nie. Oom Ransie was weer baie bly toe hy die polisie
gewaar en het gesê:
“Daa’ kó die polisie, hulle hoo’ hoe lelik praat djy.”
Bankie het vorentoe gestap en gesê; “Dink julle ek is bang vi’ die moffies. Marigoldstraat, die 'main road ’ vannie scheme Die
polisie weet, djy kan hulle nou vra; innie Appelboord se tyd het ek baie baklei
dat ek kaalboude tussen hulle staan, maa’ vi’ my word nie in ’n vangwa gegooi
nie. I’m very sorry,” het Bankie gespog. Die polisie het vir Bankie geken en
hulle het geweet dat sy nie sou omgee om hulle in die verleentheid te bring nie. Dit was duidelik dat die polisie glad nie enige een in hegtenis wou neem nie,
want dit sou net onsmaaklikheid veroorsaak het. Die komitee het weer verlang
dat Bankie opgesiuit word. Oom Ransie en die een vroulike lid het geweldig
geprotesteer. “Sy kannie vi’ o’s soe beledig nie,” het oom Ransie gesê. “Dan
het sy nog die vemietelheid om vir my Ouma Meelbol te noem asof ek haar
speeimaat is.” Bankie het vreeslik gelag en dit het vir oom Ransie vreeshk
kwaad gemaak. “Ek ga’n na die minister met julle, want o’s staan die regering
by deur dik en dun en nou wil julle nie vi’ haa’ opsluit nie. Ek ga’n ook na
julle kommandant om vi’ hom te vertel van julle. Dit lyk my djulle drink daa’;
daa’om kan julle haa’ niks maak nie.” Die konstabel het geglimlag toe hy se:
“Meneer, kan jy bewys wat jy nou net gesê het?” Oom Ransie het gebewe van
woede en gesê: “Onthou net dat ek sal twee keer dink voordat ek weer uitkom
as jy die polisie moet ontbied.” Die konstabel het in die vangwa geklim en
weggery sonder nog om te luister hoe oom Ransie agtema skree: “Ek is die
baas van hierdie dorp. Julle sal net kom as ek julle nodig het”. Bankie, wat
eenkant gestaan het, het nader gestap en gesê: “Ek loep oek nou, want ek wil
more my lawyer ga’n sien.” Oom Ransie wat nie ver van haar af gestaan het
nie het haar gehoor en toe gesê: “Djy kan maa’ na jou lawyer toe ga’n, maa’
onthou net ek is die een wat baklei het dat al die pondokkies afgegooi word en
dat daa’ vi’ julle huise gebou moet word.” Daar was ’n groot sug van verligting toe Bankie die gebou verlaat het aangesien
haar betoog ander mense wat ook moes verskyn, kon beinvloed. Oom Ransie
het op sy horlosie gekyk en aan die ander komiteelede gesê: “Kan djulle nou
sien hoe die smokkelaars die komitee se tyd mors. Marigoldstraat, die 'main road ’ vannie scheme Net so mors hulle o’s mense 215 Literator 17(1) April 1996:213-2] 7 ISSN 0258-2279 Marigoldstraat, die 'main road' vannie scheme se lewens ook op met die gifstowwe wat hulle verkoop en as jy praat, dan moet
djy hoo’ hulle ga’n lawyer toe.” se lewens ook op met die gifstowwe wat hulle verkoop en as jy praat, dan moet
djy hoo’ hulle ga’n lawyer toe.” Mevrou Sofie Kramer was die volgende karakter van Marigoldstraat wat voor
die Bestuurskomitee moes verskyn. Oom Ransie het probeer om haar eers sag
te maak voordat hy haar aangeval het. “Ma-Kramer,” het hy gesê, “ek het voor
jou familie grootgeword en hoop net dat jy jou beter sal gedra as Bankie, jou
buurvrou. Ek sou jou nie ingeroep het nie, maar die behuisingskantoor kry net
te veel klagtes van jou.” Sofie Kramer het haar gesig skeef getrek soos ’n skut
wat korrel. Die voorsitter het probeer paai deur te sê: “O’s wietie of dit waa’
issie, m aa’ die klagte se dat jy onwettig handel dryf, en anne raense se jong
kinders by jou huis opgaar. Daar word ook gese dat jy een vadie Raad se
kamers uitverhuur en dat jy anne vrouens se mans na jou huis lok. Die bure kla
gedurig van geraas as gevolg van diskopartytjies by jou huis. Jy het oek gloe
kinnes van verskillende mans maa’ daai’s jou eie biesagheid, wil jy enige iets
se?” Sofie Kramer het eers die hele komitee deurgekyk voordat sy begin praat het. Haar oë het stil in haar kop gestaan en sy het diep gesluk. Dit was duidelik dat
sy vinnig van iets onslae wou raak. Die voorsitter het weer vir haar gevra: “Is
djy sieker daa’s niks wat djy wil sê nie?” Sofie Kramer het stadigies haar logge
liggaam gelig en gesê: “Meneer die voorsitter, julle is mos ’n klomp moifies,
djulle makeer net panties. Djulle call julleself leaders, m aa’ djulle skinne dan
soes wasvrouens. Watse respek kan o’s ordinary mense vi’ julle het? Ek is
haastig van die huis af sonder om my familie kos te gie. As ek gewiet het dis
julle style sal ek mos nooit gekom het nie. Djulle praat van onwettige handel
dryf asof ek die enigste een is in die scheme wat biesagheid maak. Ek het nog
nooit ander mense se kinnes opgegaar nie. Marigoldstraat, die 'main road ’ vannie scheme Die kinnes kom vra altyd iets om te
iet en dan gie ek vi’ hulle. Die blêrrie mense is te sleg om hulle kinnes kos te
gie, maar hulle hardloop na julle om te kla ek gaar hulle kinnes op. Ek lok nie
anne vrouens se mans na my huis toe nie. Saans speel die mans kaarte en
dominoes. Moet ek nou die mans wegja? Waarom maak die vrouens nie hul
mans vas met kettings nie. Is ’n mens nie toegelaat om ’n bietjie music te speel
as iemand veijaar nie? Is dit hoe o’se rates gemors word om julle te betaal om
my sulke nonsense te vra. Somme’ vanaand skop ek my neigbour in sy moer. Hy moenie van my by julle moffies kom skinne nie.” Die voorsitter het sy
hamertjie gekap vir orde, maar Sofie het haar nie daaraan gesteur nie. “Ek
skop julle somme; nou in julle ma se ....” Die voorsitter het besef dat hulle niks met haar kan uitrig nie. Sy was meer
aggressief as die vorige huurder. “Djulle het ’n fine cheek om te skinne van my
los kinnes. Wys my ’n straat innie scheme wat nie los kinnes het nie. Ek wiet
van soveel kamstige kerklike mense innie scheme wat los kinnes het. Daa’ 216 Literator 17(1) April 1996:213-217 ISSN 0258-2279 LeonardKoza word nou net van myne gepraat omdat my kinnes se pa baie ko visit. Djulle gie
my kinnes fokkol, soe hou julle bekke van my af.” word nou net van myne gepraat omdat my kinnes se pa baie ko visit. Djulle gie
my kinnes fokkol, soe hou julle bekke van my af.” Die voorsitter het haar mooi gevra: “Mevrou Kramer, is djy nou klaar gepraat,
want ek wil oek iets sê?” “Meneer voorsitter of oom Ransie, ek is nog nie
klaa’nie. Wie het vi’ djulle gekies. Omtrent tien persent van Tiervlei se mense
het vir julle gekies. Djulle represent mos nie al die mense nie. Djulle is kamstig
soe big deal, maa’ hie’ innie Tiervlei kry mense huise wat uit Namakwaland,
Mitchell’s Plain en anne surrounding areas uitkom. Mense wat innie Tiervlei
gebore is, word vertel hulle moet geduldig wees, want die waglys is lank.” Oom Ransie se wange het gebewe van boosheid. Hy het gehakkei en gepraat
met sy linkerhand op sy hart. Sy het haar handsak opgetel en is swaai-swaai daar uit. Literator 17(1) April 1996:213-217 Marigoldstraat, die 'main road ’ vannie scheme “Ek is ’n hartlyer en die dokter het gesê dat ek
nie moet kwaad word nie, maa’ mense ek voel gegrief. Mevrou Kramer het
vergeet dat ek hierdie gemeenskap meer as dertig jaar dien. Ek het by tye van
stormreëns baie nagte kniediep in die water gestaan terwyl anne leiers slaap,
maa’ vandag word ek so beledig. Hierdie komitee support nie Apartheid nie. Ek wiet baie min mense het kom stem, maa’ o’s kannie help as die bietjie wat
kom stem het vi’ o’s gestem het nie. A ’mal innie Tiervlei is nou opgemaak met
’n ANC, maa’ waa’ was hulle toe Tiervlei nog bos was?” Mevrou Kramer het
skerp gereageer en gesê: “Djulle moet glad nie praat vannie ANC nie, want
hulle negotiate met die Nasionale Party terwyl julle skinne’ van my los kinnes. Djulle onderskat die mense van Tiervlei, maa’ ek sê vi’ julle; one day is one
day, djulle sal nog wakke’ skrik dan is daa’ nie mee’ ’n Bestuurskomitee nie. Ek hoep julle vat note dat die mense innie Township is op van julle.” Literator 17(1) April 1996:213-217 217 ISSN 0258-2279 218 Brandewyn en coke special Die seuns sê nee, hulle hoort daar, hulle het dan vir die oom gesê. Die ooni sê
issie en sy ghout beginne pyn, so kwaad raak hy. Dis nou waar die bewyse-
storie inpas. Die oom sê hulle is besig cm te steel, kyk hoe lyk die plek. Nee,
sê hulle, hulle het partytjie gehou, dis waarom dit so deurmekaar is. Sê die
man van die gemeenskapspohsie:
“Maar as meneer dan dink hulle steel,
hoekom arresteer meneer hulle dan nie self nie? 0 n s het in elk geval nie nou
tyd om ’n saak te maak nie. 0 n s moet nog na ’n ander inbraak hier anderkant
gaan. Maar ons sal die manne se name vat just in case ...” En daar ry hulle,
los die diewe net daar vir die oom om te arresteer. Toé pyn die oom se ghout. “Juffrou, ek sou so graag wou, maar die voet was nét so hoog opgeswel,” en hy
beduie amper so ’n halwe meter van die grond af. “Maar ek dink ek gaan dit
nie daar los nie, juffrou.” Hy bel sy seuns en hy skakel weer die polisie. ’n Ruk
later kom die twee konstabels weer daar aan en die oom se twee seuns ry saam
na die adresse van die twee jongmans. Dis nou nadat hulle oorkant was en
gesien het daar is ingebreek. Die twee knape woon net ’n paar strate weg. Die een, ten voile gekleed, maak
die deur oop en sê hy slaap lankal. Die ander een maak oop, das om die nek en
dikdronk. “Seker die Klippies,” voeg die antie tussenin. Hy slaap al
la..a..a..nkal. “Sien,” sê die man van Korrektiewe Dienste, “dit kan nie hulle
wees nie. Hulle slaap al la..a..a..nkal.” ♦ ♦ ♦ ♦ ♦ Ek skrik vervaard wakker en sit regop om te sien waar ons is. “Ons is nou net
by George verby,” se die bestuurder van die kombi. Ons is op pad terug vanaf
Port Ehzabeth waar ons vir ’n paar dae gaan kerjakker het. Die res van die
toergeselskap lê ook nog en slaap. “Kan ons nie in Mosselbaai stop sodat ek
gou kan huis toe bel nie?” Pappie tel die telefoon hygend op en tussen stotterende asmatiese hygkrete leer
ek dat alles nog o.k. was toe hy die vorige dag gaan kyk het of my huis nog o.k. is. Brandewyn en coke special Ingrid Geldenhuys “Weet jy wat vra daai blêddie polisieman my, juffrou? Hy wou van my weet
watter bewyse ek het dat daai twee skarminkels besig was om by jou huis in te
break en of ek kan bewys dat hulle nié daar woon nie. Magistraat! Van
wanneer af het ’n mens bewyse nodig om jou bure te k en ...” Dis my buunnan. ’n Wonderlike ou omie met ghout in sy regtervoet, ’n be-gate
swirlkous op sy weerbarstige rooikop en ’n mond wat breed glimlag om die
goudsplitte te laat vonkel. Maar dierbaar. Die nie-ampte!ike brandwag-
bobbejaan van die buurt as ons almai in die werk of met vakansie is. Dié dag van die inbraak gewaar einste buurman van oorkant dat die buurseun
van langsaan die straat patrolleer. “Patrolleer” is buurman se woord, want dis
geen geheim dat dié leeglêer, wil-nie-werker net vir kwaadgeld rondloop nie. Hy is betrokke by ’n bende en omdat hy alewig by die huis is, weet hy presies
wie is wanneer nie tuis nie en by watter huis is dit veilig om in te breek. Uit dié
eenmanpatrolhe is dit vir buurman duidelik dat iets aan’t broeie was en sy
uitkykinstinkte staan op aandag! Teen 19h00 hoor hulle die kenmerkende sein-
fluite van die bendes. Buurman stap uit en sien twee wildvreemde jongmans op
my stoep. Hy stap nader, wetende dat ek met vakansie is, en vra wat hulle daar
soek, want hulle hoort nie daar nie. “Wat weet oom, ons pas die huis op.” Maar buurman wis dis ’n hegstorie en sê
hy gaan die polisie bel. Toe verdwyn hulle. Maar hy voel nie gems nie. Later
die aand merk hy bewegende figure binne die huis op, en al die hgte is skielik
aan. Hy skakel onmiddellik die polisie om te se ’n inbraak is besig om op daai
oomblik plaas te vind. Hulle kom en buurman en vrouhef stap saam met hulle
by die oop agterhek in om hulle onkant te vang. Daar kry hulle dieselfde twee
jongmans lustig aan’t drinke in my voorhuis. Hulle is so tuis soos twee
huisbrakke. “Dis die Here se waarheid, juflrou. Ek’t hulle met my eie oë gesien. Hulle’t
daar gesit met ’n bottel Klipdrift en ’n halwe bottel Coke,” sê die antie. Literator 17(1) April 1996:219-223 219 ISSN 0258-2279 Ek draai cm, niks maak verder saak nie. Toe eers raak ek bewus van die res van die vakansiegeselskap wat stilswyend in
die deuropening staan. “Is jy okay”, vra iemand. Verslae gaan sit ek midde-in
die chaos en probeer inneem wat my getref het. Elke denkbare laai en kas is
uitgegooi. My leefhiimte, my werkruimte gerelegeer tot ’n urienstinkende
rommelhoop. Wat van my kosbare skoeneversameUng? Soos ’n wafferse
Imelda Marcos het ek ’n maniese passie vir skoene - lelikes, grasgroenes,
skokpienkes, beblomdes, beblinkertjiedes - ag, sommer net oor hulle vir my
mooi is en elkeen ’n eie storie vertel. Ek onthou die grasgroen paar, die “patent
leathers” wat ek gekoop het voor ek weg is. Ek maak my skoenekas oop ... daar’s niks in nie. Ek smyt die papiere eenkant toe. Assebhef, Here, net die
groen paar. Dis ook weg. Wat wil hulle daarmee maak? Dis dan so lelik?! Dis net ek wat dink hulle’s pragtig. Trane biggel oor my wange. Die opname van wat weg is, is skrikwekkend. Ek is ’n alleenloper en het oor
die jare my arsenaal van huisware en kantoor-ameublement goed aangevul. Maar dis nou alles weg: rekenaar, antwoordmasjien, faks, diktafoon, mikro-
golf, twee leerbaadjies, ketel (dis so oud, dis moeilik om water daarin te kook),
glastopstoof, lêers, handsakke, floppies/stiffies, koordlose telefoon ... Te veel
om te noem. Net dit waarop ek my hoof moet neerlê, het oorgebly. Die lewe
wat ek vir myself gebou en bymekaargemaak het, is in een orgie van waansin
uitgetippex. Asof dit nooit bestaan het nie. Ook my onderklerelaai is
gefynkam. En hulle het nie sommer enige ou bloemer gevat nie. Nee, die sexy
goedjies wat in stelletjies kom. lewers loop iemand met my onderklere rond. Gr...r..r..il.. Ek staa! my vir die vraag op almal se lippe. “Het jy versekering?” NEE! gil
my siel terug. Dit gebeur tog net met ander mense. Spottend lê die onin-
gevulde versekeringsvorm bo-op die gemorshoop vir my en loer. Ek het nooit
sover gekom om dit in te vul nie. My gedagte-rat kom krakend in beweging. Ek hoor die skamiere ... ek moet
oproepe maak. Die polisie, my pa, my familie, my vriende ... Dit kan maar
seker nog ’n nag wag tot more-oggend. Niemand kan tog nou enige iets doen
nie. Die nuus het egter deur die nag soos ’n ondergrondse struggle-boodskap
versprei. Elke keer as die telefoon lui, moet ek van vooraf begin. Brandewyn en coke special Maar daar’s knaende onrus wat maar nie wil gaan lê nie. Ons ry die Kaap omtrent 22h30 binne. Die reën val in triestige slierte oor die
voorruit. Toe ons die draai vat, sien ek al die ligte van my huis brand. Ek het
hulle beslis nie aan gelos nie. Ek klou my sleutel krampagtig vas terwyl ek na
die voordeur stap. “Wil julle nie maar solank in die kombi wag nie.” Hulle het
my eerste kom aflaai. Die deur swaai oop nog voordat ek die sleutel kan draai. Die stank van katte en urine sypel my neus binne. Die grootste chaos wat jy jou
kan voorstel, begroet my. Oral lê goed rondgestrooi. Al wat deur my gedagtes
flits, is my rekenaar. Laat hy tog daar staan waar ek hom gelos het. Soos altyd
wanneer ek uit was, dryf die obsessie my om te gaan seker maak dat hy getrou
vir my staan en wag. Die hy in my lewe met wie ek al my gedagtes d e e l... die Literator 17(1) April 1996:219-223 220 ISSN 0258-2279 Ingrid Geldenhuys niiddelpunt van my bestaan. My kamerdeur is oopgebreek. Die kat spring
miaauende van die bed af en hardloop die kamer uit. Stadig dwaal my oë na
my rekenaar se staanplek op die lessenaar. Hy’s nie daar nie, sy rooi oog sal
my nooit weer hallo sê nie. niiddelpunt van my bestaan. My kamerdeur is oopgebreek. Die kat spring
miaauende van die bed af en hardloop die kamer uit. Stadig dwaal my oë na
my rekenaar se staanplek op die lessenaar. Hy’s nie daar nie, sy rooi oog sal
my nooit weer hallo sê nie. Ek draai cm, niks maak verder saak nie. Ek draai cm, niks maak verder saak nie. “Jammer oor 221 Literator 17(1) April 1996:219-223 ISSN 0258-2279 Brandewyn en coke special wat met jou gebeur het. Het jy versekering? Ek” “Dankie. Nee. Alles.” Dit
voel soos ’n begrafhis. Ek kan dit later nie meer verdra nie, vat my laaste geld
en gaan koop ’n antwoordmasjien. Die boodskap? “You’ve reached the
ransacked home of Miss X. If you want to have a soup kitchen at this address,
please do so. They’ve even cleaned out the freezer. Instead of sympathy, please
leave a donation after the beep.” Die gelui het nie opgehou nie. Nie dat ek
ondankbaar is nie, inteendeel, dit het my eerder op my knieë gedwing (miskien
was dit die Goeie Vader se toetsrede, waarom dié ding met my gebeur het) oni
dankie te sê vir die wonderwerk van vriende. Nou vir die Korrektiewe Dienste
wat gebuk gaan onder titels soos Gemeenskapsvriendelike polisiemag,
Misdaadvoorkomingsforums, ens. Ek skakel hulle om te hoor of iemand die
inbraak aangemeld het, want die predikant wat oorkant my bly se seun sê hy het
die polisie ontbied, so kan ek asseblief met die persoon gemoeid met die inbraak
by dié adres gesels. Hulle weet nie van ’n inbraak nie. Niemand het hulle ontbied nie. Huh? Ek moet dan maar ’n klag lê en dan sal
hulle kom ondersoek instel. Ek lê toe ’n klag. Toe die polisie daar aankom,
voorsien ek hulle van ’n telefoonnommer, wat die diewe blykbaar langs my
telefoon vergeet het, om hulle met hul saak te help. Ewe behulpsaam is ek. Hulle sal op die saak ingaan; hulle stuur onmiddellik die speurders. Konstabels, speurders? Ek verstaan nie die “pecking order” nie. Twee jong
knape kom volgende. Die een spring rats oor die agterste muur en Voila! Daar
lê twee swartsakke en toe hulle dit oopmaak, is dit vol skoene. Dis net God se
genade dat die vulliskanveiers dit nie weggeneem het nie, want dit was juis
Maandagoggend en Maandag is vullisdag. “Is jy familie van Imelda Marcos,
jufïrou?” Ek dink glad nie dis snaaks nie, maar gaan nogtans histeries aan die
lag. Uit pure verligting of ’n wrang vorm van geregtigheid? A1 wat vir my op
daardie oomblik sin gee aan my bestaan, is die paar groen skoene wat ek styf
teen my bors vasdruk. Geen vingerafdrukke word geneem nie. Hulle is daar weg met ’n lys van wat
teruggevind is. “Dis jou opinie, juflrou.” “Dis jou opinie, juflrou.” Ons spring in my vriendin se motor en ry na Bellville-Suid se pohsiestasie. Wat daar gebeur, is lagwekkend, om die minste te se. Nêrens in die K-
watsenaam is so iets aangeteken nie. In elk geval, sê die luitenant op sy
onbeskofste, hulle rekenaars was die naweek af. Die land is lamgelê deur
misdaad, hulle rekenaar is af. Nou’t ek als gehoor. Die moer in. My
termometer is na aan kookpunt. Nêrens sal dit dus op rekord wees dat daar
iewers gesteelde goedere ingegee was nie. Ons moet maar wag tot hulle die
geskrewe K-items vir die rekenaar gevoer het, dan sal hulle my skakei. Ek draai cm, niks maak verder saak nie. Die volgende oggend, 08h00, is daar ’n ander speurder. “Goeie
more, het hulle hier ingebreek? Waar het hulle ingekom?” sê hy in een asem. “Daar is geen ruit gebreek of teken van geforseerde toegang nie,” antwoord ek. “Sjoe”, se hy. Binne een minuut stap hy dwarsdeur die huis en sê toe sonder
enige verdere woord tot siens. My mond hang oop en ek moet my kaak met my
hand toedruk. Nog steeds geen vingerafdrukke... tot op vandag nie. Intussen skakel my vriendin wie se nommer Pappie aan die polisie gegee het as
kontakpersoon totdat ek terug is. “Het jy jou goed gekry?” vra sy. Kalm ... kalm ... “Watter goed?” waag ek versigtig. Die blitspatrollie het haar die nag
van die inbraak geskakel en gesê sy moenie worry nie, sy moet vir haar Literator 17(1) April 1996:219-223 222 ISSN 0258-2279 Ingrid Geldenhuys vriendin sê hulle het die twee outjies gevang en die goed teruggekry. Ek moet
dit kom uitken sodra ek terug is. Hy skakei van Maitland-polisiestasie. vriendin sê hulle het die twee outjies gevang en die goed teruggekry. Ek moet
dit kom uitken sodra ek terug is. Hy skakei van Maitland-polisiestasie. My h a rt... sing. Ek gaan my rekenaar terugkry! Sy kom gou oor en ons twee
gaan aan’t bel. Nee, sê die polisieman vies by die Maitland-polisiestasie, hulle
weet van geen so ’n oproep nie. Geen regdenkende polisieman sal so ’n oproep
maak nie. Hy sal gaan seker maak in die K-watsenaam, maar hy is seker dis
iemand wat ’n grap wou maak? My vriendin raak rooi. Natuurlik het iemand
van die polisie haar geskakel. Sy’s mos nie befok in haar kop nie. Iemand lieg
en dis beslis nie sy nie. Hulle gee ons die telefoonnommers van ander
polisiestasies om te skakei en verwys my terug na Bellville-polisiestasie waar
die saak aangemeld is. Bid jou aan, ons moet die speurwerk doen. “Meneer,
sersant, of wie jy ook al is, as ek ’n speurder wou gewees het, sou ek nie
skoolgegaan het nie,” kap ek terug, want toe is ek moerig. Literator 17(1) April 1996:219-223 Ek wag nou nog. As die een sê hy weet nie, lyk dit die ander sê in ’n koor agtema hulle weet nie. Toe stap die kaptein in, hy is swart, en skielik loop daai onbeskofte wit
polisieman oor van vriendelikheid en lek hy asof hy ’n seel lek. Ek weier egter oni verlei te word. Ek is al jarelank in die struggle. Maar nie
eens die kaptein se tussentrede het hulle tot aksie opgekommandeer nie. Skakei
ek hulle kantore, is die man gemoeid met my saak op verlof Hy het nou nog
nie met my kontak gemaak nie. My rekenaar staan op iemand anders se
lessenaar, iemand anders dra my onderklere, spog in my leerbaadjie, drink
kofTie met water gekook in my ou ketel. Ek is uit my huis gedryf, my lewe is
gestroop, my privaatheid is gewelddadig verkrag. Die misdaadafdeling se
rekenaars is naweek-af Nie eens my groen skoene loop meer lekker as ek hulle aantrek nie. Literator 17(1) April 1996:219-223 ISSN 0258-2279 223 224 Liefde leef... boemelaar of te not boemelaar o f te not spottend, “is die lewe dam nog orraait of moet ek jou bietjie tnigsit innie
hewe?” Katy Willemse vererg haar nie oor Jan se opmerking nie; sy ken horn veels te
goed om sy woorde van flussies erastig op te neem. “So asof jy nooit die
enigste mens was wat Jan Balie se diepste menswees geken het nie!” dink Jan
as Katy uitdrukkingloos voor haar uitstaar. Twee siele was amper een totdat sy gaan trou het met ’n ryk man van die Kaap. Sy en haar man kom woon toe boonop in KalUesbaai, so naby aan die gebroke
Jan BaUe. As Katy die Willemse se winkel binnegaan, kan Jan nie help om die lyf wat
eens syne was, agtema te kyk nie. “Hoe mooi het sy nie geword nie. Die
volheid, ja die volheid was maar altyd daar.” Hy wonder soms oor hoe sy lewe sou gewees het as hy vyftien jaar gelede met sy
jeugliefde, Katy, getrou het. Sou sy nog altyd so pragtig gewees het. O f sou
swaarkry haar ouer laat lyk h e t...? Hy was pas mondig, sy agtien en in die fleur van hul lewens. Sorgeloos en
ongebonde soos net die jeug kan. Vry om die liefde van die jeug te ervaar. Hy was skipper van “Groot Katy” die boot van Katy se pa, mister Willemse, die
man wat byna elke koninkryk op Kalliesbaai besit. Sy het pas begin skoolhou
vir die Kindertuin en kan nog bloos soos geen ander meisie op Kalliesbaai nie. Die twee van hulle sou trou sodra Jan genoeg gespaar het vir ’n redelike huis
om nie die Willemse se status te beledig nie. “Die Balies is arm mense” het die vrouens van Kalliesbaai altyd geskinder. “Mense wat ’n troue van hul seun met ’n ryk dogter sou goedkeur, terwyl die
Willemse vals genoeg was om net hulle dogter se geluk so te wil verseker.”
Tog kon nie die Balies of die Willemse keer dat Katy wegloop met ’n Kaapse
man en later geboorte gee aan ’n pragtige seuntjie nie. Nie eens toe Katy en
haar nuwe familie hul intrek neem by haar pa se strandhuis nie. Nog minder
kon die Kalliesbaaiers Jan Balie keer toe hy ná tien jaar sy vissersmanslewe vir
’n stoepsitlewe by die Willemse se kafee verruil. Liefde leef... boemelaar of te not Abigail Smith “Middag! Middag, miesies Lea! Die Baai is mooi vemore, nê? Ek wou maar
net vra, miesies Lea, hoe lyk dit m et...” Groot ou Lea Steenkamp gee Jan Balie
net een hooghartige kyk vanuit haar effens té brilletjie vir háár aristokratiese
neus. Met ’n vinnige tred stap sy weg van die man wat sy voor haar sien grootword
het. Die man met die lang maer, maar tog stewige liggaamsbou wat vroeër jare
deur talle bakvissies begeer was, ten spyte van die Bybelse skrywe oor begeerte. Hy gee een harde sug as hy miesies Lea sien wegstap, want ken hy wat Jan
Balie is dan nie nou al ná jare se bedel die mense van Kalliesbaai nie. Die
Samaritane wat hom laat besef dat God nie slaap nie én die suiniges wat altyd
maak asof hulle Jan Balie van g ’n kant ken nie en haastig op pad na een of
ander belangrike afspraak is. Ja, nee wat! Jan Balie ken sy mense asof hy hulle gemaak het. “Hêy! Ou Jannie, issit al weer een van daardie dae?” skree ’n man met ’n
blinklyfsnoek in sy hand op pad na êrens. “Ja man. Is mossie elke dag Krismis op KalUesbaai nie, jong. So gaan dit
maar met Jan Balie!” Die man stap weg nog voor Jan Balie ’n stukkie vis kon bedel, maar ’n ou
gryskopvrou wat met haar vriendelike plooigesig en vlesige mond ’n tien-
sentstuk in sy hand stop, verhinder hom om weer sinies of verbitterd te word. As hy gaan sit op sy blik op die stoep van Mister Willemse se kafee, stap ’n kort
mollige vroutjie op hom a f ’n Hemelse prentjie! “More Jan,” sê sy as hy opkyk en sy sien die spot in sy oë of is dit vermaak? Tog, wat maak dit vandag nog saak? Haar en Jan se lewens het nou eenmaal
vyftien jaar gelede elkeen sy eie koers ingeslaan. “More Katy,” sy stem is hard en die pyn kruip in sy oë al is sy stem ook half “More Katy,” sy stem is hard en die pyn kruip in sy oë al is sy stem ook half Literator 17(1) April 1996:225-227 225 ISSN 0258-2279 Liefde leef... Literalor 17(1) April 1996:225-227 Liefde leef... boemelaar of te not Die see bring te veel herinneringe terug van sy dae as jong klong saam met sy
jeugliefde. Sy grootste geskenk, Katy Willemse! ’n Geskenk wat sommer so
sonder waarskuwing weggeruk is uit sy lewe. ’n Geskenk wat gebly het in sy
hart, sie! en oë wat onbewustehk oral tussen mense soek. Jan Balie ruk as hy die nou al bekende voetstappe van sy enigste liefde hoor
nader kom. As sy by hom wou verbyskuur so asof hy nooit die “magic” in haar
jongmeisiedae was nie, gryp hy haar vas. En as sy skrik, tree Jan nie weg nie, Literator 17(1) April 1996:225-227 226 ISSN 0258-2279 _Abigail Smith _Abigail Smith maar bring haar al nader aan hom. Hy trek haar vas, Katy sien die baard-
stoppels, die bruingebrande gesig en ontmoet die oë van ’n nou ouer man. Sy
sien die lig daarin, vermeng met ’n bietjie spot. Dan ... Twee paar honger lippe vind ná vyftien jaar weer die wonder van die
vlees saam met die gees. Twee siele word weer een, soos destyds. Twee harte
herleef weer die wonder van lig. As Jan die lieflike vrou uit sy arms laat gaan, steier sy amper agteruit en stap
twee treë terug. “Here Jan!” Dis ’n uitroep van seer, van liefde! Die twee mense se oë ontmoet,
hulle weet dit albei eens: “Liefde leef nog na al die hartseeijare!” “Here Jan!” Dis ’n uitroep van seer, van liefde! Die twee mense se oë ontmoet,
hulle weet dit albei eens: “Liefde leef nog na al die hartseeijare!” ISSN 0258-2279 227 228 Frans Mouton se tuiskoms Edwina H. Fransman Annette, ’n aantreklike donkerkop, stap op ’n lieflike Saterdagoggend in Parow
se hoofstraat. Sy is op soek na ’n apteek wat afslag op spesiale produkte bied. Skielik steek sy vas. Voor haar sien s y ’n bondeltjie vodde. Sy skreef haar oë
om beter daama te kyk. “Maar dis dan ’n mens!” sê sy. Eers toe die bondeltjie-mens opkyk, besef Annette dat sy hardop gepraat het. Die grys oë wat na haar opstaar, is so vol leed dat sy daarvoor skrik. In haar
hele negentienjarige bestaan het sy nog nie so ’n verwese skepsel teëgekom nie. Toe sy besef dat dit ’n bedelaar is, wil sy eers ’n paar muntstukke in sy hand
stop, maar besluit dan daarteen. Sy buk af na die bedelaar en vra: “Wat is jou naam en waar kom jy vandaan?” “Dit maak nie saak nie, juflroutjie.” antwoord hy. “Ek soek net ’n geldjie vir
kos en sigarette.” Annette, wat self baie hardkoppig kan wees, ignoreer sy
pleidooi en herhaal haar vraag. “Frans Mouton.” antwoord die bedelaar baie onwillig. Annette deins ’n tree
terug, verstom! “Het jy gesê, Frans Mouton?” vra sy hees. “Is jy seker dis jou regte naam? Waarvandaan kom jy dan?” wil sy nou dringend weet. Frans verstaan nie die
meisie se getorring nie, maar hy begin nietemin sy storie aan haar te vertel. “Dit was sowat tien jaar gelede dat die ongeluk my getref het. Ek was ’n
gesiene man in die gemeenskap. Ek was ouderling in die kerk en ’n liefdevolle
man en vader.” Annette is meegevoer deur sy vertelling, tog bly sy nugter. “Jy was dit alles!” se sy verwonderd. “Jy was dit alles!” se sy verwonderd. “Jy was dit alles!” se sy verwonderd. “Jy was dit alles!” se sy verwonderd. “Ja. By die skool, waar ek Afnkaansonderwyser was, was ek baie gewild, veral
onder die kinders. Tot op daardie noodlottige Vrydagmiddag ...” Frans bly
opeens stil. “Ja. By die skool, waar ek Afnkaansonderwyser was, was ek baie gewild, veral
onder die kinders. Tot op daardie noodlottige Vrydagmiddag ...” Frans bly
opeens stil. “Ja. By die skool, waar ek Afnkaansonderwyser was, was ek baie gewild, veral
onder die kinders. Tot op daardie noodlottige Vrydagmiddag ...” Frans bly
opeens stil. 229 Literator 17(1) April 1996:229-232 ISSN 0258-2279 Annette kyk hom vraend aan. Annette kyk hom vraend aan. Annette kyk hom vraend aan. “Wat het dan daardie dag gebeur?” “Wat het dan daardie dag gebeur?” Frans Mouton kyk haar stip aan, haal diep aseni en vertel verder. “Ek was op pad huis toe na ’n vergadering by die skool daardie middag. Soos
gewoonlik was die straat waarin ek gebly het, vol kinders en honde. Skielik het
’n hond oor die straat gehardloop. Terwyl ek nog na die hond gestaar en
probeer vermy het, het ’n kind van nêrens voor my motor verskyn. Dit was te
laat om te rem. Die volgende oomblik het ek net die slag gehoor...” Annette, wat so intens na die man staan en luister, kom skielik agter dat haar
gesig nat is. Sy word ook bewus van die mense wat op en af verby hulle
beweeg. Sy vee oor haar gesig met ’n snesie en vra Frans ora verder te vertel. Hy is self verwonderd oor die kind se vreenide reaksie. “Die dogtertjie was op slag dood. Soos te verstane was daar ’n hofsaak. Alhoewel ek onskuldig bevind is, het die gemeenskap my nie vrygespreek nie. Ek kon myself ook nie vergewe nie, al het ek geweet dat dit nie my skuld was
nie.” Frans klink nou so pateties en gebroke dat Annette vinnig afbuk en sy vuil hand
in hare neem. “Natuurlik was dit nie jou skuld nie, Pa.” sê sy sag. Frans se kop ruk so vinnig op dat sy nek eintUk seerkry. “Pa! H etjy my Pa, genoem? W ieisjyjuffrou?” vrahyoorbluf “Ek is jou dogter, Annette. Onthou jy my nie meer nie? 0 n s was dan sulke
goeie maats. Die laaste keer dat ek jou gesien het, was ek byna tien jaar oud. Jy het net skielik verdwyn en ons agtergelaat. Waarom?” eis sy nou van hom. “Ja, my kind, ek het net verdwyn. Ek kon nie meer met my gewete saamleef
nie. Jou ma het my ook kwalik geneem. Haar vriendinne wou haar skielik nie
meer ken nie. Ek weet dat ek nie regverdig teenoor julle was nie, maar ... dit
was al uitweg. Ek het op straat beland en begin bedel om aan die lewe te bly.” Annette, wat nog al die jare na haar pa verlang het, gooi haar arms om sy nek. Sy skrik toe sy voel hoe maer sy bolyf is. Sy besluit daar en dan om vandag nog
haar mense bymekaar te bring. “Pa, sal jy assebhef saam met my huis toe kom?” vra sy dringend. “Wat het dan daardie dag gebeur?” “Pa, sal jy assebhef saam met my huis toe kom?” vra sy dringend. Frans skrik eflfens. Hy kan dit nog nie glo dat sy lieflingsdogter hom gevind het
nie. Maar wat sy nóú wil doen, verstaan hy nog minder! Frans skrik eflfens. Hy kan dit nog nie glo dat sy lieflingsdogter hom gevind het
nie. Maar wat sy nóú wil doen, verstaan hy nog minder! Literator 17(1) April J996:229-232 230 ISSN 0258-2279 Edwina H. Fransman “Kind, wil jy ’n ou vuil bedelaar huis toe neem? Wat gaan jou ma sê? En
Heleen en Wiinpie? Ek kan dit eenvoudig net nie doen nie. Moet my asseblief
ook nie dwing nie.” smeek hy. “Kind, wil jy ’n ou vuil bedelaar huis toe neem? Wat gaan jou ma sê? En
Heleen en Wiinpie? Ek kan dit eenvoudig net nie doen nie. Moet my asseblief
ook nie dwing nie.” smeek hy. Annette kry ’n vasberade trek op haar gesig. Sy kyk Frans Mouton vas in die
oë. Annette kry ’n vasberade trek op haar gesig. Sy kyk Frans Mouton vas in die
oë. “Jy is my pa. Jy het tien jaar gelede net verdwyn. Hoe dink jy het ons gevoel! Kyk wat het jy aan jouself gedoen. Dink jy nie dis nou tyd om op jou spoor
terug te loop nie? Mammie en die ander twee sal jou met ope arms
verwelkom.” Frans sien die smeking in sy dogter se gevoelvolle oë. Hy besef skielik dat hy
sy gesin werklik die afgelope tien jaar gemis het. Frans neem Annette se hand. “Kom ons gaan, my kind. Ek weet nou waar my lojaliteit lê.” Annette, wat al weer vergeet het waar sy haar bevind, gooi haar arms om die
bedelaar se nek en soen sy wang. “Kom, Pa, Mamma se motor staan ’n paar strate verder. En Pa, ek is baie trots
op jou.” sê sy. Onbewus van die verbaasde voetgangers, stap die twee hand aan
hand die straat af. Annette het heeltemal vergeet van die apteek waama sy op
soek was. Die afstand na die huis word in rekordtyd afgelê. Sy is so opgewonde dat sy nie
eens wonder oor haar ma se reaksie nie. Wat vir haar saak maak, is die feit dat
sy haar pa na al die jare opgespoor het. Rika, Annette se ma, is besig om blomme te pluk toe die motor stilhou. “Kind, wil jy ’n ou vuil bedelaar huis toe neem? Wat gaan jou ma sê? En
Heleen en Wiinpie? Ek kan dit eenvoudig net nie doen nie. Moet my asseblief
ook nie dwing nie.” smeek hy. “Wat het dan daardie dag gebeur?” Sy kyk
verbaas op toe sy sien dat ’n tweede persoon uit die motor klim. Toe sy sien
hoe vuil en verflenter die wese daar uitsien, wil sy haar eers vererg. Sy besef
dan dat haar dogter ’n baie goeie rede vir die man se teenwoordigheid moet hê. Die lang skraal vrou merk toe eers die stralende uitdrukking op Annette se
gesig. Rika loop solank die huis binne en wag die twee in die sitkamer in. Sy
skrik merkbaar toe sy die bedelaar van naderby sien. “Frans, is dit jy?” kom dit byna fluisterend van haar. “Ja, Riekie, dis ek. Ek is jammer dat ek jou so laat skrik, maar ons dogter het
aangedring dat ek huis toe kom.” Rika staar net na Frans. Skielik bars sy in trane uit. Sy kan regtig nie glo dat
sy hom na soveel jare weer sien nie. Hy neem gretig die goedversorgde hand
wat sy na hom uithou. Litemtor 17(1) April 1996:229-232 231 ISSN 0258-2279 Fram Mouton se tuiskoms Fram Mouton se tuiskoms “Riekie, ek kan nie glo dat jy nog so pragtig lyk na al die jare nie. Kan my my
vergewe vir wat ek julle aangedoen het?” Rika se gesig verhelder in ’n mooi glimlag. “Ek sal jou enigiets vergewe, my
man. Jy is ook welkom om weer by ons te kom bly.” Rika se gesig verhelder in ’n mooi glimlag. “Ek sal jou enigiets vergewe, my
man. Jy is ook welkom om weer by ons te kom bly.” Intussen het Annette die ander kinders gaan roep. Die vyftienjarige Heleen en
die eiQarige Wimpie kyk Frans verwonderd aan. Hulle kan nie glo dat die vuil
bedelaar hul pa is nie. Die bekkige Wimpie fluister aan Heleen; Intussen het Annette die ander kinders gaan roep. Die vyftienjarige Heleen en
die eiQarige Wimpie kyk Frans verwonderd aan. Hulle kan nie glo dat die vuil
bedelaar hul pa is nie. Die bekkige Wimpie fluister aan Heleen; “Die spreekwoord sê mos:
Mens kan jou vriende kies, maar beslis nie jou
familie nie!” “Die spreekwoord sê mos:
Mens kan jou vriende kies, maar beslis nie jou
familie nie!” “Ek hoop nie ons vriende sien hom terwyl hy so lyk nie!” fluister Heleen terug. “Ons sal so-iets mos nooit oorleef nie.” As Frans Mouton sy seun en dogter groet, krimp hy ineen. Sy eie kinders is vir
hom vreemdelinge! Literator 17(1) April 1996:229-232 “Wat het dan daardie dag gebeur?” Hy sal beslis hard aan hul verhouding moet werk. As Frans Mouton sy seun en dogter groet, krimp hy ineen. Sy eie kinders is vir
hom vreemdelinge! Hy sal beslis hard aan hul verhouding moet werk. Nadat Frans gewas is en skoon klere aanhet, lyk dinge aansienlik beter. Almal
voel meer op hul gemak. Annette lyk baie in haar skik met haarself. Sy
glimlag van oor tot oor en kan nie genoeg na haar pa kyk nie. Tien jaar is
darem ’n lang tyd. Rika en Frans sit op die rusbank met hul hande inmekaar gevleg. Daar is baie
dinge om uit te pluis. Ook besef hulle dat baie probleme nog sal opduik, maar
hulle is nou bereid om dit saam die hoof te bied. Literator 17(1) April 1996:229-232 232 ISSN 0258-2279
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https://openalex.org/W2040738271
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https://zenodo.org/record/2300812/files/article.pdf
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Javanese
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Museums and the State
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Nature
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public-domain
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© 1920 Nature Publishing Group © 1920 Nature Publishing Group
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https://nottingham-repository.worktribe.com/preview/856553/WEMDCD2017-Modulated%20Field%20Current%20-%20Final%20Version%20for%20Submission.pdf
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English
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Power quality improvement by pre-computed modulated field current for synchronous generators
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cc-by
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Machine drawings and prototype on which this work is based were
provided by the Cummins Innovation Centre. The authors are all with the
PEMC group of the University of Nottingham, NG7 2RD Power Quality Improvement by
Pre-Computed Modulated Field Current
for Synchronous Generators Daniel Fallows, Stefano Nuzzo, Alessandro Costabeber, Michael Galea operation. This concept of modifying the typically DC field
current, is the basic ‘philosophy’ on which the power quality
improvement method described in this paper is built. Abstract – Although power quality aspects of electrical
machines have been extensively studied and investigated for a
large number of years, room for improvement still exists in the
field of classic, wound-field, synchronous generators. This paper
proposes an innovative method of power quality improvement
for single-phase synchronous generators in which the usual DC
field current is replaced by a calculated current waveform. The
optimised field current waveform is designed in such a way that
harmonics created by the machine geometry and the winding
configuration are significantly reduced. A number of variants of the basic method mentioned above,
where power quality improvements are addressed by
generating ‘extra’ harmonics, have been proposed before. In
[6], [7] harmonics are introduced onto the field current to
generate related harmonics on the machine output that
compensate the distribution system. In [8] the field
reconstruction method (FRM) is used to calculate1an
optimised field current waveform to reduce the total harmonic
distortion (THD) of the output voltage of a small three-phase
machine. A FE model of the SG under investigation is used to
validate a FRM model which is then used to prove the concept. Although significant improvement was achieved, the method
showed limitations due to the interaction of the three phases. Index Terms – Magnetic field modulation, power generation,
power quality, synchronous generator I. INTRODUCTION S ynchronous generators (SGs), of the wound-field type, are
one of the most common machines used for power
generation across the power range from a few kVA to many
MVA. Power quality is a key performance characteristic and
although these machines represent a well-known and
consolidated technology, recent development in adjacent
technologies such as power electronics, and modelling and
analysis tools, has renewed research interest in their design
and improvement. S The above methods show positive results but fail to address
the implementation of such techniques to single-phase
machines. This paper will therefore focus on the improvement
that can be achieved to the power quality of commercial
single-phase SGs. As a vessel to do this, a modified SG
optimised for maximum power output (at the cost of lower
power quality figures) is used. In order to improve the generator output, various
methodologies exist and have been investigated, including
optimisation and modifications to the stator winding
configuration, relative to the ‘classical’ layout [1-3],
improvements to the lamination geometry [2] and the
implementation of more disruptive techniques (such as
skewing of the core packs or modulated damper cage) [1-4]. While these have all been shown to achieve significant
improvements in terms of power quality, typically these
design choices have a ‘negative’ effect in terms of reduced
total output and of course more complex manufacturing
requirements [1], [3]. A very important aspect to note,
especially
considering
the
ever-increasing
stringent
requirements in this area, is the fact that reduced power quality
also affects the efficiency of SGs [5]. B. Voltage waveform at rated operating point B. Voltage waveform at rated operating point The general voltage waveform of the prototype machine
model was captured, when operating at the DC field current
so at to produce the rated voltage, as shown in Fig. 3. The
harmonic components of this waveform, can be observed in
Fig. 4, which shows that the 5th, 7th and slot (around 1.2 kHz)
harmonics are significant, due to the combination of the full
pitch layout, and the absence of skewing and damper cage
effects. Fig. 3 - Output waveform at rated field current. Fig. 1 - FE model of studied machine. In order to highlight and emphasize the potential
improvements possible by optimising the field current
waveform, a downgrade of the above machine was
implemented. The modified machine, henceforth referred to
as the prototype machine, was developed with a full pitch
winding, with no skewing of the core packs and with no rotor
damper bars. A 2D model of the prototype machine was also
built. The geometry and cross-sectional scheme of the
modified machine are identical to that of the prototype
machine as the only differences are those given above. Fig. 3 - Output waveform at rated field current. Fig. 3 - Output waveform at rated field current. Fig. 3 - Output waveform at rated field current. The two models (production and prototype machines) were
then used to investigate the proposed methodologies as
presented below. Fig. 4 – Amplitude harmonic spectrum of the no-load output voltage at rated
field current. A. Open-circuit characteristic The FE model of the production machine was verified
against experimental test data by open-circuit characterisation
testing. Fig. 2 compares the open circuit characteristics of the
production machine from both FE and experimental testing. Excellent similarity (between predicted and measured values)
can be observed. The FE model of the production machine was modified to
the specification of the prototype machine (full pitch winding,
etc) and the open-circuit characterisation test carried out. From Fig. 2, the increased output of the prototype machine can
also be observed. This is the result of the configuration
changes described above (full pitch winding, etc). In particular
the rated operating voltage (1 p.u.) was achieved with 13%
less field current. Fig. 4 – Amplitude harmonic spectrum of the no-load output voltage at rated
field current. II. FE MODEL VERIFICATION AND SIMULATION RESULTS A commercial 48.5kVA SG, whose main specifications are
given in Table 1, is studied in this paper and used as a platform
to prove the concept. The machine, henceforth referred to as
the production machine, is produced with a two-thirds short
pitch winding, a stator skew of one slot pitch and a damper
winding characterised by four bars-per-pole. A detailed 2D
model of the production machine was built, shown in Fig. 1,
and verified against test data. Skewing was achieved through
the use of the multislice method and the damper bars were
modelled as solid conductors to account for skin effect. The
verification results are shown in Fig. 2. TABLE 1
PARAMETERS OF STUDIED MACHINE
Parameter
Value
Rated Power
48.5kVA
Rated Voltage
240V
Rated Frequency
50Hz
Rotor Type
Salient Pole
Number of Poles
4 In SGs, the harmonic distortion of the output voltage is a
result of non-sinusoidal flux linkage interaction with the
armature coils, mainly caused by the inevitable limitations in
the machine geometry. For a given machine it is well known
that the flux linkage is a function of the rotor position, field
flux and armature winding configuration. Of these, only the
field flux can, to a certain extent, be actively controlled and
adjusted (through the field current) while the machine is in TABLE 1 Stator Slots
48
Stator Outer Diameter
340mm
Stack Length
240mm
Fig. 1 - FE model of studied machine. Fig. 2 - Open circuit characteristic comparison. Fig. 2 - Open circuit characteristic comparison. 2) Creation of Improved Current Waveform The flux linkage values were calculated to give a sinusoidal
output of 240V at 50Hz. These values were then input into the
function to calculate the field current required at each angle of
rotor rotation. Fig. 5 shows the field current waveform that
was produced along with the nominal field current for the
same operating point. ߣ= ݂(ܫ, ߠ)
(1) (1) For a given machine it is possible to create a two-
dimensional matrix that gives the instantaneous field current
required to produce a specific flux linkage at a particular rotor
position. Fig. 5 - Modulated field current waveform. In Fig. 5, it can be seen that there is a spike in the field
current at each of the flux linkage zero crossing points due to
the interpolation function assumption discussed in the
previous section. This could be removed with further post-
processing of the field current waveform. Fig. 6 shows the frequency components of the field current
waveform. Apart from the DC component, the dominant peaks
can be seen at every even harmonic decaying in steps as the
frequency increases. Although the components are significant
they represent less than 0.5% of the DC amplitude. Fig. 5 - Modulated field current waveform. The matrix can then be used as a lookup table to find the
field current values for any chosen flux linkage waveform
(and by extension voltage waveform). The resulting current
waveform can be input to the field causing the machine to
produce the chosen voltage waveform. However, when applied to a real, practical machine there
will be limitations to this method, including:
The inductance of the field winding preventing large,
rapid changes in current;
Slip-rings or a rotor mounted power electronic
converter required to supply the excitation; Fig. 5 - Modulated field current waveform.
The damper cage action smoothing changes in the field
flux thereby cancelling the effects of the modulated
field current. In Fig. 5, it can be seen that there is a spike in the field
current at each of the flux linkage zero crossing points due to
the interpolation function assumption discussed in the
previous section. This could be removed with further post-
processing of the field current waveform. This paper represents work focused on proving the concept
described
rather
than
addressing
the
real-world
implementation. 2) Creation of Improved Current Waveform Some discussion will be made in response to
this but fully addressing these challenges will be left to future
work. Fig. 6 shows the frequency components of the field current
waveform. Apart from the DC component, the dominant peaks
can be seen at every even harmonic decaying in steps as the
frequency increases. Although the components are significant
they represent less than 0.5% of the DC amplitude. C. Considerations on the preliminary investigation The results shown in Fig. 2 indicate and verify the accuracy
of the developed FE models for the production machine. Considering that the model of the prototype machine is based
and built on that of the production machine, then it can be
safely assumed that the model of the prototype machine is also current value between flux linkage values for a given rotor
position. (partially) validated. In Fig. 3 it can be observed that the
prototype machine, as expected, achieves a significantly
higher output for a given field current at the expense of power
quality. The aim of this paper is therefore to achieve the same
(or improved) power quality as the production machine whilst
maintaining the increased output benefits. To populate the matrix a suite of transient simulations with
motion representing the prototype machine operating at no-
load condition have been carried out. The field current has
been varied from 0A to 12A, in steps of 0.5A, while the time
step has been set such that each step was equal to one third a
degree of rotation. These procedures were done with the
commercial package ANSYS Maxwell and the results post-
processed with MATLAB. 1) Matrix Search and Interpolation Function A function was created that loops through the flux linkage
values for a given rotor position and locates the closest points
to a given flux linkage value. The assumption is made that the
flux linkage increases with field current, which is always true,
except for when the flux linkage is close to zero.
The instantaneous flux linkage values for any given
voltage waveform can be calculated for each point of
rotation of a machine. The function carries out a linear interpolation between the
points to return the required field current. A linear
interpolation is not a true match but is acceptable given the
density of the field current simulations (every 0.5A).
The instantaneous flux linkage is a product of the
current flowing in the field windings, the rotor position
and the number of turns on both the armature and field
windings. The number of turns can be considered
constants, thus the field current and the rotor position,
can be considered as inputs for the expression given in
(1). A. Concept It is well known that the voltage produced by a machine is
equal to the rate-of-change of flux linkage, as governed by
Faraday’s law. Therefore, in order to achieve a sinusoidal
voltage output, the flux must also be sinusoidal. The following
considerations are also very important to note: C. Simulation Results of Improved Field Waveform In order to show the validity of the proposed method, the
waveform shown in Fig. 5 was applied to the FE model of the
prototype machine as a piecewise linear current source. The
resulting output voltage waveform is shown in Fig. 7 with the
original waveform for comparison. Fig. 8 shows a comparison
between the harmonic contents of the two waveforms. Fig. 9 - Field voltage required to produce the modulated current waveform. An excellent improvement in terms of voltage waveform
quality can be observed, particularly in the frequency
components identified in Section II. A comparison in terms of
THD is given in Table 2 showing that the modulated field
prototype had a marked improvement over the production
machine, which was the main objective of this work. Fig. 7 - Comparison of output waveform with and without field modulation. Fig. 9 - Field voltage required to produce the modulated current waveform. D. Performance of Field Modulation Under load The required modulated field current waveform will change
when the machine is placed on load. To maintain rated voltage
the field current will have to increase which will push the iron
into a different region of the saturation curve. Similarly the
current flow in the armature winding will modify the air-gap
flux thereby changing the harmonic content of the output
voltage. Fig. 7 - Comparison of output waveform with and without field modulation. Fig. 7 - Comparison of output waveform with and without field modulation. An in-depth study of field modulation as applied to a loaded
machine is beyond the scope of this paper but will be
investigated in future works. Fig. 8 - Comparison of output frequency content with and without field
modulation. B. Production of Field Current Matrix FE analysis was used to create the lookup matrix described
in the previous section, as a matrix of flux linkage for each
rotor position and field current. The use of FE analysis ensures
that non-linear effects such as saturation and eddy currents are
also taken into account. Interpolation functions have been
developed and implemented in MATLAB to estimate the field Fig. 6 - Frequency components of the modulated field current. TABLE 2
THD VALUES FOR EACH MACHINE
Machine
THD (%)
Production (short pitch winding and
skewed stator)
1.46
Prototype (using DC field current)
3.90
Prototype (using modulated field current)
0.828 Although the method showed significant room for
improving the power quality of the 48.5kVA SG considered in
this paper, a limitation of this method is the high field voltage
required to produce a modulated field current. Fig. 9 shows a
plot of the field voltage and confirms the levels required. The
spikes present in the calculated field current waveform are
behind the most significant voltage spikes. With further post-
processing of this waveform it should be possible to limit the
voltage requirements to 60V peak (the level at which the
majority of the waveform already achieves). Fig. 6 - Frequency components of the modulated field current. IV. REFERENCES [1] Kostenko, M. and Piotrovsky, L., Electrical Machines. Vols. 1 and 2. Moscow: Mir, 1974. [2] I. Boldea, Synchronous generators: The electric generators handbook. Boca Raton, FL: Taylor and Francis (CRC Press), 2005. [2] I. Boldea, Synchronous generators: The electric generato Stefano Nuzzo received his B.Sc. and M.Sc. degrees in Electrical
Engineering from the University of Pisa, Pisa, Italy, in 2011 and 2014,
respectively. He is currently a Ph.D. student with the Power Electronics,
Machines and Control Group, The University of Nottingham, Nottingham,
U.K. He spent six months with The University of Nottingham as a Visiting
Student in 2013, where he was involved in developing analytical and
numerical models for the analysis of permanent magnet synchronous
machines. His current research interests include the analysis and design of
salient-pole synchronous generators and brushless excitation systems. [3] J. Pyrhonen, T. Jokinen, V. Hrabovcova, and H. Niemel, Design of
rotating electrical machines. Chichester, United Kingdom: Wiley, John
& Sons, 2008. [4] S. Nuzzo, M. Degano, M. Galea, C. Gerada, D. Gerada and N. Brown,
"Improved Damper Cage Design for Salient-Pole Synchronous
Generators," in IEEE Transactions on Industrial Electronics, vol. 64,
no. 3, pp. 1958-1970, March 2017. [5] C. Debruyne, J. Desmet, J. Rens and J. De Kock, "The effect of a
reduced power quality on the energy efficiency of stand-alone generator
systems," 2015 IEEE International Electric Machines & Drives
Conference (IEMDC), Coeur d'Alene, ID, 2015, pp. 1902-1909. Alessandro Costabeber received the M.S. degree with honours in electronic
engineering from the University of Padova, Padova, Italy, in 2008 and the
Ph.D. degree from the same university in 2012, on energy efficient
architectures and control techniques for residential microgrids. In 2014 he
joined the PEMC group, Department of Electrical and Electronic Engineering,
University of Nottingham, Nottingham, UK as Lecturer in Power Electronics. His current research interests include HVDC converters topologies, high
power density converters for aerospace applications, control solutions and
stability analysis of AC and DC microgrids, control and modelling of power
converters, power electronics and control for distributed and renewable
energy sources. Dr. Costabeber received the IEEE Joseph John Suozzi
INTELEC Fellowship Award in Power Electronics in 2011. [6] M. T. Abolhassani, H. A. Toliyat and P. Enjeti, "An electromechanical
active harmonic filter," IEMDC 2001. IEEE International Electric
Machines and Drives Conference (Cat. No.01EX485), Cambridge, MA,
2001, pp. 349-355. [7] M. T. Abolhassani, H. A. Toliyat and P. E. Conclusions and Next Steps This paper has demonstrated a simple and effective method
to improve power quality in single-phase SGs. Use of this
method in machines reduces manufacturing cost by easing the
design and increases power density though the use of full
pitched windings. The next step will be to verify the
simulation results against a real machine under test. This will
be achieved with a slip-ring excited machine and
programmable signal generator. A future paper will detail the
development of a rotating converter to replace the standard
diode rectifier and provide the field modulation capability. Fig. 8 - Comparison of output frequency content with and without field
modulation. Once verified at test the implementation through the use of
a rotating power converter on a brushless exciter machine will
be investigated. Generator Technologies where he was involved with engineering software
development and synchronous machine analysis. His special fields of interest
include synchronous generator excitation systems and embedded computing. Generator Technologies where he was involved with engineering software
development and synchronous machine analysis. His special fields of interest
include synchronous generator excitation systems and embedded computing. IV. REFERENCES Enjeti, "Harmonic
compensation using advanced electric machines," Industrial Electronics
Society, 2001. IECON '01. The 27th Annual Conference of the IEEE,
Denver, CO, 2001, pp. 1388-1393 vol.2. Available: http://home.process.com/ Intranets/wp2.htp Available: http://home.process.com/ Intranets/wp2.htp [8] M. L. M. Kimpara, J. O. P. Pinto, B. Fahimi, P. E. M. J. Ribeiro, R. B. Godoy and L. E. B. Silva, "Field reconstruction method applied for
harmonic voltage mitigation in salient pole synchronous generators,"
2013 Brazilian Power Electronics Conference, Gramado, 2013, pp. 890-
895. Michael Galea received his PhD in electrical machines design from the
University of Nottingham, UK, where he has also worked as a Research
Fellow. He is currently a Lecturer in Electrical Machines and Drives within
the PEMC research group of the University of Nottingham. He is the Deputy
Director of the Institute for Aerospace Technology at the University of
Nottingham, where he is also a Lecturer in Aerospace Systems Integration
and where he manages a number of diverse projects related to the more / all
electric aircraft and associated fields. His main research interests are design,
analysis and thermal management of electrical machines and drives and the
more electric aircraft. V. BIOGRAPHIES V. BIOGRAPHIES Daniel Fallows graduated in 2015 with a Masters in Engineering from the
University of Nottingham, UK, and was awarded the IET Prize 2015. Currently he is a PhD student within the PEMC group at the University of
Nottingham. His employment experience includes working at Cummins
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Genomics of founders for conservation breeding: the Jasper caribou case
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Conservation genetics
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Conservation Genetics (2023) 24:855–867
https://doi.org/10.1007/s10592-023-01540-3 Conservation Genetics (2023) 24:855–867
https://doi.org/10.1007/s10592-023-01540-3 RESEARCH ARTICLE Abstract Conservation breeding programs are increasingly used as recovery actions for wild animals; bringing founders into captivity
to rear captive populations for future reintroduction into the wild. The International Union for the Conservation of Nature
recommends that founders should come from genetically close populations and should have sufficient genetic diversity to
avoid mating among relatives. Genomic data are highly informative for evaluating founders due to their high resolution and
ability to capture adaptive divergence, yet, their application in that context remains limited. Woodland caribou are federally
listed as a Species at Risk in Canada, with several populations facing extirpation, such as those in the Rocky Mountains of
Alberta and British Columbia (BC). To prevent local extirpation, Jasper National Park (JNP) is proposing a conservation
breeding program. We examined single nucleotide polymorphisms for 144 caribou from 11 populations encompassing a
200,0002 km area surrounding JNP to provide information useful for identifying appropriate founders for this program. We found that this area likely hosts a caribou metapopulation historically characterized by high levels of gene flow, which
indicates that multiple sources of founders would be appropriate for initiating a breeding program. However, population
structure and adaptive divergence analyses indicate that JNP caribou are closest to populations in the BC Columbia range,
which also have suitable genetic diversity for conservation breeding. We suggest that collaboration among jurisdictions would
be beneficial to implement the program to promote recovery of JNP caribou and possibly other caribou populations in the
surrounding area, which is strategically at the periphery of the distribution of this endangered species. 6
Ministry of Land, Water and Resource Stewardship
Northeast Region, 400‑10003‑110Th Avenue, Fort St. Genomics of founders for conservation breeding: the Jasper caribou
case Maria Cavedon1 · Lalenia Neufeld2 · Laura Finnegan3 · Dave Hervieux4 · Anita Michalak5 · Agnes Pelletier6 ·
Jean Polfus7 · Helen Schwantje8 · Geoff Skinner2 · Robin Steenweg7 · Caeley Thacker8 · Jocelyn Poissant5 ·
Marco Musiani9 Received: 5 December 2022 / Accepted: 7 June 2023 / Published online: 3 July 2023
© The Author(s) 2023 words Caribou · Genomics · Conservation breeding · Founders · National Parks · Recovery actions * Marco Musiani
marco.musiani@unibo.it 9
Dipartimento Scienze Biologiche Geologiche Ambientali,
Università Di Bologna, Via Zamboni, 33 ‑ 40126 Bologna,
Italia 5
Faculty of Veterinary Medicine, University of Calgary,
Calgary, AB T2N 1N4, Canada Introduction As the rate of biodiversity loss caused by anthropogenic
activities dramatically increases, numerous species and
populations are now extirpated or face the threat of extir‑
pation (Pimm et al. 2014). Consequently, recovery actions
like conservation breeding programs are sometimes used
to reintroduce species to areas where they used to occur,
or to augment populations (Seddon et al. 2007; Brichieri-
Colombi and Moehrenschlager 2016; Bubac et al. 2019). Conservation breeding programs encompass the act of
bringing rare or endangered animals into captivity with
the aim of rearing captive populations for eventual rein‑
troduction of their progeny into the wild (Seddon et al. 2014). Examples of such programs for ungulates include
those conducted for the European bison (Bison bonasus)
in Poland (Tokarska et al. 2009), the Przewalski’s horse
in Mongolia and China (Der Sarkissian et al. 2015), the
American bison (Bison bison) in Oklahoma (Kleiman
1989), USA, the Arabian oryx (Oryx leucoryx) in Arabia
(Arif et al. 2010), and the Pére David's deer (Elaphurus
davidianu) in China (Dayuan et al. 2022). f
Until recently, genetic studies aimed at identifying found‑
ers for conservation breeding programs have been based
on small sets of putatively neutral molecular markers (i.e.,
regions of the genome that are non-coding) such as micros‑
atellites and/or mitochondrial DNA (mtDNA) (Russello and
Jensen 2018). However, these markers have known limita‑
tions, including limited resolution and ability to capture
adaptive differentiation. Single nucleotide polymorphisms
(SNPs), have the potential to overcome such limitations and
be more informative for the selection of founders (Allendorf
et al. 2010; He et al. 2016). The higher resolution of SNPs
can provide more precise estimates of genetic parameters
(e.g., genetic diversity and inbreeding) of candidate found‑
ers when compared to microsatellites and mtDNA (Luikart
et al. 2003; Ivy et al. 2009; Galla et al. 2020). In addition, as
SNPs may be located in genes, they can be used to identify
specific loci of interest in founders that might be desirable
to maintain (e.g., loci under selection) in the captive and
reintroduced populations (Laikre 1999; Luikart et al. 2003;
Weeks et al. 2011; Flanagan et al. 2018; Wright et al. 2021). Despite multiple examples of successful conservation
breeding programs, their execution is challenging (Fischer
and Lindenmayer 2000; Armstrong and Seddon 2008). To
improve their success, guidelines and best practices are
continuously improved (Frankham 2010). Introduction For example,
the International Union for the Conservation of Nature
(IUCN) guidelines indicate that reintroductions and other
conservation translocations should be based on plans that
evaluate economic, social, and ecological aspects, such
as a species’ current and historical distribution, and the
removal or substantial reduction, of extinction threat(s)
(IUCN/SSC 2013). The IUCN guidelines emphasize that
selection of appropriate founders is a critical factor affect‑
ing reintroduction success (IUCN/SSC 2013; Forsman
2014). Ideally, founders should have appropriate demo‑
graphic characteristics (e.g., number, sex, and age), come
from geographically close populations, and have character‑
istics (i.e., ecology, behaviour, etc.) similar to the popula‑
tions being restored (Robert 2009; Soorae 2018). Caribou (Rangifer tarandus), also known as reindeer, are
a Holarctic species that is globally declining, and listed as
a Species at Risk in Canada (Environment Canada 2014). Woodland caribou populations located at the southern edge
of the species’ distribution, such as those in the study area
in the Rocky Mountains of Alberta (AB) and British Colum‑
bia (BC) (Fig. 1), are particularly at risk of disappearing,
also due to climate change (Vors and Boyce 2009). These
caribou populations belong to one subspecies (Woodland
Caribou) and two Designatable Units (DU; Central and
Southern Mountain), which largely overlap in meaning with
Evolutionary Significant Units (ESUs; Crandall et al. 2000;
Green 2005; COSEWIC 2011). DUs are further divided into
subpopulations, also known as “herds” (although herds of
Woodland Caribou are not social groups; Bergerud 1988),
delineated for management and conservation purposes
(Environment Canada 2014). Considering the genetics of founders is crucial for the
success of conservation breeding programs (Araki et al. 2007; Witzenberger and Hochkirch 2011). From a genetic
perspective, the best source populations are those that
are genetically similar to the populations that had been
extirpated and have sufficient genetic diversity to reduce
mating among relatives of captive individuals (Frankham
2010; Pelletier et al. 2009; Miller et al. 2010). However,
recent work has also indicated that genetic diversity is
important and matching genetic groups may be overstated
if there is not a biological difference between the groups, In the southern Rocky Mountains of Canada, caribou herds
occur on public lands available for multiple land uses including
resource extraction, and in provincially and federally protected
areas, however even in protected areas some have been extir‑
pated and others are declining (Environment Canada 2014;
Serrouya et al. 2019). Abstract John,
BC V1J 6M7, Canada * Marco Musiani
marco.musiani@unibo.it 1
Deparment of Biological Sciences, University of Calgary,
Calgary, AB T2N 1N4, Canada
2
Jasper National Park of Canada, Parks Canada, Jasper,
Canada
3
fRI Research, 1176 Switzer Drive, Hinton, AB T7V 1V3,
Canada
4
Fish and Wildlife Stewardship Branch, Alberta Environment
and Protected Areas, Grande Prairie, AB T8V 6J4, Canada
5
Faculty of Veterinary Medicine, University of Calgary,
Calgary, AB T2N 1N4, Canada 1
Deparment of Biological Sciences, University of Calgary,
Calgary, AB T2N 1N4, Canada 7
Canadian Wildlife Service – Pacific Region, Environment
and Climate Change Canada, 1238 Discovery Ave, Kelowna,
BC V1V 1V9, Canada 2
Jasper National Park of Canada, Parks Canada, Jasper,
Canada 8
Wildlife and Habitat Branch, Ministry of Forests, Lands,
Natural Resource Operations and Rural Development,
Government of British Columbia, 2080 Labieux Road,
Nanaimo, BC V9T 6J 9, Canada 8
Wildlife and Habitat Branch, Ministry of Forests, Lands,
Natural Resource Operations and Rural Development,
Government of British Columbia, 2080 Labieux Road,
Nanaimo, BC V9T 6J 9, Canada 3
fRI Research, 1176 Switzer Drive, Hinton, AB T7V 1V3,
Canada 4
Fish and Wildlife Stewardship Branch, Alberta Environment
and Protected Areas, Grande Prairie, AB T8V 6J4, Canada 9
Dipartimento Scienze Biologiche Geologiche Ambientali,
Università Di Bologna, Via Zamboni, 33 ‑ 40126 Bologna,
Italia :(0123
1 3456789)
3 Conservation Genetics (2023) 24:855–867 856 i.e. (Frankham et al. 2017; Ralls et al. 2020). Accounting
for proper genetic characteristics of founders can increase
the survival probability of released individuals and
improve the chance of having healthy and self-sustaining
reintroduced populations in the long term (Robert 2009;
Williams and Hoffman 2009). Introduction In the mountain national parks, the last
9 caribou were extirpated from Banff in 2009 (Hebblewhite
et al. 2010), and caribou now only occur in Revelstoke and Jas‑
per (JNP) national parks. Caribou in JNP are either extirpated
or facing near-extirpation, a status that calls for conservation 1 3 3 Conservation Genetics (2023) 24:855–867 857 Fig. 1 Caribou sampled in the southern Rocky Mountains of Canada
for genomic analyses (n = 137; sampling locations in Fig. 3). Black
lettered circles indicate sampled herds (i.e., a term used to indicate
subpopulations, although herds of Woodland caribou are not social
groups) with circle size proportional to sample size (mean = 12.45,
SD = 7.03, range 2–20). Grey-scale polygons show the distribution of
Designatable Units (DUs) encompassing multiple herds b). Following IUCN guidelines, JNP is taking actions to aid
recovery by exploring conservation breeding of JNP caribou. As all caribou herds within JNP are either extirpated, near
extirpated or declining and as the habitat for caribou has been
considered either favourable or improving, conservation breed‑
ing was considered a viable option by conservation planners
and stakeholders (Foundations of Success and Parks Canada
2021; Salafsky et al. 2022). This exploration includes assess‑
ment of genetic information to identify options for selection of
founder animals (Parks Canada Agency 2022a, b). Caribou genetics studies conducted in the southern
Rocky Mountains of AB and BC have primarily used neu‑
tral molecular markers (i.e., mitochondrial DNA haplotypes
and autosomal microsatellites) (McDevitt et al. 2009; Ser‑
rouya et al. 2012; Weckworth et al. 2012 Yannic et al. 2014),
although more recent work has used genomic data (Cave‑
don et al. 2019; Taylor et al. 2022). MtDNA indicated the
presence of a hybrid zone where sympatric individuals have
either Beringian/Northern or Southern mitochondrial line‑
age (McDevitt et al. 2009; Yannic et al. 2014). Studies based
on microsatellites and SNPs also indicated the presence of
shared genetic traits (McDevitt et al. 2009; Serrouya et al. 2012; Weckworth et al. 2012; Cavedon et al. 2019; Taylor
et al. 2022). For example, population structure studies indi‑
cated that JNP caribou had genetic characteristics of both
Central and Southern Mountain DU herds but that it was
not possible to ascertain which characteristics predominated
(McDevitt et al. 2009; Serrouya et al. 2012; Weckworth et al. 2012). Introduction However, past studies did not survey an adequate
number of herds in the immediate JNP area to clarify local
genetic structure and inform founder selection. Fig. 1 Caribou sampled in the southern Rocky Mountains of Canada
for genomic analyses (n = 137; sampling locations in Fig. 3). Black
lettered circles indicate sampled herds (i.e., a term used to indicate
subpopulations, although herds of Woodland caribou are not social
groups) with circle size proportional to sample size (mean = 12.45,
SD = 7.03, range 2–20). Grey-scale polygons show the distribution of
Designatable Units (DUs) encompassing multiple herds We conducted a genomic study to inform JNP’s planned
conservation breeding program. We characterised genomic
diversity in 144 individuals from 11 herds in a 200,000 km2
area using a newly developed caribou SNP array (Carrier
et al. 2022), and sampling equally from the Central and
Southern Mountain DUs. Our aims were to: (i) define levels
of genetic differentiation, (ii) evaluate population structure,
and (iii) detect signatures of adaptive divergence between
population groups determined with population structure
analyses. The goal of our study was to identify suitable
founder populations for the establishment of a JNP conserva‑
tion breeding program, and to interpret the findings in view
of genetic and ecological traits of caribou in the southern
Rocky Mountains of AB and BC. actions (Parks Canada Agency 2022a, b). Caribou declines in
JNP are due to multiple factors. Decades ago the JNP caribou
lost migratory access to traditional forested foothills outside
of the national park, due to high levels of habitat change and
loss from industrial land uses. Loss of annual migration has
been demonstrated to compromise the population viability of
central mountain caribou (Williams et al. 2021). In addition,
caribou remaining within JNP have been negatively affected
by apparent competition with elk (Holt 1977) mediated by
wolves (Bradley and Neufeld 2012). A rapid increase of elk
density, which occurred after their reintroduction in 1960,
resulted in higher wolf densities and an increase in predation
rate on elk and caribou. Recently, lower wolf and elk densi‑
ties have resulted in more favourable ecological conditions
for caribou, and potential for recovery (Parks Canada Agency
2022a, b). Despite these current more favourable conditions,
caribou within JNP continue to struggle with low survival
rates, and the population is now too small to recover with‑
out population augmentation (Parks Canada Agency 2022a, actions (Parks Canada Agency 2022a, b). Introduction Caribou declines in
JNP are due to multiple factors. Decades ago the JNP caribou
lost migratory access to traditional forested foothills outside
of the national park, due to high levels of habitat change and
loss from industrial land uses. Loss of annual migration has
been demonstrated to compromise the population viability of
central mountain caribou (Williams et al. 2021). In addition,
caribou remaining within JNP have been negatively affected
by apparent competition with elk (Holt 1977) mediated by
wolves (Bradley and Neufeld 2012). A rapid increase of elk
density, which occurred after their reintroduction in 1960,
resulted in higher wolf densities and an increase in predation
rate on elk and caribou. Recently, lower wolf and elk densi‑
ties have resulted in more favourable ecological conditions
for caribou, and potential for recovery (Parks Canada Agency
2022a, b). Despite these current more favourable conditions,
caribou within JNP continue to struggle with low survival
rates, and the population is now too small to recover with‑
out population augmentation (Parks Canada Agency 2022a, Assessing and comparing diversity of caribou caribou monitoring activities between 2012 and 2020,
corresponding to ≥ one generation for caribou (following
McLoughlin et al. 2003).The collected samples spanned
a 200,000 km2 study area located in the mountainous
region along the southern AB and BC border in proximity
to JNP, Canada (Fig. 1). Caribou in this area belong to
either the Central Mountain DU or the Southern Moun‑
tain DU (COSEWIC 2011) and are from the montane
cordillera ecozone, which includes habitats ranging from
alpine tundra, to dense coniferous forests, to dry sagebrush
and grasslands (Ecological Stratification Working Group
1995). We used the R package DARTR (Gruber et al. 2018) to esti‑
mate observed (Ho) and expected heterozygosity (He) and
inbreeding coefficients (FIS, with 95% Confidence Intervals
(CI) of bootstrap values) for each herd as well as pairwise
fixation index values (FST) between herds. We then used FST
values to derive the number of migrants per generation (Nm;
i.e., an estimate of gene flow; Wright 1931). The applied
metrics of FST are sensitive to a species’ heterozygosity,
and FST as well as the population STRUCTURE analyses
(below) also to sample sizes. Due to low sample size, we
therefore combined individuals from the Banff herd (n = 3)
with those from JNP (n = 15). We also combined individ‑
uals from the Purcell South herd (n = 4) with those from
South Selkirk herd (n = 3). The pooling of these samples
was warranted due to known genetic similarities (McDevitt
et al. 2009; Serrouya et al. 2012; Weckworth et al. 2012)
and geographic proximity. We estimated a kinship matrix
between caribou individuals using the R package POPKIN
(Ochoa and Storey 2021), and from this, we also obtained
the inbreeding coefficients for each caribou. To avoid a bias
and potential underestimation of kinship and inbreeding, we
used a SNP dataset including all caribou individuals (i.e.,
also including relatives), and where SNPs were filtered by
LD and HWE as is standard practice. )
We extracted DNA from samples using the Qiagen kits
following manufacturer protocols for both single spin col‑
umns (DNeasy Blood & Tissue Kit) and 96-well plates
(QIAamp 96 DNA QIAcube HT kit). DNA samples were
then quantified using either the BioTek Synergy LX Mul‑
timode Reader or the Thermo Fisher Qubit 3 Fluorometer
following Thermo Fisher with Qubit and Quant-iT 1X
dsDNA high sensitivity (HS) or broad range (BR) Kits. Sampling and genomic data Blood and tissue samples were collected from both live
and deceased animals as part of government agencies’ 1 3 858 Conservation Genetics (2023) 24:855–867 Assessing and comparing diversity of caribou One hundred and forty-four samples that yielded ≥ 400 ng
of DNA were selected for analyses. Samples were normal‑
ized to a quantity of 400 ng, dried on a Thermo Scientific
Savant SpeedVac DNA 130 Integrated Vacuum Concentra‑
tor System, and shipped at room temperature to Genome
Québec Ltd (Montréal, Québec) where genotyping using
the Illumina Caribou 60 K SNP array (Carrier et al. 2022)
was outsourced. The array accounts for SNPs evenly dis‑
tributed across the entire genome (~ every 50 Kb) with
known minor alleles across populations world-wide. In
addition, a subset of SNPs was selected to represent rare
and local alleles which could be used for ecotype and
population assignments—information urgently needed for
conservation planning. Population structure analyses (2005) was calculated
using STRUCTURE HARVESTER to help determine the 1 3 3 Conservation Genetics (2023) 24:855–867 859 to 0.39 (mean 0.37 + SD 0.01). Inbreeding coefficients (FIS)
ranged from 0.003 to 0.047 (mean 0.019 + SD 0.015). Pair‑
wise fixation index (FST) between herds ranged from 0.01
to 0.09 (mean 0.06 + SD 0.02). FST values between JNP and
the other herds varied from 0.06 to 0.09 (mean 0.07 + SD
0.04; Table 2). The estimated number of migrants per gen‑
eration (Nm values) between herds assessed pairwise were
all > 1 (mean 5.38 + SD 4.10). The estimated Kinship matrix
indicated moderate relatedness among caribou individuals
within the same herd (Fig. 2), with the exception of cari‑
bou within the Hart South and North Caribou herds. The
matrix indicated lower relatedness among caribou individu‑
als belonging to different herds. The inbreeding coefficients
for caribou individuals calculated from the kinship matrix
followed a gaussian distribution (Fig. S1). most appropriate number of genetic clusters (Earl and von
Holdt 2012). For comparison, we also assessed population
structure with a maximum likelihood approach implemented
in ADMIXTURE v1.3 and the most appropriate number of
genetic clusters was detected by examining the cross-vali‑
dation errors for K varying from 1 to 10 (Alexander et al. 2009). Lastly, as is common in genetic studies examining
population structure (see for example Cavedon et al. 2022a,
b, c), we performed a principal component analysis (PCA)
to determine population groups using the program SMART‑
PCA within EIGENSTRAT v3.0 (Price et al. 2006). Population structure analyses To assess isolation by distance (IBD), we performed a Man‑
tel test to detect the potential correlation between the geo‑
graphic and genetic distances calculated between individu‑
als pairwise. We calculated the geographic distances with
the function “distGeo” within the R package GEOSPHERE
(Karney 2013), whereas we calculated the genetic distances
with the function “gl.dist.ind” within the R package DARTR
(Gruber et al. 2018). Lastly, we performed the mantel test
with the function “gl.ibd” also within the dartR package. We used PLINK v1.9 (Purcell et al. 2007) to perform
data quality control, which included filtering out individu‑
als and SNPs with call rates < 0.98 and SNPs with a minor
allele frequency (MAF) < 0.01. After filtering there were
44,112 SNPs remaining and 137 individuals from both
the Central Mountain DU (nherds = 6, individuals = 77) and
Southern Mountain DU (nherds = 5, individuals = 60) (Fig. 1). For population structure analyses (below), we used PLINK
to further exclude SNPs exhibiting strong linkage dis‑
equilibrium (“–indep-pairwise 50 5 0.5”) and those not
in Hardy–Weinberg equilibrium (“–hwe 0.001”), leaving
36,053 SNPs for each individual (Purcell et al. 2007). In
addition, for population structure analyses, we removed
42 animals which had a close relative in the dataset (28
and 14 belonging to the Central Mountain DU and South‑
ern Mountain DUs, respectively) based on an identity by
descent (IBD; –genome) degree of recent shared ancestry
threshold of 0.25 (second-degree relatives) (see for exam‑
ple Kominakis et al. 2021). To visualize patterns of population structure, we calcu‑
lated pairwise Nei’s genetic distances (Nei 1972) between
all individuals using the R package StAMPP v1.6.1 (Pemb‑
leton et al. 2013) and constructed a neighbour-joining tree
based on the genetic distances using the R package APE 5.2
(Paradis et al. 2004). We also evaluated population structure
using STRUCTURE v2.3.4, which uses a Bayesian iterative
algorithm to place samples into clusters (K) whose mem‑
bers share similar patterns of genetic variation (Pritchard
et al. 2000; Falush et al. 2003). We ran STRUCTURE with
20,000 burn-in iterations followed by 50,000 sampling itera‑
tions for K = 1 through 10 (Schweizer et al. 2016; Cave‑
don et al. 2022a, b, c). Each run was performed 10 times,
and the ΔK statistic of Evanno et al. Population structure of caribou individuals We found a significant correlation between geographic dis‑
tance and genetic distance, across the 137-individual SNP
data set (r = 0.499; Mantel test P = 0.001; Fig. S2). JNP and
Banff individuals grouped together in the neighbor-joining
tree and were most similar to caribou from Columbia North,
Purcell South, and South Selkirk. JNP and Banff individuals
then grouped together with caribou from À La Pêche, and
then caribou from Redrock-Prairie Creek (a group that was
admixed with some Hart South individuals) (Fig. 3). The
remaining groups (Hart South, North Cariboo, Quintette,
and Moberly) were admixed and branched together sepa‑
rately from JNP and Banff (Fig. 3). f
STRUCTURE and ADMIXTURE analyses both sup‑
ported the presence of two genetic clusters (K = 2, Fig. 4). Results also indicated that JNP and Banff individuals had
similar assignment to individuals belonging to the Columbia
North, Purcell South, and South Selkirk populations, but
were different from individuals from À La Pêche, Redrock-
Prairie Creek, Quintette, Moberly, Hart South, and North
Cariboo. Detection of adaptive divergence between caribou
population groups We identified putatively adaptatively divergent SNPs
between population groups determined with population
structure analyses (see results) with BAYESCAN v.2.1 (Foll
and Gaggiotti 2008). BAYESCAN tests whether population
group-specific allele frequencies, measured by an FST coef‑
ficient, are significantly different from the allele frequency
within the common gene pool. It also assigns a posterior
probability (alpha) to a model in which selection explains
the difference in allele frequencies better than a null model. A positive alpha indicates population group-specific direc‑
tional selection, while a negative alpha suggests balancing
or purifying selection. We ran analyses using a prior odd of
10, where SNPs were considered to be under selection when
below the false discovery rate (FDR) threshold of 0.05. f
b Individuals from South Selkirk and Purcell South were combined (see “Methods” section) a Individuals from Banff and Jasper were combined Genetic diversity and gene flow Colors indicate
the degree of relatedness between individuals (darker color indi‑
cate higher relatedness). Individuals were grouped by herd:
MOB = Moberly; QUI = Quintette: RED = Redrock-Prairie Creek;
ALP = À
La
Pêche:
JNP = Jasper + Banff;
HS = Hart
South;
NC = North Caribou; COL = Columbia North; PS = South Selkirk and
Purcell South
Fig. 3 Neighbor-joining tree of caribou individuals sampled
southern Rocky Mountains of Canada. The tree was based o
genetic distance between individuals calculated using genom
SNPs data. Branches represent caribou individuals and colors
sent herds Fig. 3 Neighbor-joining tree of caribou individuals sampled in the Fig. 2 Kinship matrix of caribou individuals. Colors indicate
the degree of relatedness between individuals (darker color indi‑
cate higher relatedness). Individuals were grouped by herd:
MOB = Moberly; QUI = Quintette: RED = Redrock-Prairie Creek;
ALP = À
La
Pêche:
JNP = Jasper + Banff;
HS = Hart
South;
NC = North Caribou; COL = Columbia North; PS = South Selkirk and
Purcell South Fig. 3 Neighbor-joining tree of caribou individuals sampled in the
southern Rocky Mountains of Canada. The tree was based on Nei’s
genetic distance between individuals calculated using genome-wide
SNPs data. Branches represent caribou individuals and colors repre‑
sent herds Fig. 2 Kinship matrix of caribou individuals. Colors indicate
the degree of relatedness between individuals (darker color indi‑
cate higher relatedness). Individuals were grouped by herd:
MOB = Moberly; QUI = Quintette: RED = Redrock-Prairie Creek;
ALP = À
La
Pêche:
JNP = Jasper + Banff;
HS = Hart
South;
NC = North Caribou; COL = Columbia North; PS = South Selkirk and
Purcell South Columbia North, South Selkirk, Purcell South, JNP, and
Banff individuals (Fig. 5b). JNP and Banff caribou could
not be distinguished from Columbia North, Purcell South,
and South Selkirk along the PC1 axis, whereas they could
be distinguished from other caribou along the PC2 axis. The first and second axis accounted for 3.37 and 2.79% of
the observed genetic variation, respectively (the 3rd axis
accounted for 1.88%). Our analyses therefore determined
four distinguishable groups (Fig. 5b), including caribou indi‑
viduals with varying proportions of assignment to the two
major genetic clusters detected with STRUCTURE (Fig. 5c). A population group (called “JNP”) was formed by individ‑
uals from the JNP and Banff herds. Genetic diversity and gene flow Individuals were grouped by herd:
Fig. 3 Neighbor-joining tree of caribou individuals sampled in the
southern Rocky Mountains of Canada. The tree was based on Nei’s
genetic distance between individuals calculated using genome-wide
SNPs data. Branches represent caribou individuals and colors repre‑
sent herds Table 2 Values of pairwise fixation index (FST) (below diagonal) and number of migrants per generation (Nm) (above diagonal) calculated using
SNPs between caribou herds belonging to Central Mountain or Southern Mountain DU, sampled in western Canada between 2012 and 2020
a Three individuals from Banff were added to the Jasper pool
bTwo individuals from South Selkirk were added to the Purcell South pool (see “Methods” section)
Pairwise FST (Nm)
Jasper
À La Pêche
Moberly
Quintette
Redrock
Columbia North
Hart South
North Cariboo
Purcell South
Jaspera
–
2.88
2.53
3.32
3.32
2.88
3.92
3.92
2.53
À La Pêche
0.08
–
3.92
4.75
6
2.88
6
6
2.88
Moberly
0.09
0.06
–
0.04
0.05
0.09
0.04
6
2.88
Quintette
0.07
0.05
6
–
0.03
0.07
12.25
8.08
3.32
Redrock
0.07
0.04
4.75
8.08
–
3.32
12.25
8.08
3.32
Columbia North
0.08
0.08
2.53
3.32
0.07
–
3.92
3.92
3.92
Hart South
0.06
0.04
6
0.02
0.02
0.06
–
24.75
4.75
North Cariboo
0.06
0.04
0.04
0.03
0.03
0.06
0.01
–
4.75
Purcell Southb
0.09
0.08
0.08
0.07
0.07
0.06
0.05
0.05
– Table 2 Values of pairwise fixation index (FST) (below diagonal) and number of migrants per generation (Nm) (above diagonal) calculated using
SNPs between caribou herds belonging to Central Mountain or Southern Mountain DU, sampled in western Canada between 2012 and 2020 Three individuals from Banff were added to the Jasper pool f
b Two individuals from South Selkirk were added to the Purcell South pool (see “Methods” section) f
b Two individuals from South Selkirk were added to the Purcell South pool (see “Methods” section) (
)
Fig. 3 Neighbor-joining tree of caribou individuals sampled in the
southern Rocky Mountains of Canada. The tree was based on Nei’s
genetic distance between individuals calculated using genome-wide
SNPs data. Branches represent caribou individuals and colors repre‑
sent herds Columbia North, South Selkirk, Purcell South, JN
Banff individuals (Fig. 5b). JNP and Banff caribou
not be distinguished from Columbia North, Purcell
and South Selkirk along the PC1 axis, whereas they
be distinguished from other caribou along the PC2
Fig. 2 Kinship matrix of caribou individuals. f
Two individuals from South Selkirk were added to the Purcell South pool (see “Methods” section) Genetic diversity and gene flow Observed heterozygosity (Ho) of caribou herds in the
study area ranged from 0.33 to 0.39 (mean 0.37 + SD 0.02;
Table 1) and expected heterozygosity (He) ranged from 0.35 Table 1 Values of observed and expected heterozygosity (Ho and He
respectively), and inbreeding coefficient (FIS, with Confidence Inter‑
vals in parenthesis) calculated using SNPs for caribou herds belong‑ ing to the Central Mountain or Southern Mountain DU, sampled in
western Canada between 2012 and 2020 1
p
y),
gfi
(
IS,i
vals in parenthesis) calculated using SNPs for caribou herds belong‑
a Individuals from Banff and Jasper were combined
b Individuals from South Selkirk and Purcell South were combined (see “Methods” section)
Central Mountain DU
Southern Mountain DU
Jaspera
À La Pêche
Moberly
Quintette
Redrock
Columbia
North
Hart South
North Cari‑
boo
Purcell Southb
Ho
0.35
0.38
0.39
0.38
0.39
0.36
0.39
0.39
0.33
He
0.36
0.38
0.38
0.39
0.38
0.35
0.39
0.39
0.36
FIS
0.028
(0.024,
0.032)
0.017 (0.014,
0.020)
0.029 (0.026,
0.032)
0.004 (0.002,
0.006)
0.021 (0.018,
0.024)
0.014 (0.012,
0.016)
0.004 (0.002,
0.006)
0.003 (0.001,
0.005)
0.047 (0.022,
0.072) 1 3 Conservation Genetics (2023) 24:855–867 860 Columbia North, South Selkirk, Purcell South, JNP, and
Table 2 Values of pairwise fixation index (FST) (below diagonal) and number of migrants per generation (Nm) (above diagonal) calculated using
SNPs between caribou herds belonging to Central Mountain or Southern Mountain DU, sampled in western Canada between 2012 and 2020
a Three individuals from Banff were added to the Jasper pool
b Two individuals from South Selkirk were added to the Purcell South pool (see “Methods” section)
Pairwise FST (Nm)
Jasper
À La Pêche
Moberly
Quintette
Redrock
Columbia North
Hart South
North Cariboo
Purcell South
Jaspera
–
2.88
2.53
3.32
3.32
2.88
3.92
3.92
2.53
À La Pêche
0.08
–
3.92
4.75
6
2.88
6
6
2.88
Moberly
0.09
0.06
–
0.04
0.05
0.09
0.04
6
2.88
Quintette
0.07
0.05
6
–
0.03
0.07
12.25
8.08
3.32
Redrock
0.07
0.04
4.75
8.08
–
3.32
12.25
8.08
3.32
Columbia North
0.08
0.08
2.53
3.32
0.07
–
3.92
3.92
3.92
Hart South
0.06
0.04
6
0.02
0.02
0.06
–
24.75
4.75
North Cariboo
0.06
0.04
0.04
0.03
0.03
0.06
0.01
–
4.75
Purcell Southb
0.09
0.08
0.08
0.07
0.07
0.06
0.05
0.05
–
Fig. 2 Kinship matrix of caribou individuals. Colors indicate
the degree of relatedness between individuals (darker color indi‑
cate higher relatedness). Discussion We conducted a genomic study to identify candidate found‑
ers for a conservation breeding program currently planned
for caribou, an approach suggested as a best practice for
endangered species in general, but requiring substantial
preparation and research to be successful (Russello and
Jensen 2018). Our work relied on a newly developed SNP-
array specifically produced for caribou (Carrier et al. 2022),
which in this study produced around 40,000 SNPs that were
successfully genotyped in 95% of the sampled individuals. Across the 200,000 km2 study area we found that, despite
wide-spread recent declines (Serrouya et al. 2019), caribou
subpopulations (herds) have retained levels of genetic diver‑
sity and natural connectivity (e.g. more than one migrant per
generation [Wright 1931; Slatkin 1987; Weeks et al 2011]
genetically estimated by this study between any pair of
herds) which in other studies have been considered adequate
for conservation interventions including translocations of
individuals. However, we found two major genetic clusters
and additional population groups, which should inform con‑
servation planning. If a conservation breeding program is
established in JNP, founders could be selected from clusters
or population groups most similar to JNP as a first priority,
while also taking into consideration information on poten‑
tially-adaptive divergence (see discussion below on results
of outlier analyses).i Fig. 4 Population structure of caribou sampled in the southern Rocky
Mountains of Canada. a Bar plots from STRUCTURE and ADMIX‑
TURE analyses indicate individual proportions of assignment into
two main genetic clusters (red or blue color). The most likely num‑
ber of clusters (K) obtained with STRUCTURE (higher values best)
and ADMIXTURE (lower values best) is indicated with circles on the
respective scatter plots. b Map showing distribution of sampled cari‑
bou (capture coordinates) with proportion of belonging to either clus‑
ter for each individual obtained with STRUCTURE (pie chart) The levels of heterozygosity we identified (including He
and Ho) were aligned with other reported values for cari‑
bou and approaching levels considered as “high” in wild
mammals (see for example Cavedon et al. 2019). The lev‑
els of inbreeding coefficients we also determined (FIS),
which provide information on relatedness among individu‑
als (Crow and Kimura 1970; Caballero et al. 2021), were
low to moderate (see Solmundson et al. 2020). Discussion Therefore,
our findings indicate that the study area’s wild caribou have
retained levels of genetic diversity, which if properly main‑
tained in captive populations could perhaps circumvent risk
of inbreeding depression. Also valuable to avoid inbreeding
depression, in this study, we identified close relatives (those
with IBD > 0.25 corresponding to second-degree relatives),
which should be discarded when selecting source founders. Kinship is an important tool used to identify breeders for
captive populations and can be used to effectively evaluate one additional by individuals from Columbia North, Purcell
South, and South Selkirk (“COL”). The fourth and final pop‑
ulation group (“CR”) included individuals from the remain‑
ing sampled herds, which were also close on the PCA plot
(Hart South, North Cariboo, Redrock-Prairie Creek, Quin‑
tette, and Moberly). Genetic diversity and gene flow One more population
group was formed by individuals from À La Pêche (“ALP”), A principal component analysis indicated that individuals
belonging to Central Mountain or Southern Mountain DUs
could not be obviously separated along the two principal
axes (Fig. 5a). It also indicated that some Central and South‑
ern Mountain DU caribou were genetically close, includ‑
ing an assemblage formed by À La Pêche, Redrock-Prairie
Creek, Quintette, Moberly, Hart South, and North Cariboo
individuals, and including another assemblage formed by 3 Conservation Genetics (2023) 24:855–867 861 Fig. 4 Population structure of caribou sampled in the southern Rocky
Mountains of Canada. a Bar plots from STRUCTURE and ADMIX‑
TURE analyses indicate individual proportions of assignment into
two main genetic clusters (red or blue color). The most likely num‑
ber of clusters (K) obtained with STRUCTURE (higher values best)
and ADMIXTURE (lower values best) is indicated with circles on the
respective scatter plots. b Map showing distribution of sampled cari‑
bou (capture coordinates) with proportion of belonging to either clus‑
ter for each individual obtained with STRUCTURE (pie chart) identified 89 outlier SNPs divergent between JNP and ALP,
with FST values ranging between 0.20 and 0.36 (average
0.25). We also detected 68 SNPs diverging between JNP and
CR, with FST values ranging between 0.15 and 0.24 (average
0.19). Lastly, we found only 53 outlier SNPs between JNP
and COL with FST values ranging between 0.21 and 0.29
(average 0.25; Fig. 6). identified 89 outlier SNPs divergent between JNP and ALP,
with FST values ranging between 0.20 and 0.36 (average
0.25). We also detected 68 SNPs diverging between JNP and
CR, with FST values ranging between 0.15 and 0.24 (average
0.19). Lastly, we found only 53 outlier SNPs between JNP
and COL with FST values ranging between 0.21 and 0.29
(average 0.25; Fig. 6). Divergence between caribou population groups To assess putatively adaptive divergence, we ran pairwise
BAYESCAN analyses between the four caribou popula‑
tion groups identified with PCA analyses (see above). We 1 3 Conservation Genetics (2023) 24:855–867 862 862
Conservation Genetics (2023) 24:855–867
the potential for future inbreeding in wild populations (Bal‑
lou and Lacy 1995; Frankham et al. 2017; Flesch et al. 2022). Our kinship findings indicated moderate relatedness
only among caribou individuals within the same herd and
suggested that inbreeding could be minimized by relying on
founders from different source herds, should a captive popu‑
lation be established. Our results also indicated that herds
known to overlap (example, Hart South and North Caribou
with other neighbouring herds; Environment Canada 2014)
naturally had lower relatedness. Future studies could exam‑
ine inbreeding and relatedness in more detail, such as by
examining “runs of homozygosity” (see Broman and Weber
1999) across the genome, an approach that may show sig‑
natures of natural and/or human mediated selection (Kardos
et al. 2015; Caballero et al. 2021; Solmundson et al. 2020). We estimated that the number of migrants per genera‑
tion (Nm) were all greater than one, indicating significant
historical and/or recent gene flow among all herd pairs. One migrant per generation, as a minimum, is typically
considered sufficient to offset genetic deterioration within
subunits (Wright 1931; Slatkin 1987; Weeks et al 2011). It
is therefore likely that caribou herds in the study area were
connected until recently, with barriers to gene flow likely
arising in the last decades. Consistent with this interpreta‑
tion, barriers to dispersal have been identified in studies of
radio-collared southern mountain caribou (Van Oort et al. 2011), which likely reflect contemporary, non-historical pat‑
terns (i.e., those observed during the 2–3 years lifespan of a
GPS collar), and which were deployed just on females (i.e.,
the least vagile sex in caribou, as discussed in Cavedon et al. 2022a, b, c). By contrast, presence of barriers between popu‑
lation ranges was not as consequential: habitat suitability
followed by predation risk was associated with overall gene
flow in a caribou study conducted previously (Gubili et al. 2017). 3 Divergence between caribou population groups Importantly,, levels of Nm exceeding one have been
historically used to manage wildlife populations as one unit
(Mills and Allendorf 1996; Vucetich and Waite 2000; Wang
2004), and perhaps the same threshold could be applied to
caribou (manageable in the future as a unit, similar to other
wildlife populations) The levels of Nm we detected could be
Fig. 5 Principal Component
Analysis (PCA) of caribou
sampled in the southern Rocky
Mountains of Canada. Circles
represent caribou individuals,
and colors represent DUs (in
Panel a), herds (in Panel b) or
proportion of assignment to
the two major genetic clusters
detected with STRUCTURE (in
Panel c). Dashed circles in panel
B indicate the caribou popula‑
tion groups we detected, which
were then used in analyses of
adaptive divergence: ALP = À
La Pêche; COL = Columbia
North, Purcell South, and
South Selkirk; JNP = Jasper and
Banff; CR = Moberly, Quintette,
Redrock-Prairie Creek, Hart
South, and North Cariboo Fig. 5 Principal Component
Analysis (PCA) of caribou
sampled in the southern Rocky
Mountains of Canada. Circles
represent caribou individuals,
and colors represent DUs (in
Panel a), herds (in Panel b) or
proportion of assignment to
the two major genetic clusters
detected with STRUCTURE (in
Panel c). Dashed circles in panel
B indicate the caribou popula‑
tion groups we detected, which
were then used in analyses of
adaptive divergence: ALP = À
La Pêche; COL = Columbia
North, Purcell South, and
South Selkirk; JNP = Jasper and
Banff; CR = Moberly, Quintette,
Redrock-Prairie Creek, Hart
South, and North Cariboo the potential for future inbreeding in wild populations (Bal‑
lou and Lacy 1995; Frankham et al. 2017; Flesch et al. 2022). Our kinship findings indicated moderate relatedness
only among caribou individuals within the same herd and
suggested that inbreeding could be minimized by relying on
founders from different source herds, should a captive popu‑
lation be established. Our results also indicated that herds
known to overlap (example, Hart South and North Caribou
with other neighbouring herds; Environment Canada 2014)
naturally had lower relatedness. Future studies could exam‑
ine inbreeding and relatedness in more detail, such as by
examining “runs of homozygosity” (see Broman and Weber
1999) across the genome, an approach that may show sig‑
natures of natural and/or human mediated selection (Kardos
et al. 2015; Caballero et al. 2021; Solmundson et al. 2020). Divergence between caribou population groups the potential for future inbreeding in wild populations (Bal‑
lou and Lacy 1995; Frankham et al. 2017; Flesch et al. 2022). Our kinship findings indicated moderate relatedness
only among caribou individuals within the same herd and
suggested that inbreeding could be minimized by relying on
founders from different source herds, should a captive popu‑
lation be established. Our results also indicated that herds
known to overlap (example, Hart South and North Caribou
with other neighbouring herds; Environment Canada 2014)
naturally had lower relatedness. Future studies could exam‑
ine inbreeding and relatedness in more detail, such as by
examining “runs of homozygosity” (see Broman and Weber
1999) across the genome, an approach that may show sig‑
natures of natural and/or human mediated selection (Kardos
et al. 2015; Caballero et al. 2021; Solmundson et al. 2020). i
d h
h
b
f
i subunits (Wright 1931; Slatkin 1987; Weeks et al 2011). It
is therefore likely that caribou herds in the study area were
connected until recently, with barriers to gene flow likely
arising in the last decades. Consistent with this interpreta‑
tion, barriers to dispersal have been identified in studies of
radio-collared southern mountain caribou (Van Oort et al. 2011), which likely reflect contemporary, non-historical pat‑
terns (i.e., those observed during the 2–3 years lifespan of a
GPS collar), and which were deployed just on females (i.e.,
the least vagile sex in caribou, as discussed in Cavedon et al. 2022a, b, c). By contrast, presence of barriers between popu‑
lation ranges was not as consequential: habitat suitability
followed by predation risk was associated with overall gene
flow in a caribou study conducted previously (Gubili et al. 2017). Importantly,, levels of Nm exceeding one have been
historically used to manage wildlife populations as one unit
(Mills and Allendorf 1996; Vucetich and Waite 2000; Wang
2004), and perhaps the same threshold could be applied to
caribou (manageable in the future as a unit, similar to other
wildlife populations). The levels of Nm we detected could be We estimated that the number of migrants per genera‑
tion (Nm) were all greater than one, indicating significant
historical and/or recent gene flow among all herd pairs. One migrant per generation, as a minimum, is typically
considered sufficient to offset genetic deterioration within 1 3 Conservation Genetics (2023) 24:855–867 863 863
Conservation Genetics (2023) 24:855–867
suitable for conservation translocations among these popula‑
tions. Divergence between caribou population groups This study’s populations are also within natural disper‑
sal distances characteristic of the species, whereas dispersals
themselves might be infrequent recently, likely due to habitat
fragmentation (Van Oort et al. 2011). Nonetheless, further
analyses on gene flow are recommended, as both FST and
Nm are known to also depend on genetic diversity and on
sample sizes (Holsinger and Weir 2009), which were limited
in this study. Population structure results indicate that caribou individ‑
uals could be grouped in two major genetic clusters, which
is consistent with both past and current studies conducted
in western Canada (see McDevitt et al. 2009; Cavedon et al. 2022a, b, c). In this study, we targeted common variants
(SNPs with MAF > 0.01), which are suited to examine the
deep evolutionary history of species (Gibson 2012). Our
findings may therefore have captured similar diversification
patterns as those detected with mtDNA analyses, which
indicated the presence of either a Beringian/Northern or a
S
th
li
i
th
t d
(M D
itt t l 2009
The two genetic clusters we identified did not overlap
fully with currently recognized DUs. We found that although
caribou from some Central Mountain DU herds were geneti‑
cally similar to one another, they were also similar to caribou
from some Southern Mountain herds (note the mainly blue
circles in Fig. 4b), and this information could also be used to
plan future translocations. Our findings indicating the pres‑
ence of two genetic clusters and potentially two DUs in the
area are consistent with other recent studies also relying on
genomic data for caribou (Cavedon et al. 2022a, b, c; Taylor
et al. 2020, 2021). Our findings, however, partially contrast
with past studies that rely on neutral markers (autosomal
microsatellites and mtDNA), which have also indicated the
presence of two main clusters and DUs, but with slightly
different boundaries (McDevitt et al. 2009; Serrouya et al. 2012; Weckworth et al. 2012). This can be explained by the
fact that these neutral genetic markers cannot detect local
adaptation, unlike genomic SNPs (Luikart et al. 2003; Allen‑
dorf et al. 2010). Th
i
i
l
t
l
i d t
t d f
di ti
Fig. 6 Signatures of adaptive
divergence between caribou
population groups determined
by outlier analyses. Divergence between caribou population groups Our findings indicating the pres‑
ence of two genetic clusters and potentially two DUs in the
area are consistent with other recent studies also relying on
genomic data for caribou (Cavedon et al. 2022a, b, c; Taylor
et al. 2020, 2021). Our findings, however, partially contrast
with past studies that rely on neutral markers (autosomal
microsatellites and mtDNA), which have also indicated the
presence of two main clusters and DUs, but with slightly
different boundaries (McDevitt et al. 2009; Serrouya et al. 2012; Weckworth et al. 2012). This can be explained by the
fact that these neutral genetic markers cannot detect local
adaptation, unlike genomic SNPs (Luikart et al. 2003; Allen‑
dorf et al. 2010). The principal component analysis detected four distin‑
guishable groups, which we used for further analyses of suitable for conservation translocations among these popula‑
tions. This study’s populations are also within natural disper‑
sal distances characteristic of the species, whereas dispersals
themselves might be infrequent recently, likely due to habitat
fragmentation (Van Oort et al. 2011). Nonetheless, further
analyses on gene flow are recommended, as both FST and
Nm are known to also depend on genetic diversity and on
sample sizes (Holsinger and Weir 2009), which were limited
in this study. The two genetic clusters we identified did not overlap
fully with currently recognized DUs. We found that although
caribou from some Central Mountain DU herds were geneti‑
cally similar to one another, they were also similar to caribou
from some Southern Mountain herds (note the mainly blue
circles in Fig. 4b), and this information could also be used to
plan future translocations. Our findings indicating the pres‑
ence of two genetic clusters and potentially two DUs in the
area are consistent with other recent studies also relying on
genomic data for caribou (Cavedon et al. 2022a, b, c; Taylor
et al. 2020, 2021). Our findings, however, partially contrast
with past studies that rely on neutral markers (autosomal
microsatellites and mtDNA), which have also indicated the
presence of two main clusters and DUs, but with slightly
different boundaries (McDevitt et al. 2009; Serrouya et al. 2012; Weckworth et al. 2012). This can be explained by the
fact that these neutral genetic markers cannot detect local
adaptation, unlike genomic SNPs (Luikart et al. 2003; Allen‑
dorf et al. 2010). The two genetic clusters we identified did not overlap
fully with currently recognized DUs. Divergence between caribou population groups The
horizontal axis indicates the
BAYESCAN-assessed log10 of
the q value (the false discov‑
ery rate (FDR) analog to the
p-value) and the vertical axis is
the mean genetic differentiation
(FST). Each point represents a
SNP and significant outliers are
visible right of the grey verti‑
cal line. Identifiers represent
population groups: ALP = À
La Pêche; COL = Columbia
North, Purcell South, and
South Selkirk; JNP = Jasper and
Banff; CR = Moberly, Quintette,
Redrock-Prairie Creek, Hart
South, and North Cariboo suitable for conservation translocations among these popula‑
tions. This study’s populations are also within natural disper‑
sal distances characteristic of the species, whereas dispersals
The two genetic clusters we identified did not overlap
fully with currently recognized DUs. We found that although
caribou from some Central Mountain DU herds were geneti‑
Fig. 6 Signatures of adaptive
divergence between caribou
population groups determined
by outlier analyses. The
horizontal axis indicates the
BAYESCAN-assessed log10 of
the q value (the false discov‑
ery rate (FDR) analog to the
p-value) and the vertical axis is
the mean genetic differentiation
(FST). Each point represents a
SNP and significant outliers are
visible right of the grey verti‑
cal line. Identifiers represent
population groups: ALP = À
La Pêche; COL = Columbia
North, Purcell South, and
South Selkirk; JNP = Jasper and
Banff; CR = Moberly, Quintette,
Redrock-Prairie Creek, Hart
South, and North Cariboo i
Fig. 6 Signatures of adaptive
divergence between caribou
population groups determined
by outlier analyses. The
horizontal axis indicates the
BAYESCAN-assessed log10 of
the q value (the false discov‑
ery rate (FDR) analog to the
p-value) and the vertical axis is
the mean genetic differentiation
(FST). Each point represents a
SNP and significant outliers are
visible right of the grey verti‑
cal line. Identifiers represent
population groups: ALP = À
La Pêche; COL = Columbia
North, Purcell South, and
South Selkirk; JNP = Jasper and
Banff; CR = Moberly, Quintette,
Redrock-Prairie Creek, Hart
South, and North Cariboo The two genetic clusters we identified did not overlap
fully with currently recognized DUs. We found that although
caribou from some Central Mountain DU herds were geneti‑
cally similar to one another, they were also similar to caribou
from some Southern Mountain herds (note the mainly blue
circles in Fig. 4b), and this information could also be used to
plan future translocations. Divergence between caribou population groups Outlier SNPs may
indicate divergence due to demographic events or selection
processes related to local adaptation (Luikart et al. 2003;
Allendorf et al. 2010). Previous genomic studies conducted
for caribou on a larger scale also identified candidate loci
under selection that were associated with ecological, behav‑
ioral, and climatic factors (Cavedon et al. 2019, 2022a, b,
c). Together, the results of our current and previous studies
(Cavedon et al. 2019, 2022a, b, c) indicate that caribou pop‑
ulation groups in the study area may be differently adapted
due to selective forces (e.g., environmental and climatic con‑
ditions), an important detail that should be accounted for in
any conservation plan (Des Roches et al. 2021). step to identify suitable units or groups for sourcing founder
animals beyond arbitrary, human-created boundaries. Pre‑
serving and restoring such intraspecies diversity, though the
path we indicated for caribou, is key to maintaining a spe‑
cies’ evolutionary potential, and in turn its critical ecological
functions (Des Roches et al. 2021). Supplementary Information The online version contains supplemen‑
tary material available at https://doi.org/10.1007/s10592-023-01540-3. Acknowledgements We would like to thank the Aseniwuche Winewak
Caribou Patrol, Bevan Ernst, Leo DeGroot, Mike Klaczek, and Aaron
Reid for their efforts for caribou monitoring and conservation manage‑
ment. We also thank the Italian PNRR project Spoke 4.4, Scenarios
of Area-based conservation planning and management, for supporting
MM’s line of research. y
p
Our study of caribou genomics and distribution should
inform selection of founders for the proposed JNP conserva‑
tion breeding program. We found that the study area likely
hosted a historic caribou metapopulation, characterized
by high levels of gene flow which has led to high levels of
genetic diversity. Our results showed that JNP could poten‑
tially acquire founders from any of the sampled herds, some
of which, thanks to recovery actions, have recently started
to increase and might be able to sustain the removal of some
individuals (Government of Alberta 2017; Eacker et al. 2019; McNay et al. 2022). However, population structure
analyses and adaptive divergence analyses indicate that JNP
caribou are most genetically related to caribou in the Colum‑
bia range of BC. Selecting founders from the Columbia
range would provide the best chance of maintaining genetic
traits most similar to JNP caribou. Herds in the Columbia
range are however numerically low compared to others
(e.g., 184 individuals in Columbia North vs. Divergence between caribou population groups We found that although
caribou from some Central Mountain DU herds were geneti‑
cally similar to one another, they were also similar to caribou
from some Southern Mountain herds (note the mainly blue
circles in Fig. 4b), and this information could also be used to
plan future translocations. Our findings indicating the pres‑
ence of two genetic clusters and potentially two DUs in the
area are consistent with other recent studies also relying on
genomic data for caribou (Cavedon et al. 2022a, b, c; Taylor
et al. 2020, 2021). Our findings, however, partially contrast
with past studies that rely on neutral markers (autosomal
microsatellites and mtDNA), which have also indicated the
presence of two main clusters and DUs, but with slightly
different boundaries (McDevitt et al. 2009; Serrouya et al. 2012; Weckworth et al. 2012). This can be explained by the
fact that these neutral genetic markers cannot detect local
adaptation, unlike genomic SNPs (Luikart et al. 2003; Allen‑
dorf et al. 2010). suitable for conservation translocations among these popula‑
tions. This study’s populations are also within natural disper‑
sal distances characteristic of the species, whereas dispersals
themselves might be infrequent recently, likely due to habitat
fragmentation (Van Oort et al. 2011). Nonetheless, further
analyses on gene flow are recommended, as both FST and
Nm are known to also depend on genetic diversity and on
sample sizes (Holsinger and Weir 2009), which were limited
in this study. Population structure results indicate that caribou individ‑
uals could be grouped in two major genetic clusters, which
is consistent with both past and current studies conducted
in western Canada (see McDevitt et al. 2009; Cavedon et al. 2022a, b, c). In this study, we targeted common variants
(SNPs with MAF > 0.01), which are suited to examine the
deep evolutionary history of species (Gibson 2012). Our
findings may therefore have captured similar diversification
patterns as those detected with mtDNA analyses, which
indicated the presence of either a Beringian/Northern or a
Southern lineage in the study area (McDevitt et al. 2009;
Serrouya et al. 2012; Weckworth et al. 2012; Yannic et al. 2014; Taylor et al. 2021). The principal component analysis detected four distin‑
guishable groups, which we used for further analyses of
potentially adaptive divergence. Overall, we found more 1 864 Conservation Genetics (2023) 24:855–867 outlier SNPs between JNP and ALP than between JNP and
CR and especially between JNP and COL. Divergence between caribou population groups 405 in Hart;
see also Serrouya et al. 2021; McNay et al. 2022) and might
not tolerate the removal of individuals. However, admixture
of two caribou genetic clusters has also been consistently
documented throughout the study area (see McDevitt et al. 2009, this study), therefore indicating that any conservation
program should aim at maintaining such diversity (sensu
Frankham et al. 2017, Ralls et al. 2020) too. It should also
be taken into consideration that caribou genetic diversity in
the study area is correlated with ecological and behavioural
diversity also including seasonal migration (McDevitt et al. 2009; Cavedon et al. 2022a, b, c), and any conservation pro‑
gram should aim at maintaining all diversities in these par‑
tially migrating populations (Cavedon et al. 2019). Author contributions Maria Cavedon designed the study (with Marco
Musiani and Lalenia Neufeld), conducted lab analyses (with Anita
Michalak), analyzed genomic data, and drafted the manuscript (with
Marco Musiani, Anita Michalak, and Jocelyn Poissant). Laura Finne‑
gan, Dave Hervieux, Agnes Pelletier, Jean L. Polfus, Helen Schwantje,
Geoff Skinner, Robin Steenweg, and Caeley Thacker gathered genetic
and/or biological samples. All authors critically reviewed drafts and
approved the final version of the manuscript. Funding This work was supported by the Alberta Conservation Asso‑
ciation, Alberta Innovates, Alberta Upstream Petroleum Research
Fund, Canadian Association of Petroleum Producers, Canada's Oil
Sands Innovation Alliance, Conoco-Phillips, Environment and Climate
Change Canada's Canadian Wildlife Service, Exxon, fRI Research,
Governments of Alberta and British Columbia, Natural Sciences and
Engineering Research Council of Canada, Parks Canada Agency, and
Teck Resources. Data Availability Caribou sample locations and population and DU
range maps are available from the Government of British Columbia
–see https://catalogue.data.gov.bc.ca/dataset/caribou-herd-locations-
for-bc. Restrictions apply to the availability of this Species At Risk’s
raw SNP data, which were used under license for this study’s academic
personnel. 1 3 References https://doi.org/10.1002/wsb.950 Bradley M, Neufeld L (2012) Climate and management interact to
explain the decline of woodland caribou (Rangifer tarandus cari‑
bou) in Jasper National Park. Rangifer 32:183–191. https://doi.
org/10.7557/2.32.2.2268 Earl DA, VonHoldt BM (2012) STRUCTURE HARVESTER: a web‑
site and program for visualizing STRUCTURE output and imple‑
menting the Evanno method. Conserv Genet Resour 4(2):359–
361. https://doi.org/10.1007/s12686-011-9548-7i Brichieri-Colombi TA, Moehrenschlager A (2016) Alignment of threat,
effort, and perceived success in North American conservation
translocations. Conserv Biol 30(6):1159–1172. https://doi.org/
10.1111/cobi.12743 Ecological Stratification Working Group (1995) A national ecologi‑
cal framework for Canada. Agriculture and Agri-Food Canada,
Research Branch, Centre for Land and Biological Resources
Research and Environment Canada, State of the Environment
Directorate, Ecozone Analysis Branch, Ottawa Broman KW, Weber JL (1999) Long homozygous chromosomal seg‑
ments in reference families from the Centre d’Etude du Polymor‑
phisme Humain. Am J Hum Genet 65(6):1493–1500. https://doi.
org/10.1086/302661 Bubac CM, Johnson AC, Fox JA, Cullingham CI (2019) Conservation
translocations and post-release monitoring: identifying trends in
failures, biases, and challenges from around the world. Biol Cons
238:108239 Environment Canada (2014) Recovery strategy for the Woodland Cari‑
bou, Southern Mountain population (Rangifer tarandus caribou)
in Canada. Species at Risk Act Recovery Strategy Series, Envi‑
ronment Canada, Ottawa Caballero A, Villanueva B, Druet T (2021) On the estimation of
inbreeding depression using different measures of inbreeding
from molecular markers. Evol Appl 14(2):416–428. https://doi.
org/10.1111/eva.13126 Evanno G, Regnaut S, Goudet J (2005) Detecting the number of clus‑
ters of individuals using the software structure: a simulation
study. Mol Ecol 14(8):2611–2620. https://doi.org/10.1111/j.
1365-294X.2005.02553.x Carrier A, Prunier J, Poisson W, Trottier-Lavoie M, Gilbert I, Cave‑
don M et al (2022) Design and validation of a 63K genome-
wide SNP-genotyping platform for caribou/reindeer (Rangifer
tarandus). BMC Genomics 23(1):1–14. https://doi.org/10.1186/
s12864-022-08899-6 Falush D, Stephens M, Pritchard JK (2003) Inference of population
structure using multilocus genotype data: linked loci and cor‑
related allele frequencies. Genetics 164(4):1567–1587. https://
doi.org/10.1093/genetics/164.4.1567 Fischer J, Lindenmayer DB (2000) An assessment of the published
results of animal relocations. Biol Cons 96(1):1–11. https://doi.
org/10.1016/S0006-3207(00)00048-3 Cavedon M, Gubili C, Heppenheimer E, vonHoldt B, Mariani S, Heb‑
blewhite M et al (2019) Genomics, environment and balancing
selection in behaviourally bimodal populations: The caribou
case. Mol Ecol 28(8):1946–1963. https://doi.org/10.1111/mec.
15039 Flanagan SP, Forester BR, Latch EK, Aitken SN, Hoban S (2018)
Guidelines for planning genomic assessment and monitoring of
locally adaptive variation to inform species conservation. Evol
Appl 11(7):1035–1052. References Cavedon M, VonHoldt B, Hebblewhite M, Hegel T, Heppenheimer E,
Hervieux D et al (2022c) Selection of both habitat and genes in
specialized and endangered caribou. Conserv Biol. https://doi.
org/10.1111/cobi.13900 Alexander DH, Novembre J, Lange K (2009) Fast model-based
estimation of ancestry in unrelated individuals. Genome Res
19(9):1655–1664. https://doi.org/10.1101/gr.094052.109 Committee on the Status of Endangered Wildlife in Canada (COSE‑
WIC) (2011) Designatable units for caribou (Rangifer tarandus)
in Canada. Committee on the Status of Endangered Wildlife in
Canada, Ottawa Allendorf FW, Hohenlohe PA, Luikart G (2010) Genomics and the
future of conservation genetics. Nat Rev Genet 11(10):697–709. https://doi.org/10.1038/nrg2844f Crandall KA, Bininda-Emonds OR, Mace GM, Wayne RK (2000)
Considering evolutionary processes in conservation biology. Trends Ecol Evol 15(7):290–295. https://doi.org/10.1016/S0169-
5347(00)01876-0 Araki H, Cooper B, Blouin MS (2007) Genetic effects of captive breed‑
ing cause a rapid, cumulative fitness decline in the wild. Science
318(5847):100–103. https://doi.org/10.1126/science.1145621 Arif IA, Khan HA, Shobrak M, Al Homaidan AA, Al Sadoon M, Al
Farhan AH (2010) Measuring the genetic diversity of Arabian
Oryx using microsatellite markers: implication for captive breed‑
ing. Genes Genet Syst 85(2):141–145 Crow JF, Kimura M (1970) An introduction to population genetics
theory. Harper & Row Publishers, New York Dayuan X, Yuanyuan Z, Zhibin C, Zhenyu Z, Ming C, Mengdi F et al
(2022) Père David’s deer (Elaphurus davidianus) in China: pop‑
ulation dynamics and challenges. J Resour Ecol 13(1):41–50. https://doi.org/10.5814/j.issn.1674-764x.2022.01.005 g
y
Armstrong DP, Seddon PJ (2008) Directions in reintroduction biol‑
ogy. Trends Ecol Evol 23(1):20–25. https://doi.org/10.1016/j.
tree.2007.10.003 Der Sarkissian C, Ermini L, Schubert M, Yang MA, Librado P, Fuma‑
galli M et al (2015) Evolutionary genomics and conservation of
the endangered Przewalski’s horse. Curr Biol 25(19):2577–2583. https://doi.org/10.1016/j.cub.2015.08.032 Ballou JD, Lacy RC (1995) Identifying genetically important individu‑
als for management of genetic variation in pedigreed populations. In: Ballou JD, Gilpin M, Foose TJ (eds) Population management
for survival and recovery: analytical methods and strategies in
small population conservation. Columbia University Press, New
York, pp 76–111 Des Roches S, Pendleton LH, Shapiro B, Palkovacs EP (2021) Con‑
serving intraspecific variation for nature’s contributions to
people. Nat Ecol Evol 5(5):574–582. https://doi.org/10.1038/
s41559-021-01403-5 Bergerud AT (1988) Caribou, wolves and man. Trends Ecol Evol
3(3):68–72. https://doi.org/10.1016/0169-5347(88)90019-5 Eacker DR, Hebblewhite M, Steenweg R, Russell M, Flasko A, Her‑
vieux D (2019) Web-based application for threatened woodland
caribou population modeling. Wildl Soc Bull 43(1):167–177. Declarations Conflict of interest The authors have no relevant financial or non-fi‑
nancial interests to disclose. Ethics Approval Research was conducted under research permits of
Governments of British Columbia and Alberta, Parks Canada and Uni‑
versity of Calgary. Approval was granted by the University of Calgary
Animal Care Committee Studies AC16-0195 and AC20-0110. Open Access This article is licensed under a Creative Commons Attri‑
bution 4.0 International License, which permits use, sharing, adapta‑
tion, distribution and reproduction in any medium or format, as long
as you give appropriate credit to the original author(s) and the source,
provide a link to the Creative Commons licence, and indicate if changes
were made. The images or other third party material in this article are
included in the article's Creative Commons licence, unless indicated
otherwise in a credit line to the material. If material is not included in
the article's Creative Commons licence and your intended use is not
permitted by statutory regulation or exceeds the permitted use, you will
need to obtain permission directly from the copyright holder. To view a
copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. In addition to genetic analyses, it will be important to
conduct population viability analyses, or an equivalent
assessment approach, to understand the conservation impli‑
cations of caribou removals for source populations of this
species at risk (Hoban et al. 2012).i Similarly to caribou, other endangered species can benefit
from the evaluation of genomic data applied to conserva‑
tion breeding programs (Russello and Jensen 2018), as a key 1 3 Conservation Genetics (2023) 24:855–867 865 References https://doi.org/10.1111/eva.12569fi Cavedon M, Poissant J, vonHoldt B, Michalak A, Hegel T, Heppenhe‑
imer E, Hervieux D, Schwantje H, Neufeld L, Polfus J, Schwantje
H, Steenweg R, Musiani M (2022a) Population structure of
threatened caribou in western Canada inferred from genome-
wide SNP data. Conserv Genet 23:1089–1103 Flesch EP, Graves T, Thomson J, Proffitt K, Garrott R (2022) Average
kinship within bighorn sheep populations is associated with con‑
nectivity, augmentation, and bottlenecks. Ecosphere 13:e3972 Foll M, Gaggiotti O (2008) A genome-scan method to identify selected
loci appropriate for both dominant and codominant markers: a
Bayesian perspective. Genetics 180(2):977–993. https://doi.org/
10.1534/genetics.108.092221 Cavedon M, vonHoldt B, Hebblewhite M, Hegel T, Heppenheimer
E, Hervieux D et al (2022b) Genomic legacy of migration in
endangered caribou. PLoS Genetics 18(2):e1009974. https://doi.
org/10.1371/journal.pgen.1009974 1 3 Conservation Genetics (2023) 24:855–867 866 Karney CFF (2013) Algorithms for geodesics. J Geod 87:43–55. https://doi.org/10.1007/s00190-012-0578-z Karney CFF (2013) Algorithms for geodesics. J Geod 87:43–55. https://doi.org/10.1007/s00190-012-0578-z Forsman A (2014) Effects of genotypic and phenotypic variation on
establishment are important for conservation, invasion, and infec‑
tion biology. Proc Natl Acad Sci USA 111(1):302–307. https://
doi.org/10.1073/pnas.1317745111 p
g
Kleiman DG (1989) Reintroduction of captive mammals for conserva‑
tion. Bioscience 39(3):152–161. https://doi.org/10.2307/1311025 Kominakis A, Tarsani E, Hager-Theodorides AL, Mastranestasis I,
Gkelia D, Hadjigeorgiou I (2021) Genetic differentiation of
mainland-island sheep of Greece: implications for identify‑
ing candidate genes for long-term local adaptation. PLoS One
16(9):e0257461. https://doi.org/10.1371/journal.pone.0257461 Foundations of Success and Parks Canada (2021) Assessing the Evi‑
dence for Adoption of a Conservation Breeding Strategy to
Enable Recovery of Southern Mountain Caribou Populations in
Jasper National Park, Canada. Frankham R (2010) Where are we in conservation genetics and where
do we need to go? Conserv Genet 11(2):661–663. https://doi.org/
10.1007/s10592-009-0010-2 Laikre L (1999) Hereditary defects and conservation genetic manage‑
ment of captive populations. Zoo Biol 18(2):81–99. https://doi.
org/10.1002/(SICI)1098-2361(1999)18:2%3c81::AID-ZOO1%
3e3.0.CO;2-2 Frankham R, Ballou JD, Ralls K, Eldridge M, Dudash MR, Fenster CB
et al (2017) Genetic management of fragmented animal and plant
populations. Oxford University Press, Oxford Luikart G, England PR, Tallmon D, Jordan S, Taberlet P (2003) The
power and promise of population genomics: from genotyping to
genome typing. Nat Rev Genet 4(12):981–994. https://doi.org/
10.1038/nrg1226 Galla SJ, Moraga R, Brown L, Cleland S, Hoeppner MP, Maloney
RF et al (2020) A comparison of pedigree, genetic and genomic
estimates of relatedness for informing pairing decisions in two
critically endangered birds: Implications for conservation breed‑
ing programmes worldwide. References Evol Appl 13(5):991–1008. https://
doi.org/10.1111/eva.12916 McDevitt AD, Mariani S, Hebblewhite M, Decesare NJ, Morgantini
L, Seip D et al (2009) Survival in the Rockies of an endangered
hybrid swarm from diverged caribou (Rangifer tarandus) line‑
ages. Mol Ecol 18(4):665–679. https://doi.org/10.1111/j.1365-
294X.2008.04050.x Gibson G (2012) Rare and common variants: twenty arguments. Nat
Rev Genet 13(2):135–145. https://doi.org/10.1038/nrg3118 McLoughlin PD, Dzus E, Wynes BOB, Boutin S (2003) Declines in
populations of woodland caribou. J Wildl Manag 67:755–761 Government of Alberta (2017) DRAFT: provincial woodland caribou
range plan. https://open.alberta.ca/dataset/932d6c22-a32a-4b4e-
a3f5-cb2703c53280/resource/3fc3f63a-0924-44d0-b178-82da3
4db1f37/download/draft-caribourangeplanandappendices-dec20
17.pdf. Accessed 25 May 2023 McNay RS, Lamb CT, Giguere L, Williams SH, Martin H, Sutherland
GD, Hebblewhite M (2022) Demographic responses of nearly
extirpated endangered mountain caribou to recovery actions in
central British Columbia. Ecol Appl 32:e2580. https://doi.org/
10.1002/eap.2580 Green DM (2005) Designatable units for status assessment of endan‑
gered species. Conserv Biol 19(6):1813–1820. https://doi.org/
10.1111/j.1523-1739.2005.00284.x Miller W, Wright SJ, Zhang Y, Schuster SC, Hayes VM (2010) Opti‑
mization methods for selecting founder individuals for captive
breeding or reintroduction of endangered species. Pac Symp Bio‑
comput 15:43–53. https://doi.org/10.1142/9789814295291_0006 Gruber B, Unmack PJ, Berry OF, Georges A (2018) dartr: An r package
to facilitate analysis of SNP data generated from reduced repre‑
sentation genome sequencing. Mol Ecol Resour 18(3):691–699. https://doi.org/10.1111/1755-0998.12745 t 15:43–53. https://doi.org/10.1142/9789814295291_0006 Mills LS, Allendorf FW (1996) The one-migrant-per-generation rule in
conservation and management. Conserv Biol 10(6):1509–1518. https://doi.org/10.1046/j.1523-1739.1996.10061509.x Gubili C, Mariani S, Weckworth BV, Galpern P, McDevitt AD, Hebble‑
white M et al (2017) Environmental and anthropogenic drivers of
connectivity patterns: a basis for prioritizing conservation efforts
for threatened populations. Evol Appl 10(2):199–211 Nei M (1972) Genetic distance between populations. Am Nat
106(949):283–292 He X, Johansson ML, Heath DD (2016) Role of genomics and tran‑
scriptomics in selection of reintroduction source populations. Conserv Biol 30(5):1010–1018. https://doi.org/10.1111/cobi.
12674 Ochoa A, Storey JD (2021) Estimating FST and kinship for arbitrary
population structures. PLoS Genet 17(1):e1009241. https://doi.
org/10.1371/journal.pgen.1009241 Paradis E, Claude J, Strimmer K (2004) APE: analyses of phylogenet‑
ics and evolution in R language. Bioinformatics 20(2):289–290. https://doi.org/10.1093/bioinformatics/btg412 Hebblewhite M, White C, Musiani M (2010) Revisiting extinction
in national parks: mountain caribou in Banff. Conserv Biol
24(1):341–344 Parks Canada Agency (2022a) Jasper National Park Caribou Program
Progress Report 2017–2020. Jasper National Park, Parks Canada
Agency Hoban S, Bertorelle G, Gaggiotti OE (2012) Computer simulations:
tools for population and evolutionary genetics. Nat Rev Genet
13(2):110–122. References https://doi.org/10.1038/nrg3130 Parks Canada Agency (2022b) Proposal for consultation: conservation
breeding strategy to rebuild small caribou populationpopulations
in Jasper National Park. Jasper National Park of Canada, Parks
Canada Agency Holsinger KE, Weir BS (2009) Genetics in geographically structured
populations: defining, estimating and interpreting FST. Nat Rev
Genet 10(9):639–650. https://doi.org/10.1038/nrg2611 Pelletier F, Réale D, Watters J, Boakes EH, Garant D (2009) Value
of captive populations for quantitative genetics research. Trends
Ecol Evol 24(5):263–270. https://doi.org/10.1016/j.tree.2008.
11.013 Holt RD (1977) Predation, apparent competition, and the structure of
prey communities. Theor Popul Biol 12(2):197–229. https://doi.
org/10.1016/0040-5809(77)90042-9 IUCN, SSC (2013) Guidelines for reintroductions and other conserva‑
tion translocations. Version 1.0. IUCN Species Survival Com‑
mission, Gland Pembleton LW, Cogan NO, Forster JW (2013) St AMPP: An R pack‑
age for calculation of genetic differentiation and structure of
mixed-ploidy level populations. Mol Ecol Resour 13(5):946–952. https://doi.org/10.1111/1755-0998.12129 Ivy JA, Miller A, Lacy RC, DeWoody JA (2009) Methods and pros‑
pects for using molecular data in captive breeding programs: an
empirical example using parma wallabies (Macropus parma). J Hered 100(4):441–454. https://doi.org/10.1093/jhered/esp019 Pimm SL, Jenkins CN, Abell R, Brooks TM, Gittleman JL, Joppa LN
et al (2014) The biodiversity of species and their rates of extinc‑
tion, distribution, and protection. Science 344(6187):1246752. https://doi.org/10.1126/science.1246752 Kardos M, Luikart G, Allendorf FW (2015) Measuring individual
inbreeding in the age of genomics: marker-based measures are
better than pedigrees. Heredity 115(1):63–72. https://doi.org/10.
1038/hdy.2015.17 Price AL, Patterson NJ, Plenge RM, Weinblatt ME, Shadick NA, Reich
D (2006) Principal components analysis corrects for stratification 1 3 Conservation Genetics (2023) 24:855–867 867 in genome-wide association studies. Nat Genet 38(8):904–909. https://doi.org/10.1038/ng1847 cycles before the Last Glacial Maximum. Mol Ecol 30(23):6121–
6143. https://doi.org/10.1111/mec.16166 p
g
g
Pritchard JK, Stephens M, Donnelly P (2000) Inference of population
structure using multilocus genotype data. Genetics 155(2):945–
959. https://doi.org/10.1093/genetics/155.2.945 Taylor RS, Manseau M, Redquest B, Keobouasone S, Gagné P,
Martineau C, Wilson PJ (2022) Whole genome sequences
from non-invasively collected caribou faecal samples. Con‑
serv Genet Resour 14(1):53–68. https://doi.org/10.1007/
s12686-021-01235-2 p
g
g
Purcell S, Neale B, Todd-Brown K, Thomas L, Ferreira MA, Bender
D et al (2007) PLINK: a tool set for whole-genome associa‑
tion and population-based linkage analyses. Am J Hum Genet
81(3):559–575. https://doi.org/10.1086/519795 Tokarska M, Marshall T, Kowalczyk R, Wójcik JM, Pertoldi C, Kris‑
tensen TN et al (2009) Effectiveness of microsatellite and SNP
markers for parentage and identity analysis in species with
low genetic diversity: the case of European bison. References Heredity
103(4):326–332. https://doi.org/10.1038/hdy.2009.73 Ralls K, Sunnucks P, Lacy RC, Frankham R (2020) Genetic rescue: a
critique of the evidence supports maximizing genetic diversity
rather than minimizing the introduction of putatively harmful
genetic variation. Biol Cons 251:108784 Van Oort H, McLellan BN, Serrouya R (2011) Fragmentation, dis‑
persal and metapopulation function in remnant populations of
endangered mountain caribou. Anim Conserv 14(3):215–224. https://doi.org/10.1111/j.1469-1795.2010.00423.x g
Robert A (2009) Captive breeding genetics and reintroduction success. Biol Cons 142(12):2915–2922. https://doi.org/10.1016/j.biocon.
2009.07.016 Vors LS, Boyce MS (2009) Global declines of caribou and reindeer. Glob Change Biol 15(11):2626–2633. https://doi.org/10.1111/j.
1365-2486.2009.01974.xfi Russello MA, Jensen EL (2018) Ex situ wildlife conservation in the age
of population genomics. Population genomics: wildlife. Springer,
Cham, pp 473–492 Vucetich JA, Waite TA (2000) Is one migrant per generation sufficient
for the genetic management of fluctuating populations? Anim
Conserv 3(3):261–266. https://doi.org/10.1111/j.1469-1795.
2000.tb00111.x Salafsky N, Irvine R, Boshoven J, Lucas J, Prior K, Bisaillon JF et al
(2022) A practical approach to assessing existing evidence for
specific conservation strategies. Conserv Sci Pract 4(4):e12654. https://doi.org/10.1111/csp2.12654 Wang J (2004) Application of the one-migrant-per-generation rule to
conservation and management. Conserv Biol 18(2):332–343. https://doi.org/10.1111/j.1523-1739.2004.00440.x Schweizer RM, Vonholdt BM, Harrigan R, Knowles JC, Musiani
M, Coltman D et al (2016) Genetic subdivision and candidate
genes under selection in North American grey wolves. Mol Ecol
25(1):380–402. https://doi.org/10.1111/mec.13364 Weckworth BV, Musiani M, McDevitt AD, Hebblewhite M, Mariani S
(2012) Reconstruction of caribou evolutionary history in Western
North America and its implications for conservation. Mol Ecol
21(14):3610–3624. https://doi.org/10.1111/j.1365-294X.2012.
05621.x Seddon PJ, Armstrong DP, Maloney RF (2007) Developing the science
of reintroduction biology. Conserv Biol 21(2):303–312. https://
doi.org/10.1111/j.1523-1739.2006.00627.xfi g
j
Seddon PJ, Griffiths CJ, Soorae PS, Armstrong DP (2014) Revers‑
ing defaunation: restoring species in a changing world. Science
345(6195):406–412. https://doi.org/10.1126/science.1251818 Weeks AR, Sgro CM, Young AG, Frankham R, Mitchell NJ, Miller
KA et al (2011) Assessing the benefits and risks of transloca‑
tions in changing environments: a genetic perspective. Evolut
Appl 4(6):709–725f Serrouya R, Paetkau D, McLellan BN, Boutin S, Campbell M, Jenkins
DA (2012) Population size and major valleys explain microsatel‑
lite variation better than taxonomic units for caribou in western
Canada. Mol Ecol 21(11):2588–2601. https://doi.org/10.1111/j.
1365-294X.2012.05570.x Williams SE, Hoffman EA (2009) Minimizing genetic adaptation in
captive breeding programs: a review. Biol Cons 142(11):2388–
2400. https://doi.org/10.1016/j.biocon.2009.05.034 Serrouya R, Seip DR, Hervieux D, McLellan BN, McNay RS, Steen‑
weg R et al (2019) Saving endangered species using adaptive
management. References Proc Natl Acad Sci USA 116(13):6181–6186. https://doi.org/10.1073/pnas.1816923116 Williams SH, Steenweg R, Hegel T, Russell M, Hervieux D, Heb‑
blewhite M (2021) Habitat loss on seasonal migratory range
imperils an endangered ungulate. Ecol Solut Evid 2(1):e12039 Witzenberger KA, Hochkirch A (2011) Ex situ conservation genet‑
ics: a review of molecular studies on the genetic consequences
of captive breeding programmes for endangered animal species. Biodivers Conserv 20(9):1843–1861. https://doi.org/10.1007/
s10531-011-0074-4 Serrouya R, Bollefer K, Cook R, Gilbert S, Gill R, Legebokow C,
MacBeth B, Schwantje H, Thacker C (2021) Final Report for
Revelstoke Caribou Rearing in the Wild. Nelson: British Colum‑
bia Ministry of Forests, Lands, Natural Resource Operations and
Rural Developmentl Wright S (1931) Evolution in Mendelian populations. Genetics
16(2):97. https://doi.org/10.1093/genetics/16.2.97 Slatkin M (1987) Gene flow and the geographic structure of natural
populations. Science 236(4803):787–792. https://doi.org/10.
1126/science.3576198 Wright BR, Hogg CJ, McLennan EA, Belov K, Grueber CE (2021)
Assessing evolutionary processes over time in a conserva‑
tion breeding program: a combined approach using molecular
data, simulations and pedigree analysis. Biodivers Conserv
30(4):1011–1029. https://doi.org/10.1007/s10531-021-02128-4 Solmundson K, Bowman J, Wilson PJ, Taylor RS, Horn RL, Keob‑
ouasone S, Manseau M (2020) Genomic islands of heterozygo‑
sity maintained across caribou populations despite inbreeding. bioRxiv. https://doi.org/10.1101/2020.12.29.424772 Yannic G, Pellissier L, Ortego J, Lecomte N, Couturier S, Cuyler C
et al (2014) Genetic diversity in caribou linked to past and future
climate change. Nat Clim Chang 4(2):132–137. https://doi.org/
10.1038/nclimate2074 Soorae PS (ed) (2018) Global reintroduction perspectives, 2018: case
studies from around the globe. IUCN-International Union for
Conservation of Nature and Natural Resources, Gland Taylor RS, Manseau M, Horn RL, Keobouasone S, Golding GB, Wil‑
son PJ (2020) The role of introgression and ecotypic parallel‑
ism in delineating intraspecific conservation units. Mol Ecol
29(15):2793–2809. https://doi.org/10.1111/mec.15522 Publisher's Note Springer Nature remains neutral with regard to
jurisdictional claims in published maps and institutional affiliations. p
g
Taylor RS, Manseau M, Klütsch CF, Polfus JL, Steedman A, Hervieux
D et al (2021) Population dynamics of caribou shaped by glacial 1 3
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Vicarious Group Trauma among British Jews
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DOI 10.1007/s11133-016-9337-4 Vicarious Group Trauma among British Jews Christina Fuhr1 # The Author(s) 2016. This article is published with open access at Springerlink.com Abstract Given that literature on the intra- and inter-generational transmission of traumas is
mainly based on secondary literature and focuses on the transmission of trauma memory in
terms of the historical knowledge of group trauma, this article develops the theory of vicarious
group trauma and tests this theory by exploring vicarious traumatization in the everyday lives
of Jews in Britain through the methods of observation and in-depth interviewing. Vicarious
group trauma is defined as a life or safety-threatening event or abuse that happened to some
members of a social group but is felt by other members as their own experience because of
their personal affiliation with the group. The article finds that the vicarious sensation of
traumatic group experiences can create anxiety, elicit perceptions of threat and, by extension,
hypervigilance among Jews. The findings demonstrate that group traumas of the past inter-
penetrate and interweave with members’ current lives and in this way can also become
constitutive of their group identity. An institutional focus on threats to Jews can inform the
construction and reinforcement of traumatization symptoms and accordingly vicarious group
trauma. This article suggests an association between the level of involvement of group
members in the collective’s social structure and the prominence of vicarious group trauma
among them. Keywords Britain . Emotions . Holocaust . Identity. Jews . Memory. Perception . Trauma . Traumatization Keywords Britain . Emotions . Holocaust . Identity. Jews . Memory. Perception . Trauma .
Traumatization There is a focus in sociology on the intra- and inter-generational transmission of traumas (e.g. Alexander et al. 2004; Eyerman et al. 2011). Most of this research is based on secondary
literature and focuses on the transmission of trauma memory in terms of the historical
knowledge of group trauma and its impact on the identity of the collective. In this article, I
extend this work by studying the symptoms of traumatization among members who have not
gone through the group trauma themselves. I argue that in this way transmitted traumas can
become constitutive of members’ group identity. To do so, I develop the theory of vicarious * Christina Fuhr
christina.fuhr@gmail.com 1
Woolf Institute, 12-14 Grange Road, Cambridge, UK 1
Woolf Institute, 12-14 Grange Road, Cambridge, UK Qual Sociol group trauma. Vicarious group trauma is defined in this article as a life- or safety-threatening
event or abuse that happened to some members of a social group but is felt by other members
as their own experience because of their personal affiliation with the group. When many
members of a group feel as if they experienced the group trauma themselves by having
symptoms of traumatization or can be attested to have those symptoms, we speak of vicarious
group trauma. This article will test the theory by exploring vicarious traumatization in the everyday lives
of Jews in Britain through the methods of observation and in-depth interviewing. Therefore,
the article presents a description of the actual traumas that are communicated to and remem-
bered by different kinds of Jewish people. It finds that secular participants—meaning syna-
gogue (affiliated) members who are less or not at all engaged with Judaism as a religion,
culture and community as well as synagogue (unaffiliated) members—tend to remember only
the Holocaust. This is proposed to be related to the communication of the event through
mainstream culture and education in addition to, if applicable, personal family stories. Devout
affiliated members have a propensity to also remember earlier Jewish traumas such as the
enslavement in Egypt and their exodus over a hundred years later. This is suggested to be
related to the observation of holy days associated with those traumas in Jewish schools, homes
and synagogues, on top of, if applicable, family stories. Keywords Britain . Emotions . Holocaust . Identity. Jews . Memory. Perception . Trauma .
Traumatization Due to a personal identification with the trauma on an emotional level because of a shared
group membership, members of the community can feel the traumatic experience as their own. The article then illustrates that the vicarious sensation of such traumatic group experiences can
create anxiety, elicit perceptions of threat and, by extension, hypervigilance among Jews. Vicarious traumatization symptoms, particularly perceptions of threat and hypersensitivity, are
prominent among community-involved unaffiliated and particularly among engaged affiliated
members. The narratives below demonstrate that group traumas of the past interpenetrate and
interweave with members’ current lives and in this way can also become constitutive of their
group identity. Lastly, the article shows how an institutional focus on past and present threats to Jews can
inform the construction of traumatization symptoms and accordingly vicarious group trauma. Considering that vicarious trauma is present to a greater extent among community-involved
Jews, especially affiliated engaged ones, this type of member is also found to be more exposed
to constant and multiple traumatization mediators—communicated indicators of current threat
and past trauma—through communal structures because of their physical and social proximity
to them. Thus, this article indicates an association between the level of involvement of group
members in their collective’s social structure and the prominence of vicarious trauma among
them. Overall, the article illustrates how a group’s institutions, including the family, can create
a siege mentality among members by emphasizing threats to them. The Jewish community presents an obvious and interesting case study as research has
shown that trauma memory and particularly the Holocaust is prominent among members of
this group and an essential part of their identity (e.g. Alexander 2004a; Freud 1932; Zerubavel
1996; Lazar et al. 2008; Kugelmass 1996); however, there is a lack of such research with
regards to British Jews, highlighting the necessity for this present study. The evidence
provided for the Jewish group is regarded as symptomatic of the impact conflict can have
on any minority group. For example, the recent war in Syria can be expected to affect many
Syrians around the world as much as the 1994 genocide for the Rwandan diaspora. Equally
disturbing can be traumas that are less recent, such as the times of slavery for the Afro-
American community in the United States or the partition of Punjab in 1947 for Sikhs. Vicarious Group Trauma There has been a focus in sociological research on the exploration of trauma transmission. Most of
such research, however, uses secondary literature to examine how trauma memory in the form of
historical facts and experiences of trauma is transmitted to members who have not personally
experienced the trauma, and can become part of their association with the group and in this way
binds them together rather than disconnecting them (Assmann 2006; Eyerman 2011; Eyerman et al. 2011). Zerubavel (1996), for instance, theorizes that Bbeing social presupposes the ability to
experience events that happened to groups and communities to which we belong long before we
joined them as if they were part of our own past.^ Alexander et al. (2004, 1) similarly assert that Ba
cultural trauma occurs when members of a collectivity feel they have been subjected to a horrendous
event that leaves indelible marks upon their group consciousness, marking their memories forever.^
To construct a cultural trauma, the memory of the traumatic event needs to be part of the cultural and
public discourse and represented as being destructive and threatening to the existence of the group,
its culture, and members’ personal identity. Contributors to the book apply the model in a series of
case studies, including the Holocaust and slavery in the United States. There is also a small set of qualitative and quantitative literature that analyses the Holocaust as a
cultural trauma specifically in the second and third-generation offspring of Holocaust survivors
(Scharf 2007; Kellerman 2001; Litvak-Hirsch and Bar-On 2006), also in comparison to the offspring
of non-survivors (Lazar et al. 2004). The survey findings by Lazar et al. (2008) suggest that there are
sociocultural mechanisms at work in Israel—such as Holocaust education and the country’s
perceived role as providing security for Jewish people—that influence the third-generation offspring
of both Holocaust survivors and non-survivors to perceive the Holocaust as a cultural trauma.1 Indeed, there are various social mechanisms that can be responsible for the transmission of
trauma memory. Research by scholars such as Alexander et al. (2004) and Eyerman (2011)
demonstrates the importance of carrier groups (e.g. the mass media) in imparting trauma to
members who have not experienced it directly. In this way the trauma becomes part of the
group identity and can therefore also change a group’s Bfuture identity in fundamental and
irrevocable ways^ (Alexander 2004b). 1 These recent quantitative findings resonate with analyses from earlier studies based on secondary literature such
as Ben-Amos and Bet-El’s (1999) research about collective trauma remembrance in the form of memorial
ceremonies in Israeli schools and its impact on Jewish national identity. Keywords Britain . Emotions . Holocaust . Identity. Jews . Memory. Perception . Trauma .
Traumatization All of Qual Sociol those traumas have been communicated through social and, thus, institutional mechanisms
such as museums, civic commemorations and the media. Hence, the perspectives of Jews in
this study will provide a significant example of the real and long-term effects transmitted group
traumas can have on their members and the identification with their collective as well as the
powerful role institutions play in creating and maintaining a vicarious trauma experience. Vicarious Group Trauma Carrier groups Barticulate the significance of and
represent the trauma for the collective…making it available for communication and shared
understanding…They help transform emotional responses into words and images that can be
dispersed and remembered^ (Eyerman 2011). Hirsch (2008), for instance, examines how the
trauma of the Holocaust is transmitted through the arts, specifically photography, to the second
generation. Hirsch (2008, 103) developed the concept of postmemory to describe Bthe rela-
tionship of the second generation to powerful, often traumatic, experiences that preceded their Qual Sociol births but that were nevertheless transmitted to them so deeply as to seem to constitute
memories in their own right.^ Landsberg (1997, 2004) emphasizes the importance of mass cultural technologies—producing a
unique transmission of images and narratives about the past—in making it possible to take on
memories of events through which people did not live. The sensuous engagement that experiential
museums or technological developments (e.g. the mass dissemination of film) provide enables
secondary memory formation. Landsberg (1997, 66) referred to these memories as prosthetic
memories, arguingthatwhileBthe traumatic experiencesare notoriginallybased, they are nevertheless
experiences with one’s own body…and as such, become part of one’s personal archive of experience,
informing not only one’s subjectivity, but one’s relationship to the present and future tenses.^ g
y
j
y,
p
p
While the sociological literature has focused on the transmission of trauma memory on the
group level, the psychiatric and psychology literature has concentrated on exploring trauma
transmission at the individual level, understanding the term trauma simply Bas a wound inflicted
not upon the body but upon the mind^ (Caruth 1996; Eyerman 2011). Accordingly, trauma is an
emotional experience of the historical knowledge of trauma that is stored in a person’s long-
term memory and is so strong as to bypass rationality and affect the person’s cognition and
emotions. Such research has looked at how the trauma can be transmitted to another person. Studies such as by McCann and Pearlman (1990) found that trauma may be experienced by
people who come into contact with trauma victims over a prolonged period of time, e.g. family
members or therapists, as they are able to suffer signs and symptoms of traumatization similar to
those of the victim. They termed the process vicarious traumatization. The outcome has also
been labelled secondary trauma by others such as Figley (1983). Vicarious Group Trauma A personal
association with the transmitted trauma knowledge on the emotional level as a result of group
membership can be a common phenomenon among members because they are able to feel that
the trauma could have happened to them as well. This emotional immediacy makes the
memory powerful enough to elicit strong emotions and perceptions. Group membership is crucial in the construction of vicarious group trauma. For example, a
non-Jewish person visiting the Holocaust Museum in Washington DC may start feeling a
connection with the trauma and adopt the prosthetic memory as described by Landsberg (2004). It may, however, be unlikely that the memory will be strong enough to result in secondary
traumatization – by having an emotional experience that allows them to feel as if they
themselves have been subject to the traumatic experience and results in symptoms of trauma-
tization – if they have no direct ethno-religious association with the group, or, as noted above, if
they have not spent time with a survivor of that trauma. The historical fact of trauma, which may
also involve an emotional response providing the memory with strength, can be taken on by
anyone without any direct personal relation to the traumatic event, or the person(s) it happened
to. However, the actual traumatization with its symptoms as a result of the communicated
trauma knowledge and accordingly the viscerally felt traumatic experience may not be created. It follows, then, that vicarious group trauma can act within and across many generations
and become part of members’ identity. The theory distinguishes itself clearly from other
theories on trauma transmission, such as Hirsch’s (2008) concept of postmemory, as the focus
of its conceptualization rests on the transmission of the actual trauma in terms of an emotional
traumatic experience rather than the historical knowledge of trauma. Reviewing the literature, we find that there is a gap in sociological research studying secondary
group traumatization on the micro-level. Ethnographic research is needed to study not only how
vicarious group traumatization manifests itself among individual members, impacting their
identification with the group, but also how the traumatization is informed and sustained. While there have been interesting analyses of how past Jewish traumas can be a part of group
identity and can be effective in sustaining that identity (e.g. Freud 1932), there is little published
research about group trauma among British Jews and its effect. Vicarious Group Trauma For example, there is evidence
that children of Holocaust survivors (Danieli 1985; Prince 2009) and Vietnam combat veterans
(Rosenheck and Nathan 1998) can experience social and psychological difficulties that are
symptomatic of posttraumatic stress disorder. The psychiatric and psychology literature dem-
onstrates on the individual level how the actual trauma can be transmitted to another person who
has not lived through the traumatic experience themselves by analyzing the symptoms of
traumatization that they display. Nevertheless, there is a gap in the sociological literature
exploring empirically vicarious traumatization in everyday life on the group level. As a response, I outline a theory of vicarious group trauma. Vicarious group trauma is
defined in this article as a life or safety-threatening event or abuse that happened to some
members of a social group but is felt by other members as their own experience as they
personally identify with the trauma on an emotional level because of their shared group
membership. As mentioned above, sociological and psychological literature already suggests
it is the resulting emotional experience of the life- or safety-threatening event or abuse, despite
not having suffered the trauma themselves, which creates trauma memory. For example, Landsberg (2009) argues that people who have not lived through trauma can
still adopt its memory through the personal emotional experience of empathy in response to the
communicated trauma knowledge. I extend this theory by arguing that through individuals’
personal association with the trauma as a member of the group, the historical fact of trauma or
the communicated knowledge of the life or safety-threatening event or abuse can become an
emotional trauma experience – an emotional wound - for individuals, who have not directly
experienced it. The historical knowledge is tagged with powerful emotions so that it becomes
an experience for them, and in this way, the transmitted trauma can impact on their emotions
and perceptions of the world. When many members can be attested, or they themselves attest,
to have this emotional experience associated with the trauma, the personal visceral trauma
becomes a shared trauma; in other words vicarious group trauma. Qual Sociol The actual trauma memory can differ between members who have gone through the trauma
themselves and those who have not, but both types of members may, nonetheless, have an
emotional experience of the remembered trauma, which can be felt in similar ways. Vicarious Group Trauma Cooke (2000) examines how
debates over the perceived appropriateness of Holocaust memorial sites in London structure
various discourses concerning Anglo-Jewish identity. Another study, by Berman (2004), looks
at Holocaust commemorations in London and discusses the relationship between the commem-
oration and unity formation, suggesting that associated rituals and collective mourning help to
bind this community together. While both are helpful in shedding light on the importance of
trauma remembrance in the creation and perpetuation of Jewish identity in Britain, neither of
these or other studies engaged in primary research methods such as ethnography. This work
uses in-depth interviewing and observations to contribute to the existing research by exploring
vicarious traumatization among members of the British Jewish community. Methods This research is part of a larger ethnographic study on Jewish identity construction and
perpetuation in contemporary Britain. The data are derived from observations of, and semi-
structured interviews with, British Jews. The interviews first asked very open questions about Qual Sociol interviewees’ sense of Jewishness. This allowed me to follow up on what the respondents
regarded as important in their identification with Judaism. The rest of the questions dealt with
their upbringing, the impact being Jewish had on their current lives, the community, Jewish
language, their relations to other Jews, as well as their views on particular topics, namely
Christmas, partnership, Israel, and anti-Semitism past and present. Interview findings in this
article are not based on answers to a specific question about the Holocaust. While I asked BDo
you think that the Holocaust has an impact on your life?^ I only posed this question towards
the end of the interview as part of a wider set of questions dealing with anti-Semitism. By then
vicarious group trauma and symptoms of traumatization had often already come up in implicit
and explicit ways. The data were collected between October 2008 and October 2009. My study focuses on
Modern Orthodox as well as Progressive (Liberal and Reform) Jews and Jews without
synagogue affiliation. These three groups are the largest ones in Britain. Among the affiliated
Jewish groups, the Modern Orthodox is the biggest group (55 %), followed by the Progressive
(19.4 % Reform, 8.7 % Liberal)2 and then the Ultra-Orthodox (11 %), Sephardim (3.5 %) and
Masorti (2.7 %)3 (Graham and Vulkan 2010). The unaffiliated population size ranges between
25 and 50 % according to statistics (Schmool and Cohen 1998; Graham and Vulkan 2010) and
predictions made by researchers from the Institute of Jewish Policy Research in London. Although most of the in-depth interviews were conducted with Jews from these three
groups, I also interviewed a few Masorti and Ultra-Orthodox members in order to get a well-
rounded overview of Jewish identification. Of the 105 interviewees I conducted, four inter-
views were with Ultra-Orthodox members, 33 with Modern Orthodox Jews, four with Masorti,
19 with Progressive and 45 with unaffiliated Jews. All respondents were above 18. The
majority of interviewees were below 50. The inclusion of a substantial number of interviewees
below 50 allowed me to look carefully at whether younger Jews express significantly different
answers to my interview questions. 2 Liberal Judaism in Britain is similar to the Reform Judaism in North America. The North American Reform
movement and British Liberal Judaisms are located on the more radical end of the non-orthodox movements of
Judaism, followed by the British Reform movement.
3 Masorti Judaism is synonymous to Conservative Judaism in the United States and Canada. 4 As part of a full year of observation in different Jewish communities, I participated in the marking of every
major holy day in the Jewish calendar at homes and different synagogues. I also visited people’s houses, or met
with them for food or drinks outside of the home at other times. I went to a bris (circumcision rite) and several
birthdays, engagements and weddings. I did observations at the Jewish Learning Exchange, Jewish Book Week,
the UK Jewish Film Festival, exhibitions about Jews and Judaism, Jewish theatre plays in London, youth group
meetings such as Bnei Akiva gatherings, and at the Jewish cultural conference Limmud. I visited a Jewish
primary school and went to talks, seminars, workshops and movies about Jewish topics at the Jewish Community
Centre for London, London Jewish Cultural Centre, the Jewish Learning Exchange, synagogues, Universities, the
Oxford University Chabad Society, and the Oxford University Jewish society. I spent time walking around
Jewish areas, sitting in cafes and restaurants, and going to Jewish shops to observe members’ interactions with
each other. In terms of political observations, I visited the office of the Chief Rabbi and the United Synagogue
Beth Din (rabbinical court), Tribe (the youth organization of the United Synagogue), the Board of Deputies of
British Jews, the Institute for Jewish Policy Research, United Jewish Israel Appeal, Birthright Israel and the
Community Security trust (CST). Methods I refer to the expert interviewees by their title,
which is their real title, and surname in the text, as it is important to distinguish the experts I
interviewed in an official capacity from the respondents, who spoke to me as a private person. Regarding the observational part of the study, I have conducted most of the observations in
densely Jewish-populated areas in North London, considering that the majority of Jews live in
London and most of those London Jews live in the North-West London boroughs of Barnet,
Hackney, Camden and Harrow (JPR 2000). Certain neighbourhoods in these boroughs have a
Jewish population of 50–75 % (Graham et al. 2007). Conducting observations in such densely
populated neighbourhoods provided me with a profound understanding of the social structure
and texture of the Jewish community. I obtained access to observations such as synagogue
services as well as social gatherings (e.g. Sabbath dinners and seminars) through gatekeepers
such as rabbis and individuals met during observations and interviews.4 During my observa-
tional fieldwork, my reason for attendance was either communicated when being introduced to
participants, or I communicated my researcher status in social interactions with participants
such as by talking with them about my study as well as the reasons for my attendance. I also conducted 16 expert interviews with employees, researchers and representatives of
Jewish institutions as well as with academics active in Jewish-related fields of study. They
were also allocated pseudonyms at random. I refer to the expert interviewees by their title,
which is their real title, and surname in the text, as it is important to distinguish the experts I
interviewed in an official capacity from the respondents, who spoke to me as a private person. Regarding the observational part of the study, I have conducted most of the observations in
densely Jewish-populated areas in North London, considering that the majority of Jews live in
London and most of those London Jews live in the North-West London boroughs of Barnet,
Hackney, Camden and Harrow (JPR 2000). Certain neighbourhoods in these boroughs have a
Jewish population of 50–75 % (Graham et al. 2007). Conducting observations in such densely
populated neighbourhoods provided me with a profound understanding of the social structure
and texture of the Jewish community. I obtained access to observations such as synagogue
services as well as social gatherings (e.g. Methods Sabbath dinners and seminars) through gatekeepers
such as rabbis and individuals met during observations and interviews.4 During my observa-
tional fieldwork, my reason for attendance was either communicated when being introduced to
participants, or I communicated my researcher status in social interactions with participants
such as by talking with them about my study as well as the reasons for my attendance. Methods I expected to observe differences between younger and
older Jews with respect to experiences of traumatization in response to transmitted trauma
memory, given that the Holocaust may be a more distant memory for younger Jews. Such
differences could not be observed. The interview sample has an approximately equal spread of gender (56 % male, 44 %
female) and different levels of engagement with Judaism. Engagement with Judaism is
measured in terms of the interviewees’ level of ethno-religious practice (e.g. observance of
the major holy days and dietary restrictions) and their involvement with the community,
including the culture. Regarding the former, I looked at the respondents’ involvement with
other Jewish people (e.g. friends and acquaintances) and in community institutions. In
consideration of the latter, I looked at their engagement in BJewish activities,^ such as reading
about Jewish related issues or books by Jewish authors. The overall project was primarily
interested in finding out how Jewish identity is sustained and perpetuated. Thus, while the
study also included unaffiliated Jews who would not mention that they were Jewish unless
they were asked and were completely removed from the Jewish community, religion and
culture, its focus was on Jews who maintain an affiliation to Judaism. The sample does not
reflect a wide demographic spread in terms of social class. The majority of the respondents Qual Sociol identified themselves as middle class (84 %). The statistic of middle-class respondents does,
however, resonate with the results of the 2011 Census, suggesting that a majority of Jews in
Britain are middle class (Graham et al. 2007). Most of the interviewees were from London, as
over half of Britain’s enumerated Jews (171,960 of 269,568) live in the London region
(Graham et al. 2012; Graham 2013). All interviewees gave informed consent. For reasons of
confidentiality, the interviewees are identifiable by pseudonyms, which I selected on an
arbitrary basis. Still, if respondents had Jewish names, I allocated them different but equally
Jewish names. The article will also mention their age bracket, status of affiliation, and
Holocaust association where applicable. Holocaust association where applicable. I also conducted 16 expert interviews with employees, researchers and representatives of
Jewish institutions as well as with academics active in Jewish-related fields of study. They
were also allocated pseudonyms at random. Remembered Traumas Participants often remembered traumas in which their family members died due to or survived
anti-Semitism. The remembered traumas varied from discrimination and hostility against Jews
to attacks and organized persecution throughout history. Over half of my interview sample
mentioned close or distant family members enduring anti-Semitism in the past. These remem-
bered traumas were mainly more recent ones, such as the Eastern European Pogroms, the Qual Sociol Holocaust, and the persecution of Jews in Argentina and Iraq. For example, Modern Orthodox
Evan, in his 40s, whose parents fled from Baghdad, noted, ‘‘I have grown up in a Baghdadi
family…you are conscious of the fact that there have been terrible times for Jews in Iraq.’’ A
few respondents also remembered earlier family traumas, such as the persecution of relatives in
Portugal and Spain. For example, when unaffiliated Brianne, who was in her 50s, defined her
identity, she argued: It is about having some built-in understanding where Jews have come from, what’s
happening to the Jewish populations over the centuries and identifying with that…
knowing that one branch of my family were expelled from Spain in the fifteenth century
for being Jewish. I have quite a lot of Sephardies in my family so I know that that part of
my family suffered persecution as far as that. In narratives about their lives, however, such interviewees referred not only to the trauma
experiences of their own family members but also to the trauma of the group as a whole. For
instance, the unaffiliated Erica, who was in the same age bracket as Brianne, and whose
parents survived the Holocaust and became refugees in England, felt Jewish because of her
family’s history of persecution. Still, she referred to the impact the Holocaust trauma had on
her in general terms: You’ll find that’s quite a common trait in the next generation of people who have
suffered trauma that they become anxious…There’s a part of me that separates me from
others that is the Jewish part of me that defines very much my reaction to situations…I
suppose in any political situation, there’s always in the back of your mind, what is the
Jewish angle to it. How does it affect being Jewish? It has been quite horrible with all the
stuff going on in the Middle East. You do feel quite sort of anxious. Remembered Traumas The Reform interviewee Richard, who was in his 20s, mentioned anti-Semitism in associ-
ation with his anxiety about his physical safety in Britain and argued that it reminded him of
the history of anti-Semitism, noting the Holocaust, the Eastern European Pogroms as well as
the following memory of his family trauma: BMy family had to leave Limerick in Ireland due
to a pogrom in the early twentieth century, which was a religious-based pogrom, based on a
local Catholic priest.^ Interviewees also remembered traumas even if their family did not directly experience them
and most importantly they could also remember them as their own trauma. The young
unaffiliated Jim, who lived removed from the Jewish community and did not have any family
involved in Holocaust, stated: BThey [the Nazis] killed us.^ Modern Orthodox Ophra, who
was in her 30s and whose in-laws went through the Holocaust and lost everything they owned,
offered another example: BI am Jewish. The history of Jewish persecution is my history…The
Nazis have tried to kill us. This is part of me.^ As the examples demonstrate many participants
used subjective and personal pronouns such as I, us and we when talking about their group’s
traumatic experiences, already indicating the vicariousness of the trauma for them. Interestingly, there was a subtle difference in trauma memory between secular and engaged
affiliated participants. Secular Jews focused more exclusively on the memory of the Holocaust,
whereas engaged affiliated participants tended to remember the Holocaust in association with
earlier traumas, such as the enslavement in Egypt and their exodus over a hundred years later,
the destruction of the First and Second Temple, the rededication of the holy Temple in
Jerusalem at the time of the Maccabean Revolt of the second century BC, or the trauma of
being nearly annihilated in the ancient Persian Empire. My findings suggest that engaged Qual Sociol affiliated members’ longer trauma memory can be related to their observation of holy days
associated with those earlier traumas in the home, synagogues and Jewish (Sunday) schools. The enslavement in Egypt and the subsequent exodus of Jews is commemorated at Pesach, the
first and second destruction of the Temple is remembered on the 9th of Av, the rededication of
the Holy Temple in Jerusalem is commemorated in the festival of Chanukah, and the trauma of
nearly being annihilated in the ancient Persian Empire is commemorated at Purim. Remembered Traumas In contrast,
remembrance of the Holocaust among all types of participants is not unexpected considering
the focus placed on the Holocaust in Jewish and non-Jewish education as well as mainstream
culture such as movies, documentaries and exhibitions about the Holocaust. For instance, Jim,
quoted above, who went to a non-Jewish school, said: BI did my A-level coursework on the
persecution of Jews in the past 2000 years. Every country that I go to on our holiday, my mum
used to take me to the Holocaust museum there, every single one. So I have been in Paris,
Washington, New York, Rome, all over.^ The communication of past trauma can inform the
personalization of the trauma memory in terms of creating awareness that one could have also
suffered the trauma because of one’s group membership, assisting in creating a vicariously felt
trauma experience as the following sections demonstrate. Vicarious Traumatization It makes me more cautious on the streets…I have an absolute terror of being hurt…it
separates me from the non-Jewish world and strengthens and connects me more with the
J
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f This quote highlights how the mechanisms in response to this type of trauma memory can
interrelate and the importance of group membership in experiencing vicarious traumatization
and thus vicarious group trauma. Even the very unaffiliated Alonso, in his 50s, who grew up in Argentina and had family
members suffering anti-Semitism there, claimed that his group shares an inherent trauma anxiety,
which he argued is related to him being connected with other Jews in the past and present. There is a sense of national anxiety in Jews…If someone would say something very bad
about Israel; I would react in a different manner than you are going to react, because
obviously you feel immediately what is actually touched is something that…is more in
the limbic system. That is where the emotions are located and associated with a much
more primitive way of being. A comment like that is going to touch the trauma that has
gone on for 2000 years, so I cannot react like you…The trauma is actually connected to
a historical part of being part of a group. So, for instance, let’s say that Hitler would have
actually won. I’m telling you today that I wouldn’t be here talking to you so it can
actually not be traumatic for me, but that’s also why it is. This quote also illustrates that anxiety can be associated with other asserted mechanisms, in
this case the perceived threat of a future trauma. The fact that this particular unaffiliated
interviewee related his trauma anxiety to the continuous persecution of Jews over the years
makes him an exception to a strong pattern; most secular Jews in my ethnographic sample
related their anxiety to the Holocaust alone. This can be associated with the fact that secular
members do not tend to follow any or many ethno-religious rituals related to the commem-
oration of earlier traumas, but are exposed to diverse information about the Holocaust in their
daily lives, e.g. through family, the media or schools. 5 There was an arson attempt on the Brondesbury Synagogue in Willesden, North-West London on the fourth of
January 2009 in response to Israel’s operation on December 27 2008. Assailants attempted to set fire to its
entrance door. The interviewee may have recalled the arson attempt as a firebomb attack as the Jewish
Chronicle’s headline about the event was Bbid to firebomb synagogue as protests grow^ (Silver 2009). Vicarious Traumatization The mechanisms elicited in response to trauma memory will be analysed indepen-
dently of whether participants have family members that survived or were killed in
Jewish traumas. This is because, as the last section has illustrated, interviewees who
had family members involved in traumas did not only refer to the trauma of their
family in narratives about their lives, but also the traumas of the whole group. Moreover, I did not find a significant difference in the mechanisms elicited by
vicarious group trauma between the participants with family histories of Jewish
trauma and those without them. To illustrate the lack of disparity between these two
samples, the article will provide details of whether the quoted respondents had close
family members that survived or were killed in the Holocaust where applicable. Firstly, remembered traumas, especially more recent ones like the Holocaust and the
Eastern European pogroms, elicited in many participants a feeling of anxiety; they felt anxious
about having to undergo another trauma in the future because of their Jewishness. This trauma
anxiety, in turn, informed their identification with the group. Anxiety is defined in this study as
a deep-seated emotional state of discomfort and apprehension about future uncertainties. For the Modern Orthodox interviewee Johanna, who was in her 20s and did not have close
family who died in or survived the Holocaust, the Holocaust in conjunction with earlier
traumas evoked anxiety, which informed her sense of group belonging and accordingly
identity: I can’t really disassociate the Holocaust from my images of anti-Semitism throughout
Jewish history…it’s been up and down. Sometimes we’ve been absolutely great like
now in Britain. Jews are at a height of doing fine, and then we’ll be the lowest of low,
and there will be crusades or a pogrom or something…Anyone who is Jewish can be a
victim of anti-Semitism. So it makes me feel bonded with them [Jews] in that way. This interviewee’s trauma anxiety was also connected with hypervigilance through the
perceived threat of anti-Semitism: Qual Sociol It makes me more cautious on the streets…I have an absolute terror of being hurt…it
separates me from the non-Jewish world and strengthens and connects me more with the
Jewish people. It also pushes me more towards Jewish people and away from non-
Jewish people. It makes me more suspicious and more distrustful. Vicarious Traumatization Whereas some participants, such as those quoted above, expressed anxiety in relation to
vicarious group trauma very overtly, others expressed their anxiety more subtly in narratives
about anti-Semitism or Israel. For instance, when I asked the community-engaged Modern
Orthodox Steve whether it is still important to fight against anti-Semitism, he answered: ‘‘It’s
imperative…because it’s based on forethoughts [of another trauma].’’ Similarly, Rudolph, in
his 60s, who, unlike Steve, had close relatives going through the Holocaust, said when talking
about anti-Semitism in Britain: You can never discount that [meaning another trauma happening to Jews]. One should
never discount that. There have been problems for Jews in the last few years in
England…Bad things do happen to Jews in England. Synagogues are being
firebombed.5 People are being attacked in the street…Will it ever go back to twelfth
century York? Qual Sociol Interestingly, a majority of respondents, mainly those who were affiliated, expressed their
trauma anxiety in view of possible safety options: namely having Israel as their Bsafe haven^
(Zachariah, Modern Orthodox, 20s) or Binsurance policy^ (Hugh, Modern Orthodox, 50s); a
place that would provide Jews with security in the event of another trauma. Even the mid-
twenties Modern Orthodox Jonah, who did not have any direct Holocaust link and who was
less involved in the community, felt comforted by the existence of Israel: I feel more secure with the fact that I have this insurance policy of Israel…Every Jew
can go to Israel, no questions will be asked. They get citizenship immediately.6 They
allowed in a million Russians in 1991 and these Russian Jews were very
privileged...When people try to get rid of it, it makes me very uncomfortable. It makes
me think actually when there were problems in Ethiopia or Yemen...they [Israelis]
actually airlifted them in…The Israeli air force went in and got them out…I like having
Israel for that reason. This particular finding should be read in light of the historical context in which political
Zionism used the Holocaust and Jews’ existing trauma anxiety as a justification for the
foundation of Israel (Novick 1999) and more importantly that there is support from Jewish
institutions for the State of Israel. Although synagogues of the Progressive movement may not
be as supportive of Israel as the Modern Orthodox movement and its leading institution, the
United Synagogue, most synagogues will still be generally pro-Israel. For instance, the United
Synagogue, to which most of the affiliated members in Britain belong (Graham and Vulkan
2010), Bstrongly believe[s] in the centrality of Israel in Jewish life^ (JLC 2016). Secondly, trauma can sensitize people to perceive potential dangers in situations or things in
their environment. Accordingly, I found that many participants perceived threats from gentiles
or non-Jewish entities based on the traumas their group had to endure in the past. Some
participants perceived danger in the form of prospective actions from states such as Iran or
terrorist groups such as Hamas. They drew on evidence from previous Jewish traumas to
validate their perceptions, suggesting that threat perceptions are fuelled by vicariously expe-
rienced group traumas. 6 The Law of Return is legislation enacted by the Israeli government in 1950 and amended in 1970 in response to
Jewish persecution over the centuries, particularly the Holocaust. It gives all persons of Jewish ancestry (e.g. even
grandchildren of Jews) and their spouses the right to move to Israel and get Israeli citizenship (Richmond 1993). For example, the young Modern Orthodox community-involved Alon,
without close relatives experiencing the Holocaust, opined: I get worried about what’s happening in Iran...There’s going to be another threat to
Jewish people and it is how Iran promises to wipe out Israel off the map…It probably
just means that I am paranoid…X-million Jews would be killed for no reason like in the
Holocaust...being Jewish and having that knowledge of history and knowledge of
persecution…it does add an extra dimension of worries in the equation. The quote illustrates the importance of a personal association with the group in feeling
perceptions of threats in the present because of trauma to Jews in the past. Several participants perceived anti-Semitism due to Israel’s domestic policy with regards to
the occupied territories as threatening because it reminded them of traumas experienced by
their group in the past. In particular affiliated participants’ expressed worries about a perceived
increase in anti-Semitism following the airstrikes and ground invasion in Gaza in December
2008. This threat perception was often expressed very subtly in responses to the interview Qual Sociol question about whether it is important to fight against anti-Semitism. For example, the community
engaged Reform interviewee Robin, in his 30s, who did not mention family relations involved in
Jewish traumas, first distanced himself from the notion that it was still important to fight against
anti-Semitism by asserting that he does not think the Holocaust could happen again: BI am not
worried that I will be physically in danger in this country.^ However, later in the interview when
he talked about the recent Gaza conflict, it suddenly appeared that Robin did have a threat
perception, a threat that was for him connected to the Holocaust and to even more recent attacks
on Jews, such as the attack on a Chabad centre in Mumbai in November 2008:7 It [anti-Semitism] doesn’t make me feel massively insecure as a Jew in Britain. It doesn’t
feel it’s at that stage Byet.^ Only very, very recently have I become more personally
worried because I think during the Gaza conflict some of the rhetoric became quite
scary. 7 The Rabbi Gavriel and Rivkah Holtzberg, the directors of Chabad-Lubavitch of Mumbai, were killed during the
terrorist attack by Islamist terrorists on their centre in Mumbai on November 26 2008.
8 The CST is the Community Security trust. It is a charitable organization funded by the Jewish community to
provide representation and advice for the community on matters of security and anti-Semitism; e.g. provision of a
yearly anti-Semitic discourse and incidents reports. Its aim is to protect it from “bigotry, anti-Semitism and
terrorism” (CST 2011). This organization provides physical security, training and advice for the protection of
British Jews.
9 Crime statistics show that physical and verbal attacks against Jews are relatively rare in Britain (CST 2010).
From 2003 to 2013, there has been an average of 2 extreme cases of violence involving serious physical harm or
a threat to life, 90 assaults, 66 damage and desecration incidents, 37 threats, 367 incidents of abusive behaviors
against Jews and 24 anti-Semitic cases found in literature (CST 2014). Comparing the average number of anti-
Semitic incidents from 2003 to 2013—586 incidents (CST 2014)—to the number of Jews by religion living in
Great Britain—269,568 according to the 2011 Census (Graham 2013)—results in the statistic that 1 in 460
members experiences anti-Semitism in this country. The discrepancy between the relatively low number of anti-
Semitic incidents and the prevalence of a threat perception among participants suggests that talking about and
looking out for threats can reinforce a threat perception. 9 Crime statistics show that physical and verbal attacks against Jews are relatively rare in Britain (CST 2010).
From 2003 to 2013, there has been an average of 2 extreme cases of violence involving serious physical harm or
a threat to life, 90 assaults, 66 damage and desecration incidents, 37 threats, 367 incidents of abusive behaviors
against Jews and 24 anti-Semitic cases found in literature (CST 2014). Comparing the average number of anti-
Semitic incidents from 2003 to 2013—586 incidents (CST 2014)—to the number of Jews by religion living in
Great Britain—269,568 according to the 2011 Census (Graham 2013)—results in the statistic that 1 in 460
members experiences anti-Semitism in this country. The discrepancy between the relatively low number of anti-
Semitic incidents and the prevalence of a threat perception among participants suggests that talking about and
looking out for threats can reinforce a threat perception. I do occasionally worry about security in Jewish buildings…At some point there
probably will be a terrorist attack on a Jewish target in Britain…It will happen…In
Mumbai, they attacked the Lubavitch home…We are not anywhere near that [the
Holocaust]…I worry what’s gonna happen in Israel and how that’s gonna impact on
Jews…I do support the CST financially.8 Robin’s attempt to distance himself from a perception of threat in association with the
vicarious group trauma indicates that he consciously understands that such a mechanism can
be elicited in response to this memory.9 His apparent inability to prevent himself from
experiencing it points to the power of this personalized trauma memory. Moreover, in several conversations perceived threat of another trauma for Jews was
expressed in a very offhand manner. After a Sabbath lunch in the beginning of 2009, a
Modern Orthodox male in his early twenties talked about wanting to make Aliyah (i.e. move
to Israel). He spoke mainly about the positive aspects of living in Israel, but, surprisingly, while
getting ready to leave, he added: BIt’s getting dangerous here. Anti-Semitic attacks are
increasing in Britain and all around the world. Look at France, all the Jews are leaving…
They move to Israel.^ Without vicarious group trauma it would be unlikely for such a strong
statement to be asserted. Considering that the Gaza conflict had erupted not long before and
that members in the community talked about the increase in anti-Semitism due to Israel’s
military actions, this particular threat response is understandable. When talking about previous traumas, some interviewees such as the young Modern
Orthodox interview Josie, who did not have any direct Holocaust family connections, made 7 The Rabbi Gavriel and Rivkah Holtzberg, the directors of Chabad-Lubavitch of Mumbai, were killed during
terrorist attack by Islamist terrorists on their centre in Mumbai on November 26 2008. 7 The Rabbi Gavriel and Rivkah Holtzberg, the directors of Chabad-Lubavitch of Mumbai, were killed during the
terrorist attack by Islamist terrorists on their centre in Mumbai on November 26 2008.
8 The CST is the Community Security trust. It is a charitable organization funded by the Jewish community to
provide representation and advice for the community on matters of security and anti-Semitism; e.g. provision of a
yearly anti-Semitic discourse and incidents reports. Its aim is to protect it from “bigotry, anti-Semitism and
terrorism” (CST 2011). This organization provides physical security, training and advice for the protection of
British Jews.
9 Qual Sociol a link to talk about current threats to Jews, which demonstrates the association between the two
even more clearly: We have that [the Holocaust] in common. Innately you feel threatened, we know the
history of the Jewish people and it’s hard for the Jewish people; they’ve always had
problems…In every generation it happens, we have had Hitler and the Nazis, now we
think there’s a growing threat whether it’s the BNP [British National Party] or Islamic
Extremism coming out publically saying they will kill the Jews, for example. There’s
this feeling there and you can’t really ignore it. It also came to my attention that members often look out for signs of threat to their group—
such as negative news about Israel or anti-Semitism—in the mainstream newspapers or in
online media. For instance, the Liberal Anthony, in his 60s, whose family has been in the
country for centuries, and subsequently would not be expected to have a threat perception,
expressed his perception in this way: BIf you are Jewish, you look out for what they write
about Jews. If they write something bad about Israel, you just see it. Such news stands out to
you. It wouldn’t stand out to you [non-Jews].^ Anthony felt that Jews were, as he called it,
Bhardwired^ to notice such reports or comments because of their personal and, hence,
emotional association with the trauma memory. Some participants also noted that this threat perception also made them sensitive to the way
gentiles talk about Jews or topics relating to them in their presence. Accordingly, a perception
of threat can be expressed in sensitivity to possible threats and, as shown below, can also shade
into hypervigilance. For instance, the unaffiliated Eric, in his 60s, who grew up with his
mother and two aunts, who all survived concentration camps, noted: BYou just hear when
people talk about Israel or Jews. It’s like you’re always on guard. You always want to know
whether people are anti-Semitic; whether there’s a threat for us. It’s in us. History has taught us
to be on the lookout.^ Negatively perceived comments about the group or Jewish issues, told by gentiles or
written in the broadsheet press, as well as online, were often interpreted by participants as a
sign of anti-Semitic sentiments or an increase of it amongst non-Jews as well as an indicator of
threat to Jews. For example Adena, a Modern Orthodox in her 20s, said: Even though I was lucky enough not to have had my family—like my close
family—directly affected by the Holocaust, I think that you can never lose sight of the
fact that I think you’re living in a country at the mercy of that country….I live in a very
benevolent country; I’m very lucky. Could that change in the future? Yes…Jews in
Germany were very comfortable before the War, there was no one more German than the
Jews, completely integrated into society, and I don’t know if we’ll ever lose sight of the
feeling that times could change, and that we can’t depend on it. Later in her interview, she gave an example of how the perception of threat in response to
her vicariously felt trauma experience can manifest: Jews are very conscious of anything negative or high profile about anybody who is
Jewish. For example, Bernard Madoff…Immediately non-Jews will think Bhe’s Jewish^
[derogatory tone] and immediately all the stereotypes will come up: Jew, wealthy, fraud,
thief, criminal, all Jews are rich and are thieves…With the current economic climate,
people need to have a scapegoat and the fear is that Jews will become the scapegoat
again because of people like that. Qual Sociol Thirdly, the perception of threat can even take the form of hypervigilance, a state of
constant alertness. It can be expressed in hyperawareness and hypersensitivity to threat
indicators. Threat indicators are cues that are perceived as being negatively related to one’s
group; through them threat beliefs can be continually reinforced. Some participants directly
referred to their own or others’ hypervigilance as paranoia or over- or hyper-sensitivity such as
the middle-aged Masorti interviewee Johnda: BYou are suspicious [because of the Holocaust];
a constant fear that they [non-Jews] don’t like you…It’s the identity of Jews. I cannot believe
that there are Jews who don’t feel this particular hypersensitivity.^ Adah, a Modern Orthodox woman in her 20s, who did not have immediate relations who
died in or survived the Holocaust, gave a poignant example of such hypervigilance: We are all victims of anti-Semitism [ironically said]…Anti-Semitism won’t go away and
it might be disguised by anti-Zionism or anti-this or anti-that…I think like for me the
Holocaust is not prevalent, it doesn’t cut in my Jewish identity, but for a lot of people it
is…A friend of mine got a ticket and he said that the officer was, for sure, anti-Semitic. And I was like BNo, you were driving at 50 miles an hour in a 30 zone. What do you
expect?^ He was like BNo, no, he was anti-Semitic; he could have let me off.^ It’s
victimization. People think that everything that happens to them is because they are
Jewish such as BI didn’t get the job because they thought I was a Jew^…Everyone who
is rude to them is so because they are Jewish. Another example of hypersensitivity surfaced one Sabbath afternoon in a group conversa-
tion about anti-Semitism over the centuries. A Modern Orthodox in his mid-twenties recounted
a story about how his hypervigilance due to vicariously experienced anti-Semitism manifested
itself in his life. He had just started a new job as an investment banker in the city. Because he
wore a kippah (a skullcap) and had requested to have certain working days off for major holy
days, he was recognizably Jewish. He felt that he had to work extra hard and be better than
others in order to prevent negative attitudes towards him from surfacing. His anticipation of
anti-Semitism was informed by the history of discrimination against Jews. Right from the start
of his new employment, he felt that one colleague in particular was anti-Semitic. He started, as
he called it, Ban anti-Semitism tally,^ noting down every instance in which he perceived that
the colleague was racist towards him. After having gathered enough evidence, he decided to
talk to other colleagues about this employee’s behaviour towards him. Institutional Focus on Threat There is an institutional focus on threats to Jews that can assist in the construction of
a sense of anxiety, threat perceptions and, by extension, hypervigilance for those
exposed to it – that is, mainly community-involved Jews and particularly, affiliated
community-involved Jews. Community-involved affiliated Jews are generally more
engaged in Jewish religious and non-religious structures and thus more exposed to
narratives about past and present threats to Jews, which, in turn, can explain why
vicarious traumatization symptoms are more prominent and intense among them than
they are among less engaged affiliated and unaffiliated Jews. Through observational research I found that both non-religious and religious Jewish
organizations, such as schools, which affiliated, but also community-involved unaffiliated
Jews tend to attend (Graham et al. 2014; Rocker 2014), place an emphasis on communicating
past and present threats to their members. This cannot only make the trauma more immediate
for them but can also inform the construction of traumatization symptoms and accordingly
vicarious group trauma. For instance, unaffiliated Claire, who was in her 20s without any close
family experiencing the Holocaust, noted in terms of schools: It [meaning Jewish trauma] started with like the blood libels, Pogroms in Eastern Europe
and in a way like we are taught [in Jewish educational institutions] as if it’s always led
up to the Holocaust…They [teachers] tell you Jewish persecution will never end and that
others are always out to get you. Claire, who grew up in a middle-of-the-road Orthodox home, did not identify with this
siege mentality and related her lack of vicarious trauma symptoms to the fact that she had
religiously and physically distanced herself from the community since going to university and
living away from home. Both types of organizations arrange many events to inform members about threats
to them. This includes events about anti-Semitism in the present that often connect it
to anti-Semitism in the past; for example events about anti-Semitism in regard to
Israel, which has been coined as the new anti-Semitism (Klug 2003). There are
various lectures, seminars, workshops and movie screenings that focus on threats to
the group at places such as synagogues, university Jewish societies, Chabad society
centers and other cultural and political group meetings. Holocaust survivors and now
also their children give talks within the community about the experience. One reason
often given for doing so is to raise awareness that another trauma like the Holocaust
could be prevented. He realized that his
perception was, as he labelled it Bparanoia,^ when he found out that this person was equally
rude to others and thus Bjust a bad person.^ The unaffiliated Avery, 50s, who was not, at the moment of the interview, involved in the
community and did not have a direct Holocaust link, but had a strong community background,
referred to the inescapability of his Jewishness due to the Holocaust memory when explaining
his sense of anxiety and hypervigilance: I’m full of Jewish blood. You are born into a club. It’s not a club that you can leave even
if you choose to because the blood is in you…with Jews there’s this warmth, which isn’t
with British people…There’s always that fear that…they might turn against you because
you are Jewish. We are brought up in our childhood to expect it…There might be a point
to persecute me in the future…As long as there are Jews there will be anti-Semitism. It
[being Jewish] is something that you feel could be used against you…Images that come
up: Germany in the 1930s, organized anti-Semitism. It’s about never having to drop your
guard by believing that these people would never use this tool against you. Qual Sociol The quote illustrates, that even for secular members, threat perception can morph into the
more intensified form of hypervigilance. Still, as this section has demonstrated, traumatization
symptoms were more prominent and intense among community-involved Jews, especially
among engaged affiliated participants. Institutional Focus on Threat The academic Dr. Goldstein contributed to this observation: BI
was actually discussing a possible program of talks at one of the large United
Synagogue Communities and I found it fascinating that they said they can only
guarantee a good turnout when there’s a discussion on anti-Semitism.^ This quote,
furthermore, indicates that institutions place importance on perpetuating traumatization Qual Sociol symptoms. The fact that there is an audience that wants to hear about threats suggests
their success in this regard. symptoms. The fact that there is an audience that wants to hear about threats suggests
their success in this regard. Synagogues, like schools, were found to be key places where threats are accentuated. Such
institutions provide regular interaction platforms where members meet and in this way are
particularly effective in supporting the construction of traumatization symptoms among its
members. In the synagogues in which I did observations, the rabbis not only focused on the
observation of past threats to Jews, such as through the marking of holy days associated with
those earlier traumas, but also on possible present threats to the group in their communication
with synagogue members. At the time of the European Parliament elections, for instance, a
Modern Orthodox rabbi urged his congregation during the Sabbath morning service to vote so
that the BNP would not get any seats, to prevent another trauma like the Holocaust. Such
statements can reinforce the importance of the trauma and simultaneously strengthen percep-
tions of threat among Jews, as illustrated in the following comment by Adah, who was
involved, amongst other Jewish institutions, in this synagogue community, about a week after
hearing the rabbi’s speech: BLook at the European Elections now, the BNP have got a strong
chance of getting seats…and that’s worrying. It is worrying because that’s like how Hitler
came into power. It’s happening before our very eyes.^ Adah was quoted earlier as saying that the Holocaust does not have an impact on her, but
here we see that this memory elicits a threat perception in her. As with Robin, this demon-
strates that although there can be a cognitive understanding of the mechanisms that can be
elicited in response to the transmitted trauma, this does not necessarily inoculate people from
experiencing them, particularly if they engage with community institutions. Such evidence
also suggests that the impact of vicarious group trauma is strong enough to bypass a person’s
rational thinking. Institutional Focus on Threat The fact that the
CST is a charitable organization, funded primarily by Jews themselves, implies not only that
there is a considerable level of perceived threat within the community in Britain, but also that
this community assists in perpetuating this institutional focus on threat. The CST particularly focuses on threat prevention by offering security advice and training
for Jewish schools, synagogues and other communal institutions, and to Jewish individuals
such as pupils and university students. Some of the participants mentioned that they did not feel
comfortable wearing Jewish symbols outside of the community because they did not want to
fuel anti-Jewish sentiments and be a target of anti-Semitism. The following example shows how
such threat perceptions can be reinforced among members by an institutional focus on threat: I didn’t feel secure wearing T-shirts with Israeli writing on them [at my university]. I felt
like people would make offensive comments. The CST advised us against it or tried to
facilitate us to do it. The CST always tries to allow the community to operate as much as
possible as it wants to do. So rather than saying BDon’t wear that T-shirt,^ they say
BWear that T-shirt and we’ll make sure that someone is here so that you can.^ (Aron,
community-involved unaffiliated, 20s) The CST also advises Jewish institutions on appropriate security measures to prevent anti-
Semitic incidents, such as using CCTV cameras, security alarms, and most importantly,
security personnel on their premises. For instance, after the Gaza invasion in 2008, the CST
advised Jewish institutions to increase their security measures. The impact this had on
members can be seen in that the Modern Orthodox community-involved Dr. Goldstein –
who argued that Bthe Holocaust is not just a shadow^ and that it Bmakes Jews want to battle
against anti-Semitism^ – subsequently agreed with the increase of security in her daughter’s
Jewish primary school as a response to the Gaza incursion: They have employed an extra security guard. They have already got two full-time
security guards and they have changed the closing time of the school. It used to be that
the younger children would finish at three thirty and the older children at four. Institutional Focus on Threat The interview with Adah was conducted in a Jewish café. While I was talking to her, a
Board of Deputies of British Jews delegate came to our table to encourage us to vote in the
upcoming election. The conversation between my interviewee and the delegate turned to how
thankful she was for his efforts so that the BNP would not win any seats. This caught the
attention of a male Jewish immigrant from Israel in his mid-thirties sitting next to us. He
interrupted them saying: BNo one is here for us.^ Adah started a conversation with him in
Hebrew and then turned to me to argue: BSee that’s the general Jewish attitude. He says, ‘They
are all as bad as each other, they all want to kill us, what do I care? So if I vote Labour,
Conservative or BNP, they all want to kill us, so what difference does it make?’^ Adah then
said to me: BVictim mentality. Perfect example. They believe no matter who gets into the
European parliament; they all want to kill us.^ This conversation illustrates how easy it is to be
confronted with an institutional traumatization mediator—as in the form of this delegate—
when in a Jewish area. The described situation shows that institutional agents can assist in the
construction and reinforcement of members’ sense of perceived threat and, by extension,
hypervigilance. This would be unlikely to occur, however, without a sense of group affiliation. Moreover, it highlights that non-religious institutions also focus on possible threats posed to
the group. Regarding the focus on threat by non-religious institutions, the Jewish community in
Britain even has its own security organization called the Community Security trust (CST). CST represents and advises the community on matters of security for Jews. CST also monitors
hate crimes against members and possible terrorist threats (e.g. CST 2004). According to the
CST representative I interviewed, Mr. Finkelstein, it is even important to monitor threats posed
to the group in other countries, as those threats could spill over into Britain. The Holocaust was Qual Sociol referenced as an example of how threat can spread. This illustrates how vicarious group trauma
can even affect organizations’ outlooks, in this case making it an institutional goal to inform
the community about threats and to safeguard it through prevention work. Institutional Focus on Threat Because
that meant that the school gates were opened until ten past four, so for a whole forty
minutes, which was seen to be too big a security threat, they have now changed it, half
that gap and made the infants finish not until ten to four so that the school gates would
only be opened for twenty minutes, which I find to be an unbelievably radical move. One assumes that this is because of a real perceived threat because that requires an awful
lot of commitment from parents and teachers to implement. The fact that the school and parents complied with the security advice and implemented
additional security measures illustrates the community’s heightened level of perceived threat
and, by extension, acute sensitivity to threat indicators, as well as institutions’ power to
accentuate such threat—a power that can be justified because of the Holocaust. The strong influence of the CST’s focus on threat monitoring on Jews’ sense of threat
perception is further illustrated in the following quote by Alon, who helps to secure the
premise of his local synagogue during services: People are being trained by the CST. They are having emergency buzzers that alarm the
police…People get nervous when people drive past [the synagogue] slowly and take Qual Sociol photos…so you have to be aware and have heightened security measures. I think there is
a serious, serious threat. photos…so you have to be aware and have heightened security measures. I think there is
a serious, serious threat. In regard to the impact of security advice by institutions such as the CST, the young
Modern Orthodox – involved Saul, who shortly after the interview became quite detached
from the religious community and moved abroad to experience a liberal non-Jewish life, gave
a critical account: If you listen to the CSTyou’d probably get quite worried, and you’d be worried when you
walk out on the street, although they’re trying to get people to feel safer about things…I
don’t like what it does to you as a person. If you think that people are out there to get you,
it makes you a really nervous wreck, and it just makes you not feel part of society. This suggests that while security measures (e.g. Institutional Focus on Threat CST patrols on holy days in Jewish
neighborhoods) function mainly as deterrents against low-level, less organized attacks against
the community and provide an image of safety, their existence can also reinforce the perception
of being under constant threat and thus hypersensitivity as well as fuel anxiety. Furthermore, my observational evidence suggests that Jewish news organizations focus on
threats to Jews as they frequently report about anti-Semitism in the past and present. This was
also picked up by some of the participants, mainly secular members who have grown up in the
community by living in Jewish neighborhoods and attending Jewish schools and/or syna-
gogues. These participants argued that such intense focus on threats to members by the Jewish
media can assist in bringing the trauma of the past into the present and accordingly can
reinforce members’ existing anxiety, threat perceptions and hypervigilance: When I read the Jewish Chronicle, there are always tales about anti-Semitism, there is
always something about anti-Semitism so one is reminded of these things and you don’t
need the Holocaust [said ironically]. (Ruben, Modern Orthodox, 60s) If you read the Jewish Chronicle on a daily basis you start thinking another Holocaust is
about to happen. (Josephine, Masorti, 40s) To sum up, the findings indicate a focus in the Jewish community and particularly by its
institutions, on threats to the group, which stands in association with vicarious group trauma. This focus on threat can assist in the construction and reinforcement of anxiety, threat
perceptions and, by extension, hypervigilance. It can accentuate the trauma memory by making
the trauma more immediate for members. Considering that most of the less community-
engaged Jews were not exposed to constant and multiple traumatization mediators because of
their physical and social distance from the community, it can be inferred that the traumatization
mediators provided by community institutions have a strong impact only on engaged Jews,
particularly on affiliated involved Jews. This can explain why vicarious traumatization symp-
toms were found to be less prominent and intense among less community-involved Jews. Conclusion This article has developed a sociological theory of vicarious group trauma. The theory purports
that people can feel a threatening event and abuse that were inflicted on members of their
social group as if this had happened to them. Individuals identify with the traumatic incident or
abuse personally as members of their group so that it can be an emotional experience for them. Qual Sociol Through a personal association with the trauma as members of the group, a historical fact of
group trauma can become an emotional trauma experience for them strong enough to bypass
rationality and elicit strong emotions and perceptions, i.e. vicarious traumatization. We speak
of vicarious group trauma when many members of a collectivity can be attested to have or they
themselves feel as if they have a visceral identification with their group’s trauma; reflected in
signs and signals of traumatization. In this way, vicarious group trauma can inform members’
sense of belonging to the group and, therefore, their identity. Using the method of ethnography, this article applied the theory by exploring how transmitted
group traumas manifest themselves in the everyday experiences of Jews in Britain and, in this way,
impacts their identification with the group. To do so, the article showed first which traumas Jews
remembered and concluded that group traumas are remembered selectively, termed ‘‘chosen
trauma’’ by Volkan (2001). Secular participants tended to remember only the Holocaust, which
was proposed to be related not only to the communication of the event through personal family
stories but also more generally through mainstream culture and education. For example, the
Holocaust Education Trust reports that Holocaust education is generally part of the national
curriculum in British schools even though it is not a formal requirement in Wales, Northern
Ireland, Scotland or in independent schools in England (HET 2011). There are also many exhibitions
(e.g. the Holocaust exhibition at the Imperial War Museum), renowned plays, blockbuster movies,
and award-winning documentaries about the Holocaust. Devout affiliated members had a propensity
to also remember earlier Jewish traumas, such as the enslavement in Egypt and their exodus over a
hundred years later. I suggested that this was related to the observation of holy days associated with
those traumas in synagogues, Jewish schools and homes in addition to personal family stories. For
instance, the enslavement in Egypt and the subsequent exodus of Jews is commemorated at
Passover. Conclusion At the Passover Seder, a ritualistic dinner, participants are required to view themselves
as if they came out of Egypt. Passages like the following ones are read aloud: BWe were slaves to
Pharaoh in Egypt, but the Lord our God brought us out^ (Deuteronomy: 6–21), and, BYou shall tell
your son on that day, it is because of what God did for me when I went forth from Egypt^ (Zerubavel
1996: 290, Exodus 13:8). In this way, the article showed that there are not only Jewish institutions
including the family but also non-Jewish ones that assist in the transmission of trauma memory and
highlight members’ difference from gentiles, which in turn can inform identification with the group. g
g
g
,
g
p
The article then illustrated that the vicarious sensation of traumatic group experiences can create
anxiety and elicit perceptions of threat and, by extension, hypervigilance, which can inform group
identification. It is well-documented in the psychology literature that transmitted trauma can elicit
these traumatization symptoms in people who come into contact with trauma victims over a
prolonged period of times, such as family members or therapists (McCann and Pearlman 1990);
case studies have been written about the traumatization symptoms found in second and third-
generation offspring of Holocaust survivors (Danieli 1985; Prince 2009). My study adds to literature
in this area as there is little research exploring secondary traumatization among Jews on the group-
level, including Jews who have not been in close contact with trauma survivors. The findings
resonate with research such as that by Hirsch and Chaitin (2010), which describes Jewish-Israeli
young adults, with and without family connections to Holocaust survivors, as fearful because of the
Holocaust. Similarly, Lazar et al. (2008) relate to trauma anxiety by asserting that it exists among
Israeli Jews, including those without direct connection to Holocaust survivors, in the form of
needing Israel as a place of safety. Their article connects Jews’ association of Israel as a safe haven
with political Zionism’s focus on the need for a sovereign Jewish state by arguing that the lack of it
Bwas one major contributing factor that Jews in Europe, prior to and during the Holocaust, were
singled out for massive persecution^ (Lazar et al. 2008: 116). Qual Sociol Lastly, the article showed how group institutions can contribute to the construction and
reinforcement of not only trauma memory but also of vicarious group trauma. Conclusion It demonstrated
that there is an extant institutional focus on past and present threats to Jews, which can assist in the
creation and reinforcement of traumatization symptoms among members. The article found that
traumatization symptoms, particularly perceptions of threat and hypersensitivity, were prominent
among community-involved Jews, and especially among affiliated engaged members. Their level
of involvement in the social structure allowed for increased exposure to constant and multiple
institutional traumatization agents such as security guards in front of synagogue. Thus, the
findings indicate that institutional platforms of a group’s social structure provide a powerful
instrument for informing and perpetuating trauma memory and, with it, vicarious group trauma. The article adds to sociological research that offers largely theoretical analyses regarding the
transmission of the historical fact of memory and how the memory must be presented in public
for it to become a social trauma (Assmann 2006; Eyerman 2011; Eyerman et al. 2011). My
work has provided a systematic empirical account of the impact transmitted group trauma can
have on the emotions and perceptions of members independent of any direct relation or contact
with a survivor of the group’s trauma, and the role the social structure with its institutions plays
in this regard. In this way, the findings can be applied more widely to other groups with a history
of trauma. Scholars may seek to explore the extent to which vicarious group trauma is present in
other minorities. Case studies could include the impact of the times of slavery on African-
Americans in the United States or the partition of Punjab in 1947 and the 1984 attack on the
Golden Temple for Sikhs and the effects of more recent traumatic experiences such as the
conflict in Syria and Rwandan genocide on the respective diaspora communities. All of those
traumas have been communicated through institutional mechanisms, such as the media and
cultural organizations like museums. For example, the memories of the Sikh’s traumatic
experiences are used in discourses by organizations and community elites in the diaspora to
maintain and strengthen members’ group belonging (Barrier 2006; Tatla 2006; Jacobsen and
Myrvold 2011). Thus, these group traumas would be worth an examination in view of how the
social structure with its institutions assists in their perpetuation within and across generations. Conclusion Acknowledgments The author thanks Random House, St Catherine’s College and the Sociology Department of
the University of Oxford for the financial support in order for me to conduct this study as well as Michael Biggs,
Shana Cohen, Gabriella Elgenius, Miri Freud-Kandel, Thomas Grund, Anthony Heath, Brian Klug, Avner Offer
and the journal’s reviewers for valuable comments. Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International
License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and repro-
duction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a
link to the Creative Commons license, and indicate if changes were made. Alexander, Jeffrey C. 2004b. Towards a theory of cultural trauma. In Cultural trauma and collective identity, eds.
Jeffrey Alexander, Ron Eyerman, Bernhard Giesen, Neil J. Smelser, and Piotr Sztompka, 1–30. Berkeley:
University of California Press. Alexander, Jeffrey C., Ron Eyerman, Bernhard Giesen, Neil J. Smelser, and Piotr Sztompka. 2004. Cultural
trauma and collective identity. Berkeley: University of California Press. Alexander, Jeffrey C. 2004a. On the social construction of moral universals. The Bholocaust^ from war crime to
trauma. In Cultural trauma and collective identity, eds. Jeffrey C. Alexander, Ron Eyerman, Bernhard
Giesen, Neil J. Smelser, and Piotr Sztompka, 196–263. Berkeley: University of California Press. References Alexander, Jeffrey C. 2004a. On the social construction of moral universals. The Bholocaust^ from war crime to
trauma. In Cultural trauma and collective identity, eds. Jeffrey C. Alexander, Ron Eyerman, Bernhard
Giesen, Neil J. Smelser, and Piotr Sztompka, 196–263. Berkeley: University of California Press. Alexander, Jeffrey C. 2004b. Towards a theory of cultural trauma. In Cultural trauma and collective identity, eds. Jeffrey Alexander, Ron Eyerman, Bernhard Giesen, Neil J. Smelser, and Piotr Sztompka, 1–30. Berkeley:
University of California Press. Alexander, Jeffrey C., Ron Eyerman, Bernhard Giesen, Neil J. Smelser, and Piotr Sztompka. 2004. Cultural
trauma and collective identity. Berkeley: University of California Press. Qual Sociol Assmann, Aleida. 2006. Der lange Schatten der Vergangenheit: Erinnerungskultur und Geschichtspolitik
München: C. H. Beck Verlag. Barrier, Norman, Gerald 2006. Trauma and memory within the Sikh diaspora: Internet dialogue. Sikh
Formations: Religion, Culture, Theory 2 (1): 33–56. Ben-Amos, Avner, and Ilana Bet-El. 1999. Holocaust day and memorial day in Israeli schools: Ceremonies,
education and history. Israel Studies 4(1): 258–284. Berman, Judith E. 2004. Holocaust commemorations in London and Anglo-Jewish (dis-)Unity. Journal of
Modern Jewish Studies 3(1): 51–71. Caruth, Cathy. 1996. Unclaimed experience: trauma, narrative, and history. Baltimore: Johns Hopkins
University Press. oke, Steven. 2000. Negotiating memory and identity: The Hyde Park holocaust memorial, London. Journal of
Historical Geography 26(3): 449–465. g
p y
( )
CST. 2004. The community security trust: Terrorist incidents against Jewish communities and Israeli citizens
abroad, 1968–2003. London: Community Security Trust. g
p y
( )
T. 2004. The community security trust: Terrorist incidents against Jewish communities and Israeli citizens
b
d 1968 2003 L
d
C
it S
it T
t abroad, 1968–2003. London: Community Security Trust. abroad, 1968–2003. London: Community Security Trust. y
y
CST. 2010. Antisemitic incidents report 2009. London: Community Security Trust. 2010. Antisemitic incidents report 2009. London: Co CST. 2014. Antisemitic Incidents Report 2013 London: Community Security Trust. Danieli, Yael. 1985. The treatment and prevention of long-term effects and intergenerational transmission of
victimization. A lesson from holocaust survivors and their children. In Trauma and its wake, ed. Charles R. Figley, 278–294. New York: Brunner/Mazel. g y,
Eyerman, Ron. 2011. The cultural sociology of political assassination: from MLK and RFK to Fortuyn and Van
Gogh. Palgrave Macmillan: Cultural sociology. New York. rman, Ron, Jeffrey C. Alexander, and Elizabeth Butler Breese. 2011. Narrating trauma: on the impact of
collective suffering. Boulder: Paradigm. Figley, Charles R. 1983. References Catastrophes: An overview of family reaction. In Compassion fatigue: Coping with
secondary traumatic stress disorder in those who treat the traumatized, eds. C.R. Figley, and H.I. McCubbin, 1–20. New York: Brunner/Mazel. Freud, Sigmund. 1932. Moses and Monotheism. International psycho-analytical library, vol. no 33. Lond
Hogarth Press. Freud, Sigmund. 1932. Moses and Monotheism. International psycho-analytical library, vol. no 33. London:
Hogarth Press. G h
D
id 2013 2011
Thi
i
d hi k
i
L
d
I
i
f
J
i h P li
R
h g
Graham, David. 2013. 2011 census: Thinning and thickening. London: Institute for Jewish Policy Research Graham, David, and Daniel Vulkan. 2010. Synagogue membership in the United Kingdom in 2010. London:
Institute for Jewish Policy Research. Graham, David, Marlena Schmool, and Stanley Waterman. 2007. Jews in Britain: A snapshot from the 2001
census. London: Institute for Jewish Policy Research. y
Graham, David, Jonathan Boyd, and Daniel Vulkan. 2012. 2011 census (England and Wales): Initial insig
about the UK Jewish population. London: Institute for Jewish Policy Research. Graham, David , Daniel Staetsky, and Jonathan Boyd. 2014. Jews in the United Kingdom in 2013: Preliminary
findings from the national Jewish community survey. London: Institute for Jewish Policy Research. g
y
y
y
HET. 2011. Holocaust education in the UK. London: Holocaust Educational Trust. Hirsch, Marianne. 2008. The generation of postmemory. Poetics Today 29(1): 103–128. Hirsch, Tal Litvak, and Julia Chaitin. 2010. BThe shoah runs through our veins^: the relevance of the holocaust
for jewish-israeli young adults Idea 14 (1). Jacobsen, Knut A., and Kristina Myrvold. 2011. Sikhs in Europe: Migration, Identities and Representations. Farnham: Ashgate Publishing Limited. g
g
JLC. 2016. United Synagogue. http://www.thejlc.org/portfolio/united-synagogue/. Accessed 13 May 2016. JPR. 2000. A Community of Communities: Report of the commission on representation of the interests of the
British Jewish community. London: Institute for Jewish Policy Research. JPR. 2000. A Community of Communities: Report of the commission on representation of the interests of JPR. 2000. A Community of Communities: Report of the commission on represe
British Jewish community. London: Institute for Jewish Policy Research. Kellerman, Natan P.F. 2001. Psychopathology in children of holocaust survivors: A review of the research
literature. Israel Journal of Psychiatry and Related Sciences 38(1): 36–46. P.F. 2001. Psychopathology in children of holocaust Klug, Brian. 2003. The collective Jew: Israel and the new antisemitism. Patterns of Prejudice 37(2):
117–138. Kugelmass, Jack. 1996. References Missions to the past: Poland in contemporary Jewish thought and deed. In In Tense Past:
Cultural Essays in Trauma and Memory, eds. Paul Antze, and Michael Lambek Lambeck, 199–214. New
York Routledge. Landsberg, Alison. 1997. America, the holocaust, and the mass culture of memory: Toward a radical politics of
empathy. New German Critique 71: 63–86. Landsberg, Alison. 2004. Prosthetic memory: The transformation of American remembrance in the age of m Landsberg, Alison. 2004. Prosthetic memory: The tra
culture. New York: Columbia University Press. Landsberg, Alison. 2004. Prosthetic memory: The tr Landsberg, Alison. 2004. Prosthetic memory: The transformation of American remembrance in the age of mass
culture. New York: Columbia University Press. culture. New York: Columbia University Press. Landsberg, Alison. 2009. Memory, Empathy, and the Politics of Identification. International Journal of Polit
Culture, and Society 22(2): 221–229. Qual Sociol Lazar, Alon, Julia Chaitin, Tamar Gross, and Dan Bar-on. 2004. Jewish Israeli teenagers, national identity, and
the lessons of the holocaust. Holocaust and Genocide Studies 18: 188–204. Lazar, Alon, Tal Litvak-Hirsch, and Julia Chaitin. 2008. Between culture and family: Jewish-Israeli young adults
relation to the holocaust as a cultural trauma. Traumatology 14: 93–102. Litvak-Hirsch, Tal, and Dan Bar-On. 2006. To rebuild life: A longitudinal study of the influences of the holocaust
on the following generations. Family Process 45: 465–483. McCann, Lisa, and Laurie Anne Pearlman. 1990. Vicarious traumatization: A framework for understanding the
psychological effects of working with victims. Journal of Traumatics Stress 3: 131–149. Novick, Peter. 1999. The holocaust and collective memory. London: Clays Ltd.. . 1999. The holocaust and collective memory. London Prince, Robert. 2009. Psychoanalysis traumatized: The legacy of the holocaust. The American Journal of
Psychoanalysis 69: 179–194. y
y
Richmond, Nancy. 1993. Israel's law of return: Analysis of its evolution and present. Application. Dickinson
Journal of International Law 12(1): 95–133. Rocker, Simon. 2014. Survey: Demand for schools has peaked. The Jewish Chronicle Online. Accessed 30
January 2015. Rosenheck, Robert, and Paul Nathan. 1998. Secondary traumatization in children of Vietnam veterans. Hospital
and Community Psychiatry 36: 538–539. Scharf, Miri. 2007. Long-term effects of trauma: Psychosocial functioning of the second and third generation
holocaust survivors. Development and Psychopathology 19: 603–622. Schmool, Marlena, and Frances Cohen. 1998. A profile of British Jewry: Patterns and trends at the turn of a
century. London: Board of Deputies of British Jews. Silver, Craig. 2009. Bid to firebomb synagogue as protests grow. References London: The Jewish Chronicle. Tatla, Darshan S. 2006. The morning after: Trauma, memory and the Sikh predicament since 1984. S
Formations: Religion, Culture, Theory 2(1): 57–88. Volkan, Vamik, D. 2001. Transgenerational transmission and chosen traumas: An aspect of large-group ident
Group Analysis 34 (79): 1–20. Zerubavel, Yael. 1996. Social memories: Steps to a sociology of the past. Qualitative Sociology 19(3): 283–299. Zerubavel, Yael. 1996. Social memories: Steps to a sociology of the past. Qualitative Sociology 19(3): 283–299. Zerubavel, Yael. 1996. Social memories: Steps to a sociology of the past. Qualitative Sociology 19(3): 283–299. Christina Fuhr is a Research Fellow at St. Edmund’s College, University of Cambridge, and at the Woolf
Institute in Cambridge.
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Supplemental Figure 2. Positive correlations in antibody binding titers between anti-Spike IgG and
anti-RBD, anti-NTD IgG, and anti-spike IgA and IgM. A) IgG binding titers against full-length spike protein
correlate with anti-RBD (orange) and anti-NTD (purple) binding IgG titers. B-C) Anti-spike IgG titers
correlate better with anti-spike IgA (B) than IgM (C). Horizontal and vertical dotted lines = background
0.8427
0.8694
NTD IgG (AU/mL)
RBD IgG (AU/mL)
102
103
104
105
106
101
R2=
R2=
102
103
104
105
106
101
anti-Spike IgG (AU/mL)
P < 0.0001
P < 0.0001
A
B
C
102
103
104
105
106
101
102
103
104
105
106
101
anti-Spike IgG (AU/mL)
anti-Spike IgM (AU/mL)
0.3709
R2=
P = 0.0019
102
103
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105
106
101
102
103
104
105
106
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anti-Spike IgG (AU/mL)
anti-Spike IgA (AU/mL)
0.6222
R2=
P < 0.0001 Supplemental Figure 2. Positive correlations in antibody binding titers between anti-Spike IgG and
anti-RBD, anti-NTD IgG, and anti-spike IgA and IgM. A) IgG binding titers against full-length spike protein
correlate with anti-RBD (orange) and anti-NTD (purple) binding IgG titers. B-C) Anti-spike IgG titers
correlate better with anti-spike IgA (B) than IgM (C). Horizontal and vertical dotted lines = background
0.8427
0.8694
NTD IgG (AU/mL)
RBD IgG (AU/mL)
102
103
104
105
106
101
R2=
R2=
102
103
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anti-Spike IgG (AU/mL)
P < 0.0001
P < 0.0001
A
B
C
102
103
104
105
106
101
102
103
104
105
106
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anti-Spike IgG (AU/mL)
anti-Spike IgM (AU/mL)
0.3709
R2=
P = 0.0019
102
103
104
105
106
101
102
103
104
105
106
101
anti-Spike IgG (AU/mL)
anti-Spike IgA (AU/mL)
0.6222
R2=
P < 0.0001 0.8427
0.8694
NTD IgG (AU/mL)
RBD IgG (AU/mL)
102
103
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106
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R2=
R2=
102
103
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anti Spike IgG (AU/mL)
P < 0.0001
P < 0.0001
A A Supplemental Figure 2 Positive correlations in antibody binding titers between anti Spike IgG and
anti Spike IgG (AU/mL)
B
C
102
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102
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anti-Spike IgG (AU/mL)
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R2=
P = 0.0019
102
103
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106
101
102
103
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anti-Spike IgG (AU/mL)
anti-Spike IgA (AU/mL)
0.6222
R2=
P < 0.0001 B
102
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102
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anti-Spike IgG (AU/mL)
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P < 0.0001 C
102
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anti-Spike IgG (AU/mL)
anti-Spike IgM (AU/mL)
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P = 0.0019 C B Supplemental Figure 2. Positive correlations in antibody binding titers between anti-Spike IgG and Supplemental Figure 2. Positive correlations in antibody binding titers between anti-Spike IgG and anti-RBD, anti-NTD IgG, and anti-spike IgA and IgM. A) IgG binding titers against full-length spike protein
correlate with anti-RBD (orange) and anti-NTD (purple) binding IgG titers. B-C) Anti-spike IgG titers
correlate better with anti-spike IgA (B) than IgM (C). Horizontal and vertical dotted lines = background
antibody levels determined from pre-pandemic samples. Correlations were statistically significant using
extra-sum-of-squares F test.
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Location Accuracy of Commercial IP Address Geolocation Databases
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Informacinės technologijos ir valdymas
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Corresponding author: komosny@feec.vutbr.cz Corresponding author: komosny@feec.vutbr.cz This paper deals with finding the geographical location of Internet nodes remotely with no need to communicate
with the nodes located (client-independently). IP geolocation is used in a number of areas, such as content person
alisation, on-line fraud prevention and detection, and digital media law enforcement. One of the main concerns
when studying the accuracy of client-independent geolocation is the groundtruth dataset. As we show in the re
lated work, the used groundtruth influences the results a lot. We construct an error-free groundtruth dataset con
sisting of nodes with GPS-precise locations. We also record the country, region, city, and ISP for each groundtruth
node. Using the created groundtruth, we study the accuracy of eight IP location databases in a number of scenari
os, such as effect of city area and population, effect of ISP assignment, and number of not-returned locations. KEYWORDS: location, geolocation, IP address, groundtruth, accuracy, city, database, MaxMind, DB-IP, IP
2Location, ipinfo, Skyhook, Neustar, Eurek, GeoBytes. Miroslav Voznak VSB-TU Ostrava, Department of Telecommunications, 17 listopadu 15/2172, 708 33 Ostrava, Czech Republic
e-mail: miroslav.voznak@vsb.cz Location Accuracy of Commercial
IP Address Geolocation Databases Brno University of Technology, Department of Telecommunications, Technicka 12, 616 00 Brno, Czech Republic
e-mail: komosny@feec.vutbr.cz ITC 3/46 Journal of Information Technology
and Control
Vol. 46 / No. 3 / 2017
pp. 333-344
DOI 10.5755/j01.itc.46.3.14451
© Kaunas University of Technology 333 333 Information Technology and Control 2017/3/46 Location Accuracy of Commercial IP Address
Geolocation Databases Saeed Ur Rehman Auckland University of Technology, School of Engineering, Computer and Mathematical Sciences Private Bag
92006, Auckland 1142, New Zealand; e-mail: saeed.rehman@aut.ac.nz 2. Current problems of IP geolocation In this section, we discuss the current problems of
finding the geographical location of the Internet de
vices by their IP addresses. In this paper we deal with client-independent geo
location that is used for a broad variety of Internet
services and applications, including social networks
(detection of virtual identity misuse or username/
password sharing), web-based services (detection
of suspicious logins), e-shops (detection of on-line
credit card frauds), banking (prevention of phishing
attacks), and electronic content distribution (enforc
ing territory restriction given by digital media laws). The use of the IP address space is controlled by IANA
(Internet Assignment Numbers Authority). IANA
allocates the major segments of IP addresses to five
regional registers (RIRs) – AFRINIC (Africa), APNIC
(Asia/Pacific), ARIN (North America), LACNIC (Lat
in America), and RIPE NCC (Europe, the Middle East,
and Central Asia). The regional registers further allo
cate IP address segments ISPs. Such allocation can be
direct or through two types of intermediary entities –
national internet registry (NIR) and local internet
registry (LIR). The records of the allocated IP address
segments are stored in a database that is managed by a
regional register, as shown in Figure 1. Along with the
IP allocation records, the registers maintain contact
information of the organizations with the assigned
IP addresses. The stored contacts provide a way to lo
cate IP devices in some extent. However, there are no
official rules for filling the contact information by the
organizations, and thus the provided location informa
tion can lead to wrong results. Next major concern is
that the IP addresses that fall into one allocation seg
ment can be distributed on a large geographical area
depending on the type and size of the organization. A
good example are ISPs that operate at the national level
or organizations with branches at different locations. The contribution of this paper is the following: 1 Based on an inconsistency of the location accuracy
results presented in the related work (described in
Section 4), we construct an error-free groundtruth
dataset. It consists of Internet nodes with known
GPS-precise locations. The dataset guarantees the
avoidance of wrong location accuracy results. 2 The related work typically depends on the
groundtruth nodes coming from large cities. Our
groundtruth dataset covers all types of cities, from
very small to very large. 1. Introduction (client-dependent) or without its assistance (cli
ent-independent). Client-dependent methods use (client-dependent) or without its assistance (cli
ent-independent). Client-dependent methods use Geographical location of Internet devices can be
obtained with an assistance of the device located 334 2017/3/46 Information Technology and Control dent location accuracy. Section 5 describes the method
for error-free construction of the groundtruth dataset. In Section 6 we present and discuss our location accu
racy evaluation. In Section 7 we summarize the results. technologies such as GPS, accelerometers, and trian
gulation in WiFi or cellular mobile networks. These
methods rely on specific properties or features of the
devices located. Typically, location accuracy is with
in tens of meters. On the other hand, client-indepen
dent methods are used to locate any Internet device
and they do not require any additional properties or
features in the devices located. Several methods are
used, such as IP geolocation databases. Accuracy of
client-independent geolocation is lower, typically at
city level. 2. Current problems of IP geolocation This allows us to study
more properties that influence the location accu
racy, such as the effect of city area and population. 3 When locating nodes that belong to the same In
ternet service provider (ISP), we observe that the
results show the same or similar locations in spite
of very different real (correct) positions. We par
ticularly study the change of location performance
from this ISP node assignment point of view. The domain names (DNS) can also indicate the lo
cation of IP nodes, however, there are no rules for
geographical naming despite some standardization Figure 2 Geolocation database filling schemes Network measurement is also used for IP geoloca
tion [19, 11, 4]. Measurement-based geolocation works
with a positive correlation between communication
latency and geographical distance [23]. The latency is
measured from a set of servers with known location
to the IP address located. The results are converted to
maximal geographical distances from the servers to
the IP address. These geographical distances delim
it the area where the IP address is located. There are
several known methods that use this approach, such
as Constraint-Based Geolocation [9], Octant [29],
Spotter [20], or Topology-based Geolocation [13]. A
disadvantage of measurement-based geolocation is
the latency instability which leads to false location
estimations [18, 28]. Other known problems are long
location times [22, 21]. Figure 1 Figure 1
IP address allocation The paper is structured as follows: the next section
defines the problem that we address. We describe why
low accuracy is reached with client-independent geo
location. We give an example of locations provided by
several location databases and demonstrate the loca
tion error. Section 3 presents the location accuracy as
reported by the database vendors. In Section 4 we sur
vey the related work that deals with client-indepen IP address allocation 335 2017/3/46 Information Technology and Control uses location information available through Internet
resources, such as crawling web pages [7, 3, 1, 10] and
measuring the network [17]. The bottom-up scheme
uses locations that are collected by external resourc
es, such as GPS or WiFi network scanning. efforts [2]. Some ISPs use internal geographical nam
ing schemes for their networking devices and such in
formation can be used for IP geolocation as described
in [24]. The use of domain names for IP geolocation
was particularly described in [6, 26, 5]. An enhance
ment of DNS defines a new LOC record which stores
latitude, longitude, and altitude for domain names. However, this enhancement gives a poor location ef
ficiency (high number of not-returned locations) and
large location errors [14]. 3. Claimed accuracy by location
service vendors In this section, we study the claimed location accura
cy by major geolocation database providers. We sum
marize the found claimed accuracy in Table 1. The
databases typically return geographical coordinates
(latitude and longitude), country, region, and city. The
Skyhook database ‘Hyperlocal IP Pro’ differs from
others by returning region and city only when the es
timation reaches a certain level of trustworthiness. Database-based IP geolocation defines blocks of con
tinuous IP addresses and stores location information
for them. These IP blocks may be smaller than the
IANA allocation segments and thus provide a better
location accuracy. There are two schemes to obtain
the location information to be linked with the IP
blocks: top-down and bottom-up. These sources of lo
cations are shown in Figure 2. The top-down scheme Table 2 Cumulative percentage of estimated locations within
maximum location error [km] – created from source [25] [%] Vendor
<50
<100
<150
<250
MaxMind
68
73
76
78
IP2Location
62
65
66
68
IPligence
73
75
76
78
HostIP
37
39
42
45
Netaculity
45
49
50
54
Geobytes
33
35
40
45 Triukose et al. [27] focus on IP geolocation of mo
bile devices. They discuss the use of network ad
dress translation and how it affects IP geolocation. They study the accuracy of the public and private
IP addresses separately. In some cases, they observe
large location errors at the scale of inter-continental
distances. We particularly study such large errors in
section 6.6. We summarize the results of their work
in Table 3. Two databases are used: MaxMind and Table 1 Shavitt and Zilberman [25] use a groundtruth data
set that is based on an algorithm which groups IP
addresses into virtual Points of Interest (PoPs). The
algorithm discovers the sets of the routers at the same
location. For this purpose, they use latency mea
surements and topology discovery. The accuracy of
the results depends on the PoPs identified locations. Six major geolocation databases are evaluated: Max
Mind, IP2Location, IPligence, HostIP, Netaculity,
and Geobytes. We summarize the results in Table 2. As the source of the accuracy data, we use the cumu
lative probability function showing the database lo
cation deviation from the locations of the identified
groundtruth PoPs. Table 1 Claimed accuracy by vendors Vendor/database
Country [%]
City [%]
IPv4
IPv6
MaxMind/GeoIP2 Precision
84
40
100 %
YES – N/A
DB-IP/IP address to location + ISP
N/A
N/A
7 mil. YES – 586,718
IP2Location/DB24
N/A
77
14 mil. YES – N/A
Neustar/where
99.9
N/A
100 %
YES – 100 %
Eurek/professional edition
N/A
N/A
100 %
NO
Geobytes/Geo IP Location
97
75
98 %
NO 336 2017/3/46 Information Technology and Control MaxMind publishes the accuracy data for 23 coun
tries
(www.maxmind.com/en/geoip2-city-data
base-accuracy). For the purpose of comparison at the
country level, we use the maximum location error of
250 km to evaluate the result as correct. Based on this
range, 4 % of the location queries are reported to be
resolved incorrectly, and 12 % of location queries are
reported to be unresolved (not-returned) at the coun
try level. For the city level, 48 % of the location que
ries give an incorrect city, and 11 % the location que
ries are unresolved. DB-IP does not publish any data
on location accuracy, only the number of IP address
space covered. IP2Location publishes a comprehen
sive location accuracy data for 250 countries (www. ip2location.com/data-accuracy). The published data
cover only the city coverage (the country level is not
included). For the purpose of comparison at the city
level, we use the maximum error of 50 miles. Neustar
does not publish any data on accuracy of their geolo
cation services. However, we found that the accuracy
of the databases was evaluated by Pricewater- house
Coopers
(www.neustar.biz/resources/product-lit
erature/neustar-ip-intelligence-pwc-audit). The
result is 99.9 % accuracy for the country level. Neus
tar claims to cover all of the IP address space. Eurek
does not provide any location accuracy information
about their products. The only information provided
is that it covers the whole IPv4 address space. Geo
Bytes provides some basic data about their accuracy
(www.geobytes.com/faq/). It claims to resolve 98 %
of IP addresses with accuracy of 97 % at the country
level. Another information published is that 80 % of
returned locations are within the maximum error
distance of 100 km and 75 % of locations are within
the maximum location error of 50 km. ipinfo does not
publish any accuracy related information. The same
holds for Skyhook. within a maximal error of 50, 100, 150, and 250 km. Table 4 4 and 20-96 % of the nodes can be located within
range of 250 km. Cumulative percentage of estimated locations within
maximum location error [km] – created from source [12] [%] The worst results were achieved when one ISP-based
groundtruth dataset was used. The second worst re
sults were achieved when mobile devices were lo
cated. The best results were obtained when using a
groundtruth dataset that was obtained from the cen
troid-based algorithm based on location votes from
the databases. Vendor
<50
<100
<150
<250
MaxMind
81
85
89
92
Digital Envoy
88
91
93
96
IPligence
78
82
85
89
HostIP
76
82
83
87 Poese et al. [24] focus on the differences between the
claimed accuracy by the database vendors and the
real-case location accuracy. The accuracy is evaluat
ed by using a groundtruth dataset that was obtained
via a large European ISP. They create PoPs based on
the network prefixes. The locations of the groundtruth
nodes are obtained by using an internal naming
scheme of the ISP. The databases studied are HostIP,
IP2Location, InfoDB, MaxMind, and Software77. Ta
ble 5 shows the results for IP address blocks that are
smaller than the groundtruth ISP prefixes. Table 3 The locations of the ground
nodes are obtained by using an internal n
scheme of the ISP. The databases studied are H
IP2Location, InfoDB, MaxMind, and Software7
ble 5 shows the results for IP address blocks th
smaller than the groundtruth ISP prefixes. Table 5 IP2Location (DB11.LITE). The table shows the val
ues for the public IP addresses studied. The private
addresses studied give larger values up to a maximum
error of 400 km. After this value, the results are sim
ilar with no significant difference. We note that a cel
lular network is used in this study and such networks
give worse results compared to general Internet net
works. IP2Location (DB11.LITE). The table shows the val
ues for the public IP addresses studied. The private
addresses studied give larger values up to a maximum
error of 400 km. After this value, the results are sim
ilar with no significant difference. We note that a cel
lular network is used in this study and such networks
give worse results compared to general Internet net
works. Cumulative percentage of estimated locations within
maximum location error [km] – created from source [24] [%] Vendor
<50
<100
<150
<250
InfoDB
50
63
70
80
MaxMind
35
42
50
63
IP2Location
10
15
18
20 Huffaker et al. [12] evaluate eight databases. They
point out the absence of a substantial groundtruth
dataset. They propose a method to evaluate the ac
curacy by a centroid-based algorithm working with
majority of location votes from the databases. The
location accuracy in a form of cumulative probabili
ty is only provided for five databases: MaxMind Geo,
MaxMind Lite, IPligence, Digital Envoy, and HostIP. For the data shown in Table 4, we use the location
accuracy for the PlanetLab groundtruth dataset. The
results show a better location accuracy most probably
because of the use of the groundtruth dataset, which
was created by using the location voting algorithm. Another reason is that the PlanetLab groundtruth
dataset is strongly oriented towards the major cit
ies [15, 16]. Other papers that deal with database-based IP geolo
cation are [30, 8]. These papers do not give any results
for the cumulative maximum location error probabil
ities, and they focus on different related topics, such
as the covered IP address space. By summarizing the related work, we show that there
are very large differences in the results. The related
work shows that: 1 from 10 to 88 % of the nodes can be located within
50 km range, 2 15-91 % of the nodes can be located within range of
100 km, 3 18-93 % of the nodes can be located within range of
150 km, Table 3 Comparing data from the related work is difficult due
to the use of different evaluation techniques. An ex
ample is the use of different distance thresholds for
the city-level accuracy. In the related work it varies
from 40 to 100 km. Therefore, we use a different mea
sure to compare the related work. We work with the
independent cumulative probabilities of locations Cumulative percentage of estimated locations within
maximum location error [km] – created from source [27] Cumulative percentage of estimated locations within
maximum location error [km] – created from source [27] [%]
Vendor
<50
<100
<150
<250
IP2Location
28
34
47
57
MaxMind
15
22
32
45 Vendor
<50
<100
<150
<250
IP2Location
28
34
47
57
MaxMind
15
22
32
45 337 2017/3/46 Information Technology and Control Information Technology and Control
IP2Location (DB11.LITE). The table shows th
ues for the public IP addresses studied. The p
addresses studied give larger values up to a max
error of 400 km. After this value, the results ar
ilar with no significant difference. We note that
lular network is used in this study and such net
give worse results compared to general Interne
works. Huffaker et al. [12] evaluate eight databases. point out the absence of a substantial ground
dataset. They propose a method to evaluate th
curacy by a centroid-based algorithm working
majority of location votes from the databases
location accuracy in a form of cumulative prob
ty is only provided for five databases: MaxMin
MaxMind Lite, IPligence, Digital Envoy, and H
For the data shown in Table 4, we use the lo
accuracy for the PlanetLab groundtruth datase
results show a better location accuracy most pro
because of the use of the groundtruth dataset,
was created by using the location voting algo
Another reason is that the PlanetLab ground
dataset is strongly oriented towards the majo
ies [15, 16]. Table 4
Cumulative percentage of estimated locations within
maximum location error [km] – created from source [
Vendor
<50
<100
<150
MaxMind
81
85
89
Digital Envoy
88
91
93
IPligence
78
82
85
HostIP
76
82
83
Poese et al. [24] focus on the differences betwe
claimed accuracy by the database vendors an
real-case location accuracy. The accuracy is ev
ed by using a groundtruth dataset that was obt
via a large European ISP. They create PoPs bas
the network prefixes. Figure 3 Example of same-ISP nodes used in groundtruth dataset Figure 5 g
Groundtruth nodes in cities with different area 3 We aimed to cover a variation of cities in the
groundtruth. The cities covered are very small to
very large, i.e. we did not focus only on major cities. The city population and area of the groundtruth
nodes is shown in Figures 4 and 5. The median
value for the city population is 16 925. The median
value for the city area is 50 km2. After applying the proposed method to the orig
inal dataset, we obtained about 700 error-free
groundtruth nodes. The trusted nodes were situated
in 16 countries, 52 regions, and 270 cities. They were
assigned to 319 ISPs. 5. Construction of error-free
groundtruth dataset One of the main concerns when evaluating location
accuracy is the groundtruth dataset. As we show in
the related work, the used groundtruth influences
the location accuracy results a lot. Being aware of
this problem, we construct an error-free groundtruth
dataset. We collected the original groundtruth public
IP addresses by using a developed mobile application. 338 2017/3/46 Information Technology and Control Figure 4
Groundtruth nodes in cities with different population
Figure 5
Groundtruth nodes in cities with different area Figure 4
Groundtruth nodes in cities with different population Figure 4
Groundtruth nodes in cities with different population Figure 4 The groundtruth geographical locations were ob
tained by using in-built GPS in the used mobile devic
es. We also recorded the country, region, city, and ISP
for each groundtruth IP address. Figure 4
Groundtruth nodes in cities with different population Groundtruth nodes in cities with different population The groundtruth construction is as follows: 1 In order to keep the dataset free of the problems
that described in the related work, we strictly fol
lowed the rule to use only one node per ISP in a
city (i.e. there is only one node which belong to an
ISP in a city). This restricted the size of the origi
nal dataset a lot. On the other hand, it assured the
proper distribution of the nodes and the location
accuracy results are not influenced by repeating
the same or similar locations. 2 We additionally filtered the dataset to store only
the nodes that belong to same ISPs and, at the same
time, situated in at least 10 different cities for each
ISP involved. The reason is that the location da
tabases give the same or a small set of locations
for the same-ISP nodes that are correctly located
in many different places [27]. An example distri
bution of the nodes that belong to such an ISP is
shown in Figure 3. Absolute location error details [km] Database
Mean
Std Dev
1st q. Median
3rd q. MaxMind
64
86
3
18
113
DB-IP
142
775
5
50
181
IP2Location
91
290
4
26
146
ipinfo
95
98
5
47
187
Skyhook
50
76
1
10
70
Neustar
93
100
6
51
181
Eurek
69
112
3
17
119
Geobytes
657
1768
21
168
261 Figure 6 Relative location accuracy a city only when the estimation is believed to be cor
rect, otherwise the city returned is null. The most significant differences in absolute location
error between all the databases are around a maximal
error of 150 km. The best database gives about 90 % of
the locations within this error range (Skyhook) while
the worst returns only 45 % of the results within this
error range (GeoBytes). This difference becomes
smaller for large-errors that we separately study in
section 6.6. All the databases return almost all loca
tions within maximum error range of 300 km except
the database GeoBytes. The results show that the majority of the databases
achieve nearly 100 % accuracy at the country level. The worst accuracy is achieved by the database Geo
Bytes which is around 80 %. There are much worse
results for the region and city estimations. The best
databases return around half of the estimations cor
rect at the region level. The worst database is again
GeoBytes with about 20 % of the estimated correct
regions. At the city level, the best databases give about
30 % of the estimations correct. We notice a signifi
cant drop for the Skyhook database which returns
only about 15 % of the cities correctly. We, however,
note that this database returns a city only when there
is a high probability of a correct match. The results show that the majority of the databases
achieve nearly 100 % accuracy at the country level. The worst accuracy is achieved by the database Geo
Bytes which is around 80 %. There are much worse
results for the region and city estimations. The best
databases return around half of the estimations cor
rect at the region level. The worst database is again
GeoBytes with about 20 % of the estimated correct
regions. At the city level, the best databases give about
30 % of the estimations correct. We notice a signifi
cant drop for the Skyhook database which returns
only about 15 % of the cities correctly. We, however,
note that this database returns a city only when there
is a high probability of a correct match. Table 6 provides specific numbers on absolute loca
tion accuracy. The standard deviation shows large
variation of the location errors for the databases DB-
IP and GeoBytes. Figure 7 local language. Some of the databases return the En
glish form, but the others keep the local name. For a
proper evaluation, we stored the English forms of
place names in the groundtruth dataset. If a database
returned a place name in the local language, we found
its English form for a proper evaluation. Figure 7
Cumulative probability of absolute location error Cumulative probability of absolute location error Cumulative probability of absolute location error Figure 6
Relative location accuracy 6.1 Relative location accuracy By using the groundtruth dataset constructed, we
evaluated relative location accuracy in terms of the
correctly estimated countries, regions, and cities. The
results are shown in Figure 6. During this evaluation,
we faced a particular problem of the place names
which are sometimes different in English and in the 339 Information Technology and Control 2017/3/46 Table 7 Location accuracy details for nodes belonging to same ISP
[km] Location accuracy details for nodes belonging to same ISP
[km] Database
Mean
Std Dev
1st q. Median
3rd q. MaxMind
118
86
35
112
201
DB-IP
144
78
78
158
206
IP2Location
118
88
38
107
205
ipinfo
145
91
44
171
215
Skyhook
87
81
21
61
138
Neustar
145
77
80
159
204
Eurek
117
88
35
102
201
Geobytes
483
1142
54
177
236 6.2 Absolute location accuracy 12
We evaluated absolute location accuracy as the geo
graphical distance between the estimated and correct
coordinates. We noticed great differences between
absolute and relative location accuracy. A good exam
ple is the Skyhook database. Figure 7 shows cumula
tive probabilities of maximal location errors for each
database. The most accurate database is Skyhook. However, regarding relative accuracy (Figure 6), Sky
hook gives the worst result at the city level. The rea
son behind this inconsistency is that Skyhook returns 340 2017/3/46 Information Technology and Control figure shows the cumulative probability for the same-
ISP nodes located within a maximum location error. The gap between the location error probabilities for
the databases is smaller compared to the general case
shown in Figure 7. The graph also shows generally
worse cumulative probabilities. The databases again
locate all the nodes within a maximum error distance
of 300 km, except the database GeoBytes. Figure 10 g
Absolute location error of nodes belonging to same-ISP g
Absolute location error of nodes belonging to same-ISP Figure 8
Location error change with different city area
Figure 9
Location error change with different city population
6.4 Effect of ISP assignment
The databases typically return the same or a small set
oflocationsforthenodesassignedtothesameISP We
The specific numbers of this evaluation are shown
Table 7. The database with the lowest median locati
error is again Skyhook. However, the median val
for the database Skyhook is about 50 km worse, com
pared to the general multi-ISP scenario. Table 7
Location accuracy details for nodes belonging to same IS
[km]
Database
Mean
Std Dev
1st q. Median
3rd q
MaxMind
118
86
35
112
201
DB-IP
144
78
78
158
206
IP2Location
118
88
38
107
205
ipinfo
145
91
44
171
215
Skyhook
87
81
21
61
138
Neustar
145
77
80
159
204
Eurek
117
88
35
102
201 Figure 8
Location error change with different city area
Figure 9
Location error change with different city population 6.3 Effect of city area and population Figures 8 and 9 show the relative location error
change for different city areas and populations. The
figures show the regression lines of the median lo
cation error values. Both figures indicate better ac
curacy with increasing city area and population. The
reason for these accuracy changes is the source of
location information that come from traffic measure
ment (more populated places generate more Internet
traffic). This also holds for crawling and datamining
the web servers for location data. Figure 10
Absolute location error of nodes belonging to same-ISP Figure 8 Location error change with different city area Location error change with different city area The specific numbers of this evaluation are shown in
Table 7. The database with the lowest median location
error is again Skyhook. However, the median value
for the database Skyhook is about 50 km worse, com
pared to the general multi-ISP scenario. Figure 9 Location error change with different city population 6.6 Large errors Correct city estimations for nodes belonging to same-ISP A common problem of IP geolocation is that some lo
cations are returned with a great error. The previous
observation shows the percentages of such large-er
rors in Figure 7. It shows that there is a percentage of
location errors over 200 km for each database. The
database GeoBytes shows the worst results for loca
tion errors over 200 km. Correct city estimations for nodes belonging to same-ISP We demonstrate the problem of large errors in Fig
ure 13. The green/bright marks show the locations
estimated with some large errors. Additionally, one of
the red/dark marks shows an estimated location with
an extremely large error. The node is correctly situat
ed in Paris, France but the estimated location points
to Istanbul, Turkey. 6.4 Effect of ISP assignment The databases typically return the same or a small set
of locations for the nodes assigned to the same ISP. We
particularly study this phenomenon in Figure 10. The 341 2017/3/46 Information Technology and Control We also study relative errors for the same-ISP nodes. Figure 11 shows the correctly estimated cities. We con
clude that the databases estimate approximately one
quarter (on average) of the cities correctly when the
same ISPs are used compared to multiple ISPs usage. We also study relative errors for the same-ISP nodes. Figure 11 shows the correctly estimated cities. We con
clude that the databases estimate approximately one
quarter (on average) of the cities correctly when the
same ISPs are used compared to multiple ISPs usage. a relative location only when a certain level of trust
worthiness is reached. We also note that these num
bers do not indicate the location accuracy as some
databases return the capital city or the centre of a
country when a better estimation is not known. This is
better seen when Figures 12 and 6 are compared. Figure 13 Figure 13
Example of very large location errors The previous results show that the databases do not
resolve (do not return) a location for every node re
quested. Figure 12 shows the not-returned relative lo
cations (country, region, and city) and the coordinates. The results indicate that the best database in terms of
the resolved locations is DB-IP (100 % locations re
turned), IP2Location IP (100 % locations returned),
Neustar, and GeoBytes. We note that Skyhook returns Example of very large location errors Figure 14 of small cities involved in the dataset (the median city
population was 17 000). Databases differences for large location errors (last decile) The city population and area have a significant impact
on location accuracy. Furthermore, node association
to the ISPs also have a significant impact on location
accuracy. Multiple nodes that were assigned to the
same ISP but in different cities were located less ac
curately than the nodes that were assigned to different
ISPs. There was a 50 km worse median location error
for the best performance database Skyhook. Also, the
databases estimated approximately one quarter (on
average) of the cities correctly when the same ISPs
were used compared to multiple ISPs usage. The percentages of returned locations do not correlate
with location accuracy. This was particularly apparent
for the correctly estimated and unresolved cities. 7. Conclusions Finally, we noticed great differences between absolute
and relative location accuracy. Some databases may
return a city or region only when there is a high prob
ability of a correct match so as not to confuse the users. The accuracy of client-independent IP location was
high at the country level where it reached almost
100 % of correct estimations (except the database
GeoBytes). In this case, IP geolocation databases can
be trusted. The region-level accuracy was of a worse
value, best databases gave around 50 % of correct es
timations. The best city-level accuracy was around
30 %. Considering the error distances between the
estimated and correct coordinates, the best median
error was 10 km for the database Skyhook. We note
that all these values were obtained for a high number Acknowledgments Research described in this paper was financed by the
National Sustainability Program under grant LO1401. Infrastructure of the SIX (Sensor, Information and
Communication Systems) Center was used. Figure 12 Figure 12
Unresolved locations Unresolved locations Differences between the databases for such large er
rors may be seen better by plotting a matrix of the mu
tual differences for the last decile of location errors. The heatmap in Figure 14 indicates that some of the
database pairs (MaxMind and Eurek, ipinfo and DB-
IP) have very small location error differences. On the
other hand, GeoBytes seems to be quite unreliable
as it has large differences from the other databases
reaching a range of hundreds of kilometers. Therefore
this database should be excluded from the technique
that uses the centre of gravity of multiple location re
sults as the final estimated location. 342 342 2017/3/46 of small cities involved in the dataset (the median city
population was 17 000). Vehicular Networking Conference (VNC) 2011, 2011,
70-77. https://doi.org/10.1109/VNC.2011.6117126 Vehicular Networking Conference (VNC) 2011, 2011,
70-77. https://doi.org/10.1109/VNC.2011.6117126 erties for IP Geolocation. Information Technology and
Control, 2016, 45(1), 77-85. https://doi.org/10.5755/j01. itc.45.1.11062 7. Graham, M., Hale, S., Gaffney, D. Where in the World
Are You? Geolocation and Language Identification in
Twitter. The Professional Geographer, 2014, 66(4), 568-
578. https://doi.org/10.1080/00330124.2014.907699 18. Komosny, D., Voznak, M., Kathiravelu, G., Sathu, H. Esti
mation of Internet Node Location by Latency Measure
ments – The Underestimation Problem. Information
Technology and Control, 2015, 44(3), 279-286. https://
doi.org/10.5755/j01.itc.44.3.8353 8. Gueye, B., Uhlig, S., Fdida, S. Investigating the Impre
cision of IP Block-Based Geolocation. In: Passive and
Active Network Measurement, Lecture Notes in Com
puter Science, Springer, 2007, 4427, 237-240. https://
doi.org/10.1007/978-3-540-71617-4_26 19. Krajsa, O., Fojtova, L. RTT Measurement and Its De
pendence on the Real Geographical Distance. IEEE
34th International Conference on Telecommunica
tions and Signal Processing, 2011, 231-234. https://doi. org/10.1109/TSP.2011.6043737 9. Gueye, B., Ziviani, A., Crovella, M., Fdida, S. Con
straint-Based Geolocation of Internet Hosts. IEEE/
ACM Transactions on Networking, 2006, 14(6), 1219-
1232. https://doi.org/10.1109/TNET.2006.886332 20. Laki, S., Matray, P., Haga, P., Sebok, T., Csabai, I., Vat
tay, G. Spotter: A Model Based Active Geolocation
Service. IEEE Conference on Computer Communica
tions, 2011, 3173-3181. https://doi.org/10.1109/INF
COM.2011.5935165 10. Guo, Ch., Liu, Y., Shen, W., Wang, H., Yu, Q., Zhang, Y. Mining the Web and the Internet for Accurate IP Ad
dress Geolocations. IEEE INFOCOM 2009, 2009, 2841-
2845. 21. Moravek, P., Komosny, D., Burget, R., Sveda, J., Handl,
T., Jarosova L. Study and Performance of Localization
Methods in IP Based Networks: Vivaldi Algorithm. Jour
nal of Network and Computer Applications, 2011, 34(1),
351-367. https://doi.org/10.1016/j.jnca.2010.06.014 11. Hegr, T., Bohac, L., Kocur, Z., Voznak, M., Chlumsky, P. Methodology of the Direct Measurement of the Switch
ing Latency. Przeglad Elektrotechniczny, 2013, 89(7),
59-63. 22. Moravek, P., Komosny, D., Simek, M., Sveda, J., Handl,
T. Vivaldi and Other Localization Methods. TSP 2009:
32nd International Conference on Telecommunica
tions and Signal Processing, Asszisztencia Congress
Bureau, 2009, 214-218. 12. Huffaker, B., Fomenkov, M., Claffy, K. Geocompare: a
Comparison of Public and Commercial Geolocation
Databases. CAIDA Tech Report, University of Califor
nia, 2011. 13. Katz-Bassett, E., John, P., Krishnamurthy, A., Wether
all, D., Anderson, T., Chawathe, Y. Towards IP Geolo
cation Using Delay and Topology Measurements. Pro
ceedings of the 6th ACM SIGCOMM Conference on
Internet Measurement, ACM, 2006, 71-84. https://doi. org/10.1145/1177080.1177090 23. Percacci, R., Vespignani, A. Scale-Free Behavior of the
Internet Global Performance. References 1. Backstrom, L., Sun, E., Marlow, C. Find Me if You Can:
Improving Geographical Prediction with Social and
Spatial Proximity. Proceedings of the 19th Internation
al Conference on World Wide Web, ACM, 2010, 61-70. https://doi.org/10.1145/1772690.1772698 ence on Computational Linguistics (COLING 2012),
2012, 1045-1062. 4. Burget, R., Komosny, D., Kathiravelu, G. Topology
Aware Feedback Transmission for Real-Time Control
Protocol. Journal of Network and Computer Applica
tions, 2012, 35(2), 723-730. https://doi.org/10.1016/j. jnca.2011.11.005 2. Balakrishnan, H., Lakshminarayanan, K., Ratna
samy, S., Shenker, S., Stoica, I., Walfish, M. A Lay
ered Naming Architecture for the Internet. Pro
ceedings of the 2004 Conference on Applications,
Technologies, Architectures, and Protocols for Com
puter Communications, ACM, 2004, 343-352. https://
doi.org/10.1145/1015467.1015505 5. Fioreze, T., Heijenk, G. Extending DNS to Support Geo
casting Towards VANETS: A Proposal. IEEE Vehicular
Networking Conference (VNC) 2010, 2010, 271-277. https://doi.org/10.1109/VNC.2010.5698258 6. Fioreze, T., Heijenk, G. Extending the Domain Name
System (DNS) to Provide Geographical Addressing To
wards Vehicular Ad-Hoc Networks (VANETs). IEEE 3. Bo, H., Cook, P., Baldwin, T. Geolocation Prediction
in Social Media Data by Finding Location Indicative
Words. Proceedings of the 24th International Confer 343 Information Technology and Control 2017/3/46 Vehicular Networking Conference (VNC) 2011, 2011,
70-77. https://doi.org/10.1109/VNC.2011.6117126 The European Physical
Journal B – Condensed Matter and Complex Systems,
2003, 32(4), 411-414. https://doi.org/10.1140/epjb/
e2003-00123-6 24. Poese, I., Uhlig, S., Kaafar, M., Donnet, B., Gueye, B. IP
Geolocation Databases: Unreliable? ACM SIGCOMM
Computer Communication Review, 2011, 41, 53-56. https://doi.org/10.1145/1971162.1971171 14. Komosny, D., Balej, J., Sathu, H., Shukla, R., Dolezel, P.,
Simek, M. Cable Length Based Geolocalisation. Prze
glad Elektrotechniczny, 2012, 88(7a), 26-32. 15. Komosny, D., Pang, S., Pruzinsky, J., Ilko, P., Polasek, J. PlanetLab Europe as Geographically-Distributed Test
bed for Software Development and Evaluation. Advanc
es in Electrical and Electronic Engineering, 2015, 13(2),
137-146. https://doi.org/10.15598/aeee.v13i2.1245 25. Shavitt, Y., Zilberman, N. A Geolocation Databases
Study. IEEE Journal on Selected Areas in Communica
tions, 2011, 29(10), 2044-2056. https://doi.org/10.1109/
JSAC.2011.111214 26. Sousa, A., Costa, A., Santos, A., Meneses, F., Nicolau, M. Using DNS to Establish a Localization Service. IEEE
International Conference on Indoor Positioning and
Indoor Navigation 2014, 2014, 385-392. https://doi. org/10.1109/IPIN.2014.7275506 16. Komosny, D., Pruzinsky, J., Ilko, P., Polasek, J., Masek, P.,
Kocatepe, O. On Geographic Coordinates of PlanetLab
Europe. IEEE 38th International Conference on Tele
communications and Signal Processing (TSP), 2015,
642-646. https://doi.org/10.1109/TSP.2015.7296342 27. Triukose, S., Ardon, S., Mahanti, A., Seth, A. Geolocat
ing IP Addresses in Cellular Data Networks. Passive 17. Komosny, D., Voznak, M., Bezzateev, S., Kathiravelu, G. The Use of European Internet Communication Prop 344 344 2017/3/46 Information Technology and Control and Active Measurement, 13th International Con
ference, Springer, 2012, 7192, 115-167. https://doi. org/10.1007/978-3-642-28537-0_16 29. Wong, B., Stoyanov, I., Sirer, E. Octant: A Comprehen
sive Framework for the Geolocalization of Internet
Hosts. Proceedings of the 4th USENIX Conference on
Networked Systems Design & Implementation, USE
NIX Association, 2007, 313-326. 28. Voznak, M., Rozhon, J., Ilgin, H. Network Delay Varia
tion Model Consisting of Sources with Poisson‘s Proba
bility Distribution. Proceedings of the 15th WSEAS In
ternational Conference on Computers, WSEAS, 2011,
240-244. 30. Zander, S. How Accurate is IP Geolocation Based on
IP Allocation Data? Technical Report 120524A, Swin
burne University of Technology, 2012. Summary / Santrauka This paper deals with finding the geographical location of Internet nodes remotely with no need to communi
cate with the nodes located (client-independently). IP geolocation is used in a number of areas, such as content
personalisation, on-line fraud prevention and detection, and digital media law enforcement. One of the main
concerns when studying the accuracy of client-independent geolocation is the groundtruth dataset. As we show
in the related work, the used groundtruth influences the results a lot. We construct an error-free groundtruth
dataset consisting of nodes with GPS-precise locations. We also record the country, region, city, and ISP for
each groundtruth node. Using the created groundtruth, we study the accuracy of eight IP location databases
in a number of scenarios, such as effect of city area and population, effect of ISP assignment, and number of
not-returned locations. Straipsnyje aptariamas geografinės interneto mazgų padėties aptikimas nuotoliniu būdu, kai nereikia susisiekti
su pačiais mazgais (nepriklausomais nuo kliento). IP adresų geografinė informacija naudojama daugelyje sričių,
pavyzdžiui, turinio personalizavimas, sukčiavimo prevencija ir aptikimas internete bei skaitmeninės žiniasklai
dos teisėsauga. Vienas iš svarbiausių aspektų, tyrinėjant nuo kliento nepriklausomą geografinę informaciją, yra
etaloninių reikšmių duomenų rinkinys. Kaip rodo ankstesnieji tyrimai, naudojamos etaloninės reikšmės turi
daug įtakos rezultatams. Autoriai pristato savo sukurtą klaidų neturintį etaloninių reikšmių duomenų rinkinį,
sudarytą iš mazgų su tiksliomis, GPS pagalba nustatytomis lokacijomis. Kiekvienam etaloninės reikšmės mazgui
taip pat padaromas šalies, regiono, miesto ir ISP įrašas. Naudodamiesi savo sukurtomis etaloninėmis reikšmėmis,
autoriai tiria aštuonių IP lokacijų duomenų bazių tikslumą skirtinguose scenarijuose – tokiuose, kaip miesto vie
tovės ir populiacijos įtaka, interneto ryšio tiekėjo paskyrimo ir negautų atsakymų, įtaka.
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Scaling to generalize a single solution of Richards' equation for soil water redistribution
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Scientia Agrícola
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582 582 Scaling to generalize a single solution of Richards' equation for
soil water redistribution Morteza Sadeghi1*, Bijan Ghahraman1, Kamran Davary1, Seyed Majid Hasheminia1, Klau
Reichardt2 Morteza Sadeghi1*, Bijan Ghahraman1, Kamran Davary1, Seyed Majid Hasheminia1, Klaus
Reichardt2 1Ferdowsi University of Mashhad/College of Agriculture – Dept. of Water Engineering – 91779-4897 – Mashhad, Iran. 2USP/CENA – Lab. de Física do Solo, C.P. 96 – 13418-900 – Piracicaba, SP – Brasil. *Corresponding author <m.sadeghi.um@gmail.com>
Edited by: Jussara Borges Regitano ABSTRACT: Using scaling methods, a single solution of Richards' equation (RE) will suffice for numerous specific
cases of water flow in unsaturated soils. In this study, a new method is developed to scale RE for the soil water
redistribution process. Two similarity conditions are required: similarity in the shape of the soil water content profiles
as well as of the water flux density curves. An advantage of this method is that it is not restricted to a specific soil
hydraulic model – hence, all such models can be applied to RE. To evaluate the proposed method, various soil
textures and initial conditions were considered. After the RE was solved numerically using the HYDRUS-1D model,
the solutions were scaled. The scaled soil water content profiles were nearly invariant for medium- and fine-textured
soils when the soil profile was not deeply wetted. The textural range of the soils in which the similarity conditions are
held decreases as the initial conditions deal with a deeply wetted profile. Thus, the scaling performance was poor in
such a condition. This limitation was more pronounced in the coarse-textured soils. Based on the scaling method, a
procedure is suggested by which the solution of RE for a specific case can be used to approximate solutions for many
other cases. Such a procedure reduces complicated numerical calculations and provides additional opportunities for
solving the highly nonlinear RE as in the case of unsaturated water flow in soils. Keywords: Nielsen-similarity, spatial variability, invariant solutions Introduction by Warrick et al. (1985), and Vogel et al. (1991). In the second
class, the scaling factors are defined by considering the imposed
boundary and/or initial conditions. A clear advantage of these
methods over the first class is that the scaled RE is invariant to
the boundary and/or initial conditions. However, these methods
are limited to specific hydrological processes and/or soil hydraulic
models. For example, the method of Warrick and Hussen (1993),
developed for infiltration and redistribution, applies only for the
Brooks-Corey hydraulic functions. Scaling methods based on the "similar media" concept
(Miller and Miller, 1956) were developed to cope with the spa-
tial variability of soils (Warrick et al., 1977; Sharma et al., 1980;
Ahuja and Williams, 1991; Kosugi and Hopmans, 1998; Tuli et
al., 2001; Kozak and Ahuja, 2005; Roth, 2008; Sadeghi et al.,
2010). Vereecken et al. (2007) comprehensively reviewed the
scaling methods developed during the past years. Scaling has proven its success also as a tool for numerical
analyses. Using scaling methods, a single solution of Richards'
equation (RE) will suffice for numerous specific cases of un-
saturated water flow. Hence, these methods considerably reduce
the calculations required for heterogeneous soils (Warrick and
Hussen, 1993). So far, various methods for scaling RE have
been proposed (Reichardt et al., 1972; Warrick and Amoozegar-
Fard, 1979; Warrick et al., 1985; Vogel et al., 1991; Kutilek et al.,
1991; Warrick and Hussen, 1993; Neuweiler and Cirpka, 2005). Using specific scaling factors, these methods allow a linear
transformation of RE variables to achieve invariant solutions
for a set of similar soils. This similarity may be defined based
on microscopic-scale geometry (Miller and Miller 1956), shape
of soil hydraulic functions (Simmons et al., 1979), or a linear
variability concept (Vogel et al., 1991). The objective of this study, following the second class, is
to scale RE focused on the redistribution process. Scaling of
RE solutions is proposed instead of solving the scaled RE. By
this procedure, this new method is not restricted to a specific
hydraulic model – hence, all existing and future models can be
used for the redistribution solutions. Theory The following initial
conditions are considered: θ(z, 0) = θfi
(0 < z < zfi)
(04a)
θ(z, 0) = θi
(z > zfi)
(04b) (04a) (04b) where θfi and zfi are the initial values of the wetting front water
content θf(t) and depth zf(t), respectively; θι is the initial soil
water content below the wetting front (WF). Figure 1 graphi-
cally describes the imposed boundary and initial conditions on
the solution domain. (08) (08) A θ-based solution of Eq. (1), considering conditions (2)
to (4), yields soil water content profiles (SWCP), θ(z), during
redistribution. Considering the shape of the SWCPs during
redistribution, two general forms can be found: the SWCP
(a) with the θ gradient everywhere positive and with the θ
distribution almost uniform above a sharp WF, and (b) with a
further wetting below advancing as a step-like profile while the
soil desaturates near the surface (Youngs, 1990). where subscripts A and B correspond to cases A and B. Eq. (8) gives: (09) (09) Theory Consider a one-dimensional Richards’ equation (RE) of
the form: (01) (01) where θ [L3 L–3] is the volumetric soil water content, K [L T–1] the
unsaturated hydraulic conductivity, h [L] the soil water matric po-
tential head (i.e. absolute value of the soil water pressure head), z
the vertical position coordinate below soil surface, and t the time. Scaling methods can be divided into two classes (Kutilek and
Nielsen, 1994). In the first class, the scaling factors are derived to
unify the soil hydraulic functions into a single curve and therefore,
are invariant quantities for each soil. Using these methods, scaled
RE will be invariant for similar soils provided that the scaled
boundary and initial conditions are the same. This provision
limits the applicability of such methods developed, for example, Considering a soil water redistribution process without
surface evaporation, the following conditions are imposed on
the upper (z = 0) and lower boundary (z = L) of the solution Sci. Agric. (Piracicaba, Braz.), v.68, n.5, p.582-591, September/October 2011 Richards' equation for soil water redistribution 583 θ* (z*, t = 0) = 1 (0 < z* < 1)
(07a)
θ* (z*, t = 0) = 0 (z* > 1)
(07b) domain dealing with zero water flux density and free drainage,
respectively: domain dealing with zero water flux density and free drainage,
respectively: (07a) (07b) q(0,t)=0
(02)
q(L,t)=K(L,t)
(03) q(0,t)=0 (02) In Eqs. (5) to (7) θ* and z* are the scaled soil water content
and depth, respectively. It is assumed that t can be scaled using
a constant scaling factor τ (i.e. t*=τt, where t* is the scaled time)
so that the scaled solutions of RE, θ*(z*,t*), be invariant for a
set of cases (i.e. specific soils and initial conditions). To do so, a
primary requirement is that the shape of the SWCPs be similar
for all the cases. Assume two cases A and B for which this con-
dition is held. Since the scaled initial conditions are invariant, the
scaled solutions will be the same for these two cases only if the
scaled WF advance velocity (i.e. dzf
*/dt*, where zf
* is the scaled
WF depth) is the same at each scaled time: q(L,t)=K(L,t) (03) where q [L T–1] is the water flux density. Scaling Method here vf [T–1] represents dzf
*/dt, and vfi is the initial value of vf. Based on Eq. (9), vfi will be the best choice for the time scaling
factor, τ: Following relationships are proposed to scale θ and z: (05)
(06) factor, τ: (05) t* = vfi t
(10) t* = vfi t (10) To determine vfi, Darcy’s equation is considered in the form
of: (06) (06) of: (11) (11) by which the scaled values of θfi and zfi will become unity and
the scaled initial conditions will be invariant as follows: Integrating Eq. (11) from the soil surface to the WF depth at t
= 0, we have: Sci. Agric. (Piracicaba, Braz.), v.68, n.5, p.582-591, September/
Figure 1 – Graphical description of the imposed boundary and
initial conditions on the soil profi le during redistribution
process. (12) (12) which yields: which yields: (13) (13) In Eqs. (12) and (13), hi [L] is the matric potential head
corresponding to θi, hfi [L] and Kfi [LT–1] are the matric
potential head and hydraulic conductivity corresponding
to θfi, respectively, θfi is the initial value of downward
flux density at the WF, Ks [LT–1] is the saturated hydraulic Figure 1 – Graphical description of the imposed boundary and
initial conditions on the soil profi le during redistribution
process. Figure 1 – Graphical description of the imposed boundary and
initial conditions on the soil profi le during redistribution
process. Sci. Agric. (Piracicaba, Braz.), v.68, n.5, p.582-591, September/October 2011 Sci. Agric. (Piracicaba, Braz.), v.68, n.5, p.582-591, September/October 2011 Sci. Agric. (Piracicaba, Braz.), v.68, n.5, p.582-591, September/October 2011 Sadeghi et al. 584 (19) conductivity, and G [L] is WF matric head at t = 0 defined
as: (19) (14) where θr and θs are soil residual and saturated water contents,
respectively, and α, n, and m are empirical parameters with the
assumption that m=1-1/n. (14) Soils of twelve textural classes were considered by applying
parameters of Carsel and Parrish (1988) which are the default
parameters of HYDRUS for van Genuchten functions (Table
1). Two sets of initial conditions, presented in Table 2, were
considered using various combinations of zfi, hfi and hi. Set A
(A1 to A6) was considered to evaluate the effect of the total
water added to the soil profile, W, while Set B (B1 to B8) was
considered to separately evaluate the effects of zfi, hfi and hi. Scaling Method (17) implies in another condition necessary
e scaling, dealing with the shape similarity of the flux den-
urves over the scaled soil profile, such that it can be scaled
near transformation. This kind of similarity was previously
ed by Simmons et al. (1979) and, as stated by Sposito and
1985), is referred to as "Nielsen-similarity". Materials and Methods
chards' Equation was solved using HYDRUS-1D, Version
munek et al., 2008) for various soils and initial conditions. To
ate the SWCPs during redistribution, zero water flux and free
ge were set as the upper and lower boundary conditions,
ctively. Van Genuchten (1980) hydraulic functions based on
m's (1976) model were adopted:
(18)
Table 1 – Van Genuchten parameters of 12 soils (Carsel and Parrish,
1988) used for the numerical studies. Soil texture
θr
θs
α
n
Ks
cm–1
cm per day
sand
0.045
0.43
0.145
2.68
712.8
loamy sand
0.057
0.41
0.124
2.28
350.2
sandy loam
0.065
0.41
0.075
1.89
106.1
loam
0.078
0.43
0.036
1.56
24.96
silt
0.034
0.46
0.016
1.37
6.00
silt loam
0.067
0.45
0.020
1.41
10.80
sandy clay loam
0.100
0.39
0.059
1.48
31.44
clay loam
0.095
0.41
0.019
1.31
6.24
silty clay loam
0.089
0.43
0.010
1.23
1.68
sandy clay
0.100
0.38
0.027
1.23
2.88
silty clay
0.070
0.36
0.005
1.09
0.48
clay
0.068
0.38
0.008
1.09
4.80 September/October 2011
n necessary
he flux den-
an be scaled
s previously
Sposito and
1D, Version
nditions. To
flux and free
conditions,
ns based on
(18)
Table 1 – Van Genuchten parameters of 12 soils (Carsel and Parrish,
1988) used for the numerical studies. Soil texture
θr
θs
α
n
Ks
cm–1
cm per day
sand
0.045
0.43
0.145
2.68
712.8
loamy sand
0.057
0.41
0.124
2.28
350.2
sandy loam
0.065
0.41
0.075
1.89
106.1
loam
0.078
0.43
0.036
1.56
24.96
silt
0.034
0.46
0.016
1.37
6.00
silt loam
0.067
0.45
0.020
1.41
10.80
sandy clay loam
0.100
0.39
0.059
1.48
31.44
clay loam
0.095
0.41
0.019
1.31
6.24
silty clay loam
0.089
0.43
0.010
1.23
1.68
sandy clay
0.100
0.38
0.027
1.23
2.88
silty clay
0.070
0.36
0.005
1.09
0.48
clay
0.068
0.38
0.008
1.09
4.80 Table 1 – Van Genuchten parameters of 12 soils (Carsel and Parrish,
1988) used for the numerical studies. Scaling Method To
prevent the divergence of the solutions, the abrupt increase of
the matric potential head at the WF was avoided. To do so, the
matric potential head gradually increased from hfi and hi through
four space steps at the WF. It should be noted that HYDRUS
works with the pressure head (negative values) instead of the
absolute value of the matric head. Mass conservation law gives: (15) (15) Combining (13) and (15) results in: Combining (13) and (15) results in: (16) (16) SWCPs obtained by HYDRUS were scaled using Eqs. (5), (6), and (10). The value of vfi was determined from Eq. (16) with G being computed from Eq. (14). The integral
of Eq. (14) was approximated by the trapezoidal rule. For
convenience of application, it is worth to note that hfi=0
and hi Æ ∞, G approaches the effective capillary drive (HcM)
defined by Morel-Seytoux and Khanji (1974): Using Eq. (16), vfi can be calculated from the initial con-
ditions (i.e. θfi, θi and zfi). The soil hydraulic functions should
be known to determine Kfi and hfi from θfi as well as hi from
θi (hfi and hi are required to calculate G using Eq. (14)). Although there is no restriction on a specific form of the
soil hydraulic models, it should be noticed that the selected
hydraulic models should be the same for solving RE and cal-
culating vfi using Eq. (16). Based on the mass conservation
law, ∂θ / ∂t = –∂q / ∂z , Eqs. (5), (6), and (10) suggest the
following relationship to scale the flux density: (20) (20) (17) (17) When van Genuchten hydraulic models with the assumption
of m=1-1/n are applied, HcM can be approximated as follows
(Morel-Seytoux et al., 1996): where q* is the scaled flux density. To scale the redistribution
process for a set of soils and initial conditions, q*(z*) should be
a unified curve. Eq. (17) implies in another condition necessary
for the scaling, dealing with the shape similarity of the flux den-
sity curves over the scaled soil profile, such that it can be scaled
by a linear transformation. This kind of similarity was previously
adopted by Simmons et al. (1979) and, as stated by Sposito and
Jury (1985), is referred to as "Nielsen-similarity". gric. (Piracicaba, Braz.), v.68, n.5, p.582-591, September/October 2011
ied curve. Eq. Materials and Methods Richards' Equation was solved using HYDRUS-1D, Version
4 (Simunek et al., 2008) for various soils and initial conditions. To
simulate the SWCPs during redistribution, zero water flux and free
drainage were set as the upper and lower boundary conditions,
respectively. Van Genuchten (1980) hydraulic functions based on
Mualem's (1976) model were adopted: (18) (18) Sci. Agric. (Piracicaba, Braz.), v.68, n.5, p.582-591, September/October 2011 Sci. Agric. (Piracicaba, Braz.), v.68, n.5, p.582-591, September/October 2011 Richards' equation for soil water redistribution 585 (21) where θ*
mi is the arithmetic mean of all θ* values at each 0.1 in-
crement of z*
at which θ*
i is located, and N is the total number
of the evaluated points. Profile of θ*
m shows a mean scaled SW-
CPs, and therefore, MAES and RMSES indicate the deviations
of the scaled SWCPs from the mean scaled SWCPs. When all
the scaled SWCPs coalesce, these criteria will be equal to zero,
suggesting an ideal performance of the scaling method. (21) with minimal errors (< 2 %) over the range of m from 0.05 to
0.7. Eq. (21) was used to find a proper value for increments of
h in the approximation of G using the trapezoidal rule. With
0.1 cm increments of h, approximations of the trapezoidal rule
were close to those of Eq. (21). Results and Discussion To quantitatively evaluate the performance of the proposed
scaling method, for each set of the scaled SWCPs, two criteria
– the mean absolute error of scaling (MAES) and the root mean
squared error of scaling of scaling (RMSES) – were defined as: Figure 2 shows HYDRUS model outputs for the 12 soils
of Table 1 and initial conditions of A1 which were scaled by
Eqs. (5), (6), and (10). Except for the sand, loamy sand and
sandy loam, the remaining nine soils were reasonably well
scaled and manifest a nearly unique scaled SWCP. A reason for
the undesirable deviations in the three sandy soils is that the
SWCPs in these soils with the imposed initial conditions are not
similar in shape to those of the other soils. However, it seems
that the main reason for the deviations is that, regarding the
Nielsen-similarity condition, these soils are not similar to the
other soils. To clarify this issue, the similarity condition should
be evaluated. (22)
(23) (22) (22) (23) (23) As mentioned earlier, the so-called Nielsen-similarity deals
with the shape similarity of the flux density curves during redis-
tribution. It is assumed that the flux curves are described by the
following power model (Jury and Horton, 2003): Sci. Agric. (Piracicaba, Braz.), v.68, n.5, p.582-591, September/October 2011
Table 2 – Two sets of initial conditions (A and B) used for the numerical studies. Code
A1
A2
A3
A4
A5
A6
B1
B2
B3
B4
B5
B6
B7
B8
zfi (cm)
5
10
15
20
30
50
5
50
5
50
5
50
5
50
hfi (cm)
10
8
6
4
2
0
10
10
0
0
10
10
0
0
hi (× 104 cm)
500
100
50
10
5
1
500
500
500
500
1
1
1
1
Figure 2 – Scaled soil water content profi les for the 12 soils of Carsel and Parrish (1988) (see Table 1) and initial conditions of A1 (see Table
2) at (a) t* = 1, (b) t* = 5, and (c) t* = 10. Table 2 – Two sets of initial conditions (A and B) used for the numerical studies. Table 2 – Two sets of initial conditions (A and B) used for the numerical studies. Sci. Agric. (Piracicaba, Braz.), v.68, n.5, p.582-591, September/October 2011 Results and Discussion Figure 2 – Scaled soil water content profi les for the 12 soils of Carsel and Parrish (1988) (see Table 1) and initial conditions of A1 (see Table
2) at (a) t* = 1, (b) t* = 5, and (c) t* = 10. Sci. Agric. (Piracicaba, Braz.), v.68, n.5, p.582-591, September/October 2011 Sci. Agric. (Piracicaba, Braz.), v.68, n.5, p.582-591, September/October 2011 Sadeghi et al. 586 q=a(t+b)c (24) We conclude that the scaling is more sensitive to W for the
very coarse- and very fine- textured soils. The scaled SWCPs
for the loam are approximately invariant with respect to the
initial conditions. For the sand, when W is relatively small (A1
and A2), the scaled SWCPs show a delay, while the scaling is
adequate for larger values of W. On the other hand, the scaled
SWCPs in the clay coalesced for all initial conditions except for
A6 – the condition corresponding to the greatest value of W. To separately study the effects of zfi, hfi and hi on the scal-
ing performance, RE was solved by applying set B of the initial
conditions in which, for zfi, hfi and hi, extreme values of set A
are considered. The scaled solutions are presented in Figure 7
for sand, loam and clay at t* = 5. The figure indicates that, in We conclude that the scaling is more sensitive to W for the
very coarse- and very fine- textured soils. The scaled SWCPs
for the loam are approximately invariant with respect to the
initial conditions. For the sand, when W is relatively small (A1
and A2), the scaled SWCPs show a delay, while the scaling is
adequate for larger values of W. On the other hand, the scaled
SWCPs in the clay coalesced for all initial conditions except for
A6 – the condition corresponding to the greatest value of W. where a, b, and c are empirical fitting parameters. When time t
in Eq. (24) is longer than a day or so, the model shows a linear
behavior. Therefore, the equality in the slope of the log-log plot
of q(t) verifies the similarity. We studied the similarity condition in three soils of sand,
loam, and clay textures under the conditions corresponding to
Figure 2. For these soils, log-log transformed curves of q(t) at
z=zfi (z*=1) are shown in Figure 3. Results and Discussion The slope of the sand is defi-
nitely greater than those of the loam and clay which are nearly
more equal (Figure 3). Therefore, we consider that the curves
for the loam and clay are nearly similar but different from that
of the sand. To separately study the effects of zfi, hfi and hi on the scal-
ing performance, RE was solved by applying set B of the initial
conditions in which, for zfi, hfi and hi, extreme values of set A
are considered. The scaled solutions are presented in Figure 7
for sand, loam and clay at t* = 5. The figure indicates that, in Figure 4 shows the scaled SWCPs for the 12 soils and
initial conditions of A6 which considers a deeply wetted
initial profile. A comparison of Figures 2 and 4 indicates that
by increasing W (i.e. total water added to the soil profile) the
scaling performance decreases. Since dzf
*/dt at t=0 is used
as the scaling factor of time, the scaled SWCPs increasingly
diverge as the time increases. The poor performance of the
scaling in Figure 4 can be similarly justified by invalidity of
the two similarity conditions required for scaling. For the
sand, loam, and clay of Figure 4, log-log transformed curves
of q(t) at z=zfi (z*=1) are shown in Figure 5. The figure shows
that the slopes are significantly different indicating that the
Nielsen-similarity condition is not held in Figure 4. It can be
concluded that by increasing W, the flow properties become
more sensitive to soil texture. In other words, the textural
range of the soils in which the similarity condition is held
decreases as W increases. Figure 3 – Log-log transformed curves of the water fl ux density
at z = zfi (z* = 1) for three soils of sand, loam, and clay
of Carsel and Parrish (1988) (see Table 1) under the
conditions corresponding to Figure 2. S represents the
slope of the lines fi tted to the points. Results and Discussion -3.0
-2.5
-2.0
-1.5
-1.0
-0.5
0.0
0.5
1.0
1.5
log q (cm per day)
log t (day)
sand
loam
clay
S = -1.09
S = -1.00
S = -1.31 -3.0
-2.5
-2.0
-1.5
-1.0
-0.5
0.0
0.5
1.0
1.5
log q (cm per day)
log t (day)
sand
loam
clay
S = -1.09
S = -1.00
S = -1.31 Figure 3 – Log-log transformed curves of the water fl ux density
at z = zfi (z* = 1) for three soils of sand, loam, and clay
of Carsel and Parrish (1988) (see Table 1) under the
conditions corresponding to Figure 2. S represents the
slope of the lines fi tted to the points. Figure 3 – Log-log transformed curves of the water fl ux density
at z = zfi (z* = 1) for three soils of sand, loam, and clay
of Carsel and Parrish (1988) (see Table 1) under the
conditions corresponding to Figure 2. S represents the
slope of the lines fi tted to the points. The impact of W on the scaling performance, studied in
detail by varying the initial conditions from A1 to A6, is shown
in Figure 6 for the sand, loam, and clay at t* = 5. S i A
i
(Pi
i
b
B
z )
68
5 p 582 591 S pt
b
/O t b
2011
Figure 4 – Scaled soil water content profi les for the 12 soils of Carsel and Parrish (1988) (see Table 1) and initial conditions of A6 (see Table
2) at (a) t* = 1, (b) t* = 5, and (c) t* = 10. Figure 4 – Scaled soil water content profi les for the 12 soils of Carsel and Parrish (1988) (see Table 1) and initial conditions of A6 (see Table
2) at (a) t* = 1, (b) t* = 5, and (c) t* = 10. Sci. Agric. (Piracicaba, Braz.), v.68, n.5, p.582-591, September/October 2011 Sci. Agric. (Piracicaba, Braz.), v.68, n.5, p.582-591, September/October 2011 Sci. Agric. (Piracicaba, Braz.), v.68, n.5, p.582-591, September/October 2011 Richards' equation for soil water redistribution 587 very coarse- or fine-textured soils, the scaling performance is
more sensitive to zfi, hfi and hi. The scaled SWCPs are approxi-
mately invariant for the loam while this is not the case for the
sand and clay. is small. The results confirm that the flow properties are not
significantly affected by variation of hi. Results and Discussion In the sand, the impact
of hi is significant only if hfi is large. This is the case for the
clay if simultaneously, hfi is large and zfi is small. Impacts of zfi, hfi and hi are dependent to each other. Based on the results, hfi seems to be the most effective param-
eter on the scaling performance especially for fine-textured
soils. Variation of this parameter significantly changes the flow
rate and therefore, the shape of the flux curves. Thus, cases
with an extreme value of hfi will be far from the other cases
regarding the Nielsen-similarity condition. Also, increasing zfi
decreases the scaling performance (Figure 7). This is the case
for the sand when hfi is large, however, for the clay when hfi f
f
Generally, the above discussions suggest that the proposed
scaling method can be successfully applied for medium- and
fine-textured soils provided that the initial profile is not deeply
wetted. Figure 8 shows the scaled SWCPs at three scaled times
of 1, 5, and 10 for the nine medium- and fine-textured soils
of Table 1 (i.e. from loam to clay) having initial conditions
A1 through A5. Even though the figure contains 45 various
scenarios for the solution of RE, the scaled SWCPs are nearly
invariant with limited scattering around the mean scaled SW-
CPs (the white points in the figure). The 45 cases considered in Figure 8 are approximately
Nielsen-similar. For these 45 cases, Figure 9a shows the log-log
transformed curves of q(t) at z=zfi (z*=1). It is obvious that
the slopes are approximately equal with an average of -0.955
(standard deviation=0.127). Therefore, the flux curves could
be well scaled using Eq. (17), which are presented in Figure
9b. Although the flux values fall in a wide range, Figure 9b
indicates that the scaled fluxes coalesced into a unified curve
and could be well described using a power model similar to Eq. (24), q*=0.71(t*+0.069)–1.03, with a determination coefficient of
0.995. Recognizing that the two assumed similarity conditions
are held for the range of soils and selected initial conditions,
we propose that the scaling method can be generalized to
numerous other cases in this range leading to approximations
of the solutions of RE. Results and Discussion Figure 5 – Log-log transformed curves of the water fl ux density at
z = zfi (z* = 1) for three soils of sand, loam, and clay
of Carsel and Parrish (1988) (see Table 1) under the
conditions corresponding to Figure 4. S represents the
slope of the lines fi tted to the points. -1.6
-1.4
-1.2
-1.0
-0.8
-0.6
-0.4
-0.2
0.0
0.2
0.4
0.0
0.5
1.0
1.5
log q (cm per day)
log t (day)
sand
loam
clay
S = -1.021
S = -1.355
S = -0.714 -1.6
-1.4
-1.2
-1.0
-0.8
-0.6
-0.4
-0.2
0.0
0.2
0.4
0.0
0.5
1.0
1.5
log q (cm per day)
log t (day)
sand
loam
clay
S = -1.021
S = -1.355
S = -0.714 Figure 5 – Log-log transformed curves of the water fl ux density at
z = zfi (z* = 1) for three soils of sand, loam, and clay
of Carsel and Parrish (1988) (see Table 1) under the
conditions corresponding to Figure 4. S represents the
slope of the lines fi tted to the points. Sci. Agric. (Piracicaba, Braz.), v.68, n.5, p.582-591, September/October 2011 Generalizing a Single Solution The ability of the scaling method to approximate numeri-
cal solutions of RE using a single solution was evaluated. To Sci. Agric. (Piracicaba, Braz.), v.68, n.5, p.582-591, September/October 2011
Figure 6 – Scaled soil water content profi les for (a) sand, (b) loam, and (c) clay of Carsel and Parrish (1988) (see Table 1) and set A of initial
conditions (see Table 2) at t* = 5. Figure 6 – Scaled soil water content profi les for (a) sand, (b) loam, and (c) clay of Carsel and Parrish (1988) (see Table 1) and set A of initial
conditions (see Table 2) at t* = 5. Sci. Agric. (Piracicaba, Braz.), v.68, n.5, p.582-591, September/October 2011 Sci. Agric. (Piracicaba, Braz.), v.68, n.5, p.582-591, September/October 2011 588
Sadeghi et al. Figure 7 – Scaled soil water content profi les for (a) sand, (b) loam, and (c) clay of Carsel and Parrish (1988) (see Table 1) and set B of initial
conditions (see Table 2) at t* = 5. 588 Figure 7 – Scaled soil water content profi les for (a) sand, (b) loam, and (c) clay of Carsel and Parrish (1988) (see Table 1) and set B of initial
conditions (see Table 2) at t* = 5. Figure 8 – Scaled soil water content profi les for medium- and fi ne-textured soils of Table 1 (from loam to clay) and set A of initial conditions
except A6 (see Table 2) at (a) t* = 1, (b) t* = 5, and (c) t* = 10. White points show the mean scaled SWCPs. Figure 8 – Scaled soil water content profi les for medium- and fi ne-textured soils of Table 1 (from loam to clay) and set A of initial conditions
except A6 (see Table 2) at (a) t* = 1, (b) t* = 5, and (c) t* = 10. White points show the mean scaled SWCPs. A5 were considered. To determine the van Genuchten param-
eters of the four soils of UNSODA, van Genuchten hydraulic
models, Eqs. (18) and (19), were simultaneously fitted to the
measured data using the RETC software (van Genuchten et al.,
1991). Table 4 presents the van Genuchten parameters of the
soils as well as the initial conditions. Generalizing a Single Solution do so, six medium- and fine-textured soils were selected from
the literature: a Beit Netofa Clay (van Genuchten et al., 1980),
a Pima Clay Loam (Elmaloglou and Malamos, 2003), and four
other soils taken from UNSODA database (Leij et al., 1999)
specified by codes 1300, 1370, 3360, and 4030. Some general
information of these soils, including texture, taxonomic class
and geographical location, are presented in le 3. For each soil,
randomly produced initial conditions in the range of A1 to It was assumed that, for these six soils, the scaled solutions
of RE are invariant and identical to the mean scaled SWCPs Sci. Agric. (Piracicaba, Braz.), v.68, n.5, p.582-591, September/October 2011 Richards' equation for soil water redistribution 589 Figure 9 – (a) Unscaled and (b) scaled water fl ux density curves at z = zfi (z* = 1) for 45 cases of Figure 8. S represents the slope of the lines
fi tted to the points. -3.0
-2.5
-2.0
-1.5
-1.0
-0.5
0.0
0
0.2
0.4
0.6
0.8
1
1.2
log q (cm per day)
log t (day)
(a)
average of S = -0.955
standard deviation of S = 0.127
1.E-04
1.E-03
1.E-02
1.E-01
1.E+00
0
100
200
300
400
q*
t*
(b)
q* = 0.71 × (t* + 0.069)^-1.03
R-squared = 0.995 -3.0
-2.5
-2.0
-1.5
-1.0
-0.5
0.0
0
0.2
0.4
0.6
0.8
1
1.2
log q (cm per day)
log t (day)
(a)
average of S = -0.955
standard deviation of S = 0.127 1.E-04
1.E-03
1.E-02
1.E-01
1.E+00
0
100
200
300
400
q*
t*
(b)
q* = 0.71 × (t* + 0.069)^-1.03
R-squared = 0.995 t* Figure 9 – (a) Unscaled and (b) scaled water fl ux density curves at z = zfi (z* = 1) for 45 cases of Figure 8. S represents the slope of the lines
fi tted to the points. Table 3 – General information of the six selected soils: Beit Netofa Clay (van Genuchten, 1980), Pima Clay Loam (Elmaloglou and Malamos,
2003), and four other soils taken from UNSODA database (Leij et al., 1999). Generalizing a Single Solution An advantage of this method is that it is not restricted
to a specific soil hydraulic model. A disadvantage is that the
method does not adequately scale water content redistribu-
tion profiles of sands and other coarse-textured soils wetted
partially, or those of fine-textured soils wetted deeply. Textural
range of the soils in which the similarity conditions are held
decreases as the initial conditions deals with a deeply wetted
profile. In such a condition, a classification of soils and initial
conditions and then separately scaling of each class may allevi-
ate the problem. The method is promising to reduce compli- Table 4 –Van Genuchten parameters of the six selected soils: Beit Netofa Clay (Van Genuchten et al., 1980), Pima Clay Loam (Elmaloglou
and Malamos, 2003), and four other soils taken from UNSODA database (Leij et al., 1999), as well as the randomly produced initial
diti Table 4 –Van Genuchten parameters of the six selected soils: Beit Netofa Clay (Van Genuchten et al., 1980), Pima Clay Loam (Elmaloglou
and Malamos, 2003), and four other soils taken from UNSODA database (Leij et al., 1999), as well as the randomly produced initial
conditions. Soil name
θr
θs
α
n
Ks
zfi
hfi
hi
cm–1
cm per day
------------- cm -------------
× 106 cm
Beit Netofa Clay
0.000
0.446
0.0015
1.17
0.08
22
8
2.49
Pima Clay Loam
0.200
0.550
0.0321
1.28
9.91
9
6
1.64
1300
0.000
0.371
0.0225
1.26
9.59
20
7
1.31
1370
0.190
0.608
0.0089
1.32
15.89
14
2
0.68
3360
0.064
0.362
0.0062
1.39
2.08
18
6
1.31
4030
0.000
0.415
0.0432
1.41
1.16
14
3
1.51 Generalizing a Single Solution Soil name
Texture
Taxonomic class
Geographical location
Beit Netofa Clay
clay
Rhodustalfs
Beit Netofa valley, Lower Galilee, Israel (32º 44’ N, 35º
26’ E)
Pima Clay Loam
clay laom
Cumulic Haplustoll
Marana, Arizona, USA (32º 24’ N, 111º 10’ W)
1300
sandy clay loam
Thermic Typic Torrifluvents
Las Cruces, New Mexico, USA (USA - 32º 19’ N, 106º 45’
W)
1370
loam
Gley-Pseudogley
Muenchehagen (Loccum), Germany (52º26’ N, 9º11’ E)
3360
silt loam
Mesic Typic Hapludalf
Goettingen-Weende, Germany (51º 33’ N, 9º55’ E)
4030
silt loam
Typic Hapludalf
Helecine (Leuven), Belgium(50º 44’ N, 4º 41’ E) of Figure 6. Subsequently, the mean scaled SWCPs were de-
scaled (i.e. converted to the real scale) for the six soils using
the Eqs. (5), (6) and (10). Hence, for each soil, SWCPs were
approximated during redistribution. To evaluate the accuracy
of the approximations, the SWCPs for the same soils and initial
conditions were individually simulated using HYDRUS. The
simulated and approximated SWCPs were compared using the
mean relative error criterion, MRE (i.e. the mean of the absolute
errors between the simulated and approximated values relative
to the simulated values). Figure 10 shows the simulated and approximated SWCPs for
the six soils of Table 3 at two times corresponding to t*=1 and
t*=10. With the MRE values never exceeding 5%, the scaling
method satisfactorily approximated the numerical solutions of
RE for the selected soils and initial conditions. Table 4 –Van Genuchten parameters of the six selected soils: Beit Netofa Clay (Van Genuchten et al., 1980), Pima Clay Loam (Elmaloglou
and Malamos, 2003), and four other soils taken from UNSODA database (Leij et al., 1999), as well as the randomly produced initial
conditions. Soil name
θr
θs
α
n
Ks
zfi
hfi
hi
cm–1
cm per day
------------- cm -------------
× 106 cm
Beit Netofa Clay
0.000
0.446
0.0015
1.17
0.08
22
8
2.49
Pima Clay Loam
0.200
0.550
0.0321
1.28
9.91
9
6
1.64
1300
0.000
0.371
0.0225
1.26
9.59
20
7
1.31
1370
0.190
0.608
0.0089
1.32
15.89
14
2
0.68
3360
0.064
0.362
0.0062
1.39
2.08
18
6
1.31
4030
0.000
0.415
0.0432
1.41
1.16
14
3
1.51
Conclusion
Scaled soil water content profiles were found to be nearly
invariant during scaled redistribution times for medium- to
fine-textured soils when the initial profile was not deeply wet-
ted. Conclusion Figure 10 – Simulated (solid lines) and approximated (doted lines) soil water content profi les for the six selected soils: Beit Netofa Clay (van
Genuchten et al., 1980), Pima Clay Loam (Elmaloglou and Malamos, 2003), and four other soils taken from UNSODA database
(Leij et al., 1999) at two times corresponding to t* = 1 and t* = 10. cated numerical calculations and opens a new window to easily
obtain approximate solutions of highly nonlinear equation of
Richards for water flow in unsaturated soils, within prescribed
levels of error. Elmaloglou, S.T.; Malamos, N. 2003. A method to estimate soil water
movement under a trickle surface line source, with water extraction by
roots. Irrigation and Drainage 52: 273-284. Jury, W.A.; Horton, R. 2003. Soil Physics. 6ed. John Wiley, New York, NY,
USA. Kozak, J.A.; Ahuja, L.R. 2005. Scaling of infi ltration and redistribution of
water across soil textural classes. Soil Science Society of America Journal
69: 816-827 Conclusion of Figure 6. Subsequently, the mean scaled SWCPs were de-
scaled (i.e. converted to the real scale) for the six soils using
the Eqs. (5), (6) and (10). Hence, for each soil, SWCPs were
approximated during redistribution. To evaluate the accuracy
of the approximations, the SWCPs for the same soils and initial
conditions were individually simulated using HYDRUS. The
simulated and approximated SWCPs were compared using the
mean relative error criterion, MRE (i.e. the mean of the absolute
errors between the simulated and approximated values relative
to the simulated values). Scaled soil water content profiles were found to be nearly
invariant during scaled redistribution times for medium- to
fine-textured soils when the initial profile was not deeply wet-
ted. An advantage of this method is that it is not restricted
to a specific soil hydraulic model. A disadvantage is that the
method does not adequately scale water content redistribu-
tion profiles of sands and other coarse-textured soils wetted
partially, or those of fine-textured soils wetted deeply. Textural
range of the soils in which the similarity conditions are held
decreases as the initial conditions deals with a deeply wetted
profile. In such a condition, a classification of soils and initial
conditions and then separately scaling of each class may allevi-
ate the problem. The method is promising to reduce compli- Figure 10 shows the simulated and approximated SWCPs for
the six soils of Table 3 at two times corresponding to t*=1 and
t*=10. With the MRE values never exceeding 5%, the scaling
method satisfactorily approximated the numerical solutions of
RE for the selected soils and initial conditions. Sci. Agric. (Piracicaba, Braz.), v.68, n.5, p.582-591, September/October 2011 590
Sadeghi et al. Figure 10 – Simulated (solid lines) and approximated (doted lines) soil water content profi les for the six selected soils: Beit Netofa Clay (van
Genuchten et al., 1980), Pima Clay Loam (Elmaloglou and Malamos, 2003), and four other soils taken from UNSODA database
(Leij et al., 1999) at two times corresponding to t* = 1 and t* = 10. 590 Sadeghi et al. Acknowledgement Kosugi, K.; Hopmans, J.W. 1998. Scaling water retention curves for soils
with lognormal pore-size distribution. Soil Science Society of America
Journal 62: 1496-1504. To Prof. D.R. Nielsen and Prof. A.W. Warrick, for their
thorough review and helpful comments. The last author thanks
CNPq for granting his productivity fellowship. Kutilek, M.; Nielsen, D.R. 1994. Soil Hydrology. Catena, Germany. Kutilek, M.; Zayani, K.; Haverkamp, R.; Parlange, J.Y.; Vachaud, G. 1991. Scaling of Richards' equation under invariant fl ux boundary conditions. Water Resources Research 27: 2181-2185. References Water Resources Research 27: 2181-2185. Leij, F.J.; Alves, W.J.; van Genuchten, M.T.; Williams, J.R. 1999. The UNSODA
unsaturated soil hydraulic database. p. 1269-1281. In: van Genuchten,
M.T.; Leij, F.J.; Wu. L., eds. Characterization and measurement of
the hydraulic properties of unsaturated porous media. University of
California, Riverside, CA, USA. Miller, E.E.; Miller, R.D. 1956. Physical theory for capillary fl ow phenomena. Journal of Applied Physics 27: 324-332. Leij, F.J.; Alves, W.J.; van Genuchten, M.T.; Williams, J.R. 1999. The UNSODA
unsaturated soil hydraulic database. p. 1269-1281. In: van Genuchten,
M.T.; Leij, F.J.; Wu. L., eds. Characterization and measurement of
the hydraulic properties of unsaturated porous media. University of Ahuja, L.R.; Williams, R.D. 1991. Scaling water characteristic and hydraulic
conductivity based on Gregson-Hector-McGowan approach. Soil Science
Society of America Journal 55: 308-319. Carsel, R.F.; Parrish, R.S. 1988. Developing joint probability
distributions of soil water characteristics. Water Resources
Research 24: 755-769. California, Riverside, CA, USA. Miller, E.E.; Miller, R.D. 1956. Physical theory for capillary fl ow phenomena. Journal of Applied Physics 27: 324-332. Sci. Agric. (Piracicaba, Braz.), v.68, n.5, p.582-591, September/October 2011 Sci. Agric. (Piracicaba, Braz.), v.68, n.5, p.582-591, September/October 2011 Richards' equation for soil water redistribution 591 Morel-Seytoux, H.J.; Khanji, J. 1974. Derivation of an equation of infi ltration. Water Resources Research 10: 795-800. Van Genuchten, M.T. 1980 A closed-form equation for predicting the
hydraulic conductivity of unsaturated soils. Soil Science Society of
America Journal 44: 892-898. Morel-Seytoux, H.J.; Meyer, P.D.; Nachabe, M.; Touma, J,; van Genuchten,
M.T.; Lenhard, R.J. 1996. Parameter equivalence for the Brooks-Corey
and van Genuchten soil characteristics: Preserving the effective capillary
drive. Water Resources Research 32: 1251-1258. Van Genuchten, M.T.; Leij, F.J.; Yates, S.R. 1991. The RETC Code for
Quantifying the Hydraulic Functions of Unsaturated Soils. Robert S. Kerr Environmental Research Laboratory, Ada, OK, USA. drive. Water Resources Research 32: 1251-1258. Kerr Environmental Research Laboratory, Ada, OK, USA. Mualem, Y. 1976. A new model for predicting the hydraulic conductivity of
unsaturated porous media. Water Resources Research 12: 513-22. Vereecken, H.; Kasteel, R.; Vanderborght, J.; Harter, T. 2007. Upscaling
hydraulic properties and soil water fl ow processes in heterogeneous soils:
a review. Vadose Zone Journal 6:1-28. Neuweiler, I.; Cirpka, O.A. 2005. Homogenization of Richards equation
in permeability fi elds with different connectivities. Water Resources
Research 41: W02009, doi:10.1029/2004WR003329. J
Vogel, T.; Cislerova, M.; Hopmans, J.W. 1991. Porous media with linearly
hydraulic properties. Water Resources Research 27: 2735-2741. Sci. Agric. (Piracicaba, Braz.), v.68, n.5, p.582-591, September/October 2011 References Reichardt, K.; Nielsen, D.R.; Biggar, J.W. 1972. Scaling of horizontal
infi ltration into homogeneous soils. Soil Science Society of America
Proceedings 36: 241-245. Warrick, A.W.; Mullen, G.J.; Nielsen, D.R. 1977. Scaling of fi eld measured
hydraulic properties using a similar media concept. Water Resources
Research 13: 355-362. Roth, K. 2008. Scaling of water fl ow through porous media and soils. European Journal of Soil Science 59: 125-130. Warrick, A.W.; Amoozegar-Fard, A. 1979. Infiltration and drainage
calculations using spatially scaled hydraulic properties. Water Resources
Research 15: 1116-1120. Sadeghi, M.; Gohardous-Monfared, M.R.; Ghahraman, B. 2010. Scaling of
soil hydraulic conductivity function using effective capillary drive. Journal
of Water and Soil 24: 189-197 (in Persian). Warrick, A.W.; Lomen, D.O.; Yates, S.R. 1985. A generalized solution to
infi ltration. Soil Science Society of America Journal 49: 34-38. of Water and Soil 24: 189-197 (in Persian). Simmons, C.S.; Nielsen, D.R.; Biggar, J.W. 1979. Scaling of fi eld-measured
soil-water properties. Hilgardia 47: 77-173. Warrick, A.W.; Hussen, A.A. 1993. Scaling of Richards’ equation for
infi ltration and drainage. Soil Science Society of America Journal 57:
15-18. Simunek, J.; Sejna, M.; Saito, H.; Sakai, M.; van Genuchten, M.T. 2008. The
HYDRUS-1D Software Package for Simulating the One-Dimensional
Movement of Water, Heat, and Multiple Solutes in Variably-Saturated
Media, Version 4.0. University of California, Riverside, CA, USA. Youngs, E.G. 1990. Application of scaling to soil-water movement
considering hysteresis. p. 23-37. In: Hillel, D.; Elrick, D.E., eds. Scaling
in soil physics: principles and applications. Soil Science Society of
America, Madison, WI, USA. Sharma, M.L.; Gander, G.A.; Hunt, C.G. 1980. Spatial variability of infi ltration
in a watershed. Journal of Hydrology 45: 101-122. in a watershed. Journal of Hydrology 45: 101-122. Tuli, A.; Kosugi, K.; Hopmans, J.W. 2001. Simultaneous scaling of soil water
retention and unsaturated hydraulic conductivity functions assuming
lognormal pore-size distribution. Advance in Water Resources 24:
677-688. Received July 22, 2010
Accepted April 20, 2011
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Using Remote Sensing and Machine Learning to Locate Groundwater Discharge to Salmon-Bearing Streams
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Using Remote Sensing and Machine Learning to Locate
Using Remote Sensing and Machine Learning to Locate
Groundwater Discharge to Salmon-Bearing Streams
Groundwater Discharge to Salmon-Bearing Streams
Mary E. Gerlach
University of South Florida
Kai C. Rains
University of South Florida, krains@usf.edu
Edgar J. Guerrón-Orejuela
University of South Florida
William J. Kleindl
Montana State University
Joni Downs
University of South Florida, downs@usf.edu
See next page for additional authors
Follow this and additional works at: https://digitalcommons.usf.edu/geo_facpub
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Scholar Commons Citation
Scholar Commons Citation
Gerlach, Mary E.; Rains, Kai C.; Guerrón-Orejuela, Edgar J.; Kleindl, William J.; Downs, Joni; Landry, Shawn
M.; and Rains, Mark C., "Using Remote Sensing and Machine Learning to Locate Groundwater Discharge
to Salmon-Bearing Streams" (2022). School of Geosciences Faculty and Staff Publications. 2326.
https://digitalcommons.usf.edu/geo_facpub/2326
This Article is brought to you for free and open access by the School of Geosciences at Digital Commons @
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University of South Florida
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Using Remote Sensing and Machine Learning to Locate
Using Remote Sensing and Machine Learning to Locate
Groundwater Discharge to Salmon-Bearing Streams
Groundwater Discharge to Salmon-Bearing Streams
Mary E. Gerlach
University of South Florida
Kai C. Rains
University of South Florida, krains@usf.edu
Edgar J. Guerrón-Orejuela
University of South Florida
William J. Kleindl
Montana State University
Joni Downs
University of South Florida, downs@usf.edu
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Gerlach, Mary E.; Rains, Kai C.; Guerrón-Orejuela, Edgar J.; Kleindl, William J.; Downs, Joni; Landry, Shawn
M.; and Rains, Mark C., "Using Remote Sensing and Machine Learning to Locate Groundwater Discharge
to Salmon-Bearing Streams" (2022). School of Geosciences Faculty and Staff Publications. 2326. https://digitalcommons.usf.edu/geo_facpub/2326
This Article is brought to you for free and open access by the School of Geosciences at Digital Commons @
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Authors
Mary E. Gerlach, Kai C. Rains, Edgar J. Guerrón-Orejuela, William J. Kleindl, Joni Downs, Shawn M. Landry,
and Mark C. Rains This article is available at Digital Commons @ University of South Florida: https://digitalcommons.usf.edu/
geo_facpub/2326 Scholar Commons Citation
Scholar Commons Citation Gerlach, Mary E.; Rains, Kai C.; Guerrón-Orejuela, Edgar J.; Kleindl, William J.; Downs, Joni; Landry, Shawn
M.; and Rains, Mark C., "Using Remote Sensing and Machine Learning to Locate Groundwater Discharge
to Salmon-Bearing Streams" (2022). School of Geosciences Faculty and Staff Publications. 2326. https://digitalcommons.usf.edu/geo_facpub/2326 Gerlach, Mary E.; Rains, Kai C.; Guerrón-Orejuela, Edgar J.; Kleindl, William J.; Downs, Joni; Landry, Shawn
M.; and Rains, Mark C., "Using Remote Sensing and Machine Learning to Locate Groundwater Discharge
to Salmon-Bearing Streams" (2022). School of Geosciences Faculty and Staff Publications. 2326. https://digitalcommons.usf.edu/geo_facpub/2326 This Article is brought to you for free and open access by the School of Geosciences at Digital Commons @
University of South Florida. It has been accepted for inclusion in School of Geosciences Faculty and Staff
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information, please contact digitalcommons@usf.edu.
Citation: Gerlach, M.E.; Rains, K.C.;
Guerrón-Orejuela, E.J.; Kleindl, W.J.;
Downs, J.; Landry, S.M.; Rains, M.C. Using Remote Sensing and Machine
Learning to Locate Groundwater
Discharge to Salmon-Bearing
Streams. Remote Sens. 2022, 14, 63. https://doi.org/10.3390/rs14010063
Academic Editor: Mark S. Lorang
Received: 9 October 2021
Accepted: 23 December 2021
Published: 24 December 2021 Citation: Gerlach, M.E.; Rains, K.C.;
Guerrón-Orejuela, E.J.; Kleindl, W.J.;
Downs, J.; Landry, S.M.; Rains, M.C. Using Remote Sensing and Machine
Learning to Locate Groundwater
Discharge to Salmon-Bearing
Streams. Remote Sens. 2022, 14, 63. https://doi.org/10.3390/rs14010063 Keywords: seeps; springs; geology; topography; aquifer outcrops; topographic indices; geospatial
modeling; Kenai Peninsula Lowlands; Alaska Mary E. Gerlach 1, Kai C. Rains 1, Edgar J. Guerrón-Orejuela 1
, William J. Kleindl 2, Joni Downs 1
Shawn M. Landry 1 and Mark C. Rains 1,* 1
School of Geosciences, University of South Florida, Tampa, FL 33620, USA; marygerlach@usf.edu (M.E.G.);
krains@usf.edu (K.C.R.); edgarguerron@usf.edu (E.J.G.-O.); downs@usf.edu (J.D.); landry@usf.edu (S.M.L.)
2
Land Resources and Environmental Sciences, Montana State University, Bozeman, MT 59717, USA;
william.kleindl@montana.edu
*
C
d
i
@
f d
T l
1 813 974 3310 *
Correspondence: mrains@usf.edu; Tel.: +1-813-974-3310 *
Correspondence: mrains@usf.edu; Tel.: +1-813-974-3310 Abstract: We hypothesized topographic features alone could be used to locate groundwater discharge,
but only where diagnostic topographic signatures could first be identified through the use of limited
field observations and geologic data. We built a geodatabase from geologic and topographic data,
with the geologic data only covering ~40% of the study area and topographic data derived from
airborne LiDAR covering the entire study area. We identified two types of groundwater discharge:
shallow hillslope groundwater discharge, commonly manifested as diffuse seeps, and aquifer-outcrop
groundwater discharge, commonly manifested as springs. We developed multistep manual proce-
dures that allowed us to accurately predict the locations of both types of groundwater discharge in
93% of cases, though only where geologic data were available. However, field verification suggested
that both types of groundwater discharge could be identified by specific combinations of topographic
variables alone. We then applied maximum entropy modeling, a machine learning technique, to
predict the prevalence of both types of groundwater discharge using six topographic variables: profile
curvature range, with a permutation importance of 43.2%, followed by distance to flowlines, eleva-
tion, topographic roughness index, flow-weighted slope, and planform curvature, with permutation
importance of 20.8%, 18.5%, 15.2%, 1.8%, and 0.5%, respectively. The AUC values for the model were
0.95 for training data and 0.91 for testing data, indicating outstanding model performance. Authors
Authors remote sensing remote sensing remote sensing 1. Introduction Many ecosystems depend on groundwater discharge, including many wetlands [1,2],
lakes [3,4], streams [5,6], and estuaries [7,8]. Groundwater discharge to streams is particularly
prevalent and critical, being the sole source of baseflow by definition [9] and commonly a
substantive subcomponent of stormflow [10]. Though regionally variable, estimates suggest
that groundwater discharge provides 14–90% of all stream flow in the conterminous United
States [5]. In addition to subsidizing stream flow, groundwater discharge to streams can
also modulate stream temperature [11,12] and deliver nutrients and organic carbon [13,14],
thereby playing important roles in structuring habitats from the benthos [15] to the fish [16]. Groundwater is also an important water supply component, with 321,000,000 m3 of ground-
water withdrawals comprising 26% of all water use in the United States in 2015 [17]. Many
of these withdrawals are centralized, including withdrawals for thermoelectric power gen-
eration (41%), public water supply (12%), and industrial water supply (5%). Others are
more dispersed, including irrigation water supply (37%) and domestic water supply (1%). Effective management and protection of groundwater resources is critical, therefore, to a
diverse suite of natural and human users [18]. Publisher’s Note: MDPI stays neutral
with regard to jurisdictional claims in
published maps and institutional affil-
iations. Publisher’s Note: MDPI stays neutral
with regard to jurisdictional claims in
published maps and institutional affil-
iations. Copyright:
© 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article
distributed
under
the
terms
and
conditions of the Creative Commons
Attribution (CC BY) license (https://
creativecommons.org/licenses/by/
4.0/). https://www.mdpi.com/journal/remotesensing Remote Sens. 2022, 14, 63. https://doi.org/10.3390/rs14010063 Remote Sens. 2022, 14, 63 2 of 18 2 of 18 The first step toward protecting groundwater discharge to ecosystems is to determine
the types of groundwater discharge (e.g., sourced from local versus regional groundwater
flow systems), the locations where groundwater discharge occurs, and their support for
downgradient ecosystems (e.g., fluvial ecosystems). Field studies are often essential in iden-
tifying types and locations of groundwater discharge, especially in geologically complex
regions where there may be more than one type of groundwater discharge from more than
one type of geologic unit [19,20]. Field mapping of these types of groundwater discharge is
possible in some situations (e.g., [21]) but is impractical over large spatial scales and/or in
difficult-to-access regions. 1. Introduction In these instances, remote sensing, geospatial modeling, and/or
machine learning have been used to map remote locations where groundwater discharge
occurs, with some degree of success (e.g., [22,23]). These tools are receiving increased
attention for general applications in hydrology as computer processing power increases
and remote sensing data become more easily available. The ways remote sensing, geospatial modeling, and/or machine learning are used
in hydrologic studies depends on the question being addressed; the spatial and temporal
scale of the question; and the type, amount, and quality of the available data [24–26]. Nevertheless, these tools have been incorporated into strategies to forecast groundwater
levels [27–30], groundwater quality [31–33], saltwater intrusion and groundwater salin-
ity [34], and groundwater resource availability [35,36]. Using these approaches to better
understand and predict groundwater discharge is particularly challenging (e.g., [22,23]). In
many cases, groundwater discharge occurs where erosion or tectonic uplift has exposed
aquifers, creating aquifer outcrops. This means that better understanding and predicting
groundwater discharge requires an understanding of both topography and geology, with
subsurface lithology commonly being poorly known [22,23] yet nevertheless playing a
disproportionately important role [30]. The primary controls on groundwater recharge, flow, and discharge are climate,
geology, and topography [37]. Climate is typically constant across large study areas, and
regional-scale geologic data are difficult to obtain, so studies typically rely upon topography
to characterize generalized hydrology [38,39] and locations where groundwater discharge
is likely to occur [23,40,41]. However, geologic heterogeneity often plays a controlling role
in groundwater recharge, flow, and discharge [42], leading some to suggest that geologic
data are more important than topographic data when characterizing hydrological processes
(e.g., [30,43]). However, accurate prediction of groundwater discharge is often desired in
regions where the geology is heterogeneous and anisotropic, poorly understood, and/or
inadequately documented. We therefore hypothesized that topographic features alone
could be used to locate groundwater discharge, but only where diagnostic topographic
signatures could first be identified through field observations and geologic data covering a
characteristic subset of the study area. We based this hypothesis on the understanding that
groundwater levels and discharges play important roles in structuring local- and watershed-
scale geomorphology, thereby affecting topography [44,45], and that groundwater flow
systems are typically attracted to the land surface at concave surfaces, such as hillslope
failures and toeslopes [2,46,47]. 1. Introduction We tested this hypothesis in south-central Alaska, in a large
area that is difficult to access and where geologic data are incompletely available but where
remotely sensed LiDAR-based topographic data are widely available. 2. Materials and Methods
2.1. Site Description The study was conducted on the Kenai Peninsula Lowlands in south-central Alaska
(Figure 1). The study area is a 1655 km2 area comprising five watersheds: Anchor River,
Stariski Creek, Happy Creek, Deep Creek, and the Ninilchik River, from south to north
respectively. All except Happy Creek are salmon-bearing and therefore support vibrant
sport and commercial fisheries that are central to the regional economy [48,49]. Groundwater
discharge plays a critical role in controlling the structure and function of these streams,
by augmenting stream flow, modulating stream temperatures, and delivering nutrient Remote Sens. 2022, 14, 63 3 of 18
vibrant
round- subsidies [12,14]. Most of the study area is roadless or accessible only by unimproved
roads. However, more than 80% of the land is privately owned and has begun seeing
steadily increasing development pressure [50], particularly in the western region of the
study area and primarily to support single-family homes and farm-to-fork agriculture [51]. Groundwater is the primary source of water for domestic, commercial, and industrial
uses [52] and is also threatened by land-use/land-cover change [53], aggregate mining [49],
and a drying trend in the climate [54–56]. streams, by augmenting stream flow, modulating stream temperatures, and delivering
nutrient subsidies [12,14]. Most of the study area is roadless or accessible only by unim-
proved roads. However, more than 80% of the land is privately owned and has begun
seeing steadily increasing development pressure [50], particularly in the western region
of the study area and primarily to support single-family homes and farm-to-fork agricul-
ture [51]. Groundwater is the primary source of water for domestic, commercial, and in-
dustrial uses [52] and is also threatened by land-use/land-cover change [53], aggregate
mining [49], and a drying trend in the climate [54–56]. subsidies [12,14]. Most of the study area is roadless or accessible only by unimproved
roads. However, more than 80% of the land is privately owned and has begun seeing
steadily increasing development pressure [50], particularly in the western region of the
study area and primarily to support single-family homes and farm-to-fork agriculture [51]. Groundwater is the primary source of water for domestic, commercial, and industrial
uses [52] and is also threatened by land-use/land-cover change [53], aggregate mining [49],
and a drying trend in the climate [54–56]. streams, by augmenting stream flow, modulating stream temperatures, and delivering
nutrient subsidies [12,14]. Most of the study area is roadless or accessible only by unim-
proved roads. 2. Materials and Methods
2.1. Site Description However, more than 80% of the land is privately owned and has begun
seeing steadily increasing development pressure [50], particularly in the western region
of the study area and primarily to support single-family homes and farm-to-fork agricul-
ture [51]. Groundwater is the primary source of water for domestic, commercial, and in-
dustrial uses [52] and is also threatened by land-use/land-cover change [53], aggregate
mining [49], and a drying trend in the climate [54–56]. Figure 1. General location of the five watersheds that comprise the study area on the Kenai Penin
sula Lowlands. Base map source [57]. Figure 1. General location of the five watersheds that comprise the study area on the Kenai Peninsula
Lowlands. Base map source [57]. Figure 1. General location of the five watersheds that comprise the study area on the Kenai Penin-
sula Lowlands. Base map source [57]. Figure 1. General location of the five watersheds that comprise the study area on the Kenai Peninsula
Lowlands. Base map source [57]. The climate is transitional from maritime to coastal and consists of short summers and
long winters (HOMER 8 NW, ALASKA [503672], 1981–2010). The mean annual minimum
temperature is −0.8 ◦C, and the mean annual maximum temperature is 6.1 ◦C. Total annual
precipitation is 748 mm, with approximately one-third falling as snow and approximately
half falling during the wet season (i.e., August–November). The study area underwent at
least five major Pleistocene glaciations and two minor post-Pleistocene glacial advances,
each variously recorded in ice-scoured landforms, drift sheets, moraines, and discordant
drainage relations separated by unconformities and weathering profiles [58]. Most of the
study region is now covered with younger glacial outwash and valley train; glaciolacustrine; Remote Sens. 2022, 14, 63 4 of 18 and other minor terminal, recessional, lateral, medial, and ground moraine deposits [59],
some reworked by the recent minor glacial advances. Groundwater is found in both surficial
deposits, often in wetlands, and in deeper deposits, commonly in thin, discontinuous, and
poorly lithified sandstone aquifers formed in buried channel lag and bar deposits [60]. Overall topographic relief ranges from 0 to 889 m above mean sea level (AMSL). Local
topography is also commonly steep, as streams have deeply dissected the landscape during
the Quaternary. 2.2. Overall Approach The study proceeded in three phases. During the first phase, we created a geographic
information system (GIS) geodatabase from geologic and topographic data. Geologic data
were sourced from publicly available well logs available for ~40% of the study area; topo-
graphic data were sourced from airborne LiDAR available for the entire study area. During
the second phase, we stayed within the subset of the study area where geological data were
available, using the geodatabase and field observations to identify two types of groundwa-
ter discharge and locations where they occurred. The geologic data and geodatabase were
essential to the initial identification of one of those two types of groundwater discharge
and locations where it occurred. However, field observations suggested that these loca-
tions could also be identified by specific combinations of topographic variables alone even
where geologic data were not available (e.g., numerous narrow gullies and other deeply
incised headwater stream channels that abruptly start along the same topographic contour
interval on a hillslope). In the final phase, we used a machine learning approach using only
topographic data to predict the likelihood that either type of groundwater discharge occurs. 2.3. Geodatabase Development
2.3.1. Geologic Data 2.3. Geodatabase Development 2.3.2. Topographic Data Topographic data were derived from airborne LiDAR (2008 Kenai Watershed Forum
Topographic LiDAR: Kenai Peninsula, Alaska; https://www.fisheries.noaa.gov/inport/
item/49620; accessed on 25 February 2019). The LiDAR-based digital elevation model (DEM)
was acquired at 1 × 1 m pixel size but was resampled to a 3 × 3 m pixel size, which both
reduced run times and smoothed microtopographic anomalies. The DEM was also modified
to remove areas that were below the estimated tide level at the time of data collection (~3 m
AMSL). This resampled and modified DEM was used to produce all topographic data using
standard tools in ArcGIS 10.5 or ArcGIS Pro 2.7.1 (ESRI, Redlands, CA, USA). (
)
Topographic data directly extracted from the DEM included elevation, slope, profile
curvature, profile curvature range, planform curvature, and planform curvature range. Slope records the steepness of the terrain expressed as a percentage. Steep slopes can be
indicative of steep hydraulic gradients driving shallow groundwater flow [42], and long
steep slopes may be indicative of locations where aquifers might outcrop and therefore
where deep groundwater discharge might occur. Profile curvature measures convexity or
concavity of the slope parallel to the direction of the slope; planform curvature measures
convexity or concavity of the slope perpendicular to the direction of the slope. The range
of profile and planform curvatures were calculated within a 3 × 3 cell (9 × 9 m) window
to measure changes in curvature over short distances, which can be an indicator of slope
failures like those induced by groundwater discharge [46,47], the headward extents of
channels formed by groundwater discharge [62,63], and/or locations where water tables
might be close to or above the land surface [2,64]. g
Topographic data derived from the DEM included flowlines, terrain ruggedness in-
dex (TRI), flow-weighted slope (FWS), and topographic wetness index (TWI). Flowlines
were defined by categorizing flow accumulation values higher than 2000 as streams and
converting those into vector format. Flowlines may represent locations where water tables
might be close to or above the land surface [6], and the headward extents of flowlines likely
correlate with the headward extents of channels formed by groundwater discharge [63]. 2.3.1. Geologic Data Subsurface geologic data were obtained from well logs in the publicly available Well
Log Tracking System (WELTS) maintained by the Alaska Department of Natural Resources
(https://dnr.alaska.gov/welts/; accessed on 29 May 2019). Records from >800 well logs
within and immediately adjacent to the study area were used to quantify the locations,
depths, thicknesses, and geologic characteristics of the water-bearing formations, i.e., the
aquifers. q
Depths and thicknesses of the aquifers were converted to top and bottom elevations of
the aquifers. The aquifer materials are unconsolidated to poorly lithified buried channel lag
and bar deposits and therefore vary slightly in thickness and slope gently in the original
direction of drainage. Therefore, a user-specified 5 m vertical buffer was added to the top
and subtracted from the bottom elevations of the aquifers. These vertically buffered aquifers
were then projected outward from the well logs in concentric circles of increasing radii
using the Inverse-Distance Weighting (IDW) interpolation tool. Areas where the buffered
aquifers intersected the ground surface were found by intersecting the aquifer boundaries
with a digital elevation model (DEM, see below) using the Raster Calculator tool and were
mapped as potential aquifer outcrops. The final step was to determine the horizontal
spatial scale over which the aquifer interpolations were valid. We did so using standard
geologic mapping techniques. Geologic mapping is an interpretive method in which field
observations are commonly recorded as qualitative data, such as sketches and narratives [61]. We made such qualitative observations at increasing radial distances from wells, looking for
aquifer outcrops of the same material and at the same approximate elevations as described in
the corresponding well log. We initially tested circles of 1000 m radius and then tested circles
of 2000 and 3000 m radius as we continued to find aquifer outcrops at the outer edges of
the projections, though with decreasing frequency with increasing radial distance. We then
tested circles of 5000 m radius, finding no aquifer outcrops of the same material at the same
approximate elevations as described in the corresponding well log. We concluded that the
horizontal spatial scale over which the aquifer interpolations were valid ended somewhere
between 3000 and 5000 m, and we adopted the more-conservative limit of 3000 m. This Remote Sens. 2.3.1. Geologic Data 2022, 14, 63 5 of 18 5 of 18 resulted in >800 overlapping circles of 3000 m radius covering ~40% of the study area, which
is sufficiently representative of the entire study area. Many of these overlapping circles
intersect the ground surface and therefore indicate locations where groundwater discharge
from aquifer outcrops likely occurs. 2.3.2. Topographic Data TRI
measures topographic heterogeneity, calculated as the square root of the average squared
differences in elevation between a pixel and its eight neighbors, and is defined per pixel as: TRI =
h Xij −X00
2i 1
2 ,
(1) (1) where Xij is the elevation of all eight pixels neighboring pixel X00 [65]. TRI was computed
using Arc Hydro in ArcGIS Pro. TRI is an indicator of slope failures like those induced
by groundwater discharge, the headward extents of channels formed by groundwater
discharge, and narrow gullies and other deeply incised headwater stream channels [66]. FWS indicates the degree to which water is concentrated and then driven downslope by
topography, and it is defined per subcatchment as: FWS = ∑(βi ∗FACi)/∑FACi,
(2) (2) where βi is the slope (in percent) at a particular pixel, FACi is flow accumulation for
that pixel, and ∑(FACi) is the summation of flow accumulation for all pixels within the
subcatchment. FWS was calculated using Arc Hydro in ArcMap 10.8. Arc Hydro was
first used to calculate flow direction and flow accumulation and define, segment, and link
streams. These were then used to delineate catchments using the Arc Hydro catchment
grid delineation tool. The catchment grid was then converted into a polygon feature class
using the Arc Hydro catchment polygon processing tool. The stream link layer was then Remote Sens. 2022, 14, 63 6 of 18 converted into a drainage line feature class using the Arc Hydro drainage line processing
tool. Finally, the Arc Hydro adjoint catchment processing tool was used to generate the
aggregated upstream catchments from the catchment feature class. FWS for each catchment
was then calculated from these layers using the raster calculator. FWS has been shown to
correlate both with groundwater discharge [12] and stream water chemistry which itself
may be a function of groundwater discharge [67]. TWI indicates where water is likely to
accumulate, and it is defined per pixel as: converted into a drainage line feature class using the Arc Hydro drainage line processing
tool. Finally, the Arc Hydro adjoint catchment processing tool was used to generate the
aggregated upstream catchments from the catchment feature class. FWS for each catchment
was then calculated from these layers using the raster calculator. FWS has been shown to
correlate both with groundwater discharge [12] and stream water chemistry which itself
may be a function of groundwater discharge [67]. 2.3.2. Topographic Data TWI indicates where water is likely to
accumulate, and it is defined per pixel as: TWI = ln
A
Tanβ0
,
(3) (3) where A is the area that contributes flow to a particular pixel and Tanβ0 is the tangent
of the slope of the pixel being analyzed [68,69]. TWI was calculated using Arc Hydro
and the TWI tool in TauDEM Version 5 (Terrain Analysis Using Digital Elevation Models;
https://hydrology.usu.edu/taudem/taudem5/; accessed on 7 May 2019) in ArcMap 10.8. The D-infinity (DINF) tool in Arc Hydro was first used to calculate a slope-sensitive flow
direction. The DINF is an iterative process which guarantees that each flat pixel ultimately
drains to a lower elevation, eliminating the possibility of inconsistencies such as loops in
the flow direction angle [70]. The DINF contributing area tool in Arc Hydro was then used
to calculate a grid of pixel-specific catchment areas. TWI for each pixel was then calculated
using the TWI tool from the TauDEM. TWI has also been called Wetx and Compound
Topographic Index (CTI); all three utilize the same formula to represent likelihood of water
flow over landscapes [68,69,71]. ld
2.3.4. Field Work 2.3.4. Field Work
Field work was conducted during the summers of 2018 and 2019. Init
was focused on identifying the types of groundwater discharge that occur a
tions under which they occur. We then developed and tested procedures f
identification of these types of groundwater discharge using the full geolo
graphic portions of the geodatabase (i.e., both the geologic and topographi
these manual procedures, we identified 67 locations in the Anchor Rive
Creek watersheds, the southernmost two watersheds in the study area (F
manual procedures predicted that groundwater discharge did occur at 54
tions and did not occur at 13 of these locations. We then visited each of thes
obtaining geographic positioning system (GPS) coordinates at each locatio
min Rino 650 handheld GPS unit (Garmin, Olathe, KS, USA) and noting if
discharge actually did or did not occur. Where groundwater discharge did o
ature, pH, and specific conductance were measured using a YSI MPS 556
Springs, OH, USA). Specific conductance was particularly important becau
for water–rock contact time, with precipitation having no water–rock con
relatively low specific conductance, shallow soil water having relatively sho
contact time and relatively moderate specific conductance, and deep aquifer
relatively long water–rock contact time and relatively high specific cond
[72]). Therefore, it was a useful proxy for distinguishing between you
2.3.4. Field Work
Field work was conducted during the summers of 2018 and 2019. Init
was focused on identifying the types of groundwater discharge that occur a
tions under which they occur. We then developed and tested procedures f
identification of these types of groundwater discharge using the full geolo
graphic portions of the geodatabase (i.e., both the geologic and topographi
these manual procedures, we identified 67 locations in the Anchor Rive
Creek watersheds, the southernmost two watersheds in the study area (F
manual procedures predicted that groundwater discharge did occur at 54
tions and did not occur at 13 of these locations. We then visited each of thes
obtaining geographic positioning system (GPS) coordinates at each locatio
min Rino 650 handheld GPS unit (Garmin, Olathe, KS, USA) and noting if
discharge actually did or did not occur. Where groundwater discharge did o
ature, pH, and specific conductance were measured using a YSI MPS 556
Springs, OH, USA). 2.3.3. Layers Derived from the Geologic and Topographic Data 2.3.3. Layers Derived from the Geologic and Topographic Data Multiple geologic and topographic layers were derived from the geologic and topo-
graphic data (Figure 2). The geologic data were obtained from >800 well logs associated with
domestic, commercial, and/or industrial wells, all located proximal to roads in the more-
developed western and southern parts of the study area. The topographic data were derived
from a DEM which covered the entire, mostly roadless, 1655 km2 study area. Therefore, the
GIS layers which represent the geologic data are situated predominantly in the western and
southern portions of the study area while the layers representing the topographic data cover
the full extent of the study area. REVIEW Figure 2. Cont. Figure 2. Cont. Figure 2. Cont. Remote Sens. 2022, 14, 63 7 of 18 7 of 18 Figure 2. Primary geologic and topographic layers include: (a) well log points and m
outcrops; (b) DEM, represented by a shaded relief to emphasize terrain, with the 67 f
for training and testing; (c) flowlines; (d) TRI; (e) FWS; and (f) TWI. Here, only th
Watershed, the southernmost of the five watersheds, is shown in full. Figure 2. Primary geologic and topographic layers include: (a) well log points and m
outcrops; (b) DEM, represented by a shaded relief to emphasize terrain, with the 67 f
for training and testing; (c) flowlines; (d) TRI; (e) FWS; and (f) TWI. Here, only th
Watershed, the southernmost of the five watersheds, is shown in full. Figure 2. Primary geologic and topographic layers include: (a) well log points and modeled aquifer
outcrops; (b) DEM, represented by a shaded relief to emphasize terrain, with the 67 field points used
for training and testing; (c) flowlines; (d) TRI; (e) FWS; and (f) TWI. Here, only the Anchor River
Watershed, the southernmost of the five watersheds, is shown in full. Figure 2. Primary geologic and topographic layers include: (a) well log points and m
outcrops; (b) DEM, represented by a shaded relief to emphasize terrain, with the 67 fi
for training and testing; (c) flowlines; (d) TRI; (e) FWS; and (f) TWI. Here, only th
Watershed, the southernmost of the five watersheds, is shown in full. Figure 2. 2.3.3. Layers Derived from the Geologic and Topographic Data Primary geologic and topographic layers include: (a) well log points and m
outcrops; (b) DEM, represented by a shaded relief to emphasize terrain, with the 67 fi
for training and testing; (c) flowlines; (d) TRI; (e) FWS; and (f) TWI. Here, only th
Watershed, the southernmost of the five watersheds, is shown in full. Figure 2. Primary geologic and topographic layers include: (a) well log points and modeled aquifer
outcrops; (b) DEM, represented by a shaded relief to emphasize terrain, with the 67 field points used
for training and testing; (c) flowlines; (d) TRI; (e) FWS; and (f) TWI. Here, only the Anchor River
Watershed, the southernmost of the five watersheds, is shown in full. 2.3.5. Modeling The study area is large and difficult to access, and geologic data are only available
for ~40% of the study area. Furthermore, field observations indicated that the locations
where groundwater discharge occurred could be identified by specific combinations of
topographic features alone. Therefore, we applied maximum entropy modeling, a machine
learning technique, to predict the likelihood groundwater discharge occurs using only the
topographic portion of the geodatabase. We chose a Maxent modeling approach to map the
prevalence of seeps and springs across the study area, as it is a robust method that relies
on presence-only data. Maxent works by relating occurrence data, in the form of points, to
layers of environmental data, which are sometimes called predictors or covariates [73,74]. The method works by using maximum likelihood functions to best distinguish presence
points from the landscape. Specifically, the algorithm finds the model that minimizes the
relative entropy between the probability density of the presence points and the proba-
bility density of background locations, as measured in covariate space. We used Maxent
version 3.4 (http://biodiversityinformatics.amnh.org/open_source/maxent; accessed on
1 September 2020) to predict locations of seeps and springs with respect to environmental
variables. The 51 seeps and springs identified in the field were used as the presence points,
while 10 topographic layers from the geodatabase were used as the predictors: elevation,
slope, planform curvature, planform curvature range, profile curvature, profile curvature
range, distance to flowlines, TRI, FWS, and TWI. g ,
,
,
,
We modeled the prevalence of seeps and springs using a logistic model with the default
parameters, except for specifying a prevalence value of 0.10. The value of 0.10 was selected
because we expected seep and spring formation to occur uncommonly, over an estimated
10% of the area. We used a systematic approach to evaluate and reduce the number of
environmental layers to obtain a final model. First, the set of candidate variables was
reduced by removing highly correlated layers, as collinearity can cause bias and make
relationships between individual variables difficult to discern [75,76]. Pairwise correlations
were calculated between all candidate layers; a threshold of r > 0.70 was used to identify
correlated variables. Then, single-variable Maxent models were run for each correlated
variable, with the most predictive variable from each pair, as measured using a jackknife test,
retained for further analysis. Second, a Maxent model was run on all remaining, uncorrelated
variables. ld
2.3.4. Field Work Specific conductance was particularly important becau
for water–rock contact time, with precipitation having no water–rock con
relatively low specific conductance, shallow soil water having relatively sho
contact time and relatively moderate specific conductance, and deep aquifer
relatively long water–rock contact time and relatively high specific cond
[72]). Therefore, it was a useful proxy for distinguishing between you
Field work was conducted during the summers of 2018 and 2019. Initial field work
was focused on identifying the types of groundwater discharge that occur and the condi-
tions under which they occur. We then developed and tested procedures for the manual
identification of these types of groundwater discharge using the full geologic and topo-
graphic portions of the geodatabase (i.e., both the geologic and topographic data). Using
these manual procedures, we identified 67 locations in the Anchor River and Stariski Creek
watersheds, the southernmost two watersheds in the study area (Figure 2). Our manual
procedures predicted that groundwater discharge did occur at 54 of these locations and
did not occur at 13 of these locations. We then visited each of these 67 locations, obtaining
geographic positioning system (GPS) coordinates at each location with a Garmin Rino
650 handheld GPS unit (Garmin, Olathe, KS, USA) and noting if groundwater discharge
actually did or did not occur. Where groundwater discharge did occur, temperature, pH,
and specific conductance were measured using a YSI MPS 556 (YSI, Yellow Springs, OH,
USA). Specific conductance was particularly important because it is a proxy for water–rock
contact time, with precipitation having no water–rock contact time and relatively low
specific conductance, shallow soil water having relatively short water–rock contact time
and relatively moderate specific conductance, and deep aquifer water having relatively
long water–rock contact time and relatively high specific conductance (e.g., [72]). Therefore,
it was a useful proxy for distinguishing between younger, shallow hillslope groundwater
(e.g., recent precipitation, including snowmelt, moving downslope along the surface and in
the shallow subsurface) from older, deep aquifer groundwater (e.g., precipitation, includ-
ing snowmelt, that had infiltrated and recharged deeper aquifers, then traveled laterally
to discharge from an aquifer outcrop). We simultaneously also made observations that
indicated we might otherwise identify these types of groundwater discharge using only
the topographic portion of the geodatabase (i.e., only the topographic data). Remote Sens. 2022, 14, 63 8 of 18 8 of 18 2.3.5. Modeling The permutation importance of each variable was examined, and any variables
with no contribution to the model were removed. Third, a Maxent model consisting only
of uncorrelated, contributing variables was run to predict spring prevalence. Finally, a
cross-validation procedure was used to test the predictive performance of the final model. p
p
p
Our manual procedures previously predicted groundwater discharge occurred at
54 locations. Field verification indicated that groundwater discharge actually occurred at 51
of these 54 locations. These 51 presence-only occurrences were used as training and testing
data, with 70% (n = 36) used as training data and 30% (n = 15) used as testing data. The
performance of the final model was assessed by computing the area under the receiver
operating curve (AUC), which measures the probability that a randomly selected presence
location will be ranked higher than a randomly selected background location. 3.2. Manual Identification of Groundwater D
3.2.1. Hillslope Groundwater Discharge 3.2.1. Hillslope Groundwater Discharge
Hillslope groundwater discharge is likely to occur on large, concave, and steep
hillslopes that accumulate, concentrate, and drive shallow groundwater downgradient
toward concave midslope and/or toeslope positions. These factors are reflected in FWS,
which is a function of the flow accumulation area and slope. FWS is partly a function of
slope, so it tends to be highest in the steep terrain characteristic of the eastern section of
the study area where high-elevation headwaters are common (Figure 2). Previous work
in this study area has demonstrated that hillslopes with relatively moderate–high FWS
are commonly associated with groundwater discharge to streams [12]. Flowlines are also
a function of flow accumulation area. Therefore, a simple two-step workflow using FWS
and flowlines was found to be sufficient for identifying locations where hillslope ground-
Hillslope groundwater discharge is likely to occur on large, concave, and steep hill-
slopes that accumulate, concentrate, and drive shallow groundwater downgradient toward
concave midslope and/or toeslope positions. These factors are reflected in FWS, which is
a function of the flow accumulation area and slope. FWS is partly a function of slope, so
it tends to be highest in the steep terrain characteristic of the eastern section of the study
area where high-elevation headwaters are common (Figure 2). Previous work in this study
area has demonstrated that hillslopes with relatively moderate–high FWS are commonly
associated with groundwater discharge to streams [12]. Flowlines are also a function of
flow accumulation area. Therefore, a simple two-step workflow using FWS and flowlines
was found to be sufficient for identifying locations where hillslope groundwater discharge
was likely to occur, which could then be verified in the field (Figure 4). REVIEW
10 of 20 water discharge was likely to occur, which could then be verified in the field (Figure 4). Figure 4. Example of implementing the two-step workflow to locate hillslope groundwater dis-
charge. FWS is first used to identify hillslopes with relatively high FWS. Flowlines are then used to
identify specific locations where channels may initiate. Diffuse seeps are commonly found in these
settings, including at the field location in this example. 3 2 2 Aquifer Outcrop Groundwater Discharge
Figure 4. Example of implementing the two-step workflow to locate hillslope groundwater discharge. FWS is first used to identify hillslopes with relatively high FWS. Flowlines are then used to identify
specific locations where channels may initiate. 3.1. Types of Groundwater Discharge Two types of groundwater discharge were identified in the study area, hillslope
groundwater discharge and aquifer-outcrop groundwater discharge (Figure 3). Hillslope
groundwater discharge occurs where rainfall and snowmelt infiltrate into the shallow
subsurface, move laterally downslope through the shallow subsurface, and discharge as
diffuse seeps and small springs at groundwater-induced slope failures and valley-bottom
toeslopes. Aquifer-outcrop groundwater discharge occurs where rainfall and snowmelt
infiltrate into the deep subsurface, move laterally through aquifers, and discharge as larger
springs at aquifer outcrops in valleys carved by modern streams. Remote Sens. 2022, 14, 63 9 of 18
wmelt
rge as Figure 3. Types of groundwater discharge include (a) hillslope groundwater discharge and (b) aq-
uifer-outcrop groundwater discharge. Illustrations drawn by Conrad Field from field sketches and
notes prepared by Mark Rains
Figure 3. Types of groundwater discharge include (a) hillslope groundwater discharge and (b) aquifer-
outcrop groundwater discharge. Illustrations drawn by Conrad Field from field sketches and notes
prepared by Mark Rains. Figure 3. Types of groundwater discharge include (a) hillslope groundwater discharge and (b) aq-
uifer-outcrop groundwater discharge. Illustrations drawn by Conrad Field from field sketches and
notes prepared by Mark Rains
Figure 3. Types of groundwater discharge include (a) hillslope groundwater discharge and (b) aquifer-
outcrop groundwater discharge. Illustrations drawn by Conrad Field from field sketches and notes
prepared by Mark Rains. notes prepared by Mark Rains. 3.2. Manual Identification of Groundwater Discharge 3.2.2. Aquifer-Outcrop Groundwater Discharge
3.2.2. Aquifer-Outcrop Groundwater Discharge 3.2.2. Aquifer-Outcrop Groundwater Discharge
3.2.2. Aquifer-Outcrop Groundwater Discharge 3.2.2. Aquifer-Outcrop Groundwater Discharge
3.2.2. Aquifer-Outcrop Groundwater Discharge Aquifer-outcrop groundwater discharge is likely to occur where aquifers outcrop and
topography indicates the initiation of channelized flow. Aquifer outcrops are reflected in
the aquifer outcrop layer, a created layer that covers only the western and southern, i.e.,
more-developed, settings where well log information was available (Figure 2). These aquifer
outcrops commonly support large springs which form the headward extent of prominent
channels, typically aligned roughly parallel to one another and abruptly initiating along the
same contour interval. The spatially limited aquifer outcrop data product was then used
to explore the topographic data that reflected the initiation of channelized flow, including
the headward extent of incised topography, the initiation of flowlines, and the sudden
concentration of the TWI. Therefore, a simple four-step workflow using the aquifer outcrops
overlaid on contour lines, flowlines, and TWI was found to be sufficient for identifying
locations where aquifer-outcrop groundwater discharge was likely to occur, which could
then be verified in the field (Figure 5). Aquifer-outcrop groundwater discharge is likely to occur where aquifers outcrop
and topography indicates the initiation of channelized flow. Aquifer outcrops are re-
flected in the aquifer outcrop layer, a created layer that covers only the western and south-
ern, i.e., more-developed, settings where well log information was available (Figure 2). These aquifer outcrops commonly support large springs which form the headward extent
of prominent channels, typically aligned roughly parallel to one another and abruptly in-
itiating along the same contour interval. The spatially limited aquifer outcrop data prod-
uct was then used to explore the topographic data that reflected the initiation of channel-
ized flow, including the headward extent of incised topography, the initiation of flow-
lines, and the sudden concentration of the TWI. Therefore, a simple four-step workflow
using the aquifer outcrops overlaid on contour lines, flowlines, and TWI was found to be
sufficient for identifying locations where aquifer-outcrop groundwater discharge was
likely to occur, which could then be verified in the field (Figure 5). Figure 5. Example of implementing the four-step workflow to locate aquifer-outcrop groundwater
discharge. Aquifer outcrops are first used to indicate regions where large volumes of groundwater
Figure 5. Example of implementing the four-step workflow to locate aquifer-outcrop groundwater
discharge. Aquifer outcrops are first used to indicate regions where large volumes of groundwater
discharge likely occur. 3.2.2. Aquifer-Outcrop Groundwater Discharge
3.2.2. Aquifer-Outcrop Groundwater Discharge Then each of the three topographic layers, i.e., contour lines, the initiation of
flowlines, and sudden increases in TWI, are used to identify locations where channelized flows initiate. Springs are commonly found in these settings. In this case, the lowermost field point was preselected
and found in the field to be 13 m from a spring. The uppermost field point was then visited, and the
static water level was found to be ~2 m below the ground surface in a hand-dug well. Figure 5. Example of implementing the four-step workflow to locate aquifer-outcrop groundwater
discharge. Aquifer outcrops are first used to indicate regions where large volumes of groundwater
Figure 5. Example of implementing the four-step workflow to locate aquifer-outcrop groundwater
discharge. Aquifer outcrops are first used to indicate regions where large volumes of groundwater
discharge likely occur. Then each of the three topographic layers, i.e., contour lines, the initiation of
flowlines, and sudden increases in TWI, are used to identify locations where channelized flows initiate. Springs are commonly found in these settings. In this case, the lowermost field point was preselected
and found in the field to be 13 m from a spring. The uppermost field point was then visited, and the
static water level was found to be ~2 m below the ground surface in a hand-dug well. 3.2. Manual Identification of Groundwater D
3.2.1. Hillslope Groundwater Discharge Diffuse seeps are commonly found in these settings,
including at the field location in this example. water discharge was likely to occur, which could then be verified in the field (Figure Figure 4. Example of implementing the two-step workflow to locate hillslope groundwater dis-
charge. FWS is first used to identify hillslopes with relatively high FWS. Flowlines are then used to
identify specific locations where channels may initiate. Diffuse seeps are commonly found in these
settings, including at the field location in this example. Figure 4. Example of implementing the two-step workflow to locate hillslope groundwater discharge. FWS is first used to identify hillslopes with relatively high FWS. Flowlines are then used to identify
specific locations where channels may initiate. Diffuse seeps are commonly found in these settings,
including at the field location in this example. Figure 4. Example of implementing the two-step workflow to locate hillslope groundwater dis-
charge. FWS is first used to identify hillslopes with relatively high FWS. Flowlines are then used to
identify specific locations where channels may initiate. Diffuse seeps are commonly found in these
settings, including at the field location in this example. Figure 4. Example of implementing the two-step workflow to locate hillslope groundwater discharge. FWS is first used to identify hillslopes with relatively high FWS. Flowlines are then used to identify
specific locations where channels may initiate. Diffuse seeps are commonly found in these settings,
including at the field location in this example. Remote Sens. 2022, 14, 63 10 of 18
n used to
in these 3.3. Modeled Identification of Groundwater Discharge The final Maxent model included six topographic variables. Profile curvature range
contributed the most information to the model with a permutation importance of 43.2%,
followed by distance to flowlines, elevation, TRI, FWS, and planform curvature, with
permutation importance of 20.8%, 18.5%, 15.2%, 1.8%, and 0.5%, respectively (Table 2). Predicted prevalence of seeps and springs was highest where profile curvature ranges were
large, distances to flowlines were low, elevation was low, TRI was high (i.e., terrain was
rugged), FWS was high, and planform curvature values were large (Figure 6). Collectively,
the model predicts groundwater discharge where topography changes abruptly over small
distances in close proximity to flowlines at lower elevations (Figure 7). The model predicts
that seeps and springs are widespread over the study area, with high prevalence locations
particularly at the headward extent of and alongside streams and along coastal bluffs. The
AUC values for the model were 0.95 for training data and 0.91 for testing data, indicating
outstanding performance [79]. VIEW
12 of 20 Figure 6. Predicted probability of prevalence (y-axis) for six topographic variables used in the final
Maxent model to predict seeps and springs: (a) profile curvature range, (b) distance to flowlines, (c)
elevation, (d) TRI, (e) FWS, and (f) planform curvature. The curves represent the dependence of
predicted prevalence on both the individual topographic variables and the correlations between
them. Figure 6. Predicted probability of prevalence (y-axis) for six topographic variables used in the final
Maxent model to predict seeps and springs: (a) profile curvature range, (b) distance to flowlines,
(c) elevation, (d) TRI, (e) FWS, and (f) planform curvature. The curves represent the dependence of
predicted prevalence on both the individual topographic variables and the correlations between them. igure 6. Predicted probability of prevalence (y-axis) for six topographic variables used in the final
Maxent model to predict seeps and springs: (a) profile curvature range, (b) distance to flowlines, (c)
levation, (d) TRI, (e) FWS, and (f) planform curvature. The curves represent the dependence of
redicted prevalence on both the individual topographic variables and the correlations between
hem. Figure 6. Predicted probability of prevalence (y-axis) for six topographic variables used in the final
Maxent model to predict seeps and springs: (a) profile curvature range, (b) distance to flowlines,
(c) elevation, (d) TRI, (e) FWS, and (f) planform curvature. 3.2.3. Field Verification The procedures for identifying groundwater discharge were field verified by visiting
67 field locations, 54 where groundwater discharge was predicted to occur and 13 where
groundwater discharge was predicted not to occur. Groundwater discharge was logged as
occurring if a seep or spring was observed within 30 m of the predicted location. Results
are tabulated in a confusion matrix (Table 1). The sensitivity (i.e., correctly predicted posi-
tives/total actual positives) is 50/51, or 98%, while the precision (i.e., correctly predicted
positives/total predicted positives) is 50/54, or 93%. Accuracy, calculated as the percentage
of correct predictions, is 62/67, or 93%. That is, overall, the manual procedures accurately
predicted the presence or absence of groundwater discharge in 93% of cases. The kappa
coefficient (κ), which takes into account the possibility of the agreement occurring by
chance, is 0.78, which indicates substantial strength of agreement with the field data [77,78]. Remote Sens. 2022, 14, 63 11 of 18 11 of 18 Table 1. Confusion matrix of ground-truth points collected to verify the accuracy of the geodatabase
predictions. Table 1. Confusion matrix of ground-truth points collected to verify the accuracy of the geodatabase
predictions. Predicted No
Predicted Yes
Total
Actual No
12
4
16
Actual Yes
1
50
51
Total
13
54
67 Table 1. Confusion matrix of ground-truth points collected to verify the accuracy of the geodatabase
predictions. 3.3. Modeled Identification of Groundwater Discharge The curves represent the dependence of
predicted prevalence on both the individual topographic variables and the correlations between them. 12 of 18
13 of 20 12 of 18
13 of 20 Remote Sens. 2022, 14, 63
Remote Sens. 2022, 14, x FO Figure 7. Predicted prevalence of seeps and springs in the entire study area. Seeps and springs ar
most likely to occur where spring prevalence values are highest. The inset highlights the small bo
in the southeast of the study area, which is an example area where the probability of the occurrenc
of seeps and springs is particularly high. Figure 7. Predicted prevalence of seeps and springs in the entire study area. Seeps and springs are
most likely to occur where spring prevalence values are highest. The inset highlights the small box in
the southeast of the study area, which is an example area where the probability of the occurrence o
seeps and springs is particularly high. Figure 7. Predicted prevalence of seeps and springs in the entire study area. Seeps and springs are
most likely to occur where spring prevalence values are highest. The inset highlights the small box
in the southeast of the study area, which is an example area where the probability of the occurrence
of seeps and springs is particularly high. Figure 7. Predicted prevalence of seeps and springs in the entire study area. Seeps and springs are
most likely to occur where spring prevalence values are highest. The inset highlights the small box in
the southeast of the study area, which is an example area where the probability of the occurrence of
seeps and springs is particularly high. Figure 7. Predicted prevalence of seeps and springs in the entire study area. Seeps and springs are
most likely to occur where spring prevalence values are highest. The inset highlights the small box
in the southeast of the study area, which is an example area where the probability of the occurrence
of seeps and springs is particularly high. Figure 7. Predicted prevalence of seeps and springs in the entire study area. Seeps and springs are
most likely to occur where spring prevalence values are highest. The inset highlights the small box in
the southeast of the study area, which is an example area where the probability of the occurrence of
seeps and springs is particularly high. 4. 3.3. Modeled Identification of Groundwater Discharge Discussion
Though the primary controls on groundwater flow and discharge are climate, geol-
ogy, and topography [37], we demonstrated that the locations where groundwater dis-
charge occurs can be predicted based solely on topography if key diagnostic topographic
signatures can be first identified using ancillary field observations and geologic data in a
representative subset of the study area. Here, we modeled two types of groundwater dis-
charge: hillslope groundwater discharge and aquifer-outcrop groundwater discharge
(Figure 3). We constructed a robust geodatabase comprising field observations and geo-
logic data from >800 well logs covering a representative subset of the study area and topo-
graphic data from an airborne LiDAR-derived DEM covering the entire study area (Figure
2). We then developed and refined procedures to manually identify the two types of
groundwater discharge in the representative subset of the study area where the field ob-
Table 2. Permutation importance for variables used to predict seeps and springs using the Maxent
model. Variable
Permutation Importance (%)
Profile curvature range
43.2
Distance to flowlines
20.8
Elevation
18.5
Terrain ruggedness index
15.2
Flow-weighted slope
1.8
Planform curvature
0.5 4. Discussion
Though the primary controls on groundwater flow and discharge are climate, geol
ogy and topography [37] we demonstrated that the locations where groundwater dis
Table 2. Permutation importance for variables used to predict seeps and springs using the Maxent
model. servations, geo
While doing s
4. Discussion The modeling benefited greatly from previous field observations by Callahan et al. [12],
which in turn benefited greatly from other previous field observations by Walker et al. [66]
and King et al. [80]. These studies showed that topography correlates with the structure and
function of streams in the Kenai Peninsula Lowlands, including stream flow and stream
water temperature [12], stream water chemistry [66], and stream biota [80]. These studies
were conducted at 18 shared study sites in the Anchor River, Stariski Creek, Deep Creek, and
Ninilchik Creek watersheds, four of the five watersheds included in this study. Callahan
et al. [12] made the key insight that motivated our study. Their field observations indicated
that a topographic feature, i.e., FWS, could be used to predict the location of hillslope
groundwater discharge to streams. We further refined this understanding, noting that, for
example, hillslopes with high FWS also had a prevalence of small headwater streams that
originated at seeps and small springs. These are evident in the topographic data in a number
of ways, including sudden changes in curvature (i.e., profile curvature range), flowlines,
and TWI (Figure 2). This then allowed the accurate manual and modeled identification of
hillslope groundwater discharge (Figures 4 and 7). p g
g
g
The modeling also benefited greatly from the availability of >800 publicly available well
logs (Figure 2). Surficial geology data are available for the entirety of the Kenai Peninsula
Lowlands, at the 1:350,000 scale [59]. Such data can be useful in predicting potential
groundwater recharge zones (e.g., [81]). However, such coarse data alone cannot be used
to map thin confined aquifers and their outcrops, as was necessary for this study. The
well logs allowed us to do so. Then subsequent field work further allowed us to refine
our understanding of the spatial scale over which the well logs were predictive of aquifer
outcrops (Figure 2). This allowed us to find numerous springs, which we then used to
explore the topographic data that reflected the initiation of channelized flow, including
the headward extent of incised topography, the initiation of flowlines, and the sudden
concentration of the TWI. servations, geo
While doing s
4. Discussion While doing so, we made observations that indicated we might otherwise identify these
two types of groundwater discharge using only the topographic data. We therefore devel-
oped and refined procedures to model the two types of groundwater discharge through-
out the entire study area from the topographic data alone (Table 2; Figure 7). Devito et al. [43] previously argued that topography was the last control to consider in explaining hy-
drologic processes, after climate and geology. Rahmati et al. [30] concurred, suggesting
that geologic data (e.g., lithology) was a relatively strong predictor of groundwater levels
Though the primary controls on groundwater flow and discharge are climate, geology,
and topography [37], we demonstrated that the locations where groundwater discharge
occurs can be predicted based solely on topography if key diagnostic topographic signatures
can be first identified using ancillary field observations and geologic data in a represen-
tative subset of the study area. Here, we modeled two types of groundwater discharge:
hillslope groundwater discharge and aquifer-outcrop groundwater discharge (Figure 3). We Remote Sens. 2022, 14, 63 13 of 18 13 of 18 constructed a robust geodatabase comprising field observations and geologic data from
>800 well logs covering a representative subset of the study area and topographic data from
an airborne LiDAR-derived DEM covering the entire study area (Figure 2). We then devel-
oped and refined procedures to manually identify the two types of groundwater discharge
in the representative subset of the study area where the field observations, geologic data,
and topographic data were available (Table 1; Figures 4 and 5). While doing so, we made
observations that indicated we might otherwise identify these two types of groundwater
discharge using only the topographic data. We therefore developed and refined procedures
to model the two types of groundwater discharge throughout the entire study area from
the topographic data alone (Table 2; Figure 7). Devito et al. [43] previously argued that
topography was the last control to consider in explaining hydrologic processes, after climate
and geology. Rahmati et al. [30] concurred, suggesting that geologic data (e.g., lithology)
was a relatively strong predictor of groundwater levels while topographic data (e.g., slope)
was a relatively weak predictor of groundwater levels. Here, topography was in fact the
only control we considered, but only after topography was contextualized with the field
observations and geologic data in the representative subset of the study area. servations, geo
While doing s
4. Discussion Once these relationships were identified, the topography could in
many cases be used as a proxy for the geology, such as in cases where aquifer outcrops were
instead indicated by the initiation of multiple, parallel channelized flows along the same
contour intervals on the same and/or opposite hillslopes (e.g., Figure 5). This then allowed
the accurate manual and modeled identification of aquifer-outcrop groundwater discharge
(Table 2; Figures 5 and 7). g
The novelty of our modeling approach lies in the integration between field observations,
remote-sensing data, and machine learning. Workflows for the manual identification of
groundwater discharge were used to locate hillslope and aquifer-outcrop groundwater
discharges in the field, with an overall accuracy of 93% (Table 1; Figures 4 and 5). Though
labor-intensive, this approach enabled the field identification of a large enough sample
of seep and spring locations to develop an “outstanding” predictive model for the entire
study area using topographic data alone, with an AUC of 0.95 and 0.91 for training and Remote Sens. 2022, 14, 63 14 of 18 14 of 18 testing data, respectively (Table 2; Figure 7). Using only topographic data was ideal in
our study area because well logs and therefore crucial geologic data (i.e., aquifer-outcrop
locations) were only available over ~40% of the study area. Maxent modeling in particular
was advantageous because it uses presence-only data and therefore can be used to make
widespread predictions over a large study area with limited data over only a subset of the
study area (e.g., [82]). Another advantage of the Maxent approach is its ability to quantify
the relationships between feature prevalence and the environmental predictors [72,73]. Our model confirms field observations that groundwater discharge is most likely to occur
where topography changes abruptly over small distances in close proximity to flowlines,
supporting the findings of other studies (e.g., [2,46,47,63]). pp
g
g
g
Both field observations and modeling results indicate that seeps and springs are com-
monly located proximal to streams, both the headward extent of streams and along hillslopes
adjacent to streams (e.g., Figure 7). Following the five major Pleistocene glaciations and
two minor post-Pleistocene glacial advances, the Kenai Peninsula Lowlands comprised
mixed ice-scoured landforms, drift sheets, and moraines separated by unconformities and
weathering profiles, much covered with younger glacial outwash and valley train, glacio-
lacustrine, and other minor moraine deposits [58,59]. servations, geo
While doing s
4. Discussion This heterogeneity was reflected at
the surface, where local topographic relief was sufficient to direct surface-water flows into
the earliest watersheds, and in the subsurface, where aquifers were commonly thin and
discontinuous, often formed in thin glacial outwash and valley train deposits. Subsequent
downcutting by the streams shaped and steepened valley hillslopes, thereby creating and
enhancing hillslope groundwater discharge, and exposed aquifer outcrops, thereby creating
and enhancing aquifer-outcrop groundwater discharge (Figure 3). This enhanced stream
flow and therefore stream power, creating a positive feedback which further enhanced
downcutting by the streams. g y
This groundwater discharge is essential for the proper functioning of streams on the
Kenai Peninsula Lowlands. Groundwater discharge to these streams augments stream flow,
providing approximately half of the summer stream flow and likely all of the winter stream
flow [12]. Groundwater discharge to these streams also modulates stream temperatures,
providing cold-water refugia in summer and warm-water refugia in winter [12]. Salmonids
are cold-water species with life-history stages sensitive to high stream water temperatures,
including sublethal temperatures which can affect everything from cellular function to
behavior [83,84]. Therefore, cold-water refugia in summer are crucial, and increasingly so in
light of climate-induced warming trends in Alaska’s salmon-bearing streams [85]. Juvenile
salmonids must overwinter in these streams prior to outmigrating the following spring. Therefore, warm-water refugia in winter are also crucial, keeping some reaches unfrozen
and available as overwintering habitats [86]. Lastly, much of this groundwater first passes
through and interacts with nitrogen-fixing alder patches on adjacent hillslopes, delivering
nitrogen-rich groundwater to riparian wetlands and these streams [14], where it enhances
primary productivity in the riparian wetlands [14,87] and controls rates of in-stream nitrogen
fixation and respiration [15,85]. The nutrient subsidies to these streams are then evident in
the juvenile salmonids, who preferentially use abundant allochthonous sources, especially
in the headwater settings [88]. Groundwater discharge is therefore thought to at least partly
explain the predictable species composition along specific reaches in these streams, especially
in headwater settings [66]. This new understanding of the importance of groundwater
discharge to proper functioning of streams on the Kenai Peninsula Lowlands has led to
groundwater being adopted as a central feature of the conceptual model underlying the
management of the salmonid resources that underlie important sport and commercial
fisheries [49]. Meanwhile, groundwater is the primary source of water for domestic, commercial,
and industrial uses on the Kenai Peninsula Lowlands [52]. Institutional Review Board Statement: Not applicable. Institutional Review Board Statement: Not applicable. Informed Consent Statement: Not applicable. Informed Consent Statement: Not applicable. Data Availability Statement: Publicly available datasets were analyzed in this study. This data can
be found here: doi:10.6084/m9.figshare.16586903. Acknowledgments: This project benefitted immeasurably from in-kind support provided by the
Kachemak Bay National Estuarine Research Reserve, which provided lodging, local knowledge,
introductions to stakeholders, the coordination of formal stakeholder engagements, and more. Coowe
Walker and Syverine Bentz were particularly instrumental. Conrad Field illustrated Figure 3 from
field sketches and notes prepared by M Rains. Annalyssa Hernandez assisted in some field work. A
special thank you to all of the many stakeholders who provided their time, local knowledge, and
access to private properties. Conflicts of Interest: The authors declare no conflict of interest. 6.
Winter, T.C. Relation of streams, lakes, and wetlands to groundwater flow systems. Hydrogeol. J. 1999, 7, 28–45. [CrossRef]
7.
Moore, W.S.; Blanton, J.O.; Joye, S. Estimates of flushing times, submarine groundwater discharge, and nutrient fluxes to Okatee
Estuary, South Carolina. J. Geophys. Res. Space Phys. 2006, 111, 111. [CrossRef] y
p y
p
y
Moore, W.S. The Effect of Submarine Groundwater Discharge on the Ocean. Annu. Rev. Mar. Sci. 2010, 2, 5 y
J
p y
p
y
[
]
8.
Moore, W.S. The Effect of Submarine Groundwater Discharge on the Ocean. Annu. Rev. Mar. Sci. 2010, 2, 59–88. [CrossRef] 5.
Winter, T.C.; Harvey, J.W.; Franke, O.L.; Alley, W.M. Ground Water and Surface Water: A Single Resource; Circular 1139; US Geological
Survey: Reston, VA, USA, 1998. [CrossRef] servations, geo
While doing s
4. Discussion Most wells are domestic and are
drilled by, maintained, and operated at the sole discretion and expense of the individual
landowner. Drilling costs are calculated per unit depth, so there is little incentive to drill
beyond the shallowest aquifer that can provide sufficient quantities of water. Well logs indi- Remote Sens. 2022, 14, 63 15 of 18 15 of 18 cate that these aquifers are thin and discontinuous and commonly yield ~0.01–0.1 m3/min
(see also [60]). These then are the same aquifers that often outcrop on nearby hillslopes,
commonly at the headward extent of streams and along hillslopes adjacent to streams
(e.g., Figures 3 and 7). These aquifers are therefore the nexus of a potential conflict over
limited groundwater resources between natural and human users. These results have height-
ened awareness, with recent and ongoing work focused on using this new understanding
to explore sources and locations of acute groundwater vulnerability and connecting this
new understanding to decision-making by building capacity to support both peer and
institutional discussions [49]. Author Contributions: This paper was the result of a broad, collaborative effort by all authors. Con-
ceptualization, M.C.R.; Methodology, M.E.G., K.C.R., E.J.G.-O., J.D. and M.C.R.; Validation, M.E.G.,
K.C.R., E.J.G.-O., W.J.K., J.D. and M.C.R.; Formal Analysis, M.E.G., E.J.G.-O. and J.D.; Investigation,
M.E.G., K.C.R., E.J.G.-O., W.J.K., J.D., S.M.L. and M.C.R.; Data Curation, M.E.G., K.C.R., E.J.G.-O. and
S.M.L.; Writing—Original Draft Preparation, M.E.G. and M.C.R.; Writing—Review & Editing, K.C.R.,
E.J.G.-O., W.J.K., J.D. and S.M.L.; Visualization, S.M.L. and J.D.; Supervision, K.C.R. and M.C.R.;
Project Administration, K.C.R. and M.C.R.; Funding Acquisition, M.C.R. All authors have read and
agreed to the published version of the manuscript. Funding: This research was funded primarily by the National Estuarine Research Reserve System
Science Collaborative under Grant No. 54584 (https://nerrssciencecollaborative.org/project/Walker17;
accessed on 23 December 2021). Additional faculty support was funded by the National Science
Foundation under Grant No. 1702029 (https://www.nsf.gov/awardsearch/showAward?AWD_ID=17
02029; accessed on 23 December 2021). Additional student scholarships were funded by the National
Science Foundation under Grant No. 1930451 (https://nsf.gov/awardsearch/showAward?AWD_ID=
1930451; accessed on 23 December 2021). References 1. Rains, M.C.; Fogg, G.E.; Harter, T.; Dahlgren, R.A.; Williamson, R.J. The role of perched aquifers in hydrological connectivity and
biogeochemical processes in vernal pool landscapes, Central Valley, California. Hydrol. Process. 2006, 20, 1157–1175. [CrossRef]
2. Neff, B.P.; Rosenberry, D.O.; Leibowitz, S.G.; Mushet, D.M.; Golden, H.E.; Rains, M.; Brooks, J.R.; Lane, C.R. A Hydrologic
Landscapes Perspective on Groundwater Connectivity of Depressional Wetlands. Water 2019, 12, 50. [CrossRef] [PubMed]
3. Kornelsen, K.; Coulibaly, P. Synthesis review on groundwater discharge to surface water in the Great Lakes Basin. J. Great Lakes
Res. 2014, 40, 247–256. [CrossRef]
4
S l
M X L
d
O M Q R
lli A D
F M
í
D E W i
l P C
i i
f
h ll
l k 1. Rains, M.C.; Fogg, G.E.; Harter, T.; Dahlgren, R.A.; Williamson, R.J. The role of perched aquifers in hydrological connectivity and
biogeochemical processes in vernal pool landscapes, Central Valley, California. Hydrol. Process. 2006, 20, 1157–1175. [CrossRef] 1. Rains, M.C.; Fogg, G.E.; Harter, T.; Dahlgren, R.A.; Williamson, R.J. The role of perched aquifers in hydrological connectivity and
biogeochemical processes in vernal pool landscapes, Central Valley, California. Hydrol. Process. 2006, 20, 1157–1175. [CrossRef]
2. Neff, B.P.; Rosenberry, D.O.; Leibowitz, S.G.; Mushet, D.M.; Golden, H.E.; Rains, M.; Brooks, J.R.; Lane, C.R. A Hydrologic
Landscapes Perspective on Groundwater Connectivity of Depressional Wetlands. Water 2019, 12, 50. [CrossRef] [PubMed] 1. Rains, M.C.; Fogg, G.E.; Harter, T.; Dahlgren, R.A.; Williamson, R.J. The role of perched aquifers in hydrological connectivity and
biogeochemical processes in vernal pool landscapes, Central Valley, California. Hydrol. Process. 2006, 20, 1157–1175. [CrossRef] 1. Rains, M.C.; Fogg, G.E.; Harter, T.; Dahlgren, R.A.; Williamson, R.J. The role of perched aquifers in hydrological connectivity and
biogeochemical processes in vernal pool landscapes, Central Valley, California. Hydrol. Process. 2006, 20, 1157–1175. [CrossRef]
2. Neff, B.P.; Rosenberry, D.O.; Leibowitz, S.G.; Mushet, D.M.; Golden, H.E.; Rains, M.; Brooks, J.R.; Lane, C.R. A Hydrologic
Landscapes Perspective on Groundwater Connectivity of Depressional Wetlands. Water 2019, 12, 50. [CrossRef] [PubMed]
3. Kornelsen, K.; Coulibaly, P. Synthesis review on groundwater discharge to surface water in the Great Lakes Basin. J. Great Lakes
Res. 2014, 40, 247–256. [CrossRef] g
p
p
p
,
y,
y
,
,
[
]
2. Neff, B.P.; Rosenberry, D.O.; Leibowitz, S.G.; Mushet, D.M.; Golden, H.E.; Rains, M.; Brooks, J.R.; Lane, C.R. A Hydrologic
Landscapes Perspective on Groundwater Connectivity of Depressional Wetlands. Water 2019, 12, 50. g
y
y
g
J
7.
Moore, W.S.; Blanton, J.O.; Joye, S. Estimates of flushing times, submarine groundwater discharge, and
Estuary, South Carolina. J. Geophys. Res. Space Phys. 2006, 111, 111. [CrossRef] References 2022, 14, 63 16 of 18 9. Misra, D.; Daanen, R.P.; Thompson, A.M. Base Flow/Groundwater Flow. In Encyclopedia of Snow, Ice and Glaciers; Encyclopedia of
Earth Sciences Series; Singh, V.P., Singh, P., Haritashya, U.K., Eds.; Springer: Dordrecht, The Netherlands, 2011. g
g
y
p
g
10. Guérin, A.; Devauchelle, O.; Robert, V.; Kitou, T.; Dessert, C.; Quiquerez, A.; Allemand, P.; Lajeunesse, E. Stream-Discharge
Surges Generated by Groundwater Flow. Geophys. Res. Lett. 2019, 46, 7447–7455. [CrossRef] g
y
p y
11. Caissie, D. The thermal regime of rivers: A review. Freshw. Biol. 2006, 51, 1389–1406. [CrossRef] g
12. Callahan, M.K.; Rains, M.; Bellino, J.C.; Walker, C.M.; Baird, S.J.; Whigham, D.F.; King, R.S. Controls on Temperature in Salmonid-
Bearing Headwater Streams in Two Common Hydrogeologic Settings, Kenai Peninsula, Alaska. JAWRA J. Am. Water Resour. Assoc. 2014, 51, 84–98. [CrossRef] 13. Luke, S.H.; Luckai, N.J.; Burke, J.M.; Prepas, E.E. Riparian areas in the Canadian boreal forest and linkages with water quality in
streams. Environ. Rev. 2007, 15, 79–97. [CrossRef] 14. Callahan, M.K.; Whigham, D.F.; Rains, M.; Rains, K.C.; King, R.S.; Walker, C.M.; Maurer, J.R.; Baird, S.J. Nitrogen Subsidies from
Hillslope Alder Stands to Streamside Wetlands and Headwater Streams, Kenai Peninsula, Alaska. JAWRA J. Am. Water Resour. Assoc. 2017, 53, 478–492. [CrossRef] 15. Hiatt, D.L.; Robbins, C.J.; Back, J.A.; Kostka, P.K.; Doyle, R.D.; Walker, C.M.; Rains, M.C.; Whigham, D.F.; King, R.S. Catchment-
scale alder cover controls nitrogen fixation in boreal headwater streams. Freshw. Sci. 2017, 36, 523–532. [CrossRef] 16. Power, G.; Brown, R.S.; Imhof, J.G. Groundwater and Fish—Insights from Northern North America. 401–422. [CrossRef] 17. Dieter, C.A.; Maupin, M.A.; Caldwell, R.R.; Harris, M.A.; Ivahnenko, T.I.; Lovelace, J.K.; Barber, N.L.; Linsey, K.S. Estimated Use of
Water in the United States in 2015; Circular 1441; US Geological Survey: Reston, VA, USA, 2018. [CrossRef] 18. Falkenmark, M.; Rockström, J. Balancing Water for Humans and Nature: The New Approach in Ecohydrology; Earthscan: London, UK;
Sterling, VA, USA, 2004; ISBN 978-1-85383-927-6. 19. Khalil, M.A.; Bobst, A.; Mosolf, J. Utilizing 2D Electrical Resistivity Tomography and Very Low Frequency Electromagnetics to
Investigate the Hydrogeology of Natural Cold Springs Near Virginia City, Southwest Montana. Pure Appl. Geophys. PAGEOPH
2018, 175, 3525–3538. [CrossRef] [
]
20. Gleason, C.L.; Frisbee, M.D.; Rademacher, L.K.; Sada, D.W.; Meyers, Z.P.; Knott, J.R.; Hedlund, B.P. Hydrogeology of desert
springs in the Panamint Range, California, USA: Geologic controls on the geochemical kinetics, flowpaths, and mean residence
times of springs. References [CrossRef] [PubMed] g
p
p
p
y
y
2. Neff, B.P.; Rosenberry, D.O.; Leibowitz, S.G.; Mushet, D.M.; Golden, H.E.; Rains, M.; Brooks, J.R.; Lane, C.R. A Hydrologic
Landscapes Perspective on Groundwater Connectivity of Depressional Wetlands. Water 2019, 12, 50. [CrossRef] [PubMed] ,
;
y,
;
,
;
,
;
,
;
,
;
, J
;
,
y
g
Landscapes Perspective on Groundwater Connectivity of Depressional Wetlands. Water 2019, 12, 50. [CrossRef] [PubMed]
3. Kornelsen, K.; Coulibaly, P. Synthesis review on groundwater discharge to surface water in the Great Lakes Basin. J. Great Lakes
Res. 2014, 40, 247–256. [CrossRef] p
p
y
p
,
,
[
] [
]
3. Kornelsen, K.; Coulibaly, P. Synthesis review on groundwater discharge to surface water in the Great Lakes Basin. J. Great Lakes
Res. 2014, 40, 247–256. [CrossRef] p
p
y
p
3. Kornelsen, K.; Coulibaly, P. Synthesis review on groundwater discharge to surface water in the Great Lakes Basin. J. Great Lakes
Res. 2014, 40, 247–256. [CrossRef] 4. Solana, M.X.; Londoño, O.M.Q.; Romanelli, A.; Donna, F.; Martínez, D.E.; Weinzettel, P. Connectivity of temperate shallow lakes
to groundwater in the Pampean Plain, Argentina: A remote sensing and multi-tracer approach. Groundw. Sustain. Dev. 2021, 13,
100556. [CrossRef] 4. Solana, M.X.; Londoño, O.M.Q.; Romanelli, A.; Donna, F.; Martínez, D.E.; Weinzettel, P. Connectivity of temperate shallow lakes
to groundwater in the Pampean Plain, Argentina: A remote sensing and multi-tracer approach. Groundw. Sustain. Dev. 2021, 13,
100556. [CrossRef] 4. Solana, M.X.; Londoño, O.M.Q.; Romanelli, A.; Donna, F.; Martínez, D.E.; Weinzettel, P. Connectivity of temperate shallow lakes
to groundwater in the Pampean Plain, Argentina: A remote sensing and multi-tracer approach. Groundw. Sustain. Dev. 2021, 13,
100556. [CrossRef] 5. Winter, T.C.; Harvey, J.W.; Franke, O.L.; Alley, W.M. Ground Water and Surface Water: A Single Resource; Circular 1139; US Geological
Survey: Reston, VA, USA, 1998. [CrossRef] y
6. Winter, T.C. Relation of streams, lakes, and wetlands to groundwater flow systems. Hydrogeol. J. 1999, 7, 28–45. [CrossRef]
7. Moore, W.S.; Blanton, J.O.; Joye, S. Estimates of flushing times, submarine groundwater discharge, and nutrient fluxes to Okatee
Estuary, South Carolina. J. Geophys. Res. Space Phys. 2006, 111, 111. [CrossRef] g
y
y
g
J
[
]
7. Moore, W.S.; Blanton, J.O.; Joye, S. Estimates of flushing times, submarine groundwater discharge, and nutrient fluxes to Okatee
Estuary, South Carolina. J. Geophys. Res. Space Phys. 2006, 111, 111. [CrossRef] Remote Sens. References Adv. Water Resour. 2020, 141, 103595. [CrossRef] 29. Afan, H.A.; Osman, A.I.A.; Essam, Y.; Ahmed, A.N.; Huang, Y.F.; Kisi, O.; Sherif, M.; Sefelnasr, A.; Chau, K.-W.; El-Shafie, A. Modeling the fluctuations of groundwater level by employing ensemble deep learning techniques. Eng. Appl. Comput. Fluid Mech. 2021, 15, 1420–1439. [CrossRef] 30. Rahmati, O.; Pourghasemi, H.R.; Melesse, A.M. Application of GIS-based data driven random fores
models for groundwater potential mapping: A case study at Mehran Region, Iran. Catena 2016, 137, 36 30. Rahmati, O.; Pourghasemi, H.R.; Melesse, A.M. Application of GIS-based data driven random forest and maximum entropy
models for groundwater potential mapping: A case study at Mehran Region, Iran. Catena 2016, 137, 360–372. [CrossRef]
31. El Bilali, A.; Taleb, A.; Brouziyne, Y. Groundwater quality forecasting using machine learning algorithms for irrigation purposes. Agric. Water Manag. 2021, 245, 106625. [CrossRef] 30. Rahmati, O.; Pourghasemi, H.R.; Melesse, A.M. Application of GIS-based data driven random forest and maximum entropy
models for groundwater potential mapping: A case study at Mehran Region, Iran. Catena 2016, 137, 360–372. [CrossRef]
31
El Bil li A T l b A B
i
Y G
d
li
f
i
i
hi
l
i
l
i h
f
i i
i 31. El Bilali, A.; Taleb, A.; Brouziyne, Y. Groundwater quality forecasting using machine learning algori
Agric. Water Manag. 2021, 245, 106625. [CrossRef] g
g
32. Shiri, N.; Shiri, J.; Yaseen, Z.M.; Kim, S.; Chung, I.-M.; Nourani, V.; Zounemat-Kermani, M. Development of artificial intelligence
models for well groundwater quality simulation: Different modeling scenarios. PLoS ONE 2021, 16, e0251510. [CrossRef] [PubMed]
33
T
Z Y
Q Zh
Y M
hi
L
i
M d l
f G
d
t
A
i S
ti l Di t ib ti
i
B
l d
h I fl
f 32. Shiri, N.; Shiri, J.; Yaseen, Z.M.; Kim, S.; Chung, I.-M.; Nourani, V.; Zounemat-Kermani, M. Development of artificial intelligence
models for well groundwater quality simulation: Different modeling scenarios. PLoS ONE 2021, 16, e0251510. [CrossRef] [PubMed]
33. Tan, Z.; Yang, Q.; Zheng, Y. Machine Learning Models of Groundwater Arsenic Spatial Distribution in Bangladesh: Influence of
Holocene Sediment Depositional History. Environ. Sci. Technol. 2020, 54, 9454–9463. [CrossRef] [PubMed] models for well groundwater quality simulation: Different modeling scenarios. PLoS ONE 2021, 16, e0251510. [CrossRef] [PubMed]
33. Tan, Z.; Yang, Q.; Zheng, Y. Machine Learning Models of Groundwater Arsenic Spatial Distribution in Bangladesh: Influence of
Holocene Sediment Depositional History. Environ. References Hydrol. Process. 2020, 34, 2923–2948. [CrossRef] p
g
y
21. Mocior, E.; Rzonca, B.; Siwek, J.; Plenzler, J.; Płaczkowska, E.; Dabek, N.; Jaskowiec, B.; Potoniec, P.; Roman, S.; Zdziebko, D. Determinants of the distribution of springs in the upper part of a flysch ridge in the Bieszczady Mountains in southeastern
Poland. Episodes 2015, 38, 21–30. [CrossRef] p
22. Howard, J.; Merrifield, M. Mapping Groundwater Dependent Ecosystems in California. PLoS ONE 2010, 5, e11249. [CrossRef]
23. Pourtaghi, Z.S.; Pourghasemi, H.R. GIS-based groundwater spring potential assessment and mapping in the Birjand Township,
southern Khorasan Province, Iran. Hydrogeol. J. 2014, 22, 643–662. [CrossRef] p
22. Howard, J.; Merrifield, M. Mapping Groundwater Dependent Ecosystems in California. PLoS ONE 201 , J ;
,
pp
g
p
y
, ,
[
]
23. Pourtaghi, Z.S.; Pourghasemi, H.R. GIS-based groundwater spring potential assessment and mapping in the Birjand Township,
southern Khorasan Province, Iran. Hydrogeol. J. 2014, 22, 643–662. [CrossRef] 24. Lange, H.; Sippel, S. Machine Learning Applications in Hydrology. In Forest-Water Interactions; Levia, D.F., Carlyle-Moses, D.E.,
Iida, S., Michalzik, B., Nanko, K., Tischer, A., Eds.; Ecological Studies; Springer International Publishing: Cham, Switzerland,
2020; Volume 240, pp. 233–257. ISBN 978-3-030-26085-9. pp
25. Nearing, G.S.; Kratzert, F.; Sampson, A.K.; Pelissier, C.S.; Klotz, D.; Frame, J.M.; Prieto, C.; Gupta, H.V. What Role Does
Hydrological Science Play in the Age of Machine Learning? Water Resour. Res. 2021, 57, e2020WR028091. [CrossRef] pp
25. Nearing, G.S.; Kratzert, F.; Sampson, A.K.; Pelissier, C.S.; Klotz, D.; Frame, J.M.; Prieto, C.; Gupta, H.V. What Role Does
Hydrological Science Play in the Age of Machine Learning? Water Resour. Res. 2021, 57, e2020WR028091. [CrossRef]
26. Shen, C.; Chen, X.; Laloy, E. Editorial: Broadening the Use of Machine Learning in Hydrology. Front. Water 2021, 3, 681023. [CrossRef] Hydrological Science Play in the Age of Machine Learning? Water Resour. Res. 2021, 57, e2020WR028091. [CrossRef]
26. Shen, C.; Chen, X.; Laloy, E. Editorial: Broadening the Use of Machine Learning in Hydrology. Front. Water 2021, 3, 681023. [CrossRef] 26. Shen, C.; Chen, X.; Laloy, E. Editorial: Broadening the Use of Machine Learning in Hydrology. Front. Water 2021, 3, 681023. [CrossRef] 27. Sahoo, S.; Russo, T.A.; Elliott, J.; Foster, I. Machine learning algorithms for modeling groundwater level changes in agricultural
regions of the U.S. Water Resour. Res. 2017, 53, 3878–3895. [CrossRef] g
28. Rahman, A.S.; Hosono, T.; Quilty, J.M.; Das, J.; Basak, A. Multiscale groundwater level forecasting:
learning approaches with wavelet transforms. References Groundwater discharge: A common generator of diverse geologic and morphologic phenomena. Int. Assoc. Sci. Hydrol. Bull. 1971, 16, 7–24. [CrossRef] 45. Huang, X.; Niemann, J.D. Modelling the potential impacts of groundwater hydrology on long-term drainage basin evolution. Earth Surf. Process. Landforms 2006, 31, 1802–1823. [CrossRef] 46. Iverson, R.M.; Reid, M.E. Gravity-driven groundwater flow and slope failure potential: 1. Elastic Effective-Stress Model. Water
Resour. Res. 1992, 28, 925–938. [CrossRef] 47. Reid, M.E.; Iverson, R.M. Gravity-driven groundwater flow and slope failure potential: 2. Effects of slo
properties, and hydraulic heterogeneity. Water Resour. Res. 1992, 28, 939–950. [CrossRef] properties, and hydraulic heterogeneity. Water Resour. Res. 1992, 28, 939–950. [CrossRef]
48. UACED (University of Alaska Center for Economic Development). Kenai Peninsula 2021–2026 Comprehensive Economic Development
Strategy; Kenai Peninsula Economic Development District: Kenai AK USA 2021; p 97 48. UACED (University of Alaska Center for Economic Development). Kenai Peninsula 2021–2026 Comprehen
Strategy; Kenai Peninsula Economic Development District: Kenai, AK, USA, 2021; p. 97. 49. Walker, C.M.; Whigham, D.F.; Bentz, I.S.; Argueta, J.M.; King, R.S.; Rains, M.C.; Simenstad, C.A.; Guo, C.; Baird, S.J.; Field, C.J. Linking landscape attributes to salmon and decision-making in the southern Kenai Lowlands, Alaska, USA. Ecol. Soc. 2021, 26, 1. [CrossRef] 50. ADLWD (Alaska Department of Labor and Workforce Development). Alaska Population Projections 2019–
of Labor and Workforce Development: Juneau, AK, USA, 2020. 51. HSWCD (Homer Soil and Water Conservation District). Growing Local Food: A Survey of Commercial Producers on the Southern Kenai
Peninsula; Homer Soil and Water Conservation District: Homer, AK, USA, 2018. 52. Glass, R. Ground-Water Conditions and Quality in the Western Part of Kenai Peninsula, Southcentral Alaska; Open-File Rep. 96-446; US
Geological Survey: Reston, VA, USA, 1996. [CrossRef] g
y
[
]
Baughman, C.A.; Loehman, R.A.; Magness, D.R.; Saperstein, L.B.; Sherriff, R.L. Four Decades of Land-Cover 53. Baughman, C.A.; Loehman, R.A.; Magness, D.R.; Saperstein, L.B.; Sherriff, R.L. Four Decades of Land-Cover Change on the Kenai
Peninsula, Alaska: Detecting Disturbance-Influenced Vegetation Shifts Using Landsat Legacy Data. Land 2020, 9, 382. [CrossRef] 53. Baughman, C.A.; Loehman, R.A.; Magness, D.R.; Saperstein, L.B.; Sherriff, R.L. Four Decades of Land-Cover Change on the Kenai
Peninsula, Alaska: Detecting Disturbance-Influenced Vegetation Shifts Using Landsat Legacy Data. Land 2020, 9, 382. References Sci. Technol. 2020, 54, 9454–9463. [CrossRef] [PubMed] 33. Tan, Z.; Yang, Q.; Zheng, Y. Machine Learning Models of Groundwater Arsenic Spatial Distribution
Holocene Sediment Depositional History. Environ. Sci. Technol. 2020, 54, 9454–9463. [CrossRef] [Pu 34. Tran, D.A.; Tsujimura, M.; Ha, N.T.; Nguyen, V.T.; Van Binh, D.; Dang, T.D.; Doan, Q.-V.; Bui, D.T.; Ngoc, T.A.; Phu, L.V.; et al. Evaluating the predictive power of different machine learning algorithms for groundwater salinity prediction of multi-layer
coastal aquifers in the Mekong Delta, Vietnam. Ecol. Indic. 2021, 127, 107790. [CrossRef] 17 of 18 Remote Sens. 2022, 14, 63 35. Hussein, E.A.; Thron, C.; Ghaziasgar, M.; Bagula, A.; Vaccari, M. Groundwater Prediction Using Machine-Learning Tools. Algorithms 2020, 13, 300. [CrossRef] g
,
,
[
]
36. Jaafarzadeh, M.S.; Tahmasebipour, N.; Haghizadeh, A.; Pourghasemi, H.R.; Rouhani, H. Groundwater recharge potential zonation
using an ensemble of machine learning and bivariate statistical models. Sci. Rep. 2021, 11, 1–18. [CrossRef] g
g
p
37. Winter, T.C. The concept of hydrologic landscapes. JAWRA J. Am. Water Resour. Assoc. 2001, 37, 335 g
p
The concept of hydrologic landscapes. JAWRA J. Am. Water Resour. Assoc. 2001, 37, 335–349. [CrossRef] ,
p
y
g
p
J
J
,
,
[
]
38. Wolock, D.M.; Winter, T.C.; McMahon, G. Delineation and Evaluation of Hydrologic-Landscape Regions in the United States
Using Geographic Information System Tools and Multivariate Statistical Analyses. Environ. Manag. 2004, 34, S71–S88. [CrossRef]
[PubMed] 39. Wigington, P.J.; Leibowitz, S.G.; Comeleo, R.L.; Ebersole, J. Oregon Hydrologic Landscapes: A Classification Framework1. JAWRA
J. Am. Water Resour. Assoc. 2012, 49, 163–182. [CrossRef] ng Groundwater Discharge Areas Using Only Digital Elevation Models as Input Data; Swedish Nuclear Fuel and
Stockholm, Sweden, 2006; p. 18. 40. Brydsten, L. Modelling Groundwater Discharge Areas Using Only Digital Elevation Models as Input Data; Sw
Waste Management: Stockholm, Sweden, 2006; p. 18. g
p
41. Tweed, S.O.; Leblanc, M.; Webb, J.; Lubczynski, M.W. Remote sensing and GIS for mapping groundwater recharge and discharge
areas in salinity prone catchments, southeastern Australia. Hydrogeol. J. 2006, 15, 75–96. [CrossRef] 42. Haitjema, H.M.; Mitchell-Bruker, S. Are Water Tables a Subdued Replica of the Topography? Ground Water 2005, 43, 781–786. [CrossRef] [PubMed] 43. Devito, K.; Creed, I.; Gan, T.; Mendoza, C.; Petrone, R.; Silins, U.; Smerdon, B. A framework for broad-scale classification of
hydrologic response units on the Boreal Plain: Is topography the last thing to consider? Hydrol. Process. 2005, 19, 1705–1714. [CrossRef] 44. Toth, J. 62.
Heine, R.A.; Lant, C.L.; Sengupta, R.R. Development and Comparison of Approaches for Automated Mapping of Stream Channel
Networks. Ann. Assoc. Am. Geogr. 2004, 94, 477–490. [CrossRef] References [CrossRef]
54
Kl i
E B
E E Di l R W l
d d
i
d
i
h K
i P
i
l L
l
d
h
l Al
k
C
J Peninsula, Alaska: Detecting Disturbance-Influenced Vegetation Shifts Using Landsat Legacy Data. Land 2020, 9, 382. [CrossRef]
54. Klein, E.; Berg, E.E.; Dial, R. Wetland drying and succession across the Kenai Peninsula Lowlands, south-central Alaska. Can. J. For. Res. 2005, 35, 1931–1941. [CrossRef] g
g
g
g
y
54. Klein, E.; Berg, E.E.; Dial, R. Wetland drying and succession across the Kenai Peninsula Lowlands, south-central Alaska. Can. J. For. Res. 2005, 35, 1931–1941. [CrossRef] 55. Berg, E.E.; Hillman, K.M.; Dial, R.; DeRuwe, A. Recent woody invasion of wetlands on the Kenai Peninsula Lowlands, south-
central Alaska: A major regime shift after 18000 years of wet Sphagnum–sedge peat recruitment. Can. J. For. Res. 2009, 39,
2033–2046. [CrossRef] 56. Magness, D.R.; Morton, J.M. Using climate envelope models to identify potential ecological trajectories on the Kenai Peninsula,
Alaska. PLoS ONE 2018, 13, e0208883. [CrossRef] [PubMed] 57. USGS (U.S. Geological Survey). The National Map U.S. Geological Survey’s (USGS) National Geospatial Program.. Available online:
https://www.usgs.gov/core-science-systems/national-geospatial-program/national-map (accessed on 30 August 2021). 58. Karlstrom, T.N. Quaternary Geology of the Kenai Lowland and Glacial History of the Cook Inlet Region, Alask
US Geological Survey: Reston, VA, USA, 1964. [CrossRef] ternary Geology of the Kenai Lowland and Glacial History of the Cook Inlet Region, Alaska; Professional Paper 443
ey: Reston, VA, USA, 1964. [CrossRef] 59. Wilson, F.H.; Hults, C.P. Geology of the Prince William Sound and Kenai Peninsula Region, Alaska; Scientific Investigations Map 3110;
US Geological Survey: Anchorage, AK, USA, 2012. [CrossRef] g
y
g
60. Nelson, G.; Johnson, P. Ground-Water Reconnaissance of Part of the Lower Kenai Peninsula, Alaska; Open-File Rep. 81-905; US Geological
Survey: Reston, VA, USA, 1981. [CrossRef] 60. Nelson, G.; Johnson, P. Ground-Water Reconna
Survey: Reston, VA, USA, 1981. [CrossRef] 61. Spencer, E.W. Geologic Maps: A Practical Guide to Preparation and Interpretation; Waveland Press: Long Grove, IL, USA, 2017; ISBN
1-4786-3488-X. 62. Heine, R.A.; Lant, C.L.; Sengupta, R.R. Development and Comparison of Approaches for Automated Mapping of Stream Channel
Networks. Ann. Assoc. Am. Geogr. 2004, 94, 477–490. [CrossRef] 18 of 18 Remote Sens. 2022, 14, 63 63. Jaeger, K.L.; Montgomery, D.R.; Bolton, S.M. Channel and Perennial Flow Initiation in Headwater Streams: Management
Implications of Variability in Source-Area Size. Environ. Manag. 2007, 40, 775–786. References [CrossRef] p
y
g
64. Detty, J.M.; McGuire, K.J. Topographic controls on shallow groundwater dynamics: Implications of hydrologic connectivity
between hillslopes and riparian zones in a till mantled catchment. Hydrol. Process. 2010, 24, 2222–2236. [CrossRef] 65. Riley, S.J.; DeGloria, S.D.; Elliot, R. A Terrain Ruggedness Index That Quantifies Topographic Heterogeneity. Intermt. J. Sci. 1999,
5, 23–27. 66. Korzeniowska, K.; Pfeifer, N.; Landtwing, S. Mapping gullies, dunes, lava fields, and landslides via surface roughness. Geomorphology
2018, 301, 53–67. [CrossRef] 67. Walker, C.M.; King, R.S.; Whigham, D.F.; Baird, S.J. Landscape and Wetland Influences on Headwater Stream Chemistry in the
Kenai Lowlands, Alaska. Wetlands 2012, 32, 301–310. [CrossRef] 68. Beven, K.J.; Kirkby, M.J. A physically based, variable contributing area model of basin hydrology/Un m
zone d’appel variable de l’hydrologie du bassin versant. Hydrol. Sci. Bull. 1979, 24, 43–69. [CrossRef] pp
y
g
y
69. Sørensen, R.; Zinko, U.; Seibert, J. On the calculation of the topographic wetness index: Evaluation of different methods based on
field observations. Hydrol. Earth Syst. Sci. 2006, 10, 101–112. [CrossRef] y
y
70. Tarboton, D. A new method for the determination of flow directions and upslope areas in grid digital elevation models. Water
Resour. Res. 1997, 33, 309–319. [CrossRef] 71. Horvath, E.K.; Christensen, J.R.; Mehaffey, M.H.; Neale, A.C. Building a potential wetland restoration indicator for the contiguous
United States. Ecol. Indic. 2017, 83, 463–473. [CrossRef] 72. Rains, M.; Mount, J.F. Origin of shallow ground water in an alluvial aquifer as determined by isotopic and chemical procedures. Ground Water 2002, 40, 552–563. [CrossRef] [PubMed] , M. Modeling of species distributions with Maxent: New extensions and a comprehensive evaluation
61–175. [CrossRef] 73. Phillips, S.J.; Dudík, M. Modeling of species distributions with Maxent: New extensions and a
Ecography 2008, 31, 161–175. [CrossRef] g
p y
74. Elith, J.; Phillips, S.J.; Hastie, T.; Dudík, M.; Chee, Y.E.; Yates, C.J. A statistical explanation of MaxEnt for ecologists. Divers. Distrib. 2011, 17, 43–57. [CrossRef] [
]
75. Merow, C.; Smith, M.J.; Silander, J.A. A practical guide to MaxEnt for modeling species’ distributions: What it does, and why
inputs and settings matter. Ecography 2013, 36, 1058–1069. [CrossRef] 76. Feng, X.; Park, D.S.; Liang, Y.; Pandey, R.; Pape¸s, M. Collinearity in ecological niche modeling: Confusions and challenges. Ecol. Evol. 2019, 9, 10365–10376. [CrossRef] 77. Cohen, J. A Coefficient of Agreement for Nominal Scales. Educ. Psychol. Meas. 1960, 20, 37–46. [CrossR 78. Landis, J.R.; Koch, G.G. 88.
Dekar, M.P.; King, R.S.; Back, J.A.; Whigham, D.; Walker, C.M. Allochthonous inputs from grass-dominated wetlands support
juvenile salmonids in headwater streams: Evidence from stable isotopes of carbon, hydrogen, and nitrogen. Freshw. Sci. 2012, 31,
121–132. [CrossRef] References An Application of Hierarchical Kappa-type Statistics in the Assessment of Majority Agreement among
Multiple Observers. Biometrics 1977, 33, 363. [CrossRef] 79. Mandrekar, J.N. Receiver Operating Characteristic Curve in Diagnostic Test Assessment. J. Thorac. Oncol. 2010, 5, 1315–1316. [CrossRef] 80. King, R.S.; Walker, C.M.; Whigham, D.F.; Baird, S.J.; Back, J.A. Catchment topography and wetland geomorphology drive
macroinvertebrate community structure and juvenile salmonid distributions in south-central Alaska headwater streams. Freshw. Sci. 2012, 31, 341–364. [CrossRef] 81. Souissi, D.; Msaddek, M.H.; Zouhri, L.; Chenini, I.; El May, M.; Dlala, M. Mapping groundwater recharge potential zones in arid
region using GIS and Landsat approaches, southeast Tunisia. Hydrol. Sci. J. 2018, 63, 251–268. [CrossRef] 82. Rhoden, C.M.; Peterman, W.E.; Taylor, C.A. Maxent-directed field surveys identify new populations of narrowly endemic habitat
specialists. PeerJ 2017, 5, e3632. [CrossRef] [PubMed] 83. Taylor, S.G. Climate warming causes phenological shift in Pink Salmon, Oncorhynchus gorbuscha, behavior at Auke Creek,
Alaska. Glob. Chang. Biol. 2008, 14, 229–235. [CrossRef] 84. Bowen, L.; von Biela, V.R.; McCormick, S.D.; Regish, A.M.; Waters, S.C.; Durbin-Johnson, B.; Britton, M.; Settles, M.L.; Donnelly,
D.S.; Laske, S.M.; et al. Transcriptomic response to elevated water temperatures in adult migrating Yukon River Chinook salmon
(Oncorhynchus tshawytscha). Conserv. Physiol. 2020, 8, coaa084. [CrossRef] y
y
y
85. Shaftel, R.S.; King, R.S.; Back, J.A. Breakdown rates, nutrient concentrations, and macroinvertebrate colonization of bluejoint
grass litter in headwater streams of the Kenai Peninsula, Alaska. J. N. Am. Benthol. Soc. 2011, 30, 386–398. [CrossRef] 86. Gutsch, M.K. Dentification and Characterization of Juvenile Coho Salmon Overwintering Habitats and Early Spring Outmigration in the
Anchor River Watershed, Alaska; University of Alaska, Fairbanks: Fairbanks, AK, USA, 2011. 87. Whigham, D.; Walker, C.; Maurer, J.; King, R.; Hauser, W.; Baird, S.; Keuskamp, J.; Neale, P. Watershed influences on the structure
and function of riparian wetlands associated with headwater streams—Kenai Peninsula, Alaska. Sci. Total Environ. 2017, 599,
124–134. [CrossRef] [PubMed] 88. Dekar, M.P.; King, R.S.; Back, J.A.; Whigham, D.; Walker, C.M. Allochthonous inputs from grass-dominated wetlands support
juvenile salmonids in headwater streams: Evidence from stable isotopes of carbon, hydrogen, and nitrogen. Freshw. Sci. 2012, 31,
121–132. [CrossRef]
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https://openalex.org/W2810402821
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https://ebuah.uah.es/dspace/bitstream/10017/33097/1/estudiante_villares_RIECS_2018_v.%203%2c_n.%201.pdf
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es
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El estudiante de Medicina: Un ficus en formación
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Revista de investigación y educación en ciencias de la salud
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cc-by
| 6,452
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Facultad de Medicina y
Ciencias de la Salud
UAH
Comunicación Delegación Estudiantes de Medicina UAH en III Congreso Nacional de Bioética para
estudiantes.
El estudiante de Medicina: Un ficus en formación
Alejandro Villares López 1,*, Paula Rubio García 2
1
Estudiante de Medicina (promoción 2013-2019); Universidad de Alcalá
Estudiante de Medicina (promoción 2013-2019); Universidad de Alcalá
* Autor correspondencia: alexvillares.lopez@gmail.com delegados1319@gmail.com
2
Recibido: 01/04/2018; Aceptado: 23/04/2018; Publicado: 01/05/2018
Resumen: Actualmente, la formación universitaria en el Grado en Medicina consta de la
realización de seis años durante los cuales se adquieren una serie de conocimientos teóricos y
prácticos mediante la asistencia a las prácticas clínicas en los diferentes centros asociados a las
instituciones universitarias en cuestión. Concretamente la formación ofertada por la Universidad
de Alcalá consta de un plan estructurado en el que la formación práctica se reduce a un sexto del
total de horas invertidas para lograr alcanzar el título de graduado. Ante ello, se nos plantean una
serie de preguntas ¿Son estas suficientes horas de prácticas y son aprovechadas? ¿Cómo es la
realidad de las prácticas clínicas? ¿Es posible que el estudiante pueda realizar una formación
adicional al currículum y disposiciones de su Grado? La realidad es que, en ocasiones, las prácticas
clínicas no son aprovechadas, ya que los estudiantes se convierten en elementos decorativos del
espacio sanitario como consecuencia de errores en la capacidad de integración del mismo en el
equipo asistencial siendo prioritaria la asistencia al paciente sobre la formación del estudiante; así
mismo, asumimos la falta de motivación, cooperación e interés por parte del estudiantado, tanto en
el ámbito de las prácticas clínicas como en el de la formación humanista, investigadora y
profesional. Por tanto, el estudiante de medicina ¿es un ficus en formación? Hemos pretendido
abordar en el presente trabajo dicha resolución realizando una revisión de los diferentes planes de
estudios de las universidades nacionales e internacionales, resaltando aquellos más llamativos.
Palabras Clave: Estudiantes; Grado en Medicina; Ficus; Aprendizaje activo; Competencia clínica;
Docencia; Innovación.
Abstract: Nowadays, it takes six years to obtain a medical degree. During their time at university,
the students acquire theoretical and practical knowledge through clinical rotations in partner
institutions. Regarding the University of Alcalá, these rotations were reduced by one sixth in its
study plan. The student is the said to have acquired the skills necessary to graduate from
university. In the light of these considerations, some questions arise: Are these training hours
enough? Are students being adequately trained during their clinical rotations? What is current
situation of the clinical rotations? Is it feasible for the student to receive additional training outside
the established study plan? The truth is, this practical training is not always helpful for the
students, as the feel useless in an environment where their skills are not strengthened and used.
This is due to their lack of integration in the health-care team, as patient care is of greater
importance than student training. Moreover, it is also noteworthy the lack of motivation,
cooperation and interest among students during their practical, humanistic, research and
professional training. In order to analyze what has been said heretofore, this study is going to
examine the different study plans of national and international universities, emphasizing those
with the most conspicuous features.
Key words: Student; Medicine degree; Ficus; Active learning; Clinic competence; Teaching;
Innovation.
RIECS 2018, 3, 1; ISSN: 2530-2787
www.riecs.es
RIECS 2018, 3, 1
94
1. Introducción
La figura del estudiante de Medicina como “ficus en formación” surgió en el seno de la
representación estudiantil con el objetivo de hacer ver mediante una imagen, una planta que se
emplea para la decoración de interiores, la situación que pueden vivir los estudiantes durante el
desarrollo de sus prácticas clínicas. Frente a ello, varias universidades españolas e internacionales,
así como asociaciones de representación estudiantil presentan diferentes métodos, campañas de
concienciación y diversas innovaciones en docencia que posteriormente quedan recogidas en la
presente publicación. La evolución de estas campañas ha pasado del lema “No soy un ficus” al de
“Riégame en prácticas” para fomentar el aprendizaje activo en la docencia clínica del hospital; siendo
una de las campañas más recientes la conocida como “Nos quemamos” una de las que más
repercusión mediática tuvo en relación al “burnout” que sufre el propio estudiante de Medicina por
la necesidad de mejora en materia de educación médica.
La actualidad e importancia del tema que tratamos queda reflejada en la voluntad expresada
por parte del máximo organismo de representación estudiantil en el ámbito nacional, el Consejo
Estatal de Estudiantes de Medicina (CEEM), durante la celebración de las últimas Jornadas Estatales
de Estudiantes de Medicina (JEEM) en Murcia (marzo 2018) donde se aprobó la elaboración de un
“Estatuto del Estudiante en prácticas” así como la constitución de una comisión de trabajo para
lograr tal fin. Dicha comisión de trabajo está formada por los propios estudiantes de Medicina,
procedentes de todas las facultades de Medicina de España. Será en las próximas JEEM que se
celebrarán en la Universidad Jaume I cuando se apruebe este primer borrador como documento
oficial.
2. Material y Métodos
Realización de una revisión bibliográfica en relación a modelos pedagógicos universitarios,
centrando la búsqueda en modelos basados en el aprendizaje activo. Realización de revisión
bibliográfica a propósito de planes docentes relacionados con las prácticas clínicas de la Medicina en
las universidades españolas: revisión de los planes y guías docentes de tales asignaturas de las
facultades de Medicina de dichas instituciones (búsqueda on-line de guías docentes disponibles en
los diferentes portales universitarios). Revisión de campañas y posicionamientos aprobados y
publicados por el CEEM relacionadas la comisión de Educación Médica y docencia [1]. Realización
de entrevistas personales a personal médico de asistencia de primer y segundo nivel, así como a
Médicos Internos Residentes.
3. Discusión
3.1 Recuerdo histórico: de las madrassas a los hospitales universitarios.
El que la formación médica se encuentre alojada entre las paredes de la Universidad como
institución se debe, en su génesis, a la reglamentación propulsada en el s. XIII por el emperador
Federico II para el Reino de Sicilia y que, poco a poco, fue extendiéndose a lo largo de toda la Baja
Edad Media por todas las universidades europeas. Es relevante señalar en este punto la marcada
distancia que se erige entre la formación médica (clínica, en un lenguaje cercano) y la formación
quirúrgica y que no ha de resolverse hasta el siglo XIX.
Concretamente en España, la enseñanza de la Medicina se inicia en el siglo XIII en la
Universidad de Salamanca, en el seno de la Corona de Castilla, y en la Universidad de Montpellier,
en la Corona de Aragón. Debemos alcanzar a entender la sociedad del momento como un crisol de
culturas en la que el estudio de la Medicina se realizaba a través de los ojos de las tres religiones, tal y
como sucedía en la villa de Toledo. Asimismo, se debe recordar la posterior conversión de dicha
sociedad enriquecida en la cultura en otra, donde el oscurantismo cultural promovido por las
instituciones eclesiásticas favoreció la pérdida de dicha enriquecida tradición docente. La
formalización de la facultad de Medicina en la Universidad de Alcalá se realizó en 1508.
RIECS 2018, 3, 1
95
Respecto del inicio del conocimiento práctico de la Medicina, es decir, la disección de cadáveres
se introdujo en la Corona de Aragón siguiendo las corrientes universitarias italianas realizando de
una a tres autopsias de un reo a muerte en los meses de invierno, siendo en el siglo XV en la Escuela
de Cirugía del Reino de Valencia donde se comenzó la práctica de la disección de cadáveres
humanos con fines docentes e incorporándose en la complutense en 1534 tras la solicitud por parte
de los propios estudiantes.
“No se puede tener noticia verdadera mediante la lectura ni el entendimiento en la medida que lo hacen los ojos
corporales”.
El nacimiento de las cátedras de cirugía en el resto de las universidades españolas se produjo a
finales del siglo XVI y principios del XVII ya que, hasta este momento, dicho conocimiento
teórico-práctico estaba desterrado en su totalidad de la institución docente, exceptuando la Escuela
de Valencia. No es hasta mediados del siglo XVIII, bajo el influjo pensamiento ilustrado, cuando se
decide comenzar a incorporar al estudio puramente teórico de los grandes textos la asistencia diaria
a la visitación médica por parte de los estudiantes en los hospitales. De esta forma, se inició la
promoción por parte de Gregorio Mayans de una reforma en los estudios de Medicina basada en la
realización de cuatro años de estudios teóricos y dos prácticos asistiendo de esta forma a la aparición
de la primera cátedra de clínica en el año 1776 en la Universidad de Granada. Así mismo, se
comenzó a realizar una docencia práctica de la Medicina y Cirugía en instituciones
extrauniversitarias, como en el Hospital General de Madrid (actual Museo Nacional Centro de Arte
Reina Sofía), de esta forma se asistió al ascenso social e institucional de la Cirugía respecto de la
Medicina que a su vez estuvo respaldado por la necesidad de adquirir una puntera cirugía militar.
Fue en 1799 cuando se asistió a la unificación de los Colegios de Medicina y Cirugía en Barcelona,
Cádiz y Madrid, mientras que continuaba la separación en las instituciones universitarias.
Se inició de esta forma un proceso reformista que iría transformando el panorama de la
docencia en Medicina y Cirugía a lo largo del siglo XIX y que tuvo en la Facultad de Madrid un
importante exponente, asociada esta al Hospital San Carlos. Es en dicha facultad donde se promueve
la implantación de un abordaje del conocimiento médico desde la cabecera en los hospitales, es
decir, enseñanza práctica y clínica más allá de lo puramente teórico, que se inició en Francia en el
siglo anterior, quedándose fuera la promulgación de la investigación médica desde dichas
instituciones. El siglo XIX constituye, en resumen, un periodo de gran agitación en el panorama de la
docencia en Medicina donde los aspectos políticos influyeron en el proceso reformista siendo este
arduo y lento.
Es, en gran medida, gracias a la figura de Santiago Ramón y Cajal cuando se consigue establecer
una Facultad de Medicina en Madrid con cátedras, repartidas en siete años para obtener el
Doctorado, refiéranse como teóricas, otras clínicas y quirúrgicas que se aproximan a la construcción
de los planes de estudios actuales.
Otro de los grandes hitos respecto de la formación médica y que afecta concretamente a la
enseñanza universitaria es la aparición de la especialización médica en los hospitales españoles,
hecho que ocurre a mediados del siglo XX, siendo punteros en dichos programas de formación el
Hospital de la Santa Creu i Sant Jordi de Barcelona y el Hospital de Basurto, en Vizcaya. Este sistema
de especialización de los licenciados en Medicina y Cirugía comienza a reglarse en los años sesenta
comenzando en 1966 el actual sistema MIR (médico interno residente) y finalizando dicha
legislación en el año 2008. El hecho de la aparición del médico residente en los hospitales
universitarios supone la asunción de un nuevo eslabón en la jerarquía propia de los hospitales
quedando la figura como estudiante relegada a un plano más secundario. Esto hace que, en la
práctica diaria, la docencia práctica de la Medicina sea de manera simultánea para la especialización
y para la formación universitaria, lo que en muchas ocasiones plantea serios problemas éticos
respecto de la integridad del paciente que está siendo asistido, a consecuencia de la sobresaturación
del sistema de enseñanza en los hospitales universitarios.
RIECS 2018, 3, 1
96
3.2 La docencia práctica de la Medicina: una necesidad.
Pedagógicamente, no se puede entender la Medicina sin experimentarla. Un buen modelo para
entender las competencias clínicas es el propuesto por Miller (Ver figura 1) que estructura la
competencia clínica en cuatro escalones:
1. La base de la Pirámide corresponde al «Saber», por tanto, son los conocimientos que debemos
adquirir mediante la asistencia a las clases en la Facultad o en los Hospitales, así como con el
estudio diario y la investigación personal.
2.
El segundo escalón se corresponde con el «saber cómo», es decir, saber aplicar los
conocimientos a problemas concretos relacionados con el manejo de los pacientes.
Estos dos primeros escalones se circunscriben al dominio de los conocimientos siendo el último
un inicio de aplicación práctica.
3.
El tercer escalón corresponde al «mostrar cómo». El profesional ha de demostrar el dominio de
la praxis, generalmente en un primer momento y especialmente en la etapa del grado en un
medio simulado. En este apartado quedan encuadradas, entre otras, las habilidades técnicas y
procedimentales.
4.
La cúspide de la pirámide corresponde al «hacer» en la práctica real e incluye todos los aspectos
anteriores más aquellos referidos a las actitudes, ética, toma de decisiones, y desarrollo
profesional.
Los dos últimos escalones se circunscriben al dominio del comportamiento. En ellos se pone de
manifiesto la necesidad de hacer del estudio de la Medicina un aprendizaje activo en el que el
estudiante vaya más allá de las clases magistrales y aplique de manera directa las competencias
adquiridas y aún por adquirir. Un aprendizaje desarrollado en un nivel cognitivo más elevado que
supone la interacción con el paciente y con cualquier miembro del equipo asistencial. Cada una de
estas interacciones nutre al estudiante (y genera un feedback entre los miembros implicados) en un
ámbito de aplicación diferente.
Figura 1 Pirámide de Miller de la competencia clínica. Modificado de: [2] Miller, G.E. «The assessment of
clinical skills/competence/performance». Academic Medicine (Suplemento) 1990; 65: S63-S67
En conclusión, teniendo en cuenta todas las anteriores consideraciones podemos acabar
definiendo la competencia clínica como el grado con el que un médico utiliza los conocimientos,
aptitudes, actitudes y buen juicio (recursos internos) asociados a la profesión médica, así como los
del entorno: colegas, otros profesionales, documentación (recursos externos) para poder
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desempeñarse de manera eficaz en todas las situaciones clínicas que corresponden al campo de su
práctica profesional. Ello implica la integración del saber, saber hacer y saber ser.
Este análisis nos lleva directamente a la realidad de nuestras prácticas clínicas diarias. Y lo que
se concluye es una falta de funcionalidad del propio estudiante: No cumple una función efectiva, no
es práctico “tener” un estudiante en la consulta, en el despacho… En definitiva, en el ejercicio diario
de la profesión médica.
3.3 La docencia práctica de la medicina: entorno del estudiante y del docente
En el presente epígrafe procedemos a realizar un análisis comparativo de la situación en la que
se encuentran los dos principales integrantes del tema que tratamos: los estudiantes y los docentes.
3.3.1 Entorno del estudiante universitario
Actualmente, no están regladas las funciones, ni el “rol” del estudiante dentro del hospital. La
situación ideal sería la redacción y aprobación de una Norma donde se refleje el compromiso ético
que supone, la responsabilidad de la confidencialidad y las labores a desempeñar por el estudiante.
Si existiese una modificación en el sistema que regulase ese aprendizaje activo, se concluirían unos
“derechos y deberes” del estudiante para con sus prácticas hospitalarias. Y no solo el estudiante,
sino también sus tutores y miembros que, con su actividad profesional diaria, participan de manera
indirecta en dichas rotaciones clínicas. Es fundamental promover este modelo pedagógico a todos
los niveles formativos. Gracias al aprendizaje activo, el estudiante de Medicina:
Pasa del concepto a la dimensión vital: la enfermedad no es un capítulo presente en los
múltiples manuales de Medicina Interna, sino un estado y percepción de una persona que vive
y sufre.
Se nutre del modus operandi del equipo asistencial, de la forma de expresarse de manera
científica dentro del mismo y de aclarar y enfocar la información al paciente.
Se reafirma en su vocación como médico y se motiva ante la comprensión del conocimiento
teórico.
Genera un debate con otros compañeros e incluso con docentes y tutores sobre aquellos
aspectos que considera relevantes.
Figura 2 Cono del aprendizaje de Edgar Dale: Modificado de: [3] Rey, Corsino. (2017). Proyecto docente e
investigador de pediatría. 10.13140/RG.2.2.18976.38400
Actualmente, se ha demostrado que el estudiante es capaz de recordar un 10% de lo que lee y el
20% de lo que escucha, el 30% de lo que ve y el 50% de lo que ve y escucha; el 70% de lo que escribe y
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el 90% de lo que hace y enseña a otros (Ver figura 2). Con la aplicación del Plan Bolonia y, por tanto,
la entrada en el Espacio Europeo de Educación Superior se ha dado un paso adelante en el cambio de
la docencia universitaria pasando de un modelo tradicional centrado en el docente a uno en el que el
estudiante hace del aprendizaje una experiencia individualizada. Nosotros, como representantes,
estudiantes y autores del presente documento incentivamos a seguir construyendo esta visión en el
Grado de Asistencia al Paciente y a plantearnos la resistencia del estudiante a formar parte de este
aprendizaje activo abandonando su papel de Estudiante pasivo.
3.3.2 Entorno del docente.
De la misma manera, es destacable el hecho de que muchos docentes realizan cursos de
formación pedagógica, así como la labor realizada por parte de los Médicos Residentes Internos
(MIR) del hospital, en relación a la impartición de una docencia no reconocida, ni compensada. Así
mismo, realizamos a propósito de la presente, diversas entrevistas a varios facultativos en activo en
los diferentes niveles de la asistencia sanitaria, esto es, varios especialistas en Medicina de Familia y
Comunitaria, un Facultativo Adjunto Especialista en el Servicio de Urgencias, así como Médicos
Internos Residentes en diferentes años de formación de las que resultaron las siguientes
conclusiones:
La docencia es un ejercicio básico para cualquier médico, desde el plano de la Ética, como el de
la formación científica y pedagógica.
Este ejercicio es entendido en la mayoría de los casos como una actividad voluntaria a la que se
accede de manera altruista.
El estudiante es visto desde muchos matices: participación activa, aunque también pasiva.
En la mayoría de los casos, se recalca un feedback entre estudiantes y docentes.
No existe una regulación en relación a la docencia universitaria de los Médicos Internos
Residentes, fuera de profesores asociados a la universidad.
Falta de tiempo para realizar una formación individualizada durante la asistencia.
3.4 La docencia práctica de la Medicina: planes de mejora e innovación
Finalmente, después de haber realizado este recorrido desde el origen histórico de la docencia
práctica de la Medicina, habiendo comprendido la necesidad del aprendizaje activo como modelo de
docencia universitario y realizando un análisis de la situación que viven estudiantes y docentes,
resumimos en este último apartado un conjunto de planes, ideas, proyectos de mejora y
concienciación, en definitiva, que se llevan a cabo o se implantarán en el ámbito nacional.
3.4.1 Inmersión clínica precoz (ICP) [4]
Este método pedagógico, creado por Fernando Caballero, es aplicado en universidades
madrileñas como la Universidad Francisco de Vitoria y la Universidad Autónoma de Madrid, y
consiste en el desarrollo de unas prácticas de rotación clínica en los primeros cursos de la carrera
(esto es primero y segundo de grado), únicamente, en Atención Primaria, y en los servicios
hospitalarios de Urgencias, Cuidados paliativos y Psiquiatría. La labor del estudiante es analizar,
dentro del ámbito introspectivo de la rotación, la importancia del médico, cómo se han sentido ellos
mismos, los aspectos éticos y emociones que resultan de la práctica clínica. De esta manera, se
fomenta la atención al paciente desde el modelo biopsicosocial e integral de la persona. Además, se
ha demostrado que con este tipo de prácticas clínicas se influye positivamente en la mejora de la
sensibilidad ética y empatía del estudiante de manera progresiva y significativa conforme avanzan
de curso.
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3.4.2 Programa Docente de Historia Clínica Electrónica.
Este tipo de método formativo existe actualmente en Estados Unidos. Se basa en un programa
informático similar al existente en España para la actualización de las historias clínicas de los
pacientes (Historia Clínica Electrónica) donde cada estudiante puede acceder con una cuenta
personal a las historias de su hospital anonimizando todo dato personal del paciente. De esta
manera, los estudiantes realizan sus prácticas clínicas tal y como si fueran un miembro más dentro
del servicio: pronunciando un diagnóstico, pautando un tratamiento, escribiendo un evolutivo, etc.
Asimismo, el estudiante siente la responsabilidad de tomar decisiones y su médico-tutor es el
encargado de revisarlas, corregirlas y evaluar el aprendizaje del mismo. Como ventajas, además,
permite dar continuidad entre diferentes estudiantes de distintos cursos o diferentes periodos de
rotación que realicen sus prácticas dentro de un mismo servicio. Todo esto queda exclusivamente
registrado en el programa informático destinado a la docencia y no en el oficial ya existente para el
personal médico del centro hospitalario.
3.4.3 Método de evaluación 3 60
Este tipo de evaluación trata de hacer más objetiva la calificación que reciben los estudiantes; es
la misma que se emplea para la evaluación del programa de formación de los Médicos Internos
Residentes. Consiste en la cumplimentación por parte de todo el personal que ha estado en contacto
con el estudiante: equipo médico, enfermería, celadores, pacientes, familiares, etc. de manera que se
concluya una valoración multidisciplinar y de los diferentes ámbitos de las competencias clínicas del
estudiante.
3.4.4 Infectar de escepticemia [5-6]
“La escepticemia (término acuñado en 1989 por Petr Skrabanek y James McCormick) es una
enfermedad de baja contagiosidad contra la que se intenta vacunar a los estudiantes en las facultades
de medicina, tal “enfermedad” se debe al pensamiento crítico, y genera oposición a las afirmaciones
que carecen de fundamento empírico verificable y contrastado. Su vacuna conlleva una triple
pérdida de capacidad: de crítica, de ética y de propuestas de mejora.
Como fruto final de un proyecto iniciado a raíz del Seminario de Innovación en Atención
Primaria (SIAP) celebrado en su fase presencial en Bilbao (País Vasco, España) en febrero de 2016,
sobre “Pacientes que lloran y otras consultas sagradas”, nace la “Guía para infectar de escepticemia a
estudiantes de Medicina”.
Propuso esta iniciativa Paula Rodríguez Molino (estudiante de Medicina en la Universidad de
Santiago de Compostela) y con la ayuda clave y constante de Borja de Apellániz Aparicio (estudiante
de Medicina en la Universidad de Zaragoza) y la participación de múltiples clínicos, residentes y
estudiantes participantes en el SIAP-Bilbao, en una primera fase de tormenta de ideas, se pudo llegar
a la actual redacción, con apoyo de Juan Gérvas (coordinador de los SIAP). Se aceptan sugerencias,
críticas y recomendaciones de mejora. Para contagiar de escepticemia a estudiantes de medicina se
recogieron las siguientes propuestas:
a) Propuestas para estudiantes de medicina:
Valorar críticamente lo que enseñan nuestros docentes pues nadie es infalible. Su
interpretación de los hechos no es una verdad absoluta. Es importante identificar los sesgos.
Preguntar, participar, debatir con estudiantes y docentes. La ciencia y el aprendizaje
avanzan con dudas y debates.
Profundizar, leer y ampliar conocimientos. Estudiar para uno mismo y los pacientes, no para
un examen. “El peor de los libros suele ser mejor que el mejor de los apuntes” e
incomparable con un documento PowerPoint.
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Buscar activamente formación. Averiguar qué iniciativas existen ya en el entorno del
estudiante (dentro y fuera de la facultad). Organizar actividades para compartir este
conocimiento con más estudiantes.
Abrazar la formación personal: las revistas, las instituciones, los blogs y las redes sociales
tienen recursos generalmente más actualizados que lo dicho en las aulas.
“El médico que sólo Medicina sabe, ni Medicina sabe”. Aprender de otras culturas y valores
con otras ciencias, profesiones, pacientes y activistas.
Organizarse, quejarse y proponer mejoras. Conocer los derechos y deberes dentro de la
facultad. Participar activamente en los órganos de decisión, pues en la facultad y los
docentes agradecen la crítica constructiva.
El médico que serás mañana lo define el estudiante que eres hoy. No escudarse en la falta de
estímulos externos, ejerce la autocrítica. No caer en el cinismo, siempre se puede trabajar y
mejorar “lo que hay”. Promover el cambio predicando con el ejemplo.
Ser proactivo, preguntar y mantenerse motivado. Tener los ojos abiertos ya que desde
espacios como la consulta hasta la cafetería o la sala de espera constituyen núcleos de
aprendizaje.
Aprovechar los recursos y personas disponibles. Valorar la experiencia los conocimientos
del tutor, pues de toda oportunidad es posible extraer una lección. Los profesionales y
estudiantes de otras ramas, así como pacientes y familiares, pueden aportar mucho si se
pregunta con respeto y sin miedo. Apoyarse en los médicos residentes.
Comportarse con los pacientes y sus familiares como el profesional que se quiere ser, no caer
en la rutina deshumanizada, aunque nos rodee. Presentarse siempre, dar la mano y
mantener un lenguaje no verbal acogedor. Mostrar empatía, mirar a los ojos, pedir permiso
antes de explorar. Ser respetuoso. Explorar los miedos e inseguridades de los pacientes, sin
frivolizarlos. Tranquilizar y abrazar cuando sea necesario, acompañar la vulnerabilidad.
“No hay enfermedades, sino enfermos”. Conocer y atender a cada paciente en su situación
personal.
b)
Ser humilde, mantener la mente abierta a críticas y sugerencias.
Propuestas para docentes de Medicina:
Presentarse siempre y explicar conflictos de interés y sesgos a estudiantes y pacientes.
Ayudar a formar estudiantes críticos y éticos a través del ejemplo. No temer compartir
dudas propias, el ejercicio de la ética de la ignorancia es un aspecto clave en la relación
médico-paciente y docente-estudiante.
Debatir en clase y en la clínica. Lo básico se puede aprender en casa, usar el tiempo
presencial para destacar los aspectos más polémicos. Dedicar una parte de tu tiempo
docente a presentar temas controvertidos, de actualidad o que el alumnado vea valioso
discutir. Si el tiempo presencial se queda corto, proponer espacios virtuales.
Ofrecer lecturas complementarias de forma que quepan enfoques diferentes. Los estudiantes
deben aprender a defender posturas razonadas y fundadas en la mejor ciencia.
Mover a los estudiantes a participar activamente. Al explicar, centrarse en los motivos y
valores de porqué hacerlo.
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Investigar otros grupos e iniciativas externos a la facultad que puedan interesar a los
estudiantes, participar en ellos y difundirlos.
Ayudar a garantizar que los estudiantes tengan voz independiente dentro de la facultad.
Asegurar tiempo y medios para hablar de problemas sobre el método docente y el plan de
estudios. Ser humilde y pedir opinión acerca de la docencia personal.
La evaluación es parte de la docencia. Admitir anulaciones e impugnaciones basadas en
libros, documentos y artículos, en la presentación usada en clase. No exacerbar la
competitividad, será contraproducente. El objetivo no es aprobar sino aprender. Crear
evaluaciones que discriminen de manera adecuada y asegurar medidas para evitar trampas.
Enseñar a los estudiantes para que resistan la frustración ante los pacientes que no se curan,
que son la mayoría, y para que acepten que el objetivo de la medicina es a veces curar, en
muchos casos evitar y siempre aliviar y acompañar.
Contribuir a que los estudiantes se especialicen en Humanidad antes de graduarse en
Medicina. Que aprendan a explorar y a respetar lo físico, lo psíquico y lo social; la cultura,
las expectativas y los valores de los pacientes-familias-comunidades. Que sepan identificar y
enfrentarse a los errores clínicos. Que sean científicos, humanos, empáticos y asertivos. Que
aprendan las habilidades sociales necesarias para atender de manera digna a todo paciente”.
Para concluir, reincidimos en la siguiente idea: “El estudiante que eres hoy definirá el médico que
serás en el futuro”.
3.4.5 El alumno interno [7].
Se entiende por “Alumno Interno” aquel estudiante que decide participar de su formación de
una forma más comprometida mediante la inclusión en el cuerpo de trabajo de un Departamento de
la Facultad en la que se encuentra cursando sus estudios de Medicina. Esto supone la puesta en
contacto con incontables oportunidades de formación en el ámbito de la Investigación, Docencia, así
como la Asistencia Sanitaria resultando una formación profesional más avanzada en relación a la del
estudiante universitario estándar.
El Consejo Estatal de Estudiantes de Medicina (CEEM) realizó en el año 2011 un estudio para
evaluar diferentes ítems en relación a la figura del Alumno Interno. Las conclusiones que se obtienen
de dicho estudio ponen de manifiesto que tal programa formativo no se encuentra disponible en
todas las universidades españolas (de una muestra de 17 universidades tan solo 9 pudieron
participar definitivamente en el estudio puesto que el resto carecían de tal plan); así mismo se
concluyó que en aquellas facultades donde sí existe tal vacante no se cubre de manera óptima la
difusión de lo que supone este modelo de formación universitaria. La duda que se plantea ante este
modelo formativo es la posibilidad de compatibilización entre la formación universitaria estándar en
Medicina con dicho proceso. Los datos señalan que un 49% de los encuestados afirma ser un proceso
totalmente compatible, un 13% escasamente compatible y en un 13% restante la compatibilidad
quedaba relegada a acuerdos entre los departamentos y el propio estudiante (en el 25% restante no
se obtuvieron datos). Por tanto, se puede concluir una valoración positiva en rentabilidad, en cuanto
a recurso “tiempo” por parte del estudiantado. Respecto al modo de acceso a tal programa, se
registra una heterogeneidad en los mismos: convocatoria de concurso-oposición por cada
Departamento (evaluación del solicitante mediante examen de desarrollo de temas propuestos,
examen oral o escrita con lectura ante Tribunal), por orden de solicitud de la plaza desde inicio
convocatoria de las mismas, mediante acuerdo entre el Departamento y el estudiante. En ocasiones
es necesario haber superado un porcentaje de créditos relativos a las asignaturas de formación
básica.
En relación al compromiso que adquiere el Alumno Interno para con su Departamento, hemos
encontrado varios estatutos (en general no se dispone de una regulación establecida de tales
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programas) de universidades españolas (Universidad de Granada y Universidad de Navarra) donde
quedan registrados los derechos y deberes del estudiante como tal miembro departamental. En tales
documentos se afirma la obligada compatibilización entre las actividades formativas obligatorias y
éstas “voluntarias”, la posibilidad de certificación de las horas y proyectos realizados por el
estudiante dentro del Departamento, valorarle en la coautoría de las investigaciones que se llevan a
cabo dentro del equipo, así como las competencias básicas a adquirir por el mismo durante su
formación.
La existencia de un proyecto formativo como este supone nuevamente la mejora en la
adquisición de los conceptos teórico-prácticos de la Medicina, el cultivo del espíritu y labor de
investigación, así como la del profesional docente. Todo ello enmarcado en un contexto de
formación individualizada y personal, donde las relaciones entre profesores y estudiantes se
concluyen como satisfactorias.
3.4.6 Proyecto Wikicencia
Se trata de un proyecto de innovación docente basado en el último escalón de la pirámide del
aprendizaje de Edgar Dale: recordamos el 90% de lo que enseñamos a otros. De esta forma,
estudiantes de cursos superiores realizan talleres prácticos en relación con las habilidades clínicas
que serán evaluadas en el examen ECOE y de otras que no se adquieren en el Grado en cuestión,
siendo aplicable a todos los Grados de Ciencias de la Salud. Un médico general puede conocer la
realización de un ejercicio rehabilitador, la toma de constantes vitales… de la misma forma que un
estudiante de enfermería puede reconocer soplos cardíacos e interpretar una analítica. Se trata de
realizar una docencia en Wiki, entre todos, donde formamos parte del Grado en Atención al paciente.
Dicho proyecto fue presentado por su autor (Alejandro Villares López) el año pasado en la
Universidad de Alcalá y se consiguió la realización de talleres de Historia clínica, Auscultación
Cardio-Respiratoria y Diccionario Médico, teniendo una gran acogida entre los estudiantes.
3.4.7 Residente 0: proyecto de aprendizaje clínico colaborativo y centrado en el estudiante en las
prácticas clínicas del grado en Medicina
Este proyecto de innovación docente fue presentado en 2017 en la Universidad de Alcalá por su
autora, Dolores Ruiz Berdún, estando en el momento actual en aplicación al grado. Los objetivos de
dicho proyecto son el de integrar al estudiante de tercer curso en el concepto de las prácticas clínicas,
ahondar en el modelo docente de residente 0 para los estudiantes del sexto curso, en relación al
ámbito docente, con perspectivas de aplicación a su próxima residencia y el de “optimizar el tiempo
y los aprendizajes en las prácticas clínicas y mejorar la satisfacción del alumnado con estas”. Así
mismo, se incorporan en este proyecto de mejora, una serie de guías de acogida, elaboradas por la
propia Delegación de Estudiantes de Medicina UAH, a las prácticas clínicas, cuyo contenido ofrece
información acerca de los servicios, horarios, aspectos éticos de las prácticas, etc.
4. Conclusiones
Las principales ideas que se pueden extraer del presente texto vienen a resaltar la dualidad en la
situación del estudiante de Medicina como ficus por decisión propia o como resultado de los
múltiples factores externos a él mismo que hemos procedido a analizar y describir. Así como la
necesidad de realizar un documento oficial que sirva de estatuto en relación a los derechos y deberes
de los estudiantes de Medicina y la realización de las prácticas clínicas. La importancia de definir las
competencias para que, una vez definidas, desde las Facultades de Medicina se trabaje en un proceso
de reforma curricular que conduzca a la elaboración del plan de estudios basado en las competencias
definidas. Se debe elaborar una estrategia que contemple el proceso participativo mediante el cual
los agentes implicados, desarrollen e implementen un modelo curricular y unas metodologías de
aprendizaje que permitan alcanzar dichas competencias. El modelo curricular debe permitir el
contacto precoz del estudiante con la realidad médica y favorecer el trabajo en equipo
interdisciplinar [8-14]. Asimismo, la búsqueda de nuevos planes de mejora e innovación tomando
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como base el aprendizaje activo y realizando una reinterpretación y actualización del mismo;
infectar de escepticemia al colectivo universitario para lograr una mayor implicación y calidad de las
prácticas clínicas.
Nos gustaría terminar citando a Confucio: “Dime algo, y lo olvidaré. Enséñame algo, y lo
recordaré. Hazme partícipe de algo, y lo aprenderé” y reinterpretando sus palabras en relación al
presente documento: Vive la Medicina y la enseñaré.
Agradecimientos: En primer lugar, agradecemos al Decanato de la Facultad de Medicina y Ciencias de la Salud
la posibilidad de hacer posible la comunicación de este tema de actualidad en el ámbito universitario durante el
pasado III Congreso Nacional de Bioética para Estudiantes de Medicina, así como al Comité Organizador del
mismo. En segundo lugar, agradecemos al Equipo Editorial de la presente revista electrónica por haberse
puesto en contacto con nosotros y dar continuidad a nuestro trabajo de investigación. Así mismo, queremos
agradecer a la doctora María Dolores Ruiz Berdún, cuya ayuda fue indispensable para poder abordar el origen
histórico de las prácticas clínicas de la Medicina. Finalmente, no menos importantes, al equipo humano
componente de la Delegación de Estudiantes de Medicina UAH, cuya colaboración fue fundamental en el
apoyo institucional durante el citado congreso, y para la presentación y defensa de continuos proyectos de
mejora e innovación en la docencia en Medicina; A: Celia Estrada Costas, Paula Carrasco Pintor, Rosa López
Martínez, Alba Aguilar Monge, Fernando Rodado Aranguren, María García García, Samuel Díaz Planellas,
Amalio Fernández Leal, Mª Teresa Alcolea Sáez, Paula Velasco Alcalde, David Cabañas Moreno, Alejandro de
Jesús y Alejandro Iñarra Navarro por colaborar en la grabación de los vídeos que proyectamos en la ponencia.
Finalmente, agradecemos a Isabel Otero Barderas por su colaboración en la realización del abstract.
Contribución de los autores: Paula Rubio García y Alejandro Villares López han concebido y diseñado el
estudio y presentación de la comunicación; Paula Rubio García y Alejandro Villares López realizaron las
entrevistas citadas; Paula Rubio García y Alejandro Villares López escribieron el artículo.
Conflictos de Intereses: Los autores no declaran conflicto de intereses. Los patrocinadores fundadores no
tenían ningún papel en el diseño del estudio; en la colección, análisis o interpretación de los datos; en la
escritura del manuscrito y en la decisión de publicar los resultados.
Abreviaturas
Las siguientes abreviaturas son usadas en este manuscrito:
MIR: Médico Interno Residente.
UAH: Universidad de Alcalá de Henares.
CEEM: Consejo Estatal de Estudiantes de Medicina.
JEEM: Jornadas Estatales de Estudiantes de Medicina.
ICP: Inmersión Clínica Precoz.
SIAP: Seminario de Innovación en Atención Primaria.
Referencias Bibliográficas
1.
2.
3.
Posicionamiento en Docencia. Libro de Posicionamientos. CEEM (Consejo Estudiantes de Medicina), abril
2013.
Miller, G.E. «The assessment of clinical skills/competence/performance». Academic Medicine
(Suplemento) 1990; 65: S63-S67.
Rey,
Corsino.
(2017).
PROYECTO
DOCENTE
E
INVESTIGADOR
DE
PEDIATRÍA.
10.13140/RG.2.2.18976.38400.
Disponible en:
https://www.researchgate.net/publication/311807763_PROYECTO_DOCENTE_E_INVESTIGADOR_DE_
PEDIATRIA
RIECS 2018, 3, 1
4.
5.
6.
7.
8.
9.
10.
11.
12.
13.
14.
15.
104
D. Monge Martín, R. Abengózar Muela, C. García de Leonardo, F. Caballero Martínez. “Evaluación de un
programa de inmersión clínica precoz en un grado de medicina mediante el análisis del impacto en la
sensibilidad ética del alumno. Páginas 337, nº 81 Cuaderno de Bioética 2013.
https://secuelasdeescepticemia.wordpress.com
Guía para infectar de escepticemia a estudiantes de medicina, SIAP- Bilbao, 2016
Alumno interno, Comisión Educación Médica, CEEM (Consejo Estudiantes de medicina), enero 2011
Guía para la evaluación de la práctica clínica en las Facultades de Medicina. Promovido bajo las
direcciones de la Cátedra de Educación Médica Fundación Lilly-UCM, por la Sociedad Española de
Educación Médica (SEDEM) y la Conferencia Nacional de Decanos de Facultades de Medicina (CNDFM)
Recomendaciones para un nuevo proceso de reforma curricular en las facultades de Medicina Española.
Documento realizado Sociedad Española de Educación Médica (SEDEM), la Associació Catalana
d’Educació Mèdica (ACEM), la Sociedad de Educación Médica de Euskadi (SEMDE) y la Sociedad
Aragonesa de Educación Médica (SADEM) y aprobado en la reunión de la Junta Directiva de la SEDEM,
celebrada en Madrid el día 22 de noviembre de 2004.
The assessment of global minimum essential requirements in medical education. David T. Stern a; Andrzej
Wojtczak b; M. Roy Schwarz ca Departments of Internal Medicine and Medical Education, University of
Michigan, Ann Arbor, MI, USA b Institute for International Medical Education, White Plains, NY, USA c
China Medical Board of New York, New York, USA
European Core Curriculum. EMSA-IFMSA. 5th International Follow-up conference on the Bologna Process
in Medical Education. July, 2006, Bristol (UK)
La Educación Médica y el Espacio Europeo Superior. Comisión de Educación Médica, CEEM, Enero 2011.
Libro Blanco. Título de Grado en Medicina. Por la Agencia Nacional de Evaluación de la Calidad y
Acreditación (ANECA)
La enseñanza de la medicina en la Universidad Española. José Danón. Fundación Uriach 1838, Colección
Ilustre de Ciencias de la Salud.
https://www.youtube.com/watch?v=B87_pdTkkF4&t=3s
© 2018 por los autores; Esta obra está sujeta a la licencia de Reconocimiento 4.0
Internacional de Creative Commons. Para ver una copia de esta licencia, visite
http://creativecommons.org/licenses/by-nc-nd/4.0/.
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https://openalex.org/W2269873530
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https://europepmc.org/articles/pmc2968895?pdf=render
|
English
| null |
Poly[[[diaquacobalt(II)]-bis[<i>μ<sub>2</sub></i>-1,1′-(butane-1,4-diyl)diimidazole-<i>κ<sup>2</sup></i><i>N</i><sup>3</sup>:<i>N</i><sup>3′</sup>]] dichloride tetrahydrate]
|
Acta crystallographica. Section E
| 2,009
|
cc-by
| 3,324
|
metal-organic compounds Experimental
Crystal data
[Co(C10H14N4)2(H2O)2]Cl24H2O
Mr = 618.43
Triclinic, P1
a = 7.969 (6) A˚
b = 9.979 (6) A˚
c = 10.259 (7) A˚
= 114.97 (2)
= 90.83 (3)
= 93.70 (3)
V = 737.3 (8) A˚ 3
Z = 1
Mo K radiation
= 0.81 mm1
T = 291 K
0.44 0.37 0.22 mm
Data collection
Rigaku R-AXIS RAPID
diffractometer
Absorption correction: multi-scan
(ABSCOR; Higashi, 1995)
Tmin = 0.718, Tmax = 0.842
7288 measured reflections
3348 independent reflections
3018 reflections with I > 2(I)
Rint = 0.017
Refinement
R[F 2 > 2(F 2)] = 0.028
wR(F 2) = 0.084
S = 1.14
3348 reflections
169 parameters
H-atom parameters constrained
max = 0.33 e A˚ 3
min = 0.23 e A˚ 3 Acta Crystallographica Section E
Structure Reports
Online
ISSN 1600-5368 Acta Crystallographica Section E
Structure Reports
Online
ISSN 1600-5368 Table 2 Hydrogen-bond geometry (A, ). D—H A
D—H
H A
D A
D—H A
O1—H15 O3ii
0.85
1.94
2.781 (2)
169
O1—H16 Cl1
0.85
2.35
3.1728 (19)
165
O2—H17 Cl1ii
0.85
2.32
3.172 (2)
176
O2—H18 Cl1iii
0.85
2.44
3.292 (3)
175
O3—H19 O2
0.85
1.99
2.829 (3)
171
O3—H20 Cl1
0.85
2.41
3.261 (3)
174
Symmetry codes: (ii) x þ 1; y þ 1; z þ 1; (iii) x 1; y; z. metal-organic compounds metal-organic compounds Table 1 In the title compound, {[Co(C10H14N4)2(H2O)2]Cl24H2O}n,
the CoII atom and the mid-point of the 1,10-butane-1,4-
diyldiimidazole ligands lie on inversion centers. The CoII atom
is six-coordinated in a slightly distorted octahedral environ-
ment by four N atoms from four different ligands and by two
O atoms from the water molecules. The CoII atoms are bridged
by the ligands into a (4,4) net. Adjacent nets are linked to the
chloride anions and uncoordinated water molecules via O—
H Cl and O—H O hydrogen bonds, generating a three-
dimensional supramolecular structure. Table 2
Hydrogen-bond geometry (A˚ , ). Yu Su, Yan-Jun Hou, Zhi-Zhong Sun, Guang-Feng Hou and
Jin-Sheng Gao* College of Chemistry and Materials Science, Heilongjiang University, Harbin
150080, People’s Republic of China
Correspondence e-mail: hgf1000@163.com Received 26 February 2009; accepted 1 March 2009 Received 26 February 2009; accepted 1 March 2009 Key indicators: single-crystal X-ray study; T = 291 K; mean (C–C) = 0.003 A˚;
R factor = 0.028; wR factor = 0.084; data-to-parameter ratio = 19.8. Table 1
Selected geometric parameters (A˚ , ). Co1—N1
2.1265 (18)
Co1—N3
2.1355 (18)
Co1—O1
2.1819 (17)
Symmetry code: (i) x þ 1; y; z þ 1. Supplementary data and figures for this paper are available from the
IUCr electronic archives (Reference: NG2551). Related literature For the synthesis of 1,10-butane-1,4-diyldiimidazole, see: Ma et
al.(2003); Yu et al. (2008). For a related Co complex, see: Dong
& Zhang (2006). Data collection: RAPID-AUTO (Rigaku, 1998); cell refinement:
RAPID-AUTO; data reduction:
CrystalStructure
(Rigaku/MSC,
2002); program(s) used to solve structure: SHELXS97 (Sheldrick,
2008); program(s) used to refine structure: SHELXL97 (Sheldrick,
2008); molecular graphics: SHELXTL (Sheldrick, 2008); software
used to prepare material for publication: SHELXL97. The authors acknowledge financial support from the
National Natural Science Foundation of China (grant Nos. 20872030), the Research Foundation of Heilongjiang Provin-
cial Education Department (grant Nos. 11513073), the Project
of the Special Fund of the Science and Technology Innovation
People
of
Harbin
(grant
Nos. RC2006QN018001)
and
Heilongjiang University. Supplementary data and figures for this paper are available from the
IUCr electronic archives (Reference: NG2551). m370
Su et al. Acta Cryst. (2009). E65, m370–m371 doi:10.1107/S1600536809007478 Rigaku/MSC (2002). CrystalStructure. Rigaku/MSC Inc., The Woodlands,
Texas, USA.
Sheldrick, G. M. (2008). Acta Cryst. A64, 112–122.
Yu, Y.-H., Shi, A.-E., Su, Y., Hou, G.-F. & Gao, J.-S. (2008). Acta Cryst. E64,
m628. Acta Cryst. (2009). E65, m370–m371 Su et al.
[Co(C10H14N4)2(H2O)2]Cl24H2O
m371 References
Dong, G.-C. & Zhang, R.-C. (2006). Acta Cryst. E62, m1847–m1849.
Higashi, T. (1995). ABSCOR. Rigaku Corporation, Tokyo, Japan.
Ma, J.-F., Yang, J., Zheng, G.-L. & Liu, J.-F. (2003). Inorg. Chem. 42, 7531–7534.
Rigaku (1998). RAPID-AUTO. Rigaku Corporation, Tokyo, Japan. References Rigaku/MSC (2002). CrystalStructure. Rigaku/MSC Inc., The Woodlands,
Texas, USA. Sheldrick, G. M. (2008). Acta Cryst. A64, 112–122. Yu, Y.-H., Shi, A.-E., Su, Y., Hou, G.-F. & Gao, J.-S. (2008). Acta Cryst. E64,
m628. Su et al. [Co(C10H14N4)2(H2O)2]Cl24H2O
m371 Acta Cryst. (2009). E65, m370–m371 Experimental L was prepared from imidazole and 1,4-dibromobutane in DMSO (Ma et al., 2003). L (0.76 g, 4 mmol) and cobalt dichloride
(0.51 g, 4 mmol) were dissolved in hot aqua solution (10 ml) to give a clear solution. The resulting solution was allowed to
stand in a desiccator at room temperature for a week, red crystals of (I) were obtained. Comment The L molecules as a flexible ligand exhibit a variety of supramolecular aggregation patterns (Ma et al., 2003; Dong et al.,
2006; Yu et al., 2008). In this paper, we report the new title compound, (I), synthssized by the reaction of L molecules and
cobalt dichloride in aqua solution. In (I), each CoII atom is located on a inversion centre and is six-coordinated in an octahedral environment by four N
atoms from four different L molecules and two O atoms form the two water molecules (Fig. 1). The Co—N and Co—O
distances are normal (Table 1). The CoII atoms are bridged by ligands, generating a two-dimensional (4,4)-network (Fig. 2). The hydrogen bonding cluster, containing the O—H···Cl and O—H···O hydrogen bonding interaction between the chlor-
ide anions, uncoordinated water molecules and the coordinated water molecules (Fig. 3), which linke the adjacent fishnet
planes to a three-dimensional supramolecular structure (Fig. 4, Table 2). Poly[[[diaquacobalt(II)]-bis[ 2-1,1'-(butane-1,4-diyl)diimidazole- 2N3:N3']] dichloride tetrahy-
drate]
Y. Su, Y.-J. Hou, Z.-Z. Sun, G.-F. Hou and J.-S. Gao Y. Su, Y.-J. Hou, Z.-Z. Sun, G.-F. Hou and J.-S. Gao supplementary materials supplementary materials Acta Cryst. (2009). E65, m370-m371 [ doi:10.1107/S1600536809007478 ] Acta Cryst. (2009). E65, m370-m371 [ doi:10.1107/S1600536809007478 ] Refinement H atoms bound to C atoms were placed in calculated positions and treated as riding on their parent atoms, with C—H =
0.93 Å (aromatic), C—H = 0.97 Å (methylene), and with Uiso(H) = 1.2Ueq(C). Water H atoms were initially located in a
difference Fourier map, but they were treated as riding on their parent atoms with O—H = 0.85 Å and with with Uiso(H)
= 1.5Ueq(O). Figures
Fig. 1. The molecular structure of (I), showing displacement ellipsoids at the 30% probability
level for non-H atoms. Dashed lines indicate the hydrogen-bonding interactions [Symmetry
code; (I) -x + 1, -y + 1, -z + 1; (II) -x + 2, -y, -z + 2: (III) -x, -y + 1, -z + 2] Figures Poly[[[diaquacobalt(II)]-bis[µ2-1,1'-(butane-1,4-diyl)diimidazole- κ2N3:N3']] dichloride tetrahydrate] Crystal data
[Co(C10H14N4)2(H2O)2]Cl2·4H2O
Z = 1
Mr = 618.43
F000 = 325
Triclinic, P1
Dx = 1.393 Mg m−3
Hall symbol: -P 1
Mo Kα radiation
λ = 0.71073 Å
a = 7.969 (6) Å
Cell parameters from 6505 reflections
b = 9.979 (6) Å
θ = 3.3–27.5º
c = 10.259 (7) Å
µ = 0.81 mm−1
α = 114.97 (2)º
T = 291 K
β = 90.83 (3)º
Block, red
γ = 93.70 (3)º
0.44 × 0.37 × 0.22 mm
V
737 3 (8) Å3 Crystal data
[Co(C10H14N4)2(H2O)2]Cl2·4H2O
Z = 1
Mr = 618.43
F000 = 325
Triclinic, P1
Dx = 1.393 Mg m−3
Hall symbol: -P 1
Mo Kα radiation
λ = 0.71073 Å
a = 7.969 (6) Å
Cell parameters from 6505 reflections
b = 9.979 (6) Å
θ = 3.3–27.5º
c = 10.259 (7) Å
µ = 0.81 mm−1
α = 114.97 (2)º
T = 291 K
β = 90.83 (3)º
Block, red
γ = 93.70 (3)º
0.44 × 0.37 × 0.22 mm
V = 737.3 (8) Å3
Data collection
Rigaku R-AXIS RAPID
diffractometer
3348 independent reflections
Radiation source: fine-focus sealed tube
3018 reflections with I > 2σ(I)
Monochromator: graphite
Rint = 0.017
T = 291 K
θmax = 27.5º
ω scan
θmin = 3.3º
Absorption correction: Multi-scan
(ABSCOR; Higashi, 1995)
h = −10→10
Tmin = 0.718, Tmax = 0.842
k = −12→12
7288 measured reflections
l = −13→13 Radiation source: fine-focus sealed tube 7288 measured reflections sup-2 supplementary materials Refinement
Refinement on F2
Secondary atom site location: difference Fourier map
Least-squares matrix: full
Hydrogen site location: inferred from neighbouring
sites
R[F2 > 2σ(F2)] = 0.028
H-atom parameters constrained
wR(F2) = 0.084
w = 1/[σ2(Fo
2) + (0.0444P)2 + 0.1566P]
where P = (Fo
2 + 2Fc
2)/3
S = 1.14
(Δ/σ)max < 0.001
3348 reflections
Δρmax = 0.33 e Å−3
169 parameters
Δρmin = −0.22 e Å−3
Primary atom site location: structure-invariant direct
methods
Extinction correction: none Refinement
Refinement on F2
Secondary atom site location: difference Four
Least-squares matrix: full
Hydrogen site location: inferred from neighbo
sites
R[F2 > 2σ(F2)] = 0.028
H-atom parameters constrained
wR(F2) = 0.084
w = 1/[σ2(Fo
2) + (0.0444P)2 + 0.1566P]
where P = (Fo
2 + 2Fc
2)/3
S = 1.14
(Δ/σ)max < 0.001
3348 reflections
Δρmax = 0.33 e Å−3
169 parameters
Δρmin = −0.22 e Å−3
Primary atom site location: structure-invariant direct
methods
Extinction correction: none Refinement
Refinement on F2
Least-squares matrix: full
R[F2 > 2σ(F2)] = 0.028
wR(F2) = 0.084
S = 1.14
3348 reflections
169 parameters Secondary atom site location: difference Fourier map
Hydrogen site location: inferred from neighbouring
sites Secondary atom site location: difference Fourier map
Hydrogen site location: inferred from neighbouring
sites H-atom parameters constrained H-atom parameters constrained w = 1/[σ2(Fo
2) + (0.0444P)2 + 0.1566P]
where P = (Fo
2 + 2Fc
2)/3
(Δ/σ)max < 0.001
Δρmax = 0.33 e Å−3
Δρmin = −0.22 e Å−3 w = 1/[σ2(Fo
2) + (0.0444P)2 + 0.1566P]
where P = (Fo
2 + 2Fc
2)/3
(Δ/σ)max < 0.001
Δρmax = 0.33 e Å−3
Δρmin = −0.22 e Å−3 w = 1/[σ2(Fo
2) + (0.0444P)2 + 0.1566P]
where P = (Fo
2 + 2Fc
2)/3
(Δ/σ)max < 0.001
Δρmax = 0.33 e Å−3
Δρmin = −0.22 e Å−3 Primary atom site location: structure-invariant direct
methods
Extinction correction: none Figures Fig. 1. The molecular structure of (I), showing displacement ellipsoids at the 30% probability
level for non-H atoms. Dashed lines indicate the hydrogen-bonding interactions [Symmetry
code; (I) -x + 1, -y + 1, -z + 1; (II) -x + 2, -y, -z + 2: (III) -x, -y + 1, -z + 2] sup-1 supplementary materials Fig. 2. A partial packing view, showing the two-dimensional (4,4)-network. C-bond H atoms
have beeb omitted. Fig. 3. A showing of the hydrogen bonding cluster in I. Fig. 4. A Partial packing view, shoving the three-dimensional supramolecular structure. Dashed lines indicate the hydrogen-bonding interactions and no involving H atoms have beeb
omitted. Fig. 2. A partial packing view, showing the two-dimensional (4,4)-network. C-bond H atoms
have beeb omitted. Fig. 4. A Partial packing view, shoving the three-dimensional supramolecular structure. Dashed lines indicate the hydrogen-bonding interactions and no involving H atoms have beeb
omitted. supplementary materials supp e
e ta y
ate a s
sup-4
C9
0.0058 (2)
0.3775 (2)
0.7958 (2)
0.0406 (4)
H11
−0.1151
0.3629
0.7760
0.049*
H12
0.0495
0.4529
0.7663
0.049*
C10
0.0423 (3)
0.43001 (19)
0.9552 (2)
0.0438 (4)
H13
0.1630
0.4487
0.9751
0.053*
H14
0.0038
0.3522
0.9832
0.053*
Cl1
0.74821 (7)
0.35621 (5)
0.32791 (5)
0.04818 (14)
Co1
0.5000
0.0000
0.5000
0.02144 (9)
N1
0.58238 (16)
0.03688 (14)
0.71136 (13)
0.0274 (3)
N2
0.68668 (16)
−0.00004 (15)
0.89242 (14)
0.0299 (3)
N3
0.26947 (15)
0.08534 (14)
0.59164 (13)
0.0265 (3)
N4
0.08195 (17)
0.23842 (15)
0.71246 (15)
0.0312 (3)
O1
0.59361 (16)
0.22377 (12)
0.53595 (13)
0.0381 (3)
H15
0.5827
0.3049
0.6089
0.057*
H16
0.6273
0.2429
0.4670
0.057*
O2
0.1615 (2)
0.38041 (17)
0.36469 (18)
0.0668 (5)
H17
0.1812
0.4490
0.4489
0.100*
H18
0.0554
0.3700
0.3490
0.100*
O3
0.4231 (2)
0.49280 (17)
0.24618 (19)
0.0670 (5)
H19
0.3378
0.4575
0.2734
0.100*
H20
0.5121
0.4639
0.2693
0.100*
Atomic displacement parameters (Å2)
U11
U22
U33
U12
U13
U23
C1
0.0329 (8)
0.0426 (9)
0.0241 (7)
0.0052 (7)
0.0005 (6)
0.0074 (7)
C2
0.0328 (8)
0.0345 (8)
0.0280 (7)
0.0091 (6)
0.0016 (6)
0.0086 (7)
C3
0.0268 (7)
0.0319 (8)
0.0256 (7)
0.0010 (6)
−0.0018 (6)
0.0120 (6)
C4
0.0357 (9)
0.0503 (10)
0.0395 (9)
−0.0060 (7)
−0.0089 (7)
0.0314 (8)
C5
0.0354 (9)
0.0321 (8)
0.0369 (8)
0.0016 (6)
−0.0083 (7)
0.0188 (7)
C6
0.0291 (8)
0.0340 (8)
0.0418 (9)
0.0078 (6)
0.0106 (7)
0.0205 (7)
C7
0.0335 (8)
0.0283 (8)
0.0337 (8)
0.0033 (6)
0.0067 (6)
0.0110 (7)
C8
0.0306 (8)
0.0358 (8)
0.0378 (8)
0.0041 (6)
0.0110 (7)
0.0161 (7)
C9
0.0412 (10)
0.0369 (9)
0.0508 (10)
0.0190 (7)
0.0179 (8)
0.0228 (8)
C10
0.0513 (11)
0.0324 (9)
0.0497 (11)
0.0197 (8)
0.0149 (9)
0.0166 (8)
Cl1
0.0565 (3)
0.0506 (3)
0.0353 (2)
−0.0058 (2)
0.0008 (2)
0.0175 (2)
Co1
0.02117 (15)
0.02402 (15)
0.01902 (14)
0.00459 (10)
0.00162 (10)
0.00862 (11)
N1
0.0255 (6)
0.0329 (7)
0.0226 (6)
0.0051 (5)
0.0004 (5)
0.0104 (5)
N2
0.0247 (6)
0.0420 (7)
0.0260 (6)
0.0001 (5)
−0.0020 (5)
0.0179 (6)
N3
0.0235 (6)
0.0316 (6)
0.0256 (6)
0.0061 (5)
0.0038 (5)
0.0127 (5)
N4
0.0290 (7)
0.0328 (7)
0.0353 (7)
0.0105 (5)
0.0103 (5)
0.0166 (6)
O1
0.0505 (8)
0.0261 (6)
0.0355 (6)
0.0007 (5)
0.0115 (5)
0.0110 (5)
O2
0.0597 (10)
0.0521 (9)
0.0657 (10)
0.0088 (7)
−0.0033 (8)
0.0025 (8)
O3
0.0763 (12)
0.0472 (9)
0.0683 (10)
0.0111 (8)
0.0051 (9)
0.0147 (8)
Geometric parameters (Å, °)
C1—C2
1.354 (3)
C8—N4
1.363 (2)
C1—N2
1.367 (2)
C8—H10
0.9300 Special details Geometry. All e.s.d.'s (except the e.s.d. in the dihedral angle between two l.s. planes) are estimated using the full covariance mat-
rix. The cell e.s.d.'s are taken into account individually in the estimation of e.s.d.'s in distances, angles and torsion angles; correlations
between e.s.d.'s in cell parameters are only used when they are defined by crystal symmetry. An approximate (isotropic) treatment of
cell e.s.d.'s is used for estimating e.s.d.'s involving l.s. planes. Refinement. Refinement of F2 against ALL reflections. The weighted R-factor wR and goodness of fit S are based on F2, convention-
al R-factors R are based on F, with F set to zero for negative F2. The threshold expression of F2 > σ(F2) is used only for calculating R-
factors(gt) etc. and is not relevant to the choice of reflections for refinement. R-factors based on F2 are statistically about twice as large
as those based on F, and R- factors based on ALL data will be even larger. Fractional atomic coordinates and isotropic or equivalent isotropic displacement parameters (Å2)
x
y
z
Uiso*/Ueq
C1
0.6521 (2)
0.1455 (2)
0.94674 (17)
0.0354 (4)
H1
0.6695
0.2157
1.0416
0.043*
C2
0.5873 (2)
0.16729 (19)
0.83506 (17)
0.0330 (3)
H2
0.5516
0.2565
0.8409
0.040*
C3
0.64306 (19)
−0.06103 (17)
0.75067 (16)
0.0283 (3)
H3
0.6543
−0.1596
0.6885
0.034*
C4
0.7646 (2)
−0.0765 (2)
0.9698 (2)
0.0382 (4)
H4
0.7167
−0.1783
0.9312
0.046*
H5
0.7386
−0.0288
1.0705
0.046*
C5
0.9543 (2)
−0.07561 (17)
0.95821 (18)
0.0335 (3)
H6
0.9958
−0.1443
0.9931
0.040*
H7
0.9803
−0.1107
0.8576
0.040*
C6
0.2259 (2)
0.22255 (18)
0.64249 (18)
0.0331 (3)
H8
0.2873
0.2993
0.6314
0.040*
C7
0.1451 (2)
0.00888 (18)
0.63070 (18)
0.0325 (3)
H9
0.1409
−0.0916
0.6093
0.039*
C8
0.0303 (2)
0.10224 (18)
0.70471 (18)
0.0344 (4)
H10
−0.0658
0.0784
0.7432
0.041* Fractional atomic coordinates and isotropic or equivalent isotropic displacement parameters (Å2) sup-3 supplementary materials Atomic displacement parameters (Å2) sup-4 supplementary materials C1—H1
C2—N1
C2—H2
C3—N1
C3—N2
C3—H3
C4—N2
C4—C5
C4—H4
C4—H5
C5—C5i
C5—H6
C5—H7
C6—N3
C6—N4
C6—H8
C7—C8
C7—N3
C7—H9
C2—C1—N2
C2—C1—H1
N2—C1—H1
C1—C2—N1
C1—C2—H2
N1—C2—H2
N1—C3—N2
N1—C3—H3
N2—C3—H3
N2—C4—C5
N2—C4—H4
C5—C4—H4
N2—C4—H5
C5—C4—H5
H4—C4—H5
C5i—C5—C4
C5i—C5—H6
C4—C5—H6
C5i—C5—H7
C4—C5—H7
H6—C5—H7
N3—C6—N4
N3—C6—H8
N4—C6—H8
C8—C7—N3
C8—C7—H9 0.9300
C9—N4
1.380 (2)
C9—C10
0.9300
C9—H11
1.319 (2)
C9—H12
1.348 (2)
C10—C10ii
0.9300
C10—H13
1.468 (2)
C10—H14
1.518 (3)
Co1—N1iii
0.9700
Co1—N1
0.9700
Co1—N3
1.513 (3)
Co1—N3iii
0.9700
Co1—O1
0.9700
Co1—O1iii
1.316 (2)
O1—H15
1.345 (2)
O1—H16
0.9300
O2—H17
1.347 (2)
O2—H18
1.378 (2)
O3—H19
0.9300
O3—H20
106.40 (14)
C9—C10—H13
126.8
C10ii—C10—H13
126.8
C9—C10—H14
109.55 (16)
C10ii—C10—H14
125.2
H13—C10—H14
125.2
N1iii—Co1—N1
111.34 (14)
N1iii—Co1—N3
124.3
N1—Co1—N3
124.3
N1iii—Co1—N3iii
112.55 (14)
N1—Co1—N3iii
109.1
N3—Co1—N3iii
109.1
N1iii—Co1—O1
109.1
N1—Co1—O1
109.1
N3—Co1—O1
107.8
N3iii—Co1—O1
113.60 (19)
N1iii—Co1—O1iii
108.8
N1—Co1—O1iii
108.8
N3—Co1—O1iii
108.8
N3iii—Co1—O1iii
108.8
O1—Co1—O1iii
107.7
C3—N1—C2
111.80 (15)
C3—N1—Co1
124.1
C2—N1—Co1
124.1
C3—N2—C1
109.45 (15)
C3—N2—C4
125.3
C1—N2—C4 0.9300
C9—N4
1
1.380 (2)
C9—C10
1
0.9300
C9—H11
0
1.319 (2)
C9—H12
0
1.348 (2)
C10—C10ii
1
0.9300
C10—H13
0
1.468 (2)
C10—H14
0
1.518 (3)
Co1—N1iii
2
0.9700
Co1—N1
2
0.9700
Co1—N3
2
1.513 (3)
Co1—N3iii
2
0.9700
Co1—O1
2
0.9700
Co1—O1iii
2
1.316 (2)
O1—H15
0
1.345 (2)
O1—H16
0
0.9300
O2—H17
0
1.347 (2)
O2—H18
0
1.378 (2)
O3—H19
0
0.9300
O3—H20
0
106.40 (14)
C9—C10—H13
1
126.8
C10ii—C10—H13
1
126.8
C9—C10—H14
1
109.55 (16)
C10ii—C10—H14
1
125.2
H13—C10—H14
1
125.2
N1iii—Co1—N1
1
111.34 (14)
N1iii—Co1—N3
9
124.3
N1—Co1—N3
8
124.3
N1iii—Co1—N3iii
8
112.55 (14)
N1—Co1—N3iii
9
109.1
N3—Co1—N3iii
1
109.1
N1iii—Co1—O1
8
109.1
N1—Co1—O1
9
109.1
N3—Co1—O1
8
107.8
N3iii—Co1—O1
9
113.60 (19)
N1iii—Co1—O1iii
9
108.8
N1—Co1—O1iii
8
108.8
N3—Co1—O1iii
9
108.8
N3iii—Co1—O1iii
8
108.8
O1—Co1—O1iii
1
107.7
C3—N1—C2
1
111.80 (15)
C3—N1—Co1
1
124.1
C2—N1—Co1
1
124.1
C3—N2—C1
1
109.45 (15)
C3—N2—C4
1
125.3
C1—N2—C4
1 0.9300
C9—N4
1.466 (2)
1.380 (2)
C9—C10
1.508 (3)
0.9300
C9—H11
0.9700
1.319 (2)
C9—H12
0.9700
1.348 (2)
C10—C10ii
1.518 (3)
0.9300
C10—H13
0.9700
1.468 (2)
C10—H14
0.9700
1.518 (3)
Co1—N1iii
2.1265 (18)
0.9700
Co1—N1
2.1265 (18)
0.9700
Co1—N3
2.1355 (18)
1.513 (3)
Co1—N3iii
2.1355 (18)
0.9700
Co1—O1
2.1819 (17)
0.9700
Co1—O1iii
2.1819 (17)
1.316 (2)
O1—H15
0.8500
1.345 (2)
O1—H16
0.8501
0.9300
O2—H17
0.8501
1.347 (2)
O2—H18
0.8499
1.378 (2)
O3—H19
0.8500
0.9300
O3—H20
0.8501
106.40 (14)
C9—C10—H13
109.1
126.8
C10ii—C10—H13
109.1
126.8
C9—C10—H14
109.1
109.55 (16)
C10ii—C10—H14
109.1
125.2
H13—C10—H14
107.8
125.2
N1iii—Co1—N1
180.0
111.34 (14)
N1iii—Co1—N3
93.49 (6)
124.3
N1—Co1—N3
86.51 (6)
124.3
N1iii—Co1—N3iii
86.51 (6)
112.55 (14)
N1—Co1—N3iii
93.49 (6)
109.1
N3—Co1—N3iii
180.0
109.1
N1iii—Co1—O1
88.40 (6)
109.1
N1—Co1—O1
91.60 (6)
109.1
N3—Co1—O1
88.99 (6)
107.8
N3iii—Co1—O1
91.01 (6)
113.60 (19)
N1iii—Co1—O1iii
91.60 (6)
108.8
N1—Co1—O1iii
88.40 (6)
108.8
N3—Co1—O1iii
91.01 (6)
108.8
N3iii—Co1—O1iii
88.99 (6)
108.8
O1—Co1—O1iii
180.0
107.7
C3—N1—C2
105.50 (14)
111.80 (15)
C3—N1—Co1
126.67 (11)
124.1
C2—N1—Co1
127.81 (12)
124.1
C3—N2—C1
107.20 (14)
109.45 (15)
C3—N2—C4
125.39 (15)
125.3
C1—N2—C4
127.34 (14) sup-5 supplementary materials supplementary materials N3—C7—H9
125.3
C6—N3—C7
105.19 (14)
C7—C8—N4
106.96 (15)
C6—N3—Co1
128.87 (11)
C7—C8—H10
126.5
C7—N3—Co1
125.19 (11)
N4—C8—H10
126.5
C6—N4—C8
106.59 (14)
N4—C9—C10
111.41 (14)
C6—N4—C9
126.86 (15)
N4—C9—H11
109.3
C8—N4—C9
126.17 (14)
C10—C9—H11
109.3
Co1—O1—H15
128.5
N4—C9—H12
109.3
Co1—O1—H16
121.2
C10—C9—H12
109.3
H15—O1—H16
108.9
H11—C9—H12
108.0
H17—O2—H18
106.8
C9—C10—C10ii
112.6 (2)
H19—O3—H20
109.6
Symmetry codes: (i) −x+2, −y, −z+2; (ii) −x, −y+1, −z+2; (iii) −x+1, −y, −z+1. Hydrogen-bond geometry (Å, °)
D—H···A
D—H
H···A
D···A
D—H···A
O1—H15···O3iv
0.85
1.94
2.781 (2)
169
O1—H16···Cl1
0.85
2.35
3.1728 (19)
165
O2—H17···Cl1iv
0.85
2.32
3.172 (2)
176
O2—H18···Cl1v
0.85
2.44
3.292 (3)
175
O3—H19···O2
0.85
1.99
2.829 (3)
171
O3—H20···Cl1
0.85
2.41
3.261 (3)
174
Symmetry codes: (iv) −x+1, −y+1, −z+1; (v) x−1, y, z. N3—C7—H9
125.3
C6—N3—C7
105.19 (14)
C7—C8—N4
106.96 (15)
C6—N3—Co1
128.87 (11)
C7—C8—H10
126.5
C7—N3—Co1
125.19 (11)
N4—C8—H10
126.5
C6—N4—C8
106.59 (14)
N4—C9—C10
111.41 (14)
C6—N4—C9
126.86 (15)
N4—C9—H11
109.3
C8—N4—C9
126.17 (14)
C10—C9—H11
109.3
Co1—O1—H15
128.5
N4—C9—H12
109.3
Co1—O1—H16
121.2
C10—C9—H12
109.3
H15—O1—H16
108.9
H11—C9—H12
108.0
H17—O2—H18
106.8
C9—C10—C10ii
112.6 (2)
H19—O3—H20
109.6
Symmetry codes: (i) −x+2, −y, −z+2; (ii) −x, −y+1, −z+2; (iii) −x+1, −y, −z+1. Hydrogen-bond geometry (Å, °)
D—H···A
D—H
H···A
D···A
D—H···A
O1—H15···O3iv
0.85
1.94
2.781 (2)
169
O1—H16···Cl1
0.85
2.35
3.1728 (19)
165
O2—H17···Cl1iv
0.85
2.32
3.172 (2)
176
O2—H18···Cl1v
0.85
2.44
3.292 (3)
175
O3—H19···O2
0.85
1.99
2.829 (3)
171
O3—H20···Cl1
0.85
2.41
3.261 (3)
174
Symmetry codes: (iv) −x+1, −y+1, −z+1; (v) x−1, y, z. sup-6 supplementary materials 1 Fig. 1 sup-7 supplementary materials Fig. 2 Fig. 2 Fig. 2 sup-8 supplementary materials
Fig. 3 supplementary materials Fig. 3 sup-9 supplementary materials Fig. 4 Fig. 4 Fig. 4 sup-10
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https://openalex.org/W2090629246
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https://journals.plos.org/plospathogens/article/file?id=10.1371/journal.ppat.1003553&type=printable
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English
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Metabolic Features of Protochlamydia amoebophila Elementary Bodies – A Link between Activity and Infectivity in Chlamydiae
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PLOS pathogens
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cc-by
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Received January 8, 2013; Accepted June 28, 2013; Published August 8, 2013 Copyright: 2013 Sixt et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted
use, distribution, and reproduction in any medium, provided the original author and source are credited. Funding: The study was funded by the Austrian Science Fund FWF (I291-B09) and the German Federal Ministry of Education and Research in the framework of
the ERA-NET project ‘‘Pathogen-host metabolomics and interactomics (Pathomics).’’ BSS is a recipient of a DOC-fFORTE fellowship of the Austrian Academy of
Sciences at the Department of Microbial Ecology, University of Vienna, Austria. MH acknowledges support from the European Research Council (ERC StG
‘‘EvoChlamy’’). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript. Competing Interests: The authors have declared that no competing interests exist. * E-mail: horn@microbial-ecology.net * E-mail: horn@microbial-ecology.net . These authors contributed equally to this work. Chlamydiae, infect host species as diverse as vertebrates, inverte-
brates, and even protozoa [4,5]. Their impact on human health is
not yet well understood, though there is evidence that some species
might represent emerging pathogens [4,6]. Among the most well-
studied representatives of the environmental chlamydiae are
members of the family Parachlamydiaceae, in particular Protochlamydia
amoebophila [7] and Parachlamydia acanthamoebae [8]. Although
primarily considered to be symbionts of amoebae [4,9], there
are indications that they may be associated with human diseases,
and in particular respiratory tract infections [10,11]. Metabolic Features of Protochlamydia amoebophila
Elementary Bodies – A Link between Activity and
Infectivity in Chlamydiae Barbara S. Sixt1., Alexander Siegl1., Constanze Mu¨ ller2., Margarete Watzka3, Anna Wultsch1,
Dimitrios Tziotis2, Jacqueline Montanaro1, Andreas Richter3, Philippe Schmitt-Kopplin2, Matthias Horn1* Barbara S. Sixt1., Alexander Siegl1., Constanze Mu¨ ller2., Margarete Watzka3, Anna Wultsch1,
Dimitrios Tziotis2, Jacqueline Montanaro1, Andreas Richter3, Philippe Schmitt-Kopplin2, Matthias Horn1*
1 Division of Microbial Ecology, Department of Microbiology and Ecosystem Science, University of Vienna, Vienna, Austria, 2 Research Unit Analytical BioGeoChemistry,
Helmholtz Zentrum Mu¨nchen, Neuherberg, Germany, 3 Division of Terrestrial Ecosystem Research, Department of Microbiology and Ecosystem Science, University of
Vienna, Vienna, Austria 1 Division of Microbial Ecology, Department of Microbiology and Ecosystem Science, University of Vienna, Vienna, Austria, 2 Research Unit Analytical BioGeoChemistry,
Helmholtz Zentrum Mu¨nchen, Neuherberg, Germany, 3 Division of Terrestrial Ecosystem Research, Department of Microbiology and Ecosystem Science, University of
Vienna, Vienna, Austria PLOS Pathogens | www.plospathogens.org Abstract The Chlamydiae are a highly successful group of obligate intracellular bacteria, whose members are remarkably diverse,
ranging from major pathogens of humans and animals to symbionts of ubiquitous protozoa. While their infective
developmental stage, the elementary body (EB), has long been accepted to be completely metabolically inert, it has recently
been shown to sustain some activities, including uptake of amino acids and protein biosynthesis. In the current study, we
performed an in-depth characterization of the metabolic capabilities of EBs of the amoeba symbiont Protochlamydia
amoebophila. A combined metabolomics approach, including fluorescence microscopy-based assays, isotope-ratio mass
spectrometry (IRMS), ion cyclotron resonance Fourier transform mass spectrometry (ICR/FT-MS), and ultra-performance
liquid chromatography mass spectrometry (UPLC-MS) was conducted, with a particular focus on the central carbon
metabolism. In addition, the effect of nutrient deprivation on chlamydial infectivity was analyzed. Our investigations
revealed that host-free P. amoebophila EBs maintain respiratory activity and metabolize D-glucose, including substrate
uptake as well as host-free synthesis of labeled metabolites and release of labeled CO2 from 13C-labeled D-glucose. The
pentose phosphate pathway was identified as major route of D-glucose catabolism and host-independent activity of the
tricarboxylic acid (TCA) cycle was observed. Our data strongly suggest anabolic reactions in P. amoebophila EBs and
demonstrate that under the applied conditions D-glucose availability is essential to sustain metabolic activity. Replacement
of this substrate by L-glucose, a non-metabolizable sugar, led to a rapid decline in the number of infectious particles. Likewise, infectivity of Chlamydia trachomatis, a major human pathogen, also declined more rapidly in the absence of
nutrients. Collectively, these findings demonstrate that D-glucose is utilized by P. amoebophila EBs and provide evidence
that metabolic activity in the extracellular stage of chlamydiae is of major biological relevance as it is a critical factor
affecting maintenance of infectivity. Citation: Sixt BS, Siegl A, Mu¨ller C, Watzka M, Wultsch A, et al. (2013) Metabolic Features of Protochlamydia amoebophila Elementary Bodies – A Link between
Activity and Infectivity in Chlamydiae. PLoS Pathog 9(8): e1003553. doi:10.1371/journal.ppat.1003553 Editor: Ming Tan, University of California Irvine, United States of America Received January 8, 2013; Accepted June 28, 2013; Published August 8, 2013 Received January 8, 2013; Accepted June 28, 2013; Published August 8, 2013 August 2013 | Volume 9 | Issue 8 | e1003553 Author Summary The Chlamydiae are a group of bacteria that strictly rely on
eukaryotic host cells as a niche for intracellular growth. This group includes major pathogens of humans and
animals as well as symbionts of protists. Unlike most other
bacteria,
chlamydiae
alternate
between
two
distinct
developmental stages. Here we provide novel insights
into the infective stage, the elementary body (EB), which
has been described almost a century ago and is commonly
referred to as an inert spore-like particle. Our analyses of
EBs of the amoeba symbiont Protochlamydia amoebophila
provide a detailed overview of their metabolism outside
of, and independent from, their natural host cells. We
demonstrated that these EBs are capable of respiration
and are active in the major routes of central carbon
metabolism, including glucose import, biosynthetic reac-
tions, and catabolism for energy generation. Glucose
starvation resulted in a rapid decline of metabolic activity
in P. amoebophila EBs and a concomitant decrease in their
potential to infect new host cells. The human pathogen
Chlamydia trachomatis was also dependent on nutrient
availability for extracellular survival. The extent of meta-
bolic activity in chlamydial EBs and its consequences for
infectivity challenge long-standing textbook knowledge
and demonstrate that the infective stage is far more
dependent on its environment than previously recognized. Due to these structural and biochemical features, EBs have been
thought to be completely metabolically inert particles. However,
this concept has been challenged by recent studies. EB proteomes
of diverse chlamydial species, including members of the Chlamyd-
iaceae, as well as P. amoebophila, have been shown to comprise
remarkably complete sets of proteins involved in transcription,
translation, and energy metabolism [36–40]. Moreover, we
recently observed that the chemically defined medium DGM-
21A, which had originally been developed for cultivation of
Acanthamoeba spp. [41,42], sustains host-free activity of the
infectious stage of chlamydiae [43]. More specifically, EBs of P. amoebophila and C. trachomatis incubated in DGM-21A maintained
their ability to take up the amino acid L-phenylalanine in a process
that could be reversibly inhibited by an ionophore, which
demonstrated that EBs are dependent on a membrane potential
and are able to reenergize their membrane [43]. Most recently,
sustained metabolic activity of chlamydial EBs was shown in a
study that demonstrated transcription and protein biosynthesis in
host-free C. trachomatis EBs [44]. In the current study we focused on an in-depth investigation of
the metabolic potential of P. Introduction The Chlamydiaceae are a group of obligate intracellular bacteria
that have been well-known for more than a century and include
some of the most successful bacterial pathogens. Two species in
particular are considered to represent a major threat to human
health, Chlamydia trachomatis, a well-established agent of trachoma
and sexually transmitted disease [1,2], and Chlamydia pneumoniae,
which causes pneumonia and has also been associated with
numerous chronic diseases [3]. More recently, the discovery of the
so-called ‘‘environmental chlamydiae’’ has radically changed our
perception of chlamydial diversity and distribution in nature. These newly discovered species, which are related to the
Chlamydiaceae yet represent separate families within the phylum Although we are just beginning to understand aspects of host
range, host-symbiont interactions, and potential pathogenicity of
these newly discovered species, it is well-established that all
characterized environmental chlamydiae share distinctive key August 2013 | Volume 9 | Issue 8 | e1003553 1 PLOS Pathogens | www.plospathogens.org Metabolic Activity of Protochlamydia EBs nutrients [25,27,28]. EBs, moreover, have a distinct ultrastructure
that is characterized by highly condensed chromatin [24]. DNA
compaction, achieved by the action of chlamydial histone-like
proteins [29–32], has been proposed to cause a complete
shutdown of transcriptional activity in EBs [33,34], which is also
consistent with their reduced RNA to DNA ratio compared to the
replicative stage [35]. Author Summary Accordingly, this developmental
form was reported to be more resistant to harsh conditions and
mechanical stress than the fragile replicative form due to its rigid,
highly cross-linked outer membrane [25,26] that has been
suggested to represent a permeability barrier inhibiting uptake of Investigations of the genomic repertoire of several members of
the Chlamydiae have revealed that they harbor highly reduced
metabolic capacities, presumably as a consequence of their
adaptation to intracellular life [12–18]. Although environmental
chlamydiae, including P. amoebophila, have a significantly larger
genome size than the Chlamydiaceae, their metabolic potential is
only slightly increased, and they are thus also strictly dependent on
eukaryotic host cells [14,16–19]. Despite being auxotrophic for
most amino acids, cofactors, and nucleotides and being able to
take up host-derived ATP, chlamydiae have at least partially
maintained metabolic pathways devoted to carbon metabolism
and energy generation [19–21]. However, little is known about the
role of these metabolic features and the specific nutrient
requirements throughout chlamydial development. As a conse-
quence, axenic growth of chlamydiae has not yet been achieved. PLOS Pathogens | www.plospathogens.org Author Summary amoebophila EBs in order to decipher
the nature and biological significance of their activities. By
applying a comprehensive combination of fluorescence microsco-
py- and mass spectrometry-based techniques, we could demon-
strate respiratory activity and D-glucose utilization in EBs and,
furthermore, could obtain first insights into the host-free central
carbon metabolism of P. amoebophila. Importantly, our investiga-
tions revealed that the availability of a metabolizable substrate
during host-free incubation significantly extends maintenance of
infectivity in both, P. amoebophila and C. trachomatis, indicating a
biological role for metabolic activity in the infectious stage. aspects of chlamydial biology with the Chlamydiaceae [4]. These
include a strict dependence on a eukaryotic host cell as a
replicative niche as well as a biphasic developmental cycle, both of
which have major implications on the metabolic traits of this
group of bacteria. Investigations of the genomic repertoire of several members of
the Chlamydiae have revealed that they harbor highly reduced
metabolic capacities, presumably as a consequence of their
adaptation to intracellular life [12–18]. Although environmental
chlamydiae, including P. amoebophila, have a significantly larger
genome size than the Chlamydiaceae, their metabolic potential is
only slightly increased, and they are thus also strictly dependent on
eukaryotic host cells [14,16–19]. Despite being auxotrophic for
most amino acids, cofactors, and nucleotides and being able to
take up host-derived ATP, chlamydiae have at least partially
maintained metabolic pathways devoted to carbon metabolism
and energy generation [19–21]. However, little is known about the
role of these metabolic features and the specific nutrient
requirements throughout chlamydial development. As a conse-
quence, axenic growth of chlamydiae has not yet been achieved. The chlamydial developmental cycle comprises two major
stages: the intracellular replicative reticulate bodies (RBs) and the
extracellular, non-dividing, infectious elementary bodies (EBs). Transition stages are referred to as intermediate bodies (IBs) [22]. After their uptake into a host cell EBs differentiate into RBs, which
then replicate within a membrane-enclosed compartment. At the
end of the infection cycle the bacteria differentiate back into EBs,
which are subsequently released into the environment to infect
neighboring cells [23]. Chlamydial EBs, which thus serve as
dispersal stage, have been shown to differ from RBs in several
structural and biochemical features, which is thought to reflect
adaptation to their main biological functions of extracellular
survival and reinfection [24]. Results S2E), demonstrating that residual host-derived
activity is not stable under these conditions. Figure 1. Respiratory activity of P. amoebophila developmental
stages and effect of D-glucose deprivation. Fractions of P. amoebophila developmental forms were subjected to host-free
incubation in DGM-D (or DGM-L, if indicated) containing 5 mM CTC,
either immediately after purification (‘‘0 h pre-incub’’) or after a 40 h
pre-incubation in the respective medium (‘‘40 h pre-incub’’), followed
by the detection of bacteria with the DNA dye DAPI. Heat-inactivated
EBs were included as control. The percentage of CTC-positive DAPI-
stained bacteria was determined and subsequently corrected based on
observed differences in the detectability of bacteria among fractions. Displayed data represent means and standard deviations of three
independent experiments. For each experiment and condition, in total
1500 bacteria were considered for the quantification of CTC-positive
bacteria, and 450 bacteria for the subsequent correction. Statistically
significant differences compared to the EB fraction (ANOVA) are
indicated by stars located directly above the bars, significant differences
between immediate activity and activity after pre-incubation (t-test) are
indicated by the stars at the upper edge of the diagram (***, p#0.001;
**, p#0.01; *, p#0.05). In order to directly compare the respiratory activity between
developmental forms in freshly purified suspensions, the propor-
tion of DAPI-stained chlamydiae able to reduce CTC was
determined. Examination using differential interference contrast
(DIC) microscopy additionally revealed that most bacteria in EB
and intermediate fractions were detectable by DAPI (90.0% (64.1)
and 79.1% (64.0), respectively), whereas a significant proportion
of bacteria in the RB fraction (49.1% (62.7)) were not. This
suggests that, consistent with the frequently reported fragility of
this developmental stage [22,35,44], many RBs were damaged
during the purification procedure or rapidly lysed during the short
host-free incubation with CTC. Proportions of active bacteria
were therefore corrected to account for the different detectability
with DAPI. This analysis revealed that only 24.4% (62.2) of the
bacterial particles in the RB fraction were active, whereas 52.3%
(62.9) of the bacteria in the EB fraction contained intracellular
CTC crystals (Fig. 1). p
p
doi:10.1371/journal.ppat.1003553.g001 Collectively, these findings demonstrate that respiratory activity
in EB fractions cannot be solely attributed to a contamination with
other developmental stages or host-derived components, but truly
occurs in P. amoebophila EBs. They furthermore indicate that EB
activity is stable in a host-free environment, whereas activity
declines more rapidly in RB fractions. Results amoebophila developmental forms were subjected to host-free
incubation in DGM-D (or DGM-L, if indicated) containing 5 mM CTC,
either immediately after purification (‘‘0 h pre-incub’’) or after a 40 h
pre-incubation in the respective medium (‘‘40 h pre-incub’’), followed
by the detection of bacteria with the DNA dye DAPI. Heat-inactivated
EBs were included as control. The percentage of CTC-positive DAPI-
stained bacteria was determined and subsequently corrected based on
observed differences in the detectability of bacteria among fractions. Displayed data represent means and standard deviations of three
independent experiments. For each experiment and condition, in total
1500 bacteria were considered for the quantification of CTC-positive
bacteria, and 450 bacteria for the subsequent correction. Statistically
significant differences compared to the EB fraction (ANOVA) are
indicated by stars located directly above the bars, significant differences
between immediate activity and activity after pre-incubation (t-test) are
indicated by the stars at the upper edge of the diagram (***, p#0.001;
**, p#0.01; *, p#0.05). analysis, bacteria were additionally stained with the DNA dye 49,6-
diamidino-2-phenylindole (DAPI). Cells containing red fluorescent
crystals were observed in all fractions, irrespective of whether the
assessment of activity was started directly after the purification or
after a 40 h pre-incubation in DGM-D (Fig. S2A–C). Heat-
inactivated bacteria were inactive, indicating that CTC reduction
was not an artifact caused by constituents of the incubation
medium (Fig. S2D). In order to exclude that residual host cell components that may
be present in suspensions of purified bacteria contributed to
observed activities, the CTC reducing capacity of lysates of
uninfected Acanthamoeba was assessed as control. When freshly
prepared lysates were analyzed, formation of CTC crystals could
also be observed in the absence of bacteria (Fig. S2E). However,
these signals, which were most likely derived from host mitochon-
dria, could be clearly distinguished from active bacteria, due to
their larger size and irregular shape. In addition, they did not co-
localize with bright DAPI signals that can typically be observed for
living bacteria, but not for mitochondria or other components in
host cell lysates, which are only weakly stained with this dye. CTC
crystals of similar appearance, potentially formed by remaining
host components, were occasionally observed in fractions of
purified chlamydiae, but were not considered during quantitative
assessments of bacterial activity. Most importantly, CTC reduction
was not detected in host lysates that were pre-incubated for 40 h
before analysis (Fig. Results Respiratory Activity in Host-Free P. amoebophila EBs
P. amoebophila developmental stages were purified from amoeba
host cells and physically separated from each other by density
gradient centrifugation. This approach was originally described
almost 50 years ago [35,45] and is today widely applied for the
analysis of Chlamydiaceae developmental forms (e.g. [39,44]). We
optimized this purification method for P. amoebophila in a previous
study and have quantitatively evaluated the purity of obtained EB-
and RB-enriched fractions using transmission electron microscopy
(TEM) [43] (Fig. S1). The chlamydial developmental cycle comprises two major
stages: the intracellular replicative reticulate bodies (RBs) and the
extracellular, non-dividing, infectious elementary bodies (EBs). Transition stages are referred to as intermediate bodies (IBs) [22]. After their uptake into a host cell EBs differentiate into RBs, which
then replicate within a membrane-enclosed compartment. At the
end of the infection cycle the bacteria differentiate back into EBs,
which are subsequently released into the environment to infect
neighboring cells [23]. Chlamydial EBs, which thus serve as
dispersal stage, have been shown to differ from RBs in several
structural and biochemical features, which is thought to reflect
adaptation to their main biological functions of extracellular
survival and reinfection [24]. Accordingly, this developmental
form was reported to be more resistant to harsh conditions and
mechanical stress than the fragile replicative form due to its rigid,
highly cross-linked outer membrane [25,26] that has been
suggested to represent a permeability barrier inhibiting uptake of Host-free activity of P. amoebophila was initially analyzed by using
the redox dye 5-cyano-2,3-ditolyl tetrazolium chloride (CTC),
which is a non-fluorescent soluble molecule that is reduced by
metabolically active cells, leading to intracellular deposition of
bright red fluorescent crystals [46,47]. Due to its good correlation
with other measures of cellular respiration and studies indicating
an involvement
of electron
transport chain
activity, CTC
reduction is considered to be an indicator for respiratory activity
[47–50]. Purified EBs and RBs, as well as an intermediate fraction
representing a mixture of all developmental stages of P. amoebophila,
were incubated for 2 h in host-free modified DGM-21A medium
(in this study referred to as DGM-D to indicate the presence of D-
glucose) containing 5 mM CTC. Prior to fluorescence microscopic August 2013 | Volume 9 | Issue 8 | e1003553 2 Metabolic Activity of Protochlamydia EBs Figure 1. Respiratory activity of P. amoebophila developmental
stages and effect of D-glucose deprivation. Fractions of P. Results This observation, together
with the observed instability of host-derived activity, was exploited
in the following experiments, in which a pre-incubation of purified
bacteria was intentionally applied not only to ensure that truly
host-free metabolic activity is assessed, but also to exclude
significant contributions of co-purified RBs or host components. When bacterial activity was assessed after a host-free incubation
for 40 h in DGM-D, a highly significant decrease in the
proportion of active bacteria was observed in the RB fraction, in
which only 11.5% (61.4) of the DIC-detectable particles had
maintained their ability to reduce CTC (Fig. 1) (t-test, p#0.001). This observation can most likely be explained by significant lysis of
the
more
fragile
RBs
during
the
extracellular
incubation. However, the degree of bacterial disintegration might be greatly
underestimated by our assessment due to the fact that completely
lysed bacteria might not be detectable in DIC. Based on this
consideration and the fact that, according to a recent ultrastruc-
tural analysis, suspensions of purified RBs initially still contain
about 5% EBs [43], it appears most likely that this residual activity
originates from the more stable EBs in this fraction. In fact, the
proportion of active bacteria in the EB fraction, which initially
contained about 76% mature EBs and only 8% RBs [43], was still
51.3% (64.6) after 40 h incubation and thus almost unchanged
compared to the active proportion detected in freshly purified
suspensions (Fig. 1). PLOS Pathogens | www.plospathogens.org Effect of D-Glucose Deprivation on Host-Free Respiratory
Activity in EBs The
observation
of
sustained
respiratory
activity
in
P. amoebophila EBs during host-free incubation suggested that the
DGM-D medium contains substrates that the bacteria can utilize
to fuel metabolic activities. The defined medium includes a variety
of potential carbon compounds, including all proteinogenic amino
acids, some of which may also be fed into energy generating
metabolic pathways according to the predictions from genome
annotation [14]. DGM-D, however, also contains D-glucose, and
we recently observed that host-free activity of chlamydiae could
not be sustained in the incubation medium reported by Hatch August 2013 | Volume 9 | Issue 8 | e1003553 PLOS Pathogens | www.plospathogens.org 3 Metabolic Activity of Protochlamydia EBs Figure 2. Visualization of D-glucose uptake by host-free P. amoebophila EBs. Living or heat-inactivated P. amoebophila EBs were
subjected to host-free incubation in DGM-D/2 containing 100 mM of the
green-fluorescent D-glucose analog 2-NBDG. The incubation was
conducted either immediately after purification or after a 40 h pre-
incubation in DGM-D. Representative fluorescence and DIC images are
shown. The bar indicates 10 mm. doi:10.1371/journal.ppat.1003553.g002 [43], which as a major difference to DGM-D does not contain any
carbohydrates [51]. This consideration and the fact that the P. amoebophila genome encodes a complete pathway for D-glucose
catabolism [14] prompted us to test whether D-glucose depriva-
tion would affect host-free activity of P. amoebophila EBs. Complete
withdrawal of glucose from DGM-D would change the physico-
chemical characteristics of the medium, such as the osmolarity,
and it is unknown whether this could have an effect on bacterial
activity. Respiratory activity of EBs was thus analyzed in a
modified medium termed DGM-L, in which D-glucose was not
simply omitted but replaced by its stereoisomer L-glucose, which
cannot
be
metabolized
by
most
organisms
[52–54]. This
replacement of substrates led to a significant decrease in the
proportion of active bacteria, as inferred from their capability to
reduce CTC (Fig. 1 and S2F) (Analysis of variance (ANOVA),
p#0.01). Moreover, though directly after purification from host
cells 27.0% (61.9) of the EBs detectable in DIC appeared to be
metabolically active in DGM-L, a large reduction in active cells (to
6.0% (63.1)) was observed when purified EBs were analyzed after
40 h pre-incubation in this D-glucose-free medium (Fig. 1). These findings demonstrate that the nutrient composition of the
host-free incubation medium affects P. amoebophila EB activity as
well as its maintenance. Effect of D-Glucose Deprivation on Host-Free Respiratory
Activity in EBs Moreover, they suggest that D-glucose
might serve as an energy source for the bacteria during host-free
incubation. Figure 2. Visualization of D-glucose uptake by host-free P. amoebophila EBs. Living or heat-inactivated P. amoebophila EBs were
subjected to host-free incubation in DGM-D/2 containing 100 mM of the
green-fluorescent D-glucose analog 2-NBDG. The incubation was
conducted either immediately after purification or after a 40 h pre-
incubation in DGM-D. Representative fluorescence and DIC images are
shown. The bar indicates 10 mm. doi:10.1371/journal.ppat.1003553.g002 PLOS Pathogens | www.plospathogens.org D-Glucose Uptake by Host-Free P. amoebophila EBs In order to further explore the potential for D-glucose
utilization by P. amoebophila EBs, we next investigated whether
the bacteria were able to import this substrate under host-free
conditions by applying 2-[N-(7-Nitrobenz-2-oxa-1,3-diazol-4-yl)a-
mino]-2 deoxy-D-glucose (2-NBDG), a fluorescent analog that has
previously been used as an indicator for D-glucose uptake in living
cells [55]. In addition, isotope ratio mass spectrometry (IRMS), a
method suitable for the analysis of the isotopic composition of
biological samples [56], was applied as a supplementary technique
to directly prove the import of non-derivatized sugar molecules. bacteria able to import the fluorescent analog 2-NBDG once more
shows that this activity is not restricted to a small proportion of
possibly co-purified RBs or transition stages, but occurs in the EB
stage. The consistency between the percentage of respiratorily
active bacteria and bacteria that imported D-glucose further
supports the concept that P. amoebophila EBs may not only import,
but also metabolize D-glucose under host-free conditions. For the fluorescence-based assay, purified living and heat-
inactivated EBs were incubated for 10 h with 100 mM 2-NBDG in
DGM-D/2, a medium containing a reduced concentration of non-
fluorescent D-glucose, followed by microscopic examination. 2-
NBDG uptake could be detected in living but not in heat-
inactivated bacteria, irrespective of whether they were assessed
directly after purification or after pre-incubation in DGM-D. The
proportion of chlamydiae able to take up 2-NBDG remained
stable over time and was similar to the proportion of respiratorily
active cells, comprising 47.8% (61.7) or 53.4% (63.4) of all
bacterial particles before or after pre-incubation, respectively
(Fig. 2). August 2013 | Volume 9 | Issue 8 | e1003553 Catabolism of D-Glucose by Host-Free P. amoebophila
EBs Catabolism of D-Glucose by Host-Free P. amoebophila
EBs Host-free incubations with D-[U-13C6]-glucose were carried
out in gas-tight vials. Thus, not only incorporation of the label into
the biomass, but also respiratory activity, inferred from 13CO2
release, could be analyzed. For this purpose, gas samples that were
collected from the headspace of the incubations were subjected to
IRMS analysis to measure the amount of CO2 and the atom
percent 13C (At%13C) in the CO2. When expressed as enrichment
relative to values obtained for blank incubations of bacteria-free
media, these serve as measure for CO2 production and for the
enrichment of 13C, respectively. For IRMS analysis, a pre-incubated EB-enriched fraction was
further incubated for 48 h in DGM-D-13C, a medium in which
D-glucose was replaced by its fully 13C-labeled isotopolog (D-[U-
13C6]-glucose). Bacterial biomass was then subjected to IRMS. Based on the measured carbon content of the biomass and the
ratio of 13C to 12C in the sample, the amount of 13C that was
incorporated by purified EBs during the whole period of host-free
incubation could be calculated. Although a slight enrichment in
13C (11.0 (61.9) nmol 13C/mg dry weight (DW)) was also detected
for heat-inactivated bacteria (Fig. S3), presumably as a result of
substrate adsorption to the bacterial surface, a significantly higher
incorporation (48.1 (67.4) nmol 13C/mg DW) was observed for
living bacteria (t-test, p#0.001). In general, CO2 amounts in the headspace of incubations were
increased compared to the composition of normal lab air even in
the absence of bacteria, suggesting that a part of the newly formed
CO2 may be derived from outgassing carbonate. However, the
presence of living bacteria led to a marked increase of 146.5
(633.9) ppm CO2/ml (Fig. 3A). Moreover, a significant enrich-
ment of 13C in CO2 (atom percent 13C enrichment (APE13C) 30.7
(64.5)) could be detected in the presence of D-[U-13C6]-glucose
(ANOVA, p#0.001). In contrast, biological CO2 production was
not observed when heat-inactivated bacteria were used. Taken together these findings clearly demonstrate active uptake
of D-glucose by host-free P. amoebophila. The high proportion of Taken together, these findings provide further evidence that
EBs of P. amoebophila are metabolically active under host-free August 2013 | Volume 9 | Issue 8 | e1003553 4 Metabolic Activity of Protochlamydia EBs Figure 3. D-glucose catabolism by host-free P. amoebophila EBs revealed by IRMS. Purified P. Catabolism of D-Glucose by Host-Free P. amoebophila
EBs Statistically significant differences are indicated
(for CO2 release and APE13C at the upper or lower edge of the diagram, respectively) in respect to living bacteria incubated in DGM-D (ANOVA) (***,
p#0.001; **, p#0.01; *, p#0.05). Note that bacterial numbers that were applied per incubation were similar between replicate experiments (between
3.96109 and 5.96109 bacteria (A); between 6.36108 and 1.06109 bacteria (B)), but were significantly different between (A) and (B), explaining
observed differences in the extents of CO2 production. doi:10.1371/journal.ppat.1003553.g003 conditions and demonstrate that the observed CO2 formation can,
at least partly, be attributed to D-glucose catabolism. DGM-D-6-13C. These media contained unlabeled D-glucose, fully
13C-labeled D-glucose (D-[U-13C6]-glucose), D-glucose labeled
exclusively at carbon 1 (D-[1-13C]-glucose), or D-glucose labeled at
carbon 6 (D-[6-13C]-glucose), respectively. Moreover, incubation
of EBs in DGM-L was included to analyze the effect of D-glucose
deprivation on CO2 production. Host cell lysates incubated in
DGM-D-13C were handled in parallel to test for potential
contributions of residual host-derived activity. Catabolism of D-Glucose by Host-Free P. amoebophila
EBs amoebophila EBs (EB-enriched fraction (A);
highly pure EB fraction (B)) were pre-incubated for 40 h in DGM-D, followed by 48 h incubation in different media (DGM-D or DGM-D-13C (A); DGM-D,
DGM-D-1-13C, DGM-D-6-13C, DGM-D-13C, or DGM-L (B)) and subsequent CO2 measurement in the headspace of incubations by IRMS. As control,
heat-inactivated bacteria (‘‘EB-hi’’) (A) or host cell lysates (B) incubated in DGM-D-13C were handled in parallel. CO2 production (in ppm CO2/ml; white
circles) and the APE13C in the CO2 (black diamonds) are displayed. Diamonds and circles indicate results from individual replicates, bars display mean
values. The black solid line highlights the base line for CO2 release and APE13C, which corresponds to values observed in the blanks, i.e. bacteria-free
incubations of the respective media. Results from three independent experiments each consisting of two replicate incubations per condition are
shown. An exception was the incubation in DGM-L, for which only two experiments were conducted. Statistically significant differences are indicated
(for CO2 release and APE13C at the upper or lower edge of the diagram, respectively) in respect to living bacteria incubated in DGM-D (ANOVA) (***,
p#0.001; **, p#0.01; *, p#0.05). Note that bacterial numbers that were applied per incubation were similar between replicate experiments (between
3.96109 and 5.96109 bacteria (A); between 6.36108 and 1.06109 bacteria (B)), but were significantly different between (A) and (B), explaining
observed differences in the extents of CO2 production. doi:10.1371/journal.ppat.1003553.g003
y
y Figure 3. D-glucose catabolism by host-free P. amoebophila EBs revealed by IRMS. Purified P. amoebophila EBs (EB-enriched fraction (A);
highly pure EB fraction (B)) were pre-incubated for 40 h in DGM-D, followed by 48 h incubation in different media (DGM-D or DGM-D-13C (A); DGM-D,
DGM-D-1-13C, DGM-D-6-13C, DGM-D-13C, or DGM-L (B)) and subsequent CO2 measurement in the headspace of incubations by IRMS. As control,
heat-inactivated bacteria (‘‘EB-hi’’) (A) or host cell lysates (B) incubated in DGM-D-13C were handled in parallel. CO2 production (in ppm CO2/ml; white
circles) and the APE13C in the CO2 (black diamonds) are displayed. Diamonds and circles indicate results from individual replicates, bars display mean
values. The black solid line highlights the base line for CO2 release and APE13C, which corresponds to values observed in the blanks, i.e. bacteria-free
incubations of the respective media. Results from three independent experiments each consisting of two replicate incubations per condition are
shown. An exception was the incubation in DGM-L, for which only two experiments were conducted. Metabolic Activity of Protochlamydia EBs Both ordinations, which included dead
bacteria incubated in DGM-D-13C15N and living bacteria
incubated either in DGM-D or in DGM-D-13C15N, revealed a
separation between living and inactivated bacteria that reflects the
presence of different molecular patterns (Fig. S5C–D). Metabolites
that are discriminative for living EBs, i.e. compounds that can be
detected in living, but not or only in low amounts, in inactivated
bacteria, might represent valuable indicators for an active
metabolism. As a next step we applied a partial least square
discriminative analysis (PLS-DA) model including data from
DGM-D-incubated living and DGM-D-13C15N-incubated inac-
tivated EBs (R2Y(cum) = 0.926,Q2 = 0.834) (Fig. S6). MassTRIX
annotation of the most relevant m/z features revealed that
metabolites from the amino acid-, nucleotide-, and central carbon
metabolism were discriminative for living EBs, whereas the pattern
of metabolites assigned to lipid metabolism appeared to be less
affected (Fig. 4). y
Liberation of carbon 6 from D-glucose as CO2 is usually only
observed as a consequence of tricarboxylic acid (TCA) cycle
activity and is therefore evidence for a functional sugar catabolism
in extracellular EBs of P. amoebophila. However, our data do not
support a scenario in which all assimilated D-glucose would be
fully catabolized to CO2 via glycolysis and/or pentose phosphate
pathway (PPP) combined with TCA cycle activity, as this would
result in equal amounts of released carbon 1 and carbon 6. The
preferred release of carbon 1 indicates that D-glucose also passes
through the oxidative part of the PPP without being coupled to a
subsequent complete breakdown of its products. Moreover, the
observed extent of 13CO2 production from fully labeled D-glucose
additionally indicates that also carbon atoms other than carbon 1
are released from D-glucose as CO2 in metabolic reactions that do
not lead to complete catabolism. Thus, a proportion of the
metabolized D-glucose may be devoted to anabolic reactions,
including for example pathways such as fatty acid and isoprenoid
synthesis, which begin with a decarboxylation of pyruvate. We
focused on the three metabolic scenarios outlined above to model
their contributions to CO2 production using the calculation
described in detail in Fig. S4. Our data would be consistent with a
theoretical ratio of 6.2 (putative anabolic reactions):3.8 (oxidative
part of PPP):1.0 (complete catabolism). This finding suggests that
the experimentally obtained data are plausible and can be
explained by a reasonable simplified metabolic model. Metabolic Activity of Protochlamydia EBs D-glucose by L-glucose, reduced CO2 formation to background
levels (Fig. 3B). Respiratory activity was also not observed in
amoebal lysates. An enrichment of 13C in CO2 was detected for all
incubations of living bacteria in media containing 13C-labeled D-
glucose. However, the degree of labeling was highly variable
depending on the variant of labeled substrate included. As
expected the greatest formation of 13CO2 was observed in the
presence of the fully labeled D-glucose (APE13C 15.2 (63.4)),
which was about 4.4 times higher than that observed for D-[1-
13C]-glucose and about 21.2 times higher than that observed for
D-[6-13C]-glucose. The calculated ratio for the APE13C was 21.2
(DGM-D-13C):4.8 (DGM-D-1-13C):1.0 (DGM-D-6-13C). Pro-
duction of 13CO2 could not be detected for host cell lysates. Prior to the analysis, metabolites were extracted from an EB-
enriched fraction that had been pre-incubated and subsequently
incubated for 48 h in DGM-D-13C15N, a modified medium
containing 13C-labeled D-glucose and 13C15N-labeled L-phenyl-
alanine, or in DGM-D, containing the corresponding unlabeled
substrates. Heat-inactivated
bacteria
incubated
in DGM-D-
13C15N were also analyzed. Labeled L-phenylalanine was
included in this experiment as a control, as it is a substrate that
is taken up by host-free EBs [43] and which exhibits only limited
potential of being further metabolized by P. amoebophila according
to predictions from the genome [14]. ICR/FT-MS analysis enabled the assignment of 1674 and
1767 m/z features to DGM-D-13C15N- or DGM-D-incubated
bacteria, respectively. In order to gain a first impression on the
sample composition, masses that were detected in extracts from
DGM-D-incubated
EBs
were
submitted
to
MassTRIX
for
annotation [61]. This analysis revealed that metabolites from
several different biochemical pathways were detected; including
compounds involved in amino acid-, nucleotide-, sugar-, and lipid
metabolism (Fig. 4). Spectra of living bacteria were highly similar
to each other irrespective of the applied incubation medium,
indicating that the presence of the stable isotope-labeled substrates
did not affect the metabolite pattern (Fig. S5A). To verify this
visual impression, we investigated the data using principal
component analysis (PCA). Extracts from living bacteria that were
incubated either in DGM-D-13C15N or in DGM-D clustered
together in the PCA ordination, which confirms that the samples
were comparable in their general composition (Fig. S5B). We
additionally produced PCA ordinations including data from the
heat-inactivated EBs. Insights into D-Glucose Metabolism in Host-Free P.
amoebophila EBs by IRMS Though CO2 production evidences metabolic activity it does not
necessarily indicate complete catabolism of a given substrate, as
several biochemical pathways involve only partial substrate
breakdown. Defining the exact position of carbon atoms in the
substrate molecule that are liberated as CO2 thus aids in a better
understanding of the activity of certain metabolic pathways. In the
present study, the contribution of different carbon atoms in D-
glucose to CO2 produced by host-free EB activity was investigated
by IRMS. For this purpose, a pre-incubated EB fraction was further
incubated for 48 h in DGM-D, DGM-D-13C, DGM-D-1-13C, or CO2 production was observed for all incubations of living
bacteria in media containing D-glucose, as inferred from an
average increase in detectable CO2 of 29.0 (611.1) ppm/ml
relative to amounts detected in blank incubations of bacteria-free
media (Fig. 3B). Taking into account that about six times fewer
bacterial cells were applied per incubation, the extent of CO2
release appeared to be very similar to that observed in the previous
experiment (Fig. 3A). Substrate deprivation, i.e. the replacement of August 2013 | Volume 9 | Issue 8 | e1003553 August 2013 | Volume 9 | Issue 8 | e1003553 PLOS Pathogens | www.plospathogens.org 5 Metabolic Activity of Protochlamydia EBs Metabolic Activity of Protochlamydia EBs The
calculation, furthermore, suggests that a major proportion of D-
glucose is not completely degraded, but may enter anabolic
pathways. Central Carbon Metabolism of Host-Free P. amoebophila
EBs Revealed by Mass Spectrometric Metabolite Analysis Central Carbon Metabolism of Host-Free P. amoebophila
EBs Revealed by Mass Spectrometric Metabolite Analysis M/z features detected by ICR/FT-MS in samples of DGM-D-incubated EBs were annotated by MassTRIX [61], followed by data analysis using
PLS-DA (Fig. S6) to extract the most discriminative compounds characterizing living compared to inactivated EBs. The PLS-DA model included data
from DGM-D-incubated living and DGM-D-13C15N-incubated inactivated EBs. Bars indicate the total number of annotated metabolites that were
assigned to specific KEGG pathways. The number of metabolites that were found to be discriminative (black) or non-discriminative (white) for living
EBs are additionally indicated. Note that metabolites from carbohydrate, nucleotide, cofactor, vitamin, and amino acid metabolism were more
abundant in living EBs, whereas the pattern of lipid species was more similar between living and inactivated bacteria. doi:10.1371/journal.ppat.1003553.g004 Figure 4. Overview of ICR/FT-MS-detected annotated compounds and of metabolites discriminative for living compared to
inactivated EBs. An EB-enriched fraction of P. amoebophila was pre-incubated for 40 h in DGM-D, followed by 48 h incubation in DGM-D or DGM-
D-13C15N and subsequent mass spectrometric analysis of metabolite extracts. Heat-inactivated EBs incubated in DGM-D-13C15N were included as
control. M/z features detected by ICR/FT-MS in samples of DGM-D-incubated EBs were annotated by MassTRIX [61], followed by data analysis using
PLS-DA (Fig. S6) to extract the most discriminative compounds characterizing living compared to inactivated EBs. The PLS-DA model included data
from DGM-D-incubated living and DGM-D-13C15N-incubated inactivated EBs. Bars indicate the total number of annotated metabolites that were
assigned to specific KEGG pathways. The number of metabolites that were found to be discriminative (black) or non-discriminative (white) for living
EBs are additionally indicated. Note that metabolites from carbohydrate, nucleotide, cofactor, vitamin, and amino acid metabolism were more
abundant in living EBs, whereas the pattern of lipid species was more similar between living and inactivated bacteria. doi:10.1371/journal.ppat.1003553.g004 metabolites were also detected as unlabeled molecules in extracts
from DGM-D-13C15N-incubated EBs, indicating co-utilization of
D-[U-13C6]-glucose with additional unlabeled carbon com-
pounds. The observed abundance ratios of 12C and 13C atoms
in the detected labeled metabolites suggest a rather minor
glycolytic catabolic activity in host-free EBs and a predominant
catabolism of D-glucose by the PPP. Central Carbon Metabolism of Host-Free P. amoebophila
EBs Revealed by Mass Spectrometric Metabolite Analysis EBs Revealed by Mass Spectrometric Metabolite Analysis
In order to obtain deeper insights into the metabolism of host-
free P. amoebophila EBs and to explore the intracellular fate of 13C-
labeled D-glucose we next conducted a mass spectrometric
metabolite analysis combining ion cyclotron resonance Fourier
transform mass spectrometry (ICR/FT-MS) and ultra-perfor-
mance liquid chromatography mass spectrometry (UPLC-MS). ICR/FT-MS offers ultra-high resolution, enabling the distinction
of several thousands of ions. This technique provides extremely
high mass accuracy, which allows direct calculation of the
elemental composition of detected compounds and thereby
facilitates metabolite annotation and clear discrimination between
isotopologs [57,58]. However, as chromatographic separation of
analytes prior to mass spectrometric analysis carries several
advantages over direct injection experiments such as decreased
matrix effects, separation of isobaric compounds, and delivery of
additional
information
about
physicochemical
properties
of
analytes by their retention time [59,60], we additionally conducted
UPLC-MS as second analytical technique, in particular to verify
the detection of labeled metabolic intermediates. To obtain deeper insights into the central carbon metabolism of
host-free EBs, further data analysis focused on
13C-labeled
metabolites that were derived
from
13C-labeled
D-glucose. Labeled metabolites were identified based on their accurate mass
and presence of their unlabeled metabolite analogs in extracts of
bacteria incubated in DGM-D by application of mass difference-
based networks. Peaks corresponding to fully labeled glucose
(C6H12O6) and phenylalanine (C9H11NO2) could be readily
detected
in
extracts
from
bacteria
incubated
in
DGM-D-
13C15N (Table 1). Both metabolites were, however, also detected
in ICR/FT-MS and UPLC-MS spectra from heat-inactivated
bacteria. This suggests adsorption of these substrates to bacterial
surfaces, a phenomenon that was already noted in the IRMS-
based analysis (Fig. S3). Beside glucose and phenylalanine, 34
additional fully or partially 13C-labeled metabolites were detected
in ICR/FT-MS spectra of living, but not heat-inactivated, bacteria
incubated in DGM-D-13C15N (Table 1 and S1). According to
their predicted chemical composition, some of these metabolites August 2013 | Volume 9 | Issue 8 | e1003553 PLOS Pathogens | www.plospathogens.org 6 Metabolic Activity of Protochlamydia EBs Figure 4. Overview of ICR/FT-MS-detected annotated compounds and of metabolites discriminative for living compared to
inactivated EBs. An EB-enriched fraction of P. amoebophila was pre-incubated for 40 h in DGM-D, followed by 48 h incubation in DGM-D or DGM-
D-13C15N and subsequent mass spectrometric analysis of metabolite extracts. Heat-inactivated EBs incubated in DGM-D-13C15N were included as
control. PLOS Pathogens | www.plospathogens.org Metabolic Activity of Protochlamydia EBs In order to exclude that D-glucose plays a role in
infection beyond fueling metabolic reactions, we also assessed
whether addition of D-glucose to bacteria that were incubated
in DGM-L and thus starved could restore their infection
capacity. However, this treatment did not affect the rapid
decline of infectivity in DGM-L (Fig. S7), indicating that the
supportive effect of D-glucose cannot be explained by a
potential promotion of bacterial attachment or entry into host
cells that might be mediated by sugar molecules adsorbed to the
surface of EBs. Collectively, these findings demonstrate that the availability
of D-glucose in the host-free environment is critical for P. amoebophila EBs as it significantly extends maintenance of their
major biological role, which is the capacity to successfully infect
new host cells and to initiate a new round of intracellular
replication. Figure 5. ESI(-)ICR/FT-MS spectra indicating host-free synthesis Figure 5. ESI(-)ICR/FT-MS spectra indicating host-free synthesis
of hexose-P by P. amoebophila EBs. An enlarged view on the mass
range 265.00–265.12 in ESI(-)ICR/FT-MS spectra of DGM-D- and DGM-D-
13C15N-incubated living and DGM-D-13C15N-incubated inactivated
bacteria is shown. Note that the peak indicating fully
13C-labeled
hexose-P (13C6H13O9P) can only be seen in spectra from DGM-D-
13C15N-incubated living EBs, but not in the controls, demonstrating
host-free synthesis of hexose-P by P. amoebophila EBs. doi:10.1371/journal.ppat.1003553.g005 Figure 5. ESI(-)ICR/FT-MS spectra indicating host-free synthesis
of hexose-P by P. amoebophila EBs. An enlarged view on the mass
range 265.00–265.12 in ESI(-)ICR/FT-MS spectra of DGM-D- and DGM-D-
13C15N-incubated living and DGM-D-13C15N-incubated inactivated
bacteria is shown. Note that the peak indicating fully
13C-labeled
hexose-P (13C6H13O9P) can only be seen in spectra from DGM-D-
13C15N-incubated living EBs, but not in the controls, demonstrating
host-free synthesis of hexose-P by P. amoebophila EBs. doi:10.1371/journal.ppat.1003553.g005 Influence of Nutrient Availability on Maintenance of C.
trachomatis Infectivity In order to explore whether a dependency of host-free EBs on
nutrient
availability
can
be
observed
for
the
pathogenic
Chlamydiaceae,
we
compared
maintenance
of
C. trachomatis
(serovar L2) infectivity in different media. C. trachomatis, in
contrast to P. amoebophila, lacks a gene encoding a glucokinase
[12,14]. This chlamydial species is thus unable to utilize D-
glucose directly and is expected to rely on the phosphorylated
derivative instead. The media used for host-free incubation of C. trachomatis consequently included nutrient-free Dulbecco’s phos-
phate-buffered saline (DPBS), DGM-D, and DGM-L, as well as
DGM containing D-glucose-6-phosphate instead of D-glucose
(DGM-D6P) or containing both D-glucose and D-glucose-6-
phosphate (DGM-DD6P). Assessment of infectivity for HeLa
229 cells conducted 30 minutes after suspension of purified
bacteria in the respective incubation media indicated that
already after this short exposure infectivity was significantly
decreased
in
all
media
devoid
of
D-glucose-6-phosphate
compared to DGM-D6P or DGM-DD6P (p#0.01; ANOVA)
(Fig. 7C). In addition, while infectivity remained relatively stable
in DGM-D6P (90.8%64.1) and DGM-DD6P (87.3%67.5)
during the first 2 h of host-free incubation, a larger reduction
was observed in media lacking D-glucose-6-phosphate (DGM-D
(59.1%610.0), DGM-L (65.4%63.5), and DPBS (53.0%66.6))
(Fig. 7C–D). Surprisingly, infectivity was almost completely lost
after 24 h host-free incubation in all tested media, which
contrasts strongly to the prolonged extracellular survival of P. amoebophila. further support the occurrence of anabolic activities in host-free P. amoebophila EBs. Taken together, the ICR/FT-MS and UPLC-MS analyses were
fully consistent with the results obtained by IRMS measurements;
they provide first detailed information on the central carbon
metabolism
in host-free P. amoebophila EBs and show the
occurrence of both catabolic as well as anabolic reactions. Metabolic Activity of Protochlamydia EBs Metabolic Activity of Protochlamydia EBs Figure 5. ESI(-)ICR/FT-MS spectra indicating host-free synthesis
of hexose-P by P. amoebophila EBs. An enlarged view on the mass
range 265.00–265.12 in ESI(-)ICR/FT-MS spectra of DGM-D- and DGM-D-
13C15N-incubated living and DGM-D-13C15N-incubated inactivated
bacteria is shown. Note that the peak indicating fully
13C-labeled
hexose-P (13C6H13O9P) can only be seen in spectra from DGM-D-
13C15N-incubated living EBs, but not in the controls, demonstrating
host-free synthesis of hexose-P by P. amoebophila EBs. doi:10.1371/journal.ppat.1003553.g005 be explained by a potential toxicity of L-glucose, as incubation
in DGM-DL, a medium containing both sugar stereoisomers,
revealed a similar infectivity curve than observed for DGM-D
(Fig. 7A). A rapid decline in the number of infectious particles
was also observed in PBS and 0.6% NaCl solution. We also
noted that in these nutrient-free media the initial infectivity after
2 h incubation was already significantly reduced compared to
that of bacteria incubated in DGM-D (p#0.001; ANOVA). This
finding suggests that despite having a similar pH and osmolarity
these media may also lack other essential components or differ
in physicochemical properties required for chlamydial survival
or stability. In order to exclude that D-glucose plays a role in
infection beyond fueling metabolic reactions, we also assessed
whether addition of D-glucose to bacteria that were incubated
in DGM-L and thus starved could restore their infection
capacity. However, this treatment did not affect the rapid
decline of infectivity in DGM-L (Fig. S7), indicating that the
supportive effect of D-glucose cannot be explained by a
potential promotion of bacterial attachment or entry into host
cells that might be mediated by sugar molecules adsorbed to the
surface of EBs. be explained by a potential toxicity of L-glucose, as incubation
in DGM-DL, a medium containing both sugar stereoisomers,
revealed a similar infectivity curve than observed for DGM-D
(Fig. 7A). A rapid decline in the number of infectious particles
was also observed in PBS and 0.6% NaCl solution. We also
noted that in these nutrient-free media the initial infectivity after
2 h incubation was already significantly reduced compared to
that of bacteria incubated in DGM-D (p#0.001; ANOVA). This
finding suggests that despite having a similar pH and osmolarity
these media may also lack other essential components or differ
in physicochemical properties required for chlamydial survival
or stability. Central Carbon Metabolism of Host-Free P. amoebophila
EBs Revealed by Mass Spectrometric Metabolite Analysis In fact, whereas labeled
metabolites in the PPP were only detected as fully labeled
molecules, clearly demonstrating their origin from D-[U-13C6]-
glucose, the mass signal corresponding to biphosphorylated
hexoses only indicated the presence of a partially labeled
metabolite, which is inconsistent with its generation by glycolytic
breakdown of fully labeled D-glucose, but may result from joining
of one unlabeled C3 and one fully labeled C3 body by a reverse
aldolase reaction during gluconeogenesis. This interpretation is
consistent with the detection of traces of partially labeled
phosphorylated hexose. In addition, the observed synthesis of a
partially labeled disaccharide and traces of a labeled trisaccharide could be annotated as phosphorylated hexose (C6H13O9P, hexose-
P) (Fig. 5), biphosphorylated hexose (C6H14O12P2, hexose-PP), a
short chain hydroxy acid (C6H12O7, e.g. gluconate), a phosphor-
ylated heptose (C7H15O10P, heptose-P), a short chain tricarboxylic
acid (C6H8O7; e.g. citrate), a disaccharide (C12H22O11), and a
trisaccharide (C18H32O16). UPLC-MS analysis confirmed the
presence of these metabolites. Only the detection of bipho-
sphorylated hexose could not be verified, due to the absence of the
corresponding peak of the labeled and unlabeled compound in
UPLC-MS spectra. Moreover, UPLC-MS detected several addi-
tional
labeled
metabolites,
such
as
phosphorylated
pentose
(C5H11O8P, pentose-P), phosphorylated tetrose (C4H9O7P, tet-
rose-P), and a short chain acyl phosphate (C3H5O6P; e.g. phosphoenolpyruvate) (Table 1). could be annotated as phosphorylated hexose (C6H13O9P, hexose-
P) (Fig. 5), biphosphorylated hexose (C6H14O12P2, hexose-PP), a
short chain hydroxy acid (C6H12O7, e.g. gluconate), a phosphor-
ylated heptose (C7H15O10P, heptose-P), a short chain tricarboxylic
acid (C6H8O7; e.g. citrate), a disaccharide (C12H22O11), and a
trisaccharide (C18H32O16). UPLC-MS analysis confirmed the
presence of these metabolites. Only the detection of bipho-
sphorylated hexose could not be verified, due to the absence of the
corresponding peak of the labeled and unlabeled compound in
UPLC-MS spectra. Moreover, UPLC-MS detected several addi-
tional
labeled
metabolites,
such
as
phosphorylated
pentose
(C5H11O8P, pentose-P), phosphorylated tetrose (C4H9O7P, tet-
rose-P), and a short chain acyl phosphate (C3H5O6P; e.g. phosphoenolpyruvate) (Table 1). Altogether, detection of these labeled metabolites indicates
synthesis of key intermediates of glycolysis/gluconeogenesis, PPP,
and the TCA cycle in host-free P. amoebophila EBs (Fig. 6). Beside
the detection of the
13C-labeled isotopologs, most of those August 2013 | Volume 9 | Issue 8 | e1003553 7 Influence of Nutrient Availability on Maintenance of P.
amoebophila Infectivity To further explore the biological relevance of the host-free
metabolic activity in EBs, which represent the infectious non-
replicative developmental stage of chlamydiae [24], we analyzed
the effect of nutrient availability on P. amoebophila infectivity. For
this purpose host-free incubations were conducted in different
media, including DGM-D, the modified medium in which D-
glucose was replaced by L-glucose (DGM-L), a medium containing
both D- and L-glucose (DGM-DL), as well as a nutrient-free buffer
(phosphate-buffered saline (PBS)) or salt solution (0.6% NaCl
solution) of similar pH and osmolarity. The capability of incubated
bacteria to infect amoebae was then assessed at selected time
points during a period of one week. Overall, numbers of infectious particles appeared to decline
over time in all tested media (Fig. 7A). In fact, under the applied
incubation and infection conditions virtually no infection
capability was left after a host-free period of 7 days. Initial
infectivity, assessed after 2 h incubation, was similar in DGM-D
and DGM-L. However, while it remained stable for the first two
days of host-free incubation in DGM-D, a rapid reduction to
8.6% (68.3) infectivity (relative to the initial value in DGM-D)
was observed for bacteria incubated for this period of time in
DGM-L (Fig. 7A–B) (p#0.001; ANOVA). This finding cannot These findings demonstrate that a dependency of infectivity
maintenance on the availability of a metabolizable substrate is not
restricted to the amoeba symbiont P. amoebophila, but can also be
observed for the human pathogen C. trachomatis. This suggests that
sustained metabolic activity in EBs may represent a more general
and important feature of chlamydial biology. August 2013 | Volume 9 | Issue 8 | e1003553 August 2013 | Volume 9 | Issue 8 | e1003553 PLOS Pathogens | www.plospathogens.org 8 Metabolic Activity of Protochlamydia EBs Table 1. Annotated 13C-labeled metabolites detected in DGM-D-13C15N-incubated EBs by a combination of ICR/FT-MS and UPLC-
MS Table 1. Annotated 13C-labeled metabolites detected in DGM-D-13C15N-incubated EBs by a combination of ICR/FT-MS and UPLC-
MS. Annotated 13C-labeled metabolites detected in DGM-D-13C15N-incubated EBs by a combination of ICR/FT Table 1. Annotated 13C-labeled metabolites detected in DGM-D-13C15N-incubated EBs by a combination of ICR/FT-MS and UPLC-
MS. Discussion insights
into
the
biology
of
Chlamydiaceae
RBs
and
EBs
[22,39,44,64]. By taking into account the purity of P. amoebophila
EB and RB fractions defined by TEM (Fig. S1) [43] in
combination with the application of single-cell based assays
(Fig. 1, 2, and S2), our data clearly allow us to attribute metabolic
activity to the EB stage for the reasons outlined below. The chlamydial EB has long been regarded as a completely
metabolically inert particle that can only be reactivated after entry
into a suitable eukaryotic host cell. This notion has recently been
challenged [43,44] and the data presented in the present study
confirm and greatly extend the concept of metabolic activity in the
infective stage of chlamydiae. Our findings demonstrate that host-
free EBs of P. amoebophila at least temporarily interact with their
environment and maintain both catabolic as well as anabolic
activities. Furthermore, these activities are of major biological
relevance as they contribute to prolonged survival of infectious
EBs. Several lines of evidence demonstrate that the observations
reported in this study cannot be explained by residual host-derived
activities: (i) respiratory activity, inferred from CTC reduction, was
detectable in individual bacteria and could be clearly distinguished
from the short-lived activity in lysates of uninfected host cells that
was lost completely after pre-incubation (Fig. 1 and S2); (ii) import
of 2-NBDG, as indicator for D-glucose uptake, could be detected
at the single-cell level (Fig. 2); and (iii) D-glucose catabolism, as
inferred from the release of 13CO2 from 13C-labeled D-glucose,
could be observed in pre-incubated purified EBs, whereas no CO2
production was detected in equally treated highly concentrated
host cell lysates (Fig. 3B). The purification of chlamydial developmental forms and hence
also a direct investigation of their biological properties, is a
challenging task. A perfect enrichment and a complete removal of
transition forms, some of which may be close to RBs or EBs but
not yet fully differentiated, cannot be achieved [35,43,62,63] nor
can a contamination with host proteins be avoided completely
[36–40]. Nevertheless, density gradient centrifugation and TEM,
as used in the present study, currently represent the most powerful
approach for the separation of and discrimination between
chlamydial developmental stages and has enabled important Our data also clearly show that metabolic activity cannot be
solely explained by co-purified RBs or transition stages, as CTC
reduction and 2-NBDG uptake were detectable in about 50% of
all bacterial cells (Fig. Influence of Nutrient Availability on Maintenance of P.
amoebophila Infectivity b)Labeled metabolites were considered to be present in extracts of DGM-D-13C15N-incubated EBs when peaks corresponding to the exact mass of the unlabeled
metabolites were detected in the DGM-D-incubated controls and observed mass shifts were consistent with the exchange of 12C by 13C atoms. Metabolites containing
single 13C atoms were also observed in extracts from DGM-D-incubated EBs, due to the natural isotopic distribution of carbon, and were thus excluded. c)The detection method (A: ICR/FT-MS; B: UPLC-MS) is indicated, as well as the ion species detected (H: [M-H+]2; Cl: [M+Cl2]2). d)These metabolites were detected by ICR/FT-MS analysis in purchased D-[U-13C6]-glucose and were thus not considered as host-free synthesized metabolites. doi:10.1371/journal.ppat.1003553.t001 PLOS Pathogens | www.plospathogens.org August 2013 | Volume 9 | Issue 8 | e1003553 Influence of Nutrient Availability on Maintenance of P.
amoebophila Infectivity Detected m/za)
Elemental
composition
Annotation
(example)
[M-H+]2
[M+Cl2]2
Number of
13C atomsb)
Detection methodc)
C6H12O6
Glucose
185.07624
221.05292
6d)
A(H,Cl); B(H,Cl)
184.07288
220.04957
5d)
A(H,Cl); B(H,Cl)
C6H13O9P
Hexose-P
265.04257
6
A(H); B(H)
264.03923
5
A(H); B(H)
262.03246
3
A(H); B(H) – traces
C6H14O12P2
Hexose-PP
377.97560
3
A(Cl)
C3H5O6P
Phosphoenol-pyruvate
205.961
3
B(Cl)
C6H8O7
Citrate
197.040
6
B(H)
196.037
5
B(H)
195.03315
4
A(H); B(H)
194.02979
3
A(H); B(H)
193.026
2
B(H)
C5H11O8P
Pentose-P
234.029
5
B(H)
C7H15O10P
Heptose-P
296.05649
7
A(H); B(H)
295.05314
6
A(H); B(H)
C4H9O7P
Tetrose-P
203.015
4
B(H)
202.011
3
B(H)
C6H12O7
Gluconate
201.07116
6
A(H)
C12H22O11
Disaccharide
353.14920
389.12587
12d)
A(H,Cl); B(H,Cl)
352.146
388.12252
11d)
A(Cl); B(H)
383.10575
6
A(Cl)
C18H32O16
Trisaccharide
557.19883
18
A(Cl) – traces
a)The detected m/z is given for each ion species with the instrument given accuracy. b)Labeled metabolites were considered to be present in extracts of DGM-D-13C15N-incubated EBs when peaks corresponding to the exact mass of the unlabeled
metabolites were detected in the DGM-D-incubated controls and observed mass shifts were consistent with the exchange of 12C by 13C atoms. Metabolites containing
single 13C atoms were also observed in extracts from DGM-D-incubated EBs, due to the natural isotopic distribution of carbon, and were thus excluded. c)The detection method (A: ICR/FT-MS; B: UPLC-MS) is indicated, as well as the ion species detected (H: [M-H+]2; Cl: [M+Cl2]2). d)These metabolites were detected by ICR/FT-MS analysis in purchased D-[U-13C6]-glucose and were thus not considered as host-free synthesized metabolites. doi:10.1371/journal.ppat.1003553.t001 a)The detected m/z is given for each ion species with the instrument given accuracy. a)The detected m/z is given for each ion species with the instrument given accuracy. b)Labeled metabolites were considered to be present in extracts of DGM-D-13C15N-incubated EBs when peaks corresponding to the exact mass of the unlabeled
metabolites were detected in the DGM-D-incubated controls and observed mass shifts were consistent with the exchange of 12C by 13C atoms. Metabolites containing
single 13C atoms were also observed in extracts from DGM-D-incubated EBs, due to the natural isotopic distribution of carbon, and were thus excluded. c)The detection method (A: ICR/FT-MS; B: UPLC-MS) is indicated, as well as the ion species detected (H: [M-H+]2; Cl: [M+Cl2]2). d)These metabolites were detected by ICR/FT-MS analysis in purchased D-[U-13C6]-glucose and were thus not considered as host-free synthesized metabolites. doi:10.1371/journal.ppat.1003553.t001 a)The detected m/z is given for each ion species with the instrument given accuracy. Discussion Percentage values next to the bars denote the relative abundance of the isotopologs calculated from the mass signal intensity or peak area of
the respective peak (for ICR/FT-MS or UPLC-MS data, respectively) compared to peaks of the unlabeled metabolite detected in DGM-D-incubated
bacteria. For citrate, for which all possible isotopologs were detected by UPLC-MS, instead of bars the complete isotopolog profile observed in DGM-
D-13C15N-incubated living EBs is shown. In (B), mass signal intensities and peak areas (for ICR/FT-MS or UPLC-MS data, respectively) of selected fully
13C-labeled (‘‘13C’’) and corresponding unlabeled (‘‘12C’’) metabolites are displayed for DGM-D-13C15N-incubated living bacteria and the controls. Note the absence of fully 13C-labeled isotopologs in extracts from inactivated bacteria and the appearance of labeled intermediates and the
concomitant reduction in the amount of the corresponding unlabeled metabolite in samples of DGM-D-1315N-incubated living bacteria compared to
DGM-D-incubated bacteria. Exceptions were the detection of labeled glucose and phenylalanine in extracts of inactivated bacteria, presumably due
to substrate adsorption to the surface of the bacterial cells. doi:10.1371/journal.ppat.1003553.g006 metabolism in P. amoebophila EBs deduced from mass spectrometry-based metabolite analysis. A schemati
13 proportion of active bacteria in the RB fraction dropped to a level
similar to the expected proportion of co-purified EBs (Fig. 1). We
therefore concluded that RB activity was essentially lost during this
40 h incubation. Based on this observation we exploited the
instability of RBs and host-derived activity by including an initial
40 h host-free incubation step as pre-treatment of EB fractions
prior to the detailed characterization of their central carbon
metabolism. Alternative pre-treatment procedures, which have
been applied by investigators in earlier studies on host-free
activities of Chlamydiaceae – such as protease treatment to remove
host cell-derived enzymes [65–67], sonication [28], or the addition
of detergents to cause lysis of the more fragile RBs [68,69] – were
avoided in the present study due to potential detrimental effects on
bacterial surface proteins or EB viability. that consists of about 76% mature EBs (defined as bacteria
containing only electron-dense and electron-lucent material). The
high proportion of inactive bacteria may be explained by the
presence of dead bacteria. This would be consistent with previous
observations that revealed that directly after harvesting of bacteria
from infected amoeba cultures a significant proportion of the
bacteria could be stained with the membrane-impermeable DNA
dye propidium iodide, indicating that they had lost their
membrane integrity [43]. Discussion 1 and 2) in a highly enriched EB fraction August 2013 | Volume 9 | Issue 8 | e1003553 August 2013 | Volume 9 | Issue 8 | e1003553 9 Metabolic Activity of Protochlamydia EBs Figure 6. Central carbon metabolism in P. amoebophila EBs deduced from mass spectrometry-based metabolite analysis. A schematic
representation of the central carbon metabolism in P. amoebophila is shown in (A). 13C-labeled metabolites detected by ICR/FT-MS or UPLC-MS in
extracts of DGM-D-13C15N-incubated living bacteria are indicated. The isotopologs that were observed are additionally specified by bars, consisting
of a number of units equal to the number of C atoms in the molecules, whereby each unit of the bar indicates either a 12C (white) or a 13C (gray)
atom. Percentage values next to the bars denote the relative abundance of the isotopologs calculated from the mass signal intensity or peak area of
the respective peak (for ICR/FT-MS or UPLC-MS data, respectively) compared to peaks of the unlabeled metabolite detected in DGM-D-incubated
bacteria. For citrate, for which all possible isotopologs were detected by UPLC-MS, instead of bars the complete isotopolog profile observed in DGM-
D-13C15N-incubated living EBs is shown. In (B), mass signal intensities and peak areas (for ICR/FT-MS or UPLC-MS data, respectively) of selected fully
13C-labeled (‘‘13C’’) and corresponding unlabeled (‘‘12C’’) metabolites are displayed for DGM-D-13C15N-incubated living bacteria and the controls. Note the absence of fully 13C-labeled isotopologs in extracts from inactivated bacteria and the appearance of labeled intermediates and the
concomitant reduction in the amount of the corresponding unlabeled metabolite in samples of DGM-D-1315N-incubated living bacteria compared to
DGM-D-incubated bacteria. Exceptions were the detection of labeled glucose and phenylalanine in extracts of inactivated bacteria, presumably due
to substrate adsorption to the surface of the bacterial cells. doi:10.1371/journal.ppat.1003553.g006 Figure 6. Central carbon metabolism in P. amoebophila EBs deduced from mass spectrometry-based metabolite analysis. A schematic
representation of the central carbon metabolism in P. amoebophila is shown in (A). 13C-labeled metabolites detected by ICR/FT-MS or UPLC-MS in
extracts of DGM-D-13C15N-incubated living bacteria are indicated. The isotopologs that were observed are additionally specified by bars, consisting
of a number of units equal to the number of C atoms in the molecules, whereby each unit of the bar indicates either a 12C (white) or a 13C (gray)
atom. Discussion Consistent with reports on Chlamydiaceae
[22,35,44], in particular the RBs of P. amoebophila appeared to be
very
fragile,
and
hence
clear
differences
in
the
host-free
maintenance of respiratory activity were observed between
developmental stages of P. amoebophila. Whereas EBs maintained
their ability to reduce CTC during a 40 h incubation period, the August 2013 | Volume 9 | Issue 8 | e1003553 PLOS Pathogens | www.plospathogens.org 10 Metabolic Activity of Protochlamydia EBs Figure 7. Effect of substrate availability on maintenance of infectivity. P. amoebophila and C. trachomatis cells were harvested from infected
amoeba and HeLa 229 cell cultures, respectively, and incubated for indicated periods of time in different host-free media. Subsequently, incubated
bacteria were used to infect amoebae (P. amoebophila) or HeLa 229 cells (C. trachomatis), which were then fixed at 48 h or 24 h p.i., respectively. Bacteria were detected by FISH (P. amoebophila) or immunostaining (C. trachomatis). The observed infectivity, relative to that observed for 2 h
incubation in DGM-D (P. amoebophila) or 30 min incubation in DGM-D6P (C. trachomatis) is depicted in (A) and (C), respectively. Data represent
means and standard deviations from at least three replicate host-free incubations. For each sample a minimum of 600 amoebae (A) or 300 HeLa 229
cells (C) was counted. Statistically significant differences compared to the values obtained for DGM-D (A) or DGM-D6P (C) are indicated (ANOVA; ***,
p#0.001; **, p#0.01; *, p#0.05). In (B) representative fluorescence and DIC images of amoebae infected with P. amoebophila after 48 h host-free
incubation in the indicated media are shown (FISH, red). The bar indicates 10 mm. In (D) representative confocal fluorescence images of HeLa 229 cells
infected with C. trachomatis after 2 h host-free incubation in the indicated media are shown. Bacteria were detected by immunostaining (red), host
cells and DNA were stained using HCS cytoplasmic stain (grey) and DAPI (blue), respectively. The bar indicates 25 mm. doi:10.1371/journal.ppat.1003553.g007
Metabolic Activity of Protochlamydia EBs Figure 7. Effect of substrate availability on maintenance of infectivity. P. amoebophila and C. trachomatis cells were harvested from infected
amoeba and HeLa 229 cell cultures, respectively, and incubated for indicated periods of time in different host-free media. Subsequently, incubated
bacteria were used to infect amoebae (P. amoebophila) or HeLa 229 cells (C. trachomatis), which were then fixed at 48 h or 24 h p.i., respectively. Bacteria were detected by FISH (P. amoebophila) or immunostaining (C. trachomatis). PLOS Pathogens | www.plospathogens.org Metabolic Activity of Protochlamydia EBs Metabolic Activity of Protochlamydia EBs and EBs, but so far mainly attributed to the replicative stage,
remained stable for at least two days [66,73]. This finding
appears to be inconsistent with the known fragility of RBs and
thus may provide further evidence for metabolic activity in the
infective stage. A biological role for metabolic activities in the EB
stage was furthermore indicated by a direct comparison of the
protein complements of C. trachomatis EBs and RBs, which
demonstrated that proteins required for the central metabolism
and glucose catabolism were, in fact, even predominant in the
infective stage [39]. synthesis were detected in host-free Chlamydiaceae [76–79]. In
contrast, while our findings from IRMS and the mass spectrom-
etry-based metabolite analysis also indicate an involvement of the
PPP in sugar metabolism and suggest occurrence of host-free
anabolic
reactions in P. amoebophila
EBs, they additionally
demonstrate that these bacteria are able to use non-phosphory-
lated D-glucose and that this sugar is at least to some extent
completely catabolized via the TCA cycle (Fig. 3B, 5, and 6,
Table 1). and EBs, but so far mainly attributed to the replicative stage,
remained stable for at least two days [66,73]. This finding
appears to be inconsistent with the known fragility of RBs and
thus may provide further evidence for metabolic activity in the
infective stage. A biological role for metabolic activities in the EB
stage was furthermore indicated by a direct comparison of the
protein complements of C. trachomatis EBs and RBs, which
demonstrated that proteins required for the central metabolism
and glucose catabolism were, in fact, even predominant in the
infective stage [39]. Some of the host-free metabolic activities detected in P. amoebophila EBs are indeed not expected to occur in exactly the
same manner in EBs of other chlamydial species due to known
differences in their genomic repertoire. P. amoebophila, in contrast
to Chlamydiaceae, encodes a glucokinase (glk, pc0935, UniProtKB
Q6MCP0), which is required to activate D-glucose for metabolic
reactions, and a complete enzyme set required for host-indepen-
dent operation of the TCA cycle [14,21]. Glucokinase, as well as
most other enzymes involved in glycolysis/gluconeogenesis, PPP,
TCA cycle, and in the electron transport chain, were recently also
detected in the P. amoebophila EB proteome [40]. The mechanism
by which D-glucose is imported in P. amoebophila remains to be
elucidated, as the genome encodes a putative glucose-6-phosphate
transporter (uhpC, pc0387, UniProtKB Q6ME88), the C. Discussion The observed infectivity, relative to that observed for 2 h
incubation in DGM-D (P. amoebophila) or 30 min incubation in DGM-D6P (C. trachomatis) is depicted in (A) and (C), respectively. Data represent
means and standard deviations from at least three replicate host-free incubations. For each sample a minimum of 600 amoebae (A) or 300 HeLa 229
cells (C) was counted. Statistically significant differences compared to the values obtained for DGM-D (A) or DGM-D6P (C) are indicated (ANOVA; ***,
p#0.001; **, p#0.01; *, p#0.05). In (B) representative fluorescence and DIC images of amoebae infected with P. amoebophila after 48 h host-free
incubation in the indicated media are shown (FISH, red). The bar indicates 10 mm. In (D) representative confocal fluorescence images of HeLa 229 cells
infected with C. trachomatis after 2 h host-free incubation in the indicated media are shown. Bacteria were detected by immunostaining (red), host
cells and DNA were stained using HCS cytoplasmic stain (grey) and DAPI (blue), respectively. The bar indicates 25 mm. doi:10.1371/journal.ppat.1003553.g007 Altogether,
the
findings
presented
in
this
study
clearly
demonstrate metabolic activity in P. amoebophila EBs and thus
strongly support recent appeals to revise the dogma of the
metabolic inertness of the infective stage of chlamydiae [43,44]. New methodological approaches, differences in media composi-
tion and purification and pre-treatment of EBs before assessment
of activity might explain conflicting observations in previous
studies [51,68–70]. Indeed, the possibility of sustained activities in
EBs,
although
not
generally
recognized
by
the
scientific
community, has already been indicated in a few earlier studies. For example, it has been shown that nucleoid decondensation during the redifferentiation of C. trachomatis EBs to RBs shortly
after their uptake into host cells depends on bacterial de novo
transcription and translation, implying that the capability of a
certain level of activity must be maintained [71]. Consistently,
Sarov and Becker could show earlier that purified EBs of C. trachomatis were able to synthesize RNA [72], and our previous
findings suggested de novo protein synthesis in host-free C. trachomatis and P. amoebophila EBs [43]. Both findings could very
recently be confirmed for C. trachomatis [44]. In the context of
carbon metabolism, early investigations of host-free Chlamydiaceae
also indicated that activities detected in mixed suspensions of RBs August 2013 | Volume 9 | Issue 8 | e1003553 PLOS Pathogens | www.plospathogens.org 11 Metabolic Activity of Protochlamydia EBs Metabolic Activity of Protochlamydia EBs [80], but does not provide evidence for a known importer for the
non-phosphorylated sugar [14]. Early studies on host-free activities
of Chlamydiaceae indicated that phosphorylation of D-glucose in
suspensions of bacteria may also occur through the activity of a co-
purified host-derived hexokinase [65]. However, this activity was
shown to be strictly dependent on the availability of extensive
amounts of ATP in the incubation medium [73]. Due to the pre-
incubation step and the absence of externally added ATP we thus
exclude significant contributions of host-derived kinase activity in
the experiments presented in the present study. indispensable for maintaining the intracellular redox homeostasis,
which in turn sustains protein function and counteracts oxidative
stress [81]. An additional physiological function of D-glucose
metabolism in EBs might be indicated by the detected synthesis of
a disaccharide (Table 1) that could play a role in osmoprotection,
though other functions, such as carbon storage, may be equally
plausible. The biological relevance of host-free activity of chlamydiae and
its implications for their lifestyle have, to our knowledge, not been
assessed before. A recent study that focused on C. trachomatis and
several environmental chlamydiae reported differences in infec-
tivity maintenance in nutrient-rich growth medium compared to
sterile tap water [82]. The effects of the fundamentally different
physicochemical properties of these incubation media, however,
prohibited a correlation of the observed differences with nutrient
availability. This is well illustrated by our observation of that P. amoebophila infectivity is markedly decreased after only a 2 h
incubation in PBS or NaCl solution (Fig. 7A). In the present study,
however, we demonstrate that the absence of D-glucose alone
during host-free incubation of P. amoebophila, achieved by an
exchange with its non-metabolizable stereoisomer, which does not
affect the medium osmolarity, pH, or overall composition, is
sufficient to cause a rapid decrease in the number of infectious
particles (Fig. 7A–B). Likewise, exchange of D-glucose-6-phos-
phate with D-glucose resulted in a more rapid decline of C. trachomatis infectivity, consistent with the inability of this chlamyd-
ial species to utilize the non-phosphorylated compound (Fig. 7C–
D). Addition of D-glucose to starved P. amoebophila failed to restore
infectivity (Fig. S7), which indicates that a continuous supply of
metabolizable substrates is required for the host-free survival of
infectious EBs and thus demonstrates that metabolic activity in
EBs is linked to their biological role as a dispersal stage. Metabolic Activity of Protochlamydia EBs The more
rapid decline of infectivity observed for C. trachomatis compared to
P. amoebophila during host-free incubation may reflect differences in
their metabolic potential, their requirement for host-free survival,
or their adaptation to a host-free environment. Several lines of evidence suggest that host-free P. amoebophila EBs
co-utilize medium-derived D-glucose with other internal or
external carbon compounds that may even partially substitute
for the sugar in its absence. Accordingly, during conditions of D-
glucose deprivation, i.e. in DGM-L, CTC reducing activity was
still detectable in a small proportion of the bacteria (Fig. 1 and
S2F), suggesting that EBs may contain storage compounds, such as
glycogen that may compensate D-glucose shortage for a period of
time. The abundance patterns of differently labeled metabolic
intermediates and the co-occurrence of unlabeled metabolites
detected during the mass spectrometry-based analysis indicate an
additional contribution of alternative substrates even when D-
glucose is present in the extracellular medium. Thus, the fact that
partially labeled citrate that contained predominately either three
or four 13C atoms could be detected after incubation with fully
labeled D-glucose (Fig. 6, Table 1) can only be explained by a
mixed entry of labeled and unlabeled molecules into the TCA
cycle. However, the high relative abundance of labeled metabolites
in the PPP (59–94%, Fig. 6), as well as the fact that the absolute
abundance of unlabeled molecules increased with proximity to the
TCA cycle, contradicts extensive utilization of D-glucose from
storage
compounds
during
incubation
in
the
nutrient-rich
medium, but rather suggests a predominant co-utilization of
substrates that can enter the central carbon metabolism at a level
further downstream. These may include products from protein or
lipid degradation or, even more likely considering their availability
in the medium, imported amino acids. In fact, a potential
utilization of amino acids is supported by a recent IRMS-based
analysis conducted in our lab, which indicated that besides L-
phenylalanine also L-glutamate, L-aspartate, and L-threonine
could be imported by host-free P. amoebophila (data not shown). In
addition, L-glutamate has also been proposed to represent a major
carbon source for C. trachomatis based on their predicted metabolic
repertoire [12]. However, the fact that CO2 production could not
be detected for P. amoebophila incubated in DGM-L (Fig. 3B) and
the rapid loss of its metabolic activity in this medium (Fig. Metabolic Activity of Protochlamydia EBs 1 and
S2), demonstrate that these additional carbon compounds are less
effective than D-glucose, which thus appears to be an essential
nutrient for maintenance of metabolic activity in host-free P. amoebophila EBs under the applied conditions. A similar substrate
dependence may occur in C. trachomatis EBs, for which it was very
recently shown that host-free metabolic activity can be greatly
enhanced by the presence of D-glucose-6-phosphate [44]. In conclusion, we provide evidence for D-glucose utilization and
metabolic activity in host-free P. amoebophila EBs, which disagrees
with the current perception of the infectious stage of chlamydiae as
being metabolically inert and further establishes the chlamydial
EB as being a developmental stage with a defined metabolic
activity. The
observed
link
between
the
availability
of
a
metabolizable
substrate
and
survival
of
infectious
particles
observed for P. amoebophila and C. trachomatis implies that the
detection of metabolic activity in EBs is relevant for the main
biological function of this infective stage, which thus appears to be
more sensitive to its environment than has been thus far
appreciated. PLOS Pathogens | www.plospathogens.org Metabolic Activity of Protochlamydia EBs pneumo-
niae homolog of which has recently been functionally characterized In addition to these conceptual considerations, the present study
represents a hitherto unmatched detailed metabolomic analysis of
a member of the Chlamydiae. It provides invaluable insights into the
central carbon metabolism of P. amoebophila (Fig. 8) and indicates
both similarities as well as major differences to observations
reported for the Chlamydiaceae. While it was initially proposed that
the latter can metabolize D-glucose under host-free conditions, as
inferred from the production of
14CO2 from
14C-labeled D-
glucose [74,75], it was subsequently shown that the starting point
for sugar catabolism in these bacteria is D-glucose-6-phosphate
[65]. Moreover, experiments with substrates labeled at various
carbon atoms revealed a combined action of glycolysis and PPP,
yet complete TCA cycle activity could not be demonstrated
[66,74,75]. In addition, anabolic reactions such as lipid and folate Figure 8. Schematic representation of host-free activity of P. amoebophila EBs. A metabolic model based on current knowledge is shown. The representation integrates observations from our previous investigations [43] and new findings obtained in the current study. Metabolic pathways
and enzymes are illustrated in red, detected and postulated metabolites in blue. The techniques that provided experimental support for the indicated
activities are shown in green (‘‘ICR & UPLC’’ denotes activities confirmed by both, ICR/FT-MS and UPLC-MS). Dotted lines indicate metabolic reactions,
whose occurrence in EBs was suggested, but not demonstrated. The electron transport chain, amino acid transporters, as well as a putative D-glucose
importer, are depicted in the bacterial membrane as gray boxes. doi:10.1371/journal.ppat.1003553.g008 Figure 8. Schematic representation of host-free activity of P. amoebophila EBs. A metabolic model based on current knowledge is shown. The representation integrates observations from our previous investigations [43] and new findings obtained in the current study. Metabolic pathways
and enzymes are illustrated in red, detected and postulated metabolites in blue. The techniques that provided experimental support for the indicated
activities are shown in green (‘‘ICR & UPLC’’ denotes activities confirmed by both, ICR/FT-MS and UPLC-MS). Dotted lines indicate metabolic reactions,
whose occurrence in EBs was suggested, but not demonstrated. The electron transport chain, amino acid transporters, as well as a putative D-glucose
importer, are depicted in the bacterial membrane as gray boxes. doi:10.1371/journal.ppat.1003553.g008 August 2013 | Volume 9 | Issue 8 | e1003553 PLOS Pathogens | www.plospathogens.org 12 Media for Extracellular Incubation Extracellular incubations of P. amoebophila and C. trachomatis were
conducted in media that were based on the chemically defined
Acanthamoeba medium DGM-21A [42], but that, as a modification,
contained L-phenylalanine (5.4 mM) instead of the racemic
mixture DL-phenylalanine and were additionally supplemented
with 0.25 g/l NaHCO3. Specific media used in this study included
DGM-D, which like the original DGM-21A contained 83.2 mM
D-glucose, DGM-D/2 with a reduced D-glucose concentration of
41.6 mM, DGM-L containing 83.2 mM L-glucose instead of D-
glucose, DGM-DL containing both 83.2 mM D-glucose and
83.2 mM L-glucose, DGM-D6P containing 83.2 mM D-glucose-
6-phosphate instead of D-glucose, and DGM-DD6P containing
both 83.2 mM D-glucose and 83.2 mM D-glucose-6-phosphate. In addition, DGM-D-based media in which certain endogenous
substrates were completely replaced by stable isotope-labeled
variants were also used. These media included DGM-D-13C
(containing fully
13C-labeled D-glucose (D-[U-13C6]-glucose,
99%)), DGM-D-1-13C (containing D-glucose labeled at carbon
1 (D-[1-13C]-glucose, 98–99%)), DGM-D-6-13C (containing D-
glucose labeled at carbon 6 (D-[6-13C]-glucose, 99%)), and DGM-
D-13C15N (containing D-[U-13C6]-glucose and fully 13C15N-
labeled
L-phenylalanine
(L-[U-13C9,15N]-phenylalanine,
97–
99%)). The composition of all incubation media is summarized
in Table S2. Stable isotope-labeled substrates were purchased
from Euriso-top. Cell Culture Acanthamoeba sp. UWC1 containing P. amoebophila UWE25 [7]
and symbiont-free isogenic amoebae were maintained at 20uC in
TSY medium (30 g/l trypticase soy broth, 10 g/l yeast extract). HeLa 229 cells (ATCC, CCL-2.1) were cultivated at 37uC, 5%
CO2 in Dulbecco’s Modified Eagle’s Medium (DMEM, Invitro-
gen) supplemented with 10% fetal bovine serum (PAA). C. trachomatis L2 was propagated in HeLa 229 cells by transfer of
supernatant from infected to uninfected cultures every 2–3 days. Cultures were regularly screened for contamination by fluores-
cence microscopy using the DNA dye DAPI and fluorescence in
situ hybridization (FISH). Mammalian cells were additionally
shown to be free of contamination with Mycoplasma spp. by using The exclusive detection of only partially labeled six-carbon
compounds in the glycolytic/gluconeogenic pathway, most likely
derived from joining of 12C and 13C precursors, together with the
observation that for all detected intermediates in the PPP a high
proportion of the metabolite pool appeared to be fully labeled
(Fig. 6), suggests that the latter represents the preferred route of D-
glucose catabolism in host-free P. amoebophila. In addition to being
an alternative pathway for the breakdown of sugars into products
that can be further metabolized for ATP generation, the PPP
represents the main route for regeneration of NADPH, a reducing
agent that is not only required for lipid synthesis, but is also August 2013 | Volume 9 | Issue 8 | e1003553 13 Metabolic Activity of Protochlamydia EBs the Venor GeM PCR kit (Minerva Biolab).The identity of the
chlamydiae was verified by 16S rRNA gene sequence analysis, as
described recently [83]. Acanthamoeba sp. UWC1 were harvested at 32006 g, washed with
PAS, and resuspended in 6.5 ml sucrose-phosphate-glutamate
buffer
(75 g/l
sucrose,
0.52 g/l
KH2PO4,
1.53 g/l
Na2H-
PO462H2O, 0.75 g/l glutamic acid) per 1 g wet weight. After
cell disruption on ice by using a dounce homogenizer (Wheaton),
the suspension was filtrated (1.2 mm). Cell debris was collected at
12 8606 g (10 min, 4uC), resuspended in DGM-D, and analyzed
immediately or after a 40 h pre-incubation (27uC, 200 rpm). Sample Preparation for IRMS Analysis
13 For the detection of 13C-D-glucose uptake and catabolism by
IRMS, a pre-incubated EB-enriched fraction or a highly pure EB
fraction were applied for the first and second experimental
approach, respectively. After pre-incubation, the suspension of
bacteria was mixed by vortexing and transferred to 1.5 ml tubes,
so that each tube contained the same number of cells. Bacteria
were then collected by centrifugation (10 6206 g, 10 min), Purification of P. amoebophila EBs and RBs Recently, we developed a protocol for an efficient purification of
P. amoebophila EBs and RBs and investigated the purity of obtained
fractions by an ultrastructural analysis (Fig. S1) [43]. In the current
study a slightly modified protocol, including thicker layers in the
density gradients for improved phase separation, was applied. Briefly, after host cell disruption and filtration, released bacteria
were directly subjected to density gradient centrifugation using a
gradient consisting of 3.5 ml 30% (v/v) gastrografin (Bayer
Schering Pharma) in Page’s amoebic saline (PAS; 0.12 g/l NaCl,
0.004 g/l MgSO467H2O, 0.004 g/l CaCl262H2O, 0.142 g/l
Na2HPO4, 0.136 g/l KH2PO4) and 3.5 ml 50% (w/v) sucrose. The gradient applied during the second centrifugation consisted
either of 3.5 ml 34% (v/v) and 3.5 ml 40% (v/v) gastrografin or of
3.5 ml 40% (v/v) and 3.5 ml 46% (v/v) gastrografin. RB-enriched
and intermediate fractions were collected at the 34/40% or 40/
46% interface, respectively. A highly enriched EB fraction was
collected at the bottom of the 40/46% gradient. For applications
requiring large amounts of biomass, such as the analysis of biomass
by IRMS or the preparation of metabolite extracts for ICR/FT-
MS and UPLC-MS analysis, the EB-enriched pellet of the 34/
40% gastrografin gradient (in this study explicitly referred to as
‘‘EB-enriched fraction’’) was used instead. Purified bacteria were
washed once in 10 ml PAS (12 8606 g, 10 min), resuspended in
DGM-D, and analyzed immediately or after a 40 h pre-incubation
(27uC, 200 rpm). Bacteria that were heat-inactivated (30 min,
80uC, 700 rpm) directly before assessment of activity were
included as control when indicated. Fluorescence Microscopic Detection of D-Glucose Uptake
Purified living and heat-inactivated EBs were analyzed for D-
glucose uptake either immediately or after pre-incubation. For that
purpose, bacteria were collected by centrifugation (10 6206 g,
10 min, 4uC), resuspended in 220 ml DGM-D/2 containing
100 mM 2-NBDG (Invitrogen), and incubated for 10 h (27uC,
200 rpm). After the incubation, bacteria were washed once with
1 ml PBS and transferred to microscope slides. Images were
obtained as described above. The percentage of stained cells was
determined for three separate incubations (representing 2 inde-
pendent experiments), for each of which at least 500 bacterial cells
were evaluated. Fluorescence Microscopic Detection of Respiratory
Activity y
Respiratory activity in fractions of living or heat-inactivated
bacteria and in host lysates was analyzed immediately or after pre-
incubation. For that purpose, bacteria or cell debris were collected
by centrifugation (10 6206g, 10 min, 4uC), resuspended in 220 ml
DGM-D containing 5 mM CTC (Sigma-Aldrich), and incubated
for 2 h (27uC, 200 rpm). For the assessment of the effect of D-
glucose deprivation, purified bacteria were washed twice in 1 ml
DGM-L directly after the purification and both the pre-incubation
and the incubation with CTC were subsequently conducted in
DGM-L. After the incubation with CTC, bacteria and amoebal
cell debris were collected at 10 6206 g (10 min), fixed in 400 ml
4% formaldehyde (15 min, room temperature), and washed once
with 1 ml PBS (10 mM NaxPO4, 0.76% NaCl (if not stated
otherwise), pH 7.3). Pellets were then resuspended in a small
volume PBS and transferred to microscope slides. Bacteria and cell
debris were dried (46uC), stained with DAPI (0.5 mg/ml in PBS,
10 min), washed once with PBS, and embedded in mowiol [84]. Images were taken with a CCD camera (AxioCam HRc; Carl
Zeiss) connected to an epifluorescence microscope (Axioplan 2
imaging; Carl Zeiss). The percentage of DAPI-stained bacteria
containing red fluorescent CTC crystals was determined. At least
1500 bacteria per sample, 500 for each of three replicate wells on
the microscope slide, were counted. In addition, the efficiency of
DAPI staining, i.e. the percentage of bacteria observable in DIC
that could be detected by DAPI staining, was also assessed. For
that purpose, at least 450 bacteria per sample, including 150 per
replicate well, were considered. Data were collected for three
independent
experiments
(throughout
this
study,
the
term
‘‘independent experiments’’ refers to experiments conducted with
separate purifications of bacteria). Purification of P. amoebophila EBs and RBs PLOS Pathogens | www.plospathogens.org August 2013 | Volume 9 | Issue 8 | e1003553 Preparation of Host Cell Lysates CO2 production ppm=ml
½
~
CO2
½
Sample{
CO2
½
Blank1z CO2
½
Blank2
2
ð1Þ
APE13C~At%13CSample{
At%13CBlank1zAt%13CBlank2
2
ð2Þ CO2 production ppm=ml
½
~
CO2
½
Sample{
CO2
½
Blank1z CO2
½
Blank2
2
ð1Þ ð1Þ APE13C~At%13CSample{
At%13CBlank1zAt%13CBlank2
2
ð2Þ ð2Þ In these equations, [CO2] and At%13C represent the measured
values for CO2 (in ppm/ml) and At%13C for the sample and for
the two corresponding blank incubations (i.e. incubations of
bacteria-free media) of the respective experiment. Based on the
APE13C observed for incubations in media with differently labeled
D-glucose isotopologs the contributions of different metabolic
pathways to 13CO2 release were estimated using a script written in
Python 2.7.2. The working procedure of the calculation is depicted
in Fig. S4. Bacterial
13C incorporation (per mg DW) was
calculated for each sample by applying equation (3). 13C incorporation nmol13C
mg DW
~
Amt%C=100
ð
Þ APE13C
100
1=M13C
ð
Þ 106
ð3Þ ð3Þ In this equation, Amt%C indicates the measured proportional
amount of carbon in the sample and M13C the atomic mass of 13C
(13.00335). The APE13C is calculated from the measured At%13C
of the sample by subtracting the mean of the At%13C of the two
blank incubations of the respective experiment (i.e. bacteria
incubated in DGM-D) (as described in equation (2)). Sample Preparation for Metabolite Analysis For the analysis of metabolite extracts, a pre-incubated EB-
enriched fraction was mixed by vortexing and transferred to
1.5 ml tubes, so that each tube contained the same number of
cells. After centrifugation (10 6206 g, 10 min), bacteria were
resuspended in 1 ml of the respective incubation medium (DGM-
D or DGM-D-13C15N) and incubated for 48 h (27uC, 200 rpm). Bacteria that were heat-inactivated prior to incubation in DGM-
D-13C15N were included as control. For preparation of metab-
olite extracts, bacteria were centrifuged (20 8206 g, 5 min, 4uC)
and washed once with 1.5 ml cold PBS. Bacterial pellets were then
resuspended in 400 ml cold (220uC) methanol ($99.9%, CHRO-
MASOLV, Fluka), frozen in liquid nitrogen (1 min), and thawed
on ice, followed by two cycles consisting of vortexing (30 sec) and
5 min incubation on ice. After centrifugation (20 8206 g, 5 min,
4uC) extracts were transferred to pre-cooled 1.5 ml tubes and
pellets were extracted a second time with 400 ml of a cold (220uC)
1:1 mixture of methanol ($99.9%, CHROMASOLV) and water
(LC-MS Ultra CHROMASOLV, Fluka) by the same procedure as
described above. Both extracts were pooled and stored at 280uC
until analysis. As extraction blank, empty 1.5 ml tubes were
subjected to the same extraction procedure. Metabolite extracts
were obtained for three independent experiments each consisting
of two replicate incubations per incubation condition. Bacterial
numbers, which were assessed by quantification of bacterial
particles in an aliquot that was withdrawn from the bacterial
suspension during the pre-incubation, were highly similar between
replicate experiments, ranging from 2.66109 to 2.86109 bacteria
per incubation. Preparation of Host Cell Lysates Host cell lysates, that were included as negative control when
indicated, were prepared analogously to the first steps applied
during the purification of bacteria [43]. Briefly, uninfected August 2013 | Volume 9 | Issue 8 | e1003553 PLOS Pathogens | www.plospathogens.org 14 Metabolic Activity of Protochlamydia EBs resuspended in 1 ml of the respective incubation medium (DGM-
D, DGM-L, DGM-D-13C, DGM-D-1-13C, or DGM-D-6-13C),
and transferred to 15 ml glass vials that were subsequently closed
with gas impermeable butyl rubber stoppers (GMT) and incubated
for 48 h (27uC, 200 rpm). Prior to the incubation in DGM-L,
bacteria were washed twice in 1 ml of this medium. When
indicated, incubations of heat-inactivated bacteria or host cell
lysates in DGM-D-13C were included as control. After the 48 h
period, gas and biomass samples were collected and pre-processed
for IRMS analysis. For the CO2 measurements, defined volumes
(between 6.5 and 7.5 ml per sample) of the head-space of the
incubations, as well as of parallel incubations of bacteria-free
media (that served as blanks for the gas measurements), were
collected with a syringe, transferred to evacuated glass tubes
(exetainers, 12 ml, Labco), and brought to a volume of 15 ml with
N2 gas prior to IRMS analysis. For the biomass measurements,
incubated bacteria were collected by centrifugation (20 8206 g,
5 min, 4uC) and washed twice with 1 ml PBS. Prior to the wash
steps, bacteria incubated in DGM-D, which served as blank for
biomass measurements, were shortly washed in DGM-D-13C to
allow substrate adsorption to the surface of the bacteria. Bacterial
pellets were finally heat-inactivated (80uC, 10 min), dried for 6 h
in a speedvac (Concentrator 5301, Eppendorf) and subsequently
overnight at 60uC. Defined amounts of biomass (between 0.3 and
0.5 mg per sample) were transferred to tin capsules and subjected
to IRMS analysis. Prior to the processing of biomass for IRMS,
aliquots were withdrawn from bacterial suspensions for the
quantification of bacterial particles using a previously described
procedure [83]. Applied bacterial numbers were similar between
replicate experiments (between 3.96108 and 5.96109 or between
6.36108 and 1.06109 bacteria per incubation, for the first and
second experimental approach, respectively). The applied amount
of host cell lysate exceeded that of the bacterial biomass, based on
the size of the pellets. Samples for IRMS measurements were
obtained from three independent experiments each consisting of
two replicate incubations per condition. Preparation of Host Cell Lysates An exception was the
incubation in DGM-L, for which only two independent experi-
ments were conducted. resuspended in 1 ml of the respective incubation medium (DGM-
D, DGM-L, DGM-D-13C, DGM-D-1-13C, or DGM-D-6-13C),
and transferred to 15 ml glass vials that were subsequently closed
with gas impermeable butyl rubber stoppers (GMT) and incubated
for 48 h (27uC, 200 rpm). Prior to the incubation in DGM-L,
bacteria were washed twice in 1 ml of this medium. When
indicated, incubations of heat-inactivated bacteria or host cell
lysates in DGM-D-13C were included as control. After the 48 h
period, gas and biomass samples were collected and pre-processed
for IRMS analysis. For the CO2 measurements, defined volumes
(between 6.5 and 7.5 ml per sample) of the head-space of the
incubations, as well as of parallel incubations of bacteria-free
media (that served as blanks for the gas measurements), were
collected with a syringe, transferred to evacuated glass tubes
(exetainers, 12 ml, Labco), and brought to a volume of 15 ml with
N2 gas prior to IRMS analysis. For the biomass measurements,
incubated bacteria were collected by centrifugation (20 8206 g,
5 min, 4uC) and washed twice with 1 ml PBS. Prior to the wash
steps, bacteria incubated in DGM-D, which served as blank for
biomass measurements, were shortly washed in DGM-D-13C to
allow substrate adsorption to the surface of the bacteria. Bacterial
pellets were finally heat-inactivated (80uC, 10 min), dried for 6 h
in a speedvac (Concentrator 5301, Eppendorf) and subsequently
overnight at 60uC. Defined amounts of biomass (between 0.3 and
0.5 mg per sample) were transferred to tin capsules and subjected
to IRMS analysis. Prior to the processing of biomass for IRMS,
aliquots were withdrawn from bacterial suspensions for the
quantification of bacterial particles using a previously described
procedure [83]. Applied bacterial numbers were similar between
replicate experiments (between 3.96108 and 5.96109 or between
6.36108 and 1.06109 bacteria per incubation, for the first and
second experimental approach, respectively). The applied amount
of host cell lysate exceeded that of the bacterial biomass, based on
the size of the pellets. Samples for IRMS measurements were
obtained from three independent experiments each consisting of
two replicate incubations per condition. An exception was the
incubation in DGM-L, for which only two independent experi-
ments were conducted. Infectivity Assay (P. amoebophila) For the analysis of the effect of nutrient availability on
infectivity, P. amoebophila were purified from host cells using a
protocol without density gradient centrifugation in order to mimic
more closely the natural situation of bacterial dispersal in the
environment. Briefly, Acanthamoeba sp. UWC1 infected with P. amoebophila, as well as released bacteria in supernatants of
respective cultures, were harvested and washed, followed by
disruption of host cells, as described for the purification of EBs by
density gradient centrifugation [43]. After filtration (1.2 mm),
bacteria were collected by centrifugation (12 8006 g, 10 min),
washed once with 20 ml PBS, and then resuspended in a small
volume
of
PBS. A
small
aliquot
was
withdrawn
for
the
quantification of bacterial particles (see above). The bacterial
suspension was then transferred into 1.5 ml tubes for parallel host-
free incubations in different media, including a 0.6% NaCl
solution, PBS (containing 0.6% NaCl), DGM-D, DGM-L, and
DGM-DL. After centrifugation, bacteria were resuspended in the
respective media and incubated at 27uC (200 rpm) for 2, 48, 94, or
168 h before being added to amoebae that had been seeded into a
24-well plate (Nunc; 16105 cells per well) at a multiplicity of
infection (MOI) of 5. Amoebae and bacteria in each well were
mixed by pipetting, followed by 15 min incubation at 27uC,
centrifugation (1306g, 15 min, 23uC), and incubation at 27uC for
48 h. Amoebae were then transferred to microscope slides, fixed
with 4% formaldehyde (10 min, room temperature), and washed
with PAS. For the detection of bacteria by FISH, cells were
dehydrated by incubation in increasing concentrations of ethanol
(50%, 80% and 96%, 3 min incubation with each) and hybridized
with a combination of two Cy3-labeled probes, targeting different
positions at the 16S rRNA, to increase signal strength. Applied
probes (purchased from Thermo Fisher Scientific) included the
Chlamydiae-specific probe Chls-0523 [89] and the probe E25-454
(59-GGA TGT TAG CCA GCT CAT-39) that had been designed
to target P. amoebophila. Hybridization occurred at 46uC for 1.5 h
at a formamide concentration of 20%, using hybridization and
wash buffers described elsewhere [90]. Cells were embedded in
mowiol
and
images
were
taken as described
above. The
percentage of infected cells (containing at least six intracellular
bacteria) was determined taking into account a minimum of 600
cells per sample. Infectivity was expressed relative to the infectivity
observed for bacteria incubated for 2 h in DGM-D. Infectivity Assay (P. amoebophila) Data were
collected for at least three independent experiments, each
consisting of three parallel host-free incubations per incubation
medium and duration. UPLC-MS Measurements and Data Analysis UPLC-MS analysis of metabolite extracts was conducted on an
UHR QqToF instrument (maXis, Bruker Daltonics) hyphenated
to an ACQUITY UPLC (Waters). Prior to injection, extracts were
dried (SpeedVac Concentrator, Savant SPD 121P, Thermo Fisher
Scientific) and re-solved in solvent A (see below), using half of the
original
sample
volume. Separation
was
performed
on
a
ACQUITY UPLC BEH Amide column (15062.1 mm, 1.5 mm,
Waters) using a 3 min gradient from 10% to 90% solvent B,
followed by 2 min plateau on 90% B (solvent A: 80% acetonitrile,
20% water, 0.1% (v/v) ammonium hydroxide; solvent B: 70%
water, 30% acetonitrile, 0.1% (v/v) ammonium hydroxide). A
column equilibration time of 5 min was applied after each
analysis. The flow rate was optimized to 0.1 ml/min with a
column temperature of 45uC. ToF mass spectra were acquired in
negative ESI mode. Parameters were tuned for best resolution and
sensitivity in the mass range of about 100 to 400 Da. A quality
control consisting of an aliquot of all samples and a mixture of
different standard compounds (including raffinose, ribose, arabi-
nose, galactose, fructose, fucose, gentiobiose, erythrol, glucose,
pyruvate, and citrate) was used to monitor drifts in retention time
and mass accuracy. The acquired spectra were calibrated
internally against naturally abundant fatty acids (DataAnalysis ICR/FT-MS Measurements and Data Analysis ICR/FT-MS Measurements and Data Analysis ICR/FT-MS Measurements and Data Analysis Ultrahigh resolution mass spectra were acquired on a solariX
ICR/FT mass spectrometer (Bruker Daltonics) equipped with an
Apollo II electrospray source (Bruker Daltonics) and a 12 Tesla
super conducting magnet (Magnex Scientific). The mass spec-
trometer was tuned in order to obtain highest sensitivity for
metabolites in the m/z range of about 150 to 500 Da in broad
band detection mode with a time domain transient of 2
Megaword. The instrument was calibrated with a 1 ppm arginine
solution. A mass error below 100 ppb and a resolving power of
,300 000 at m/z 300 was achieved. Negative electrospray
ionization (ESI) mode was chosen due to favored ionization of
carbohydrates and their metabolic derivatives by proton loss or
chloride attachment [85]. Diluted extracts (1:100 in methanol
($99.9%, CHROMASOLV) were cooled (8uC) and injected
(2 ml/min flow rate) through a Gilson autosampler (sample
changer 223, Gilson). In total 600 scans were acquired for one
spectrum of each sample. The obtained spectra were internally
calibrated against naturally abundant fatty acids and analyzed in
DataAnalysis
4.0
SP2
(Bruker
Daltonics). Mass
lists
were
generated with a signal-to-noise ratio (S/N) of four, exported,
and combined to one data matrix by applying a 1 ppm window
[86]. Subsequently, mass lists were filtered very conservatively. Masses that were also detected in the extraction blanks were
excluded if their detected intensity in the samples did not exceed
ten times the detected intensity in the blank. Furthermore, for each
incubation condition, masses found in less than two out of the
three independent biological experiments were also excluded. Detected metabolites in extracts from DGM-D-incubated EBs
were annotated with MassTRIX (,1 ppm) [61]. For the detection
of 13C-labeled metabolites an application of mass difference-based
networks
[87]
was
developed
and
applied. Hereby,
mass
differences of peaks detected in samples from DGM-D- and
DGM-D-13C15N-incubated bacteria were compared by a poly-
nomial-time algorithm. Labeled metabolites were considered to be
present in extracts of DGM-D-13C15N-incubated EBs when
peaks
corresponding
to
the
exact
mass
of
the
unlabeled
metabolites were detected in the DGM-D-incubated controls
and observed mass shifts were consistent with the exchange of 12C
by 13C atoms. Metabolic Activity of Protochlamydia EBs Metabolic Activity of Protochlamydia EBs ICR/FT-MS Measurements and Data Analysis 4.0 SP2, Bruker Daltonics) and exported to MZmine 2.7 [88] for
data evaluation. Annotation of the m/z features in spectra from
DGM-D-incubated bacteria was carried out with MassTRIX
applying a maximal mass error of 0.005 Da [61]. Corresponding
masses of fully or partially labeled metabolites were calculated and
their presence in spectra of DGM-D-13C15N-incubated samples
was checked manually. Masses of putatively labeled metabolites
were taken in consideration if the retention time and peak shape
matched with the corresponding parameters of unlabeled metab-
olites detected in DGM-D-incubated EBs and the mass difference
between
putatively
labeled
and
unlabeled
metabolites
was
consistent with a shift corresponding to the exchange of 12C by
13C atoms. IRMS Measurements and Data Analysis Analysis of bacterial biomass for total carbon and C isotopes
(13C, 12C) was conducted using an elemental analyzer (EA 1110,
CE Instruments) interfaced via a ConFlo III device (Thermo
Finnigan)
to
a
continuous
flow
stable
isotope
ratio
mass
spectrometer (DeltaPLUS, Thermo Finnigan). A mixture of
proline and sucrose was used as standard, which was regularly
calibrated against international standards (IAEA) for
13C and
against atropine for total C content. Stable isotopes (13C, 12C) in
CO2 of gas samples were analyzed against CO2 reference gas by
an isotope ratio mass spectrometer (Delta Advantage V, Thermo
Fisher Scientific) coupled to a headspace gas sampler (GasBench
II, Thermo Fisher Scientific) with a GC-PAL autosampler (CTC
Analytics). CO2 reference gas was calibrated using ISO-TOP gas
standards with certified
13C concentrations (Air Liquide) and
counterchecked by elemental analysis coupled with IRMS of
international standards (IAEA). The averages of peak area and
At%13C of three consecutive injections of each sample were used
to calculate concentrations of CO2 and 13C, respectively. For
calibration of CO2 concentration, gas standards containing 495
and 1020 ppm were analyzed together with the samples. For gas
samples,
measures
for
bacterial
CO2
production
and
13C
enrichment in CO2 were calculated based on equations (1) and
(2), respectively. August 2013 | Volume 9 | Issue 8 | e1003553 PLOS Pathogens | www.plospathogens.org 15 Statistical Analysis Throughout the study values are given as means with standard
deviations. Unpaired two-sided student’s t-test and one-way
ANOVA were carried out using the software PASW statistics
17.0 (SPSS Inc.). Dunnett’s T3 test was chosen as post-hoc test for
ANOVA due to the fact that experimental data did frequently not
comply with the criteria of variance homogeneity. The following
notation of significance levels was used throughout the study: ***,
p#0.001; **, p#0.01; *, p#0.05. The multivariate modeling was
done in SIMCA-P 9 (Umetrics). PCA models were used for data
visualization and discovery of naturally occurring differences in the
metabolite pattern of living and heat-inactivated EBs and of EBs
incubated in different media. Mean centering in combination with
unit variance scaling was applied. Data were further analyzed with
PLS-DA to extract the most discriminative compounds charac-
terizing living EBs compared to heat-inactivated bacteria. A seven-
fold cross-validation, as well as a permutation test using 200
iterations, was conducted for model validation. Figure S4
Working scheme for the estimation of the
contributions of different metabolic pathways to 13CO2
release. In respect to the release of certain carbon atoms from D-
glucose as CO2, three major metabolic scenarios (A–C) were
distinguished, which are indicated in the gray box and will here be
termed ‘‘pathways’’ for simplicity. The pathway ratio was
calculated based on the APE13C in CO2 observed for incubations
in media with different labeled D-glucose isotopologs (blue box). Initially, these experimental values were used to calculate an
experimental APE13C ratio and the pathway ratio was set to 0:0:1
(A:B:C), assuming that all D-glucose is completely catabolized (red
box). Based on this pathway ratio a corresponding expected ratio
of APE13C for the differently labeled substrates was calculated,
assuming that pathways A, B, and C lead to a release of 1.83, 1,
and 6, respectively, carbons from D-[U-13C6]-glucose, 0, 1, and
1, respectively, carbons from D-[1-13C]-glucose, and 0, 0, and 1,
respectively, carbons from D-[6-13C]-glucose. The assumed
release of 1.83 carbon atoms per molecule D-[U-13C6]-glucose
by pathway A was based on the assumption that pyruvate, as
starting molecule for scenario A, is produced with equal Infectivity Assay (C. trachomatis) Thus, bacteria containing
reticulated material and a relaxed nucleoid were considered as
mature RBs (white arrows), bacteria containing only electron-
dense and electron-lucent material were considered as mature EBs
(black arrows), and intermediate morphologies were considered as
IBs (gray arrowheads). The bar indicates 1 mm. (TIF) Figure S2
Visualization of respiratory activity in P. amoebophila developmental stages and the effect of D-
glucose deprivation. Activity of P. amoebophila developmental
forms was assessed by application of CTC as indicator for
respiration. RB (A), intermediate (B), and EB (C) fractions of P. amoebophila were subjected to host-free incubation in DGM-D
containing 5 mM CTC either immediately after purification or
after a 40 h pre-incubation in DGM-D. A heat-inactivated EB
fraction (D) and a lysate of uninfected amoebae (E) were included
as controls. The effect of D-glucose deprivation on EB activity was
tested by replacement of DGM-D with DGM-L during pre-
incubation and incubation with CTC (F). Incubation with CTC
was followed by formaldehyde fixation and DNA staining with
DAPI. Fluorescence and corresponding DIC images are shown
(reduced CTC, red; DAPI, blue). The bar indicates 10 mm. (TIF) Figure S3
D-glucose uptake in host-free P. amoebophila
EBs revealed by IRMS. An EB-enriched fraction of P. amoebophila was pre-incubated for 40 h in DGM-D, followed by
48 h incubation in DGM-D or DGM-D-13C and subsequent
analysis of bacterial biomass by IRMS. Heat-inactivated bacteria
incubated in DGM-D-13C were included as control. The amount
of incorporated 13C (in nmol 13C/mg DW) in DGM-D-13C-
incubated bacteria was calculated by considering the 13C content
of DGM-D-incubated bacteria as blank. Diamonds indicate results
from individual replicates, bars display mean values. Results from
three independent experiments each consisting of two replicate
incubations per condition are shown. Bacterial numbers applied
per incubation
were similar between replicate experiments
(between 3.96109 and 5.96109 bacteria). The observed difference
in 13C incorporation between living and heat-inactivated bacteria
was statistically significant (t-test; ***, p#0.001). (TIF) Infectivity Assay (C. trachomatis) HeLa 229 cells infected with C. trachomatis were harvested at
40 h p.i (when significant host cell lysis was first observed), washed
with DPBS (Invitrogen), resuspended in SPG buffer [83], and August 2013 | Volume 9 | Issue 8 | e1003553 PLOS Pathogens | www.plospathogens.org 16 Metabolic Activity of Protochlamydia EBs disrupted by two rounds of freezing (dry ice/ethanol bath) and
thawing (37uC). After removal of host cell debris by centrifugation
(2506 g, 5 min, 4uC), the supernatant was filtered (1.2 mm). Bacteria were collected by centrifugation (15 5576 g, 10 min,
4uC) and resuspended in SPG buffer. The bacterial suspension was
then transferred into 1.5 ml tubes for parallel host-free incubations
in different media, including DPBS, DGM-D, DGM-L, DGM-
D6P, and DGM-DD6P. After centrifugation (12 8516g, 10 min,
4uC), bacteria were resuspended in the respective media and
incubated at 37uC (200 rpm) for 30 min, 2 h, 6 h, or 24 h before
being added to HeLa 229 cells that had been seeded into a 24-well
plate (Nunc; 76104 cells per well). Multi-well plates were
incubated at 37uC, 5% CO2 for 24 h. Cells were fixed with 4%
formaldehyde (1 h, room temperature) and washed with DPBS. For the detection of bacteria by immunostaining, cells were first
permeabilized in 0.2% Triton-X-100 in PBS for 15 min, followed
by incubation in blocking solution (2% BSA in PBS, 20 min), and
subsequent incubations with primary antibodies (raised against
recombinant P. amoebophila heat shock protein DnaK [91]) and
secondary antibodies (Cy3-labled, Dianova) diluted in blocking
solution (for 1 h each). HeLa 229 cells were counter-stained with
HCS CellMask Deep Red cytoplasmic stain (Life technologies;
10 mg/ml, 20 min) and DNA was stained with DAPI (0.5 mg/ml
in PBS, 10 min). Cells were embedded in Mowiol and images were
taken at a confocal laser scanning microscope (TCS SP8 X, Leica). The percentage of infected cells was determined taking into
account at least 300 cells per sample. Infectivity was expressed
relative to the infectivity observed for bacteria incubated for
30 min in DGM-D6P. Data were collected for three parallel host-
free incubations per incubation medium and duration. IB, 8% RB) and intermediate fractions represented a more
uniform mixture of all stages (38% EB, 35% IB, 27% RB). Bacteria were classified as RBs, EBs, and IBs based on their
characteristic morphological features. Supporting Information Figure S1
Transmission electron micrographs of puri-
fied P. amoebophila developmental stages. P. amoebophila
developmental forms were purified from amoebal host cells and
separated from each other by density gradient centrifugation,
using a previously established protocol [43]. TEM was carried out
as described in the respective study [43]. Micrographs of a highly
pure EB fraction (collected below 46% gastrografin), as well as of
an RB-enriched and an intermediate fraction (collected above
40% gastrografin or at the 40/46% interface, respectively), are
shown. A quantitative evaluation indicated a high enrichment of
the replicative stage in RB fractions (5% EB, 34% IB, 61% RB),
whereas EB fractions were highly enriched in EBs (76% EB, 16% August 2013 | Volume 9 | Issue 8 | e1003553 17 PLOS Pathogens | www.plospathogens.org Metabolic Activity of Protochlamydia EBs probability from glycolysis and PPP activity, the latter of which
already releases carbon 1 as CO2 and thus yields a lower amount
of pyruvate per molecule glucose. The calculated expected
APE13C ratio was then compared to the experimental APE13C
ratio. This was followed by stepwise adjustments of B and A until
the expected APE13C ratio coincided with the experimentally
observed ratio (yellow box). The finally obtained pathway ratio
represents an estimation of the contributions of the three
considered metabolic scenarios to 13CO2 release by host-free P. amoebophila EBs (green box). (TIF) Figure S7
Lack of infectivity restoration by addition of
D-glucose to starved P. amoebophila. P. amoebophila were
harvested from amoebal host cell cultures followed by host-free
incubation for the indicated periods of time in DGM-D or DGM-
L. Subsequently, bacteria incubated in DGM-L were supplement-
ed with D-glucose (83.2 mM final concentration). After an
additional
incubation
of
the
bacteria
for
15 min
(27uC,
200 rpm), amoebae were infected at a MOI of 4.3 and the
percentage of infected cells was assessed at 48 h p.i. after detection
of intracellular bacteria by FISH. The observed infectivity, relative
to that observed for 2 h incubation in DGM-D, is shown. Data
represent means and standard deviations of three independent
experiments, each consisting of three replicate host-free incuba-
tions. For each sample at least 600 cells were counted. Statistically
significant differences in infectivity observed between the incuba-
tion media at selected time points after start of host-free incubation
are indicated (t-test; ***, p#0.001; **, p#0.01). Acknowledgments The authors would like to thank David Berry, Martina Grill, Alexander
Galushko, Lena Ko¨nig, Michael Wagner, and Wolfgang Wanek from the
Department of Microbiology and Ecosystem Science (University of
Vienna), as well as Volker Egelhofer from the Department of Ecogenomics
and Systems Biology (University of Vienna), for excellent advice and
valuable discussions at various stages during this study. Waltraud Klepal
and the team of the Core Facility Cell Imaging and Ultrastructure
Research (University of Vienna) are gratefully acknowledged for advice
and assistance with electron microscopy. The authors thank Katharina
Herbst and Georg Ha¨cker from the Institute for Medical Microbiology and
Hygiene (University Hospital Freiburg) for kindly donating HeLa 229 cells
and C. trachomatis L2. Figure S6
PLS-DA analysis for the extraction of metab-
olites discriminative for living compared to heat-inacti-
vated EBs. ICR/FT-MS spectra were analyzed by PLS-DA to
extract the most discriminative compounds characterizing living
compared to inactivated EBs. The PLS-DA model included data
from DGM-D-incubated living and DGM-D-13C15N-incubated
inactivated EBs. The assignment of discriminative and non-
discriminative metabolites to KEGG pathways is displayed in
Fig. 4. Table
S2
Media for extracellular incubation of P.
amoebophila.
(DOCX) Table
S2
Media for extracellular incubation of P. amoebophila. (DOCX) Supporting Information (TIF) Figure S5
Comparison of ICR/FT-MS metabolite pro-
files
from
DGM-D-
and
DGM-D-13C15N-incubated
living and heat-inactivated EBs. In (A) representative ESI(-
)ICR/FT-MS spectra of DGM-D- and DGM-D-13C15N-incu-
bated living bacteria, as well as of DGM-D-13C15N-incubated
inactivated bacteria, are shown. Spectra illustrate the m/z range of
150–800. In addition, an enlarged view on the m/z range of 175–
190 (indicated in gray in the overview spectra), is displayed. A
comparison of spectra from living bacteria incubated in the two
different media revealed a shift of the D-glucose peak from m/z
,179 (12C-D-glucose) to m/z ,185 (13C-D-glucose), while the
remaining pattern was unaltered. The exchange of D-glucose and
L-phenylalanine in the incubation medium against their stable
isotope-labeled analogs thus did not profoundly change the
metabolite profile of P. amoebophila EBs. This visual impression,
as well as the effect of heat-inactivation, was further tested by
pairwise PCA comparisons of spectra from DGM-D- and DGM-
D-13C15N-incubated living bacteria (B), and of spectra from
DGM-D-1315N-incubated inactivated bacteria with those from
DGM-D-incubated living EBs (C) or DGM-D-13C15N-incubated
living EBs (D). Note that this analysis revealed a separation of
spectra from living and dead bacteria, whereas no separation
could be observed for samples from living bacteria incubated in
the two different media. (TIF) Author Contributions Conceived and designed the experiments: BSS AS CM PSK MH. Performed the experiments: BSS AS CM MW AW JM. Analyzed the data:
BSS AS CM DT PSK MH. Contributed reagents/materials/analysis tools:
AR. Wrote the paper: BSS AS CM PSK MH. References 1. Wright HR, Turner A, Taylor HR (2008) Trachoma. Lancet 371: 1945–1954. 2
B b
C d
B
b
B (2009) G
i l Chl
di
h
i i f
i
Cli 8. Amann R, Springer N, Schonhuber W, Ludwig W, Schmid EN, et al. (1997)
Obligate intracellular bacterial parasites of acanthamoebae related to Chlamydia
spp. Appl Environ Microbiol 63: 115–121. 2. Be´be´ar C, de Barbeyrac B (2009) Genital Chlamydia trachomatis infections. Clin
Microbiol Infect 15: 4–10. 2. Bebear C, de Barbeyrac B
Microbiol Infect 15: 4–10. 9. Corsaro D, Venditti D (2006) Diversity of the parachlamydiae in the
environment. Crit Rev Microbiol 32: 185–199. 3. Blasi F, Tarsia P, Aliberti S (2009) Chlamydophila pneumoniae. Clin Microbiol Infect
15: 29–35. 10. Haider S, Collingro A, Walochnik J, Wagner M, Horn M (2008) Chlamydia-like
bacteria in respiratory samples of community-acquired pneumonia patients. FEMS Microbiol Lett 281: 198–202. 4. Horn M (2008) Chlamydiae as symbionts in eukaryotes. Annu Rev Microbiol 62:
113–131. 5. Kuo CC, Horn M, Stephens RS (2011) The order Chlamydiales. In: Krieg NR,
Staley JT, Brown DR, Hedlund BP, Paster BJ, et al., editors. Bergey’s Manual of
Systematic Bacteriology - The Bacteroidetes, Spirochaetes, Tenericutes (Mollicutes),
Acidobacteria, Fibrobacteres, Fusobacteria, Dictyoglomi, Gemmatimonadetes, Lentisphaerae,
Verrucomicrobia, Chlamydiae, and Planctomycetes. New York: Springer. pp. 844–845. 11. Greub G (2009) Parachlamydia acanthamoebae, an emerging agent of pneumonia. Clin Microbiol Infect 15: 18–28. 12. Stephens RS, Kalman S, Lammel C, Fan J, Marathe R, et al. (1998) Genome
sequence of an obligate intracellular pathogen of humans: Chlamydia trachomatis. Science 282: 754–759. 6. Corsaro D, Greub G (2006) Pathogenic potential of novel chlamydiae and
diagnostic approaches to infections due to these obligate intracellular bacteria. Clin Microbiol Rev 19: 283–297. 13. Kalman S, Mitchell W, Marathe R, Lammel C, Fan J, et al. (1999)
Comparative genomes of Chlamydia pneumoniae and C. trachomatis. Nat Genet
21: 385–389. 7. Collingro A, Toenshoff ER, Taylor MW, Fritsche TR, Wagner M, et al. (2005)
‘Candidatus Protochlamydia amoebophila’, an endosymbiont of Acanthamoeba spp. Int J Syst Evol Microbiol 55: 1863–1866. 7. Collingro A, Toenshoff ER, Taylor MW, Fritsche TR, Wagner M, et al. (2005)
‘Candidatus Protochlamydia amoebophila’, an endosymbiont of Acanthamoeba spp. Int J Syst Evol Microbiol 55: 1863–1866. 14. Horn M, Collingro A, Schmitz-Esser S, Beier CL, Purkhold U, et al. (2004)
Illuminating the evolutionary history of chlamydiae. Science 304: 728–730. Table S1
Non-annotated
13C-labeled metabolites de-
tected by ICR/FT-MS in DGM-D-13C15N-incubated
EBs. Table S1
Non-annotated
13C-labeled metabolites de-
tected by ICR/FT-MS in DGM-D-13C15N-incubated
EBs. (DOCX) 3. Blasi F, Tarsia P, Aliberti S (2009) Chlamydophila pneumoniae. Clin Microbiol Infect
15: 29–35. Metabolic Activity of Protochlamydia EBs Matsumoto A (1988) Structural characteristics of chlamydial bodies. In: Barron
AL, editor. Microbiology of Chlamydia. Boca Raton, FL: CRC Press. pp. 21–45. 53. Sun HJ, Saccomanno V, Hedlund B, McKay CP (2009) Stereo-specific glucose
consumption may be used to distinguish between chemical and biological
reactivity on Mars: a preliminary test on Earth. Astrobiology 9: 443–446. 23. Abdelrahman YM, Belland RJ (2005) The chlamydial developmental cycle. FEMS Microbiol Rev 29: 949–959. 24. Hatch TP (1999) Developmental Biology. In: Stephens RS, editor. Chlamydia. Washington DC: American Society for Microbiology. pp. 29–67. y
p
y
gy
54. Warmflash D, Chu H, Siefert J, Fox GE (2009) Life detection using glucose and
tetrasaccharide enantiomer pairs. Astrobiology 9: 297–303. 54. Warmflash D, Chu H, Siefert J, Fox GE (2009) Life detection tetrasaccharide enantiomer pairs. Astrobiology 9: 297–303. 25. Hackstadt T, Todd WJ, Caldwell HD (1985) Disulfide-mediated interactions of
the chlamydial major outer membrane protein: role in the differentiation of
chlamydiae? J Bacteriol 161: 25–31. 55. Yoshioka K, Takahashi H, Homma T, Saito M, Oh KB, et al. (1996) A novel
fluorescent derivative of glucose applicable to the assessment of glucose uptake
activity of Escherichia coli. Biochim Biophys Acta 1289: 5–9. 26. Hatch T (1996) Disulfide cross-linked envelope proteins: the functional
equivalent of peptidoglycan in chlamydiae? J Bacteriol 178: 1–5. y
p y
56. Muccio Z, Jackson GP (2009) Isotope ratio mass spectrometry. Analyst 134:
213–222. 27. Bavoil P, Ohlin A, Schachter J (1984) Role of disulfide bonding in outer
membrane structure and permeability in Chlamydia trachomatis. Infect Immun 44:
479–485. 57. Moseley HN (2010) Correcting for the effects of natural abundance in stable
isotope resolved metabolomics experiments involving ultra-high resolution mass
spectrometry. BMC Bioinformatics 11: 139. 28. Peeling RW, Peeling J, Brunham RC (1989) High-resolution
31P nuclear
magnetic resonance study of Chlamydia trachomatis: induction of ATPase activity
in elementary bodies. Infect Immun 57: 3338–3344. 58. Ohta D, Kanaya S, Suzuki H (2010) Application of Fourier-transform ion
cyclotron resonance mass spectrometry to metabolic profiling and metabolite
identification. Curr Opin Biotechnol 21: 35–44. 29. Hackstadt T, Baehr W, Ying Y (1991) Chlamydia trachomatis developmentally
regulated protein is homologous to eukaryotic histone H1. Proc Natl Acad
Sci U S A 88: 3937–3941. 59. Dunn WB (2008) Current trends and future requirements for the mass
spectrometric investigation of microbial, mammalian and plant metabolomes. Phys Biol 5: 011001. 30. Metabolic Activity of Protochlamydia EBs Barry CE, Hayes SF, Hackstadt T (1992) Nucleoid condensation in Escherichia
coli that express a chlamydial histone homolog. Science 256: 377–379. 60. Lei Z, Huhman DV, Sumner LW (2011) Mass spectrometry strategies in
metabolomics. J Biol Chem 286: 25435–25442. 31. Perara E, Ganem D, Engel JN (1992) A developmentally regulated chlamydial
gene with apparent homology to eukaryotic histone H1. Proc Natl Acad Sci U S A
89: 2125–2129. 61. Suhre K, Schmitt-Kopplin P (2008) MassTRIX: mass translator into pathways. Nucleic Acids Res 36: W481–484. 62. Tamura A, Higashi N (1963) Purification and chemical composition of
meningopneumonitis virus. Virology 20: 596–604. 32. Christiansen G, Pedersen LB, Koehler JE, Lundemose AG, Birkelund S (1993)
Interaction between the Chlamydia trachomatis histone H1-like protein (Hc1) and
DNA. J Bacteriol 175: 1785–1795. 63. Kahane S, Kimmel N, Friedman MG (2002) The growth cycle of Simkania
negevensis. Microbiology 148: 735–742. 33. Barry CE, 3rd, Brickman TJ, Hackstadt T (1993) Hc1-mediated effects on DNA
structure: a potential regulator of chlamydial development. Mol Microbiol 9:
273–283. 64. Nelson DE (2012) The chlamydial cell envelope. In: Ming T, Bavoil PM, editors. Intracellular pathogens I: Chlamydiales. Washington, DC: ASM Press. pp. 74–
96. 34. Pedersen LB, Birkelund S, Christiansen G (1996) Purification of recombinant
Chlamydia trachomatis histone H1-like protein Hc2, and comparative functional
analysis of Hc2 and Hc1. Mol Microbiol 20: 295–311. 65. Vender J, Moulder JW (1967) Initial step in catabolism of glucose by the
meningopneumonitis agent. J Bacteriol 94: 867–869. 66. Weiss E (1967) Transaminase activity and other enzymatic reactions involving
pyruvate and glutamate in Chlamydia (psittacosis-trachoma group). J Bacteriol 93:
177–184. 35. Tamura A, Matsumoto A, Higashi N (1967) Purification and chemical
composition of reticulate bodies of the meningopneumonitis organisms. J Bacteriol 93: 2003–2008. 67. Weiss E, Neptune EM, Jr., Gaugler RW (1968) Influence of gas environment on
catabolic activities and on reoxidation of reduced nicotinamide adenine
dinucleotide phosphate in Chlamydia. J Bacteriol 96: 1567–1573. 36. Vandahl BB, Birkelund S, Demol H, Hoorelbeke B, Christiansen G, et al. (2001)
Proteome analysis of the Chlamydia pneumoniae elementary body. Electrophoresis
22: 1204–1223. 68. Hatch TP, Al-Hossainy E, Silverman JA (1982) Adenine nucleotide and lysine
transport in Chlamydia psittaci. J Bacteriol 150: 662–670. 37. Shaw AC, Gevaert K, Demol H, Hoorelbeke B, Vandekerckhove J, et al. (2002)
Comparative proteome analysis of Chlamydia trachomatis serovar A, D and L2. Proteomics 2: 164–186. p
y
69. Hatch TP (1988) Metabolism of Chlamydia. Metabolic Activity of Protochlamydia EBs Metabolic Activity of Protochlamydia EBs 15. Dean D, Myers GS, Read TD (2006) Lessons and challenges arising from the
‘first wave’ of Chlamydia genome sequencing. In: Bavoil PM, Wyrick PB, editors. Chlamydia - genomics and pathogenesis. Norfolk: Horizon Bioscience. pp. 1–24. 46. Rodriguez GG, Phipps D, Ishiguro K, Ridgway HF (1992) Use of a fluorescent
redox probe for direct visualization of actively respiring bacteria. Appl Environ
Microbiol 58: 1801–1808. 47. Creach V, Baudoux AC, Bertru G, Rouzic BL (2003) Direct estimate of active
bacteria: CTC use and limitations. J Microbiol Methods 52: 19–28. 16. Greub G, Kebbi-Beghdadi C, Bertelli C, Collyn F, Riederer BM, et al. (2009)
High throughput sequencing and proteomics to identify immunogenic proteins
of a new pathogen: the dirty genome approach. PLoS One 4: e8423. 48. Cook KL, Garland JL (1997) The relationship between electron transport
activity as measured by CTC reduction and CO2 production in mixed microbial
communities. Microb Ecol 34: 237–247. of a new pathogen: the dirty genome approach. PLoS One 4: e8 17. Bertelli C, Collyn F, Croxatto A, Ruckert C, Polkinghorne A, et al. (2010) The
Waddlia genome: a window into chlamydial biology. PLoS One 5: e10890. 49. Smith JJ, McFeters GA (1997) Mechanisms of INT (2-(4-iodophenyl)-3-(4-
nitrophenyl)-5-phenyl tetrazolium chloride), and CTC (5-cyano-2,3-ditolyl
tetrazolium chloride) reduction in Escherichia coli K-12. J Microbiol Methods
29: 161–175. 18. Collingro A, Tischler P, Weinmaier T, Penz T, Heinz E, et al. (2011) Unity in
variety - the pan-genome of the Chlamydiae. Mol Biol Evol 28: 3253–3270. 19. Horn M, Collingro A, Schmitz-Esser S, Wagner M (2006) Environmental
chlamydia genomics. In: Bavoil PM, Wyrick PB, editors. Chlamydia: genomics
and pathogenesis. Norfolk, UK: Horizon Bioscience. pp. 25–44. 50. Smith EM (1998) Coherence of microbial respiration rate and cell-specific
bacterial activity in a coastal planktonic community. Aquat Microb Ecol 16: 27–
35. p
g
pp
20. Iliffe-Lee ER, McClarty G (1999) Glucose metabolism in Chlamydia trachomatis:
the ‘energy parasite’ hypothesis revisited. Mol Microbiol 33: 177–187. 51. Hatch TP, Miceli M, Silverman JA (1985) Synthesis of protein in host-free
reticulate bodies of Chlamydia psittaci and Chlamydia trachomatis. J Bacteriol 162:
938–942. 21. McClarty G (1999) Chlamydial metabolism as inferred from the complete
genome sequence. In: Stephens RS, editor. Chlamydia. Washington DC:
American Society for Microbiology. pp. 69–100. 52. Rudney H (1940) The utilization of L-glucose by mammalian tissues and
bacteria. Science 92: 112–113. y
gy pp
22. References August 2013 | Volume 9 | Issue 8 | e1003553 PLOS Pathogens | www.plospathogens.org 18 Metabolic Activity of Protochlamydia EBs In: Barron AL, editor. Microbiology
of Chlamydia. Boca Raton, Florida: CRC Press. pp. 97–109. 38. Skipp P, Robinson J, O’Connor CD, Clarke IN (2005) Shotgun proteomic
analysis of Chlamydia trachomatis. Proteomics 5: 1558–1573. 70. Plaunt MR, Hatch TP (1988) Protein synthesis early in the developmental cycle
of Chlamydia psittaci. Infect Immun 56: 3021–3025. 39. Saka HA, Thompson JW, Chen YS, Kumar Y, Dubois LG, et al. (2011)
Quantitative proteomics reveals metabolic and pathogenic properties of
Chlamydia trachomatis developmental forms. Mol Microbiol 82: 1185–1203. 71. Grieshaber NA, Fischer ER, Mead DJ, Dooley CA, Hackstadt T (2004)
Chlamydial histone-DNA interactions are disrupted by a metabolite in the
methylerythritol phosphate pathway of isoprenoid biosynthesis. Proc Natl Acad
Sci U S A 101: 7451–7456. 40. Sixt BS, Heinz C, Pichler P, Heinz E, Montanaro J, et al. (2011) Proteomic
analysis reveals a virtually complete set of proteins for translation and energy
generation in elementary bodies of the amoeba symbiont Protochlamydia
amoebophila. Proteomics 11: 1868–1892. 72. Sarov I, Becker Y (1971) Deoxyribonucleic acid-dependent ribonucleic acid
polymerase activity in purified trachoma elementary bodies - effect of sodium
chloride on ribonucleic acid transcription. J Bacteriol 107: 593–598. 41. Byers TJ, Akins RA, Maynard BJ, Lefken RA, Martin SM (1980) Rapid growth
of Acanthamoeba in defined media; induction of encystment by glucose-acetate
starvation. J Protozool 27: 216–219. 73. Weiss E (1965) Adenosine triphosphate and other requirements for the
utilization of glucose by agents of the psittacosis-trachoma group. J Bacteriol
90: 243–253. 42. Schuster FL (2002) Cultivation of pathogenic and opportunistic free-living
amebas. Clin Microbiol Rev 15: 342–354. 74. Ormsbee RA, Weiss E (1963) Trachoma agent: glucose utilization by purified
suspensions. Science 142: 1077–1078. 43. Haider S, Wagner M, Schmid MC, Sixt BS, Christian JG, et al. (2010) Raman
microspectroscopy reveals long-term extracellular activity of chlamydiae. Mol
Microbiol 77: 687–700. p
75. Weiss E, Myers WF, Dressler HR, Chun-Hoon H (1964) Glucose metabolism by
agents of the psittacosis-trachoma group. Virology 22: 551–562. 76. Colo´n JI (1960) Enzymes for formation of citrovorum factor in members of the
psittacosis group of microorganisms. J Bacteriol 79: 741–746. 76. Colo´n JI (1960) Enzymes for formation of citrovorum factor in 44. Omsland A, Sager J, Nair V, Sturdevant DE, Hackstadt T (2012)
Developmental stage-specific metabolic and transcriptional activity of Chlamydia
trachomatis in an axenic medium. Proc Natl Acad Sci U S A 109: 19781–19785. 45. Metabolic Activity of Protochlamydia EBs 79. Weiss E, Wilson NN (1969) Role of exogenous adenosine triphosphate in
catabolic and synthetic activities of Chlamydia psittaci. J Bacteriol 97: 719–724. 86. Marianna L, Fekete A, Frommberger M, Schmitt-Kopplin P (2011) Metabo-
lomics: High-resolution tools offer to follow bacterial growth on a molecular
level. In: de Bruijn FJ, editor. Handbook of Molecular Microbial Ecology I:
Metagenomics and Complementary Approaches. Hoboken, NJ, , USA: John
Wiley & Sons, Inc. 80. Schwo¨ppe C, Winkler HH, Neuhaus HE (2002) Properties of the glucose-6-
phosphate transporter from Chlamydia pneumoniae (HPTcp) and the glucose-6-
phosphate sensor from Escherichia coli (UhpC). J Bacteriol 184: 2108–2115. 87. Tziotis D, Hertkorn N, Schmitt-Kopplin P (2011) Kendrick-analogous network
visualisation of ion cyclotron resonance Fourier transform mass spectra:
improved options for the assignment of elemental compositions and the
classification of organic molecular complexity. Eur J Mass Spectrom (Chichester,
Eng) 17: 415–421. 81. Li J, Ward KM, Zhang D, Dayanandam E, Denittis AS, et al. (2012) A bioactive
probe of the oxidative pentose phosphate cycle: Novel strategy to reverse
radioresistance in glucose deprived human colon cancer cells. Toxicol In Vitro
27: 367–377. 82. Coulon C, Eterpi M, Greub G, Collignon A, McDonnell G, et al. (2012)
Amoebal host range, host-free survival and disinfection susceptibility of
environmental chlamydiae as compared to Chlamydia trachomatis. FEMS Immunol
Med Microbiol 64: 364–373. 88. Pluskal T, Castillo S, Villar-Briones A, Oresic M (2010) MZmine 2: modular
framework for processing, visualizing, and analyzing mass spectrometry-based
molecular profile data. BMC Bioinformatics 11: 395. 89. Poppert S, Essig A, Marre R, Wagner M, Horn M (2002) Detection and
differentiation of Chlamydiae by fluorescence in situ hybridization. Appl Environ
Microbiol 68: 4081–4089. 83. Sixt BS, Hiess B, Ko¨nig L, Horn M (2012) Lack of effective anti-apoptotic
activities restricts growth of Parachlamydiaceae in insect cells. PloS one 7: e29565. 84. Heinz E, Rockey DD, Montanaro J, Aistleitner K, Wagner M, et al. (2010)
Inclusion membrane proteins of Protochlamydia amoebophila UWE25 reveal a
conserved mechanism for host cell interaction among the Chlamydiae. J Bacteriol
192: 5093–5102. 90. Daims H, Stoecker K, Wagner M (2005) Fluorescence in situ hybridization for
the detection of prokaryotes. In: Osborn AM, Smith CJ, editors. Advanced
Methods in Molecular Microbial Ecology. Abingdon, UK: Bios-Garland. pp. 213–239. 85. Boutegrabet L, Kanawati B, Gebefugi I, Peyron D, Cayot P, et al. Metabolic Activity of Protochlamydia EBs Friis RR (1972) Interaction of L cells and Chlamydia psittaci: entry of the parasite
and host responses to its development. J Bacteriol 110: 706–721. 44. Omsland A, Sager J, Nair V, Sturdevant DE, Hackstadt T (2012)
Developmental stage-specific metabolic and transcriptional activity of Chlamydia
trachomatis in an axenic medium. Proc Natl Acad Sci U S A 109: 19781–19785. psittacosis group of microorganisms. J Bacteriol 79: 741–746. 77. Colo´n JI (1962) The role of folic acid in the metabolism of members of the
psittacosis group of microorganisms. Ann N Y Acad Sci 98: 234–249. 45. Friis RR (1972) Interaction of L cells and Chlamydia psittaci: entry of the parasite
and host responses to its development. J Bacteriol 110: 706–721. 78. Gaugler RW, Neptune EM, Adams GM, Sallee TL, Weiss E, et al. (1969) Lipid
synthesis by isolated Chlamydia psittaci. J Bacteriol 100: 823–826. August 2013 | Volume 9 | Issue 8 | e1003553 August 2013 | Volume 9 | Issue 8 | e1003553 PLOS Pathogens | www.plospathogens.org 19 Metabolic Activity of Protochlamydia EBs Metabolic Activity of Protochlamydia EBs (2012)
Attachment of chloride anion to sugars: mechanistic investigation and discovery
of a new dopant for efficient sugar ionization/detection in mass spectrometers. Chemistry 18: 13059–13067. 91. Aistleitner K, Heinz C, Ho¨rmann A, Heinz E, Montanaro J, et al. (2013)
Identification and characterization of a novel porin family highlights a major
difference in the outer membrane of chlamydial symbionts and pathogens. PLoS
One 8: e55010. August 2013 | Volume 9 | Issue 8 | e1003553 PLOS Pathogens | www.plospathogens.org 20 PLOS Pathogens | www.plospathogens.org
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Construindo saberes sobre desenvolvimento rural sustentável e agroecologia: uma experiência com extensão universitária
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Building knowledge on sustainable rural development and agroecology: an experience
with university extension Abstract: This article aims to share an experience with university extension on the construction of knowledge
to promote sustainable rural development from agroecology in the municipality of the São Thomé das Letras
- MG. Ten meetings and twelve community activities were held in twenty months. Initially a participatory
diagnosis was carried out and all the actions were constructed collectively considering the demands of the
community. During the course of the project, there were some limitations mainly related to lack of funding
and participation in meetings. As potentialities, the various possibilities of the social actors involved in learning,
discussing and teaching about sustainable rural development and agroecology are highlighted. This experience
was marked by dialogue and exchange of knowledge, seeking to overcome the idea of transmitting knowledge
from university to society. Keywords: University Extension. Sustainable rural development. Agroecology. Construindo saberes sobre desenvolvimento rural
sustentável e agroecologia: uma experiência com
extensão universitária
André Wagner Barata Silva1, Viviane Santos Pereira2, Luiz Antônio Augusto Gomes3,4 André Wagner Barata Silva1, Viviane Santos Pereira2, Luiz Antônio Augusto Gomes3, Resumo: Este artigo tem como objetivo compartilhar uma experiência com extensão universitária sobre a
construção de saberes, para a promoção do desenvolvimento rural sustentável, a partir da agroecologia no
município São Thomé das Letras - MG. Foram realizadas dez reuniões e doze atividades com a comunidade
em vinte meses. Inicialmente foi realizado um diagnóstico participativo, e todas as ações foram construídas de
forma coletiva, considerando-se as demandas da comunidade. Observaram-se, no decorrer do projeto, algumas
limitações, principalmente, relacionadas à falta de financiamento e à participação às reuniões. Como
potencialidades, ressaltam-se as diversas possibilidades dos atores sociais envolvidos em aprender, dialogar e
ensinar sobre o desenvolvimento rural sustentável e agroecologia. Essa experiência foi marcada pelo diálogo e
troca de saberes, ao buscar superar a ideia de transmissão de conhecimentos da universidade para a sociedade. Palavras-chave: Extensão universitária. Desenvolvimento rural sustentável. Agroecologia. Área Temática: Agroecologia. Meio Ambiente. Construindo saberes sobre desenvolvimento rural
sustentável e agroecologia: uma experiência com
extensão universitária
André Wagner Barata Silva1, Viviane Santos Pereira2, Luiz Antônio Augusto Gomes3,4 Construindo saberes sobre desenvolvimento rural
sustentável e agroecologia: uma experiência com
extensão universitária
André Wagner Barata Silva1, Viviane Santos Pereira2, Luiz Antônio Augusto Gomes3,4 Professora da Universidade Federal de Lavras. Coordenadora do projeto de extensão. End.: Departamento de Adm
de Lavras. Caixa postal 37. Lavras/MG. CEP 37200-000. Tel.(35)3829-1459. E-mail: vivianepereira@ufla.br 1 Doutorando no Programa Pós-Graduação em Agronomia/Fitotecnia da Universidade Federal de Lavras. g
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4 Professor na Universidade Federal de Uberlândia - Campus Patos de Minas/MG. de Lavras. Caixa postal 37. Lavras/MG. CEP 37200-000. Tel.(35)3829-1459. E-mail: vivianepereira@ufla.br
3 Professor no Programa Pós-Graduação em Agronomia/Fitotecnia da Universidade Federal de Lavras.
4 P
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/MG 1 Doutorando no Programa Pós-Graduação em Agronomia/Fitotecnia da Universidade Federal de Lavras.
2 Professora da Universidade Federal de Lavras. Coordenadora do projeto de extensão. End.: Departamento de A g
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2 Professora da Universidade Federal de Lavras. Coordenadora do projeto de extensão. End.: Departamento de Administração e Economia da Universidade Federal
de Lavras. Caixa postal 37. Lavras/MG. CEP 37200-000. Tel.(35)3829-1459. E-mail: vivianepereira@ufla.br
3 Professor no Programa Pós-Graduação em Agronomia/Fitotecnia da Universidade Federal de Lavras.
4 P
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d Mi
/MG 1 Doutorando no Programa Pós-Graduação em Agronomia/Fitotecnia da Universidade Federal de Lavras.
2 Professora da Universidade Federal de Lavras. Coordenadora do projeto de extensão. End.: Departamento de Administração e Economia da Universidade Federal
de Lavras. Caixa postal 37. Lavras/MG. CEP 37200-000. Tel.(35)3829-1459. E-mail: vivianepereira@ufla.br
3 Professor no Programa Pós-Graduação em Agronomia/Fitotecnia da Universidade Federal de Lavras.
4 Professor na Universidade Federal de Uberlândia - Campus Patos de Minas/MG. Revista ELO - Diálogos em Extensão
Volume 08, número 01 - junho de 2019 1 Doutorando no Programa Pós-Graduação em Agronomia/Fitotecnia da Universidade Federal de Lavras. 3 Professor no Programa Pós-Graduação em Agronomia/Fitotecnia da Universidade
4 Professor na Universidade Federal de Uberlândia - Campus Patos de Minas/MG. Introdução Em decorrência do atual modelo econômico, causador de desequilíbrios ambientais, a sociedade
vem passando por mudanças substanciais, pois o atual modelo de crescimento econômico tem gerado
enormes desequilíbrios ao meio ambiente. Os avanços obtidos pela sociedade atual são tão visíveis
quanto os prejuízos que os modelos convencionais de desenvolvimento rural e urbano provocaram. A noção de desenvolvimento, historicamente relacionada ao crescimento econômico, vai além do
domínio da economia, à medida que incorpora aspectos sociais, ambientais, culturais e políticos,
sustentando-se em novas visões pela busca de soluções para enfrentar os problemas socioambientais. Isso representa uma mudança, no paradigma dominante sobre os caminhos para o desenvolvimento,
reconhecendo a incompletude e a insuficiência dos modelos econômicos e sociais que têm servido de
apoio e orientação aos processos de desenvolvimento. Nota-se que as estratégias convencionais de desenvolvimento são insuficientes para minimizar as
crescentes condições de desigualdade, exclusão social e degradação do meio ambiente. Estudos e
contribuições, decorrentes das novas visões sobre o processo de desenvolvimento, passaram a incorporar,
de forma cada vez mais evidente, a problemática da sustentabilidade (CAPORAL E COSTABEBER,
2004). A procura por uma sustentabilidade, no desenvolvimento rural, implica reconhecer a existência
de saberes construídos, mediante uma lógica indutiva, que vai sendo estabelecida na história dos
grupos sociais. Para Moreira e Carmo (2004), a sustentabilidade e a estratégia de desenvolvimento
rural devem ser definidas a partir da participação e da identidade etnoecossistêmica de cada localidade
a ser considerada. Nesse sentido, a integração de diferentes conhecimentos científicos, em diálogo com outras formas
de conhecimento, tem ganhado cada vez mais espaço, para a construção de um processo de
desenvolvimento rural sustentável, embasando-se na agroecologia que tem oferecido princípios, bases
técnicas e metodológicas que visam apoiar essa transição. Tendo o entendimento da agroecologia,
enquanto campo de estudos de caráter multidisciplinar, tomaram-se, como base conceitual, os trabalhos
de Caporal e Costabeber (2004), Altieri (2002), Casado, Molina e Guzmán (2000) e Gliesman (2000). Casado, Molina e Guzmán (2000) afirmam que a agroecologia é um enfoque científico que reúne
vários campos de conhecimento, incorporando reflexões teóricas e avanços científicos de distintas
disciplinas. Conforme Gliessman (2000), a agroecologia é entendida como aplicação de princípios e
conceitos no manejo e desenho de agroecossistemas sustentáveis. Já Altieri (2002) declara que a
agroecologia é uma ciência que fornece os princípios ecológicos básicos, para estudar, desenhar e
manejar agroecossistemas produtivos, que conservem recursos naturais, que sejam culturalmente
apropriados, socialmente justos e economicamente viáveis. Construyendo conocimientos sobre desarrollo rural sostenible y agroecología: una
experiencia con extensión universitaria Resumen: Este artículo tiene como objetivo compartir una experiencia con extensión universitaria
sobre construcción de saberes para promover el desarrollo rural sostenible a partir de la agroecología
en el municipio São Thomé das Letras - MG. Se realizaron diez reuniones y doce actividades con la 15 Revista ELO - Diálogos em Extensão
Volume 08, número 01 - junho de 2019 Revista ELO - Diálogos em Extensão
Volume 08, número 01 - junho de 2019 Silva, A.W.B. et al. comunidad en veinte meses. Inicialmente se realizó un diagnóstico participativo y todas las acciones
fueron construidas de forma colectiva considerando las demandas de la comunidad. En el transcurso
del proyecto se observaron algunas limitaciones principalmente relacionadas con la falta de
financiamiento y la participación en las reuniones. Como potencialidades, se resaltan las diversas
posibilidades de los actores sociales involucrados de aprender, dialogar y enseñar sobre desarrollo
rural sostenible y agroecología. Esta experiencia fue marcada por el diálogo y el intercambio de saberes,
buscando superar la idea de transmisión de conocimientos de la universidad a la sociedad. Palabras clave: Extensión universitaria. Desarrollo rural sostenible. Agroecología. 16
Revista ELO - Diálogos em Extensão
Volume 08, número 01 - junho de 2019 Objetivos O projeto de extensão, aqui apresentado, teve como objetivo estimular a construção de saberes,
para a promoção do desenvolvimento rural sustentável, a partir da agroecologia no município de São
Thomé das Letras/MG, por meio da promoção de espaços de diálogo e aprendizagem. [...] a agroecologia se nutre de outros campos de conhecimento e de outras disciplinas
científicas, assim como de saberes, conhecimentos e experiências dos próprios agricultores,
o que permite o estabelecimento de marcos conceituais, metodológicos e estratégicos [...]
(CAPORAL e COSTABEBER, 2004 p. 108). [...] a agroecologia se nutre de outros campos de conhecimento e de outras disciplinas
científicas, assim como de saberes, conhecimentos e experiências dos próprios agricultores,
o que permite o estabelecimento de marcos conceituais, metodológicos e estratégicos [...]
(CAPORAL e COSTABEBER, 2004 p. 108). [...] a agroecologia se nutre de outros campos de conhecimento e de outras disciplinas
científicas, assim como de saberes, conhecimentos e experiências dos próprios agricultores,
o que permite o estabelecimento de marcos conceituais, metodológicos e estratégicos [...]
(CAPORAL e COSTABEBER, 2004 p. 108). Sob esta ótica, a integração de diferentes conhecimentos científicos, em diálogo com o conhecimento
tradicional e saber local, tem ganhado cada vez mais espaço, para a construção de um processo de
desenvolvimento rural sustentável, sendo a interação entre a universidade e a sociedade, por meio da
extensão universitária, um importante caminho para alcançar esse objetivo. De acordo com o FORPROEX (2012), ao longo do tempo, a Extensão Universitária tornou-se
instrumento de inter-relação da Universidade com a sociedade, de oxigenação da própria Universidade,
de democratização do conhecimento acadêmico, assim como de (re) produção desse conhecimento
por meio da troca de saberes com as comunidades. A Extensão Universitária denota uma postura da
Universidade, na sociedade em que se insere, entendida como um processo interdisciplinar, educativo,
cultural, científico e político, por meio do qual se promove uma interação transformadora. Para que
essa interação seja dialógica, faz-se necessária a aplicação de metodologias que estimulem a participação
e a democratização do conhecimento, destacando a contribuição de atores não universitários em sua
produção e multiplicação. Por isso, a extensão deve ser um processo educativo que considera a comunicação, a cultura, a
visão de mundo e a realidade local, a fim de problematizar questões, ao estabelecer diálogos entre o
conhecimento científico e outras formas de conhecimento em qualquer temática. Ressalta-se, nesse
cenário, um dos objetivos da Política Nacional de Extensão Universitária que é o de estimular a educação
ambiental e o desenvolvimento sustentável como componentes da atividade extensionista (FORPROEX,
2012). Nesse contexto, torna-se relevante o desenvolvimento de ações de extensão universitária, alinhado
a uma perspectiva de extensão, que busca contribuir para a promoção do desenvolvimento rural
sustentável, adotando uma abordagem sistêmica e multidisciplinar, mediante a utilização de métodos
participativos. Diante do exposto, este artigo apresenta um projeto de extensão universitária sobre
desenvolvimento rural sustentável. Revista ELO - Diálogos em Extensão
Volume 08, número 01 - junho de 2019 Introdução Segundo Caporal e Costabeber (2004), a intenção da agroecologia vai além de aspectos agronômicos
de produção, incorporando dimensões mais abrangentes e complexas da produção agrícola. Desta
forma, a agroecologia orienta, também, processos de desenvolvimento rural sustentável. Nessa
perspectiva, para ser sustentável, o processo de desenvolvimento rural precisa considerar as diferentes
dimensões da sustentabilidade (social, econômica, ambiental, cultural, política e ética) em uma
perspectiva que não abandona a solidariedade intra e intergeracional (COSTABEBER E CAPORAL,
2003). Assim, de acordo com Caporal et. al (2009), a proposta de desenvolvimento rural sustentável
necessita de esforços à identificação e à construção de saberes ecológicos, agronômicos, econômicos e
sociais que permitam, de forma participativa, desenvolver processos toleráveis de exploração da
natureza e compatíveis com as exigências de reprodução social das famílias. 16 Construindo saberes sobre desenvolvimento rural sustentável e agroecologia: uma experiência com extensão universitária Metodologia Neste projeto, optou-se por realizar um processo de “intervenção na concepção participativa”,
conforme proposto por France (2005 p. 113), visando a uma construção compartilhada de
conhecimentos entre pessoas com formações distintas, pontuando os princípios gnosiológicos da
concepção construtivista de aprendizagem - ato de conhecer como um processo em construção. Assim,
não ocorre apenas a assimilação de novos conhecimentos, mas a transformação dos conhecimentos já
incorporados pela prática. Nesse processo, há participação do grupo atingido “desde os atos de
problematização até os de decisão” (FRANCE, 2005). O Diagnóstico Rural Participativo (DRP), também, foi utilizado como ferramenta metodológica. De acordo com Verdejo (2006), o DRP é um conjunto de técnicas e ferramentas que permite que as
comunidades façam o seu próprio diagnóstico e, a partir daí, comecem a autogerenciar o seu
planejamento e desenvolvimento. Dessa maneira, os participantes podem compartilhar experiências e
analisar os seus conhecimentos, a fim de melhorar as suas habilidades de planejamento e ação. Em sua realização, o projeto de extensão intitulado “Construção de saberes para a promoção do
desenvolvimento rural sustentável pela agroecologia em São Thomé das Letras” estava vinculado ao
Departamento de Administração e Economia (DAE) da Universidade Federal de Lavras (UFLA) e foi
desenvolvido no município de São Thomé das Letras - MG. A Sociedade Brasileira de Eubiose da
referida cidade (SBE-STL), ainda, foi parceira na realização do projeto. 17 Revista ELO - Diálogos em Extensão
Volume 08, número 01 - junho de 2019 Revista ELO - Diálogos em Extensão
Volume 08, número 01 - junho de 2019 Silva, A.W.B. et al. A equipe do projeto foi composta, incialmente, por uma professora da UFLA, também coordenadora
do projeto e por um doutorando do Programa de Pós-Graduação em Fitotecnia da universidade. Posteriormente, a equipe teve a participação de dois estudantes de graduação (Agronomia e
Administração). As ações se deram entre abril de 2017 e dezembro 2018 e ocorreram, sobretudo, por meio de
reuniões e atividades. Nas reuniões, as pautas eram construídas coletivamente. Eram definidas e organizadas as atividades,
que seriam realizadas, de acordo com o tema e formato, tais como: oficinas, visitas, palestras, cursos,
entre outros. Ao longo desses vinte meses, foram realizadas dez reuniões e doze atividades teóricas e
práticas com a comunidade. Os participantes do projeto totalizaram vinte e cinco moradores da zona
rural e urbana do município. As reuniões tiveram duração de quatro horas e houve, em média, a
participação de nove pessoas. Resultados e discussão A idealização deste projeto surgiu, a partir do convívio de um dos membros da equipe (doutorando)
com a realidade do município, ao longo dos últimos dez anos. Após sua participação em movimentos
sociais, como membro do Conselho Municipal de Defesa e Conservação do Meio Ambiente (CODEMA)
e representante do município no Comitê da Bacia Hidrográfica do Rio Verde, percebeu-se, no que diz
respeito a inúmeros conflitos socioambientais no município, o interesse e demanda da comunidade,
em aprofundar seus conhecimentos sobre a temática do desenvolvimento rural sustentável,
aproximando-se de sua realidade. A partir de abril de 2017, foram realizadas reuniões entre a equipe
do projeto e a organização parceira (SBE/STL), a fim de iniciar o contato e o convite à comunidade do
município. A organização parceira disponibilizou seu espaço físico, para a realização das reuniões e
atividades. Após elaborar uma carta-convite – (explicando o propósito do projeto de extensão) – foi
divulgada aos interessados, por meio das redes sociais da comunidade, para as organizações locais,
além de abordagens pessoais com moradores da zona rural. A primeira reunião foi realizada, no início de agosto e dela participaram onze moradores tanto da
zona rural como da zona urbana do município. Inicialmente houve a apresentação dos presentes,
seguida de exposição e discussão do projeto e intervalo para café com prosa. Logo depois do intervalo,
foi realizado um diagnóstico participativo, sendo problematizada a percepção da realidade do município
pelos participantes e levantamento de demandas com temas e atividades de interesse. Dentre as principais demandas, ressaltam-se, por ordem de importância, o interesse por espaços
teóricos e práticos sobre a conservação de recursos hídricos; alternativas para emprego e renda, via
fortalecimento da economia solidária; capacitações em agroecologia, alimentação e aproveitamento
dos alimentos; produção orgânica e identificação dos produtores rurais do município. Todos os temas apresentados, nas demandas dos participantes, têm relação com a agroecologia e
podem fortalecer processos para a promoção do desenvolvimento rural sustentável. Como encaminhamentos dessa primeira reunião, definiu-se que a equipe do projeto ficaria responsável
por contatar docentes e profissionais que pudessem contribuir, compartilhando saberes, em espaços
dialógicos, relacionados às temáticas de interesse do grupo. Além disso, foi estipulado que os próprios
participantes do projeto também iriam compartilhar seus saberes. Assim, as pautas das reuniões foram
construídas, coletivamente, por meio das demandas e encaminhamentos de reuniões anteriores. Metodologia A comunicação entre os participantes e a equipe do projeto ocorria,
principalmente, por meio das redes sociais em que eram socializadas informações sobre as temáticas
de interesse, sínteses das reuniões, definição de pautas, avisos e articulação entre os participantes. Cabe ressaltar que esse projeto não obteve financiamento, sendo as despesas com viagem, materiais de
escritório e alimentação custeadas pelos membros da equipe. 18
Revista ELO - Diálogos em Extensão
Volume 08, número 01 - junho de 2019 Resultados e discussão Apesar de as dificuldades encontradas, uma parcela do grupo se manteve assídua, ao longo do
tempo, participando das reuniões e desenvolvendo uma série de atividades que foram avaliadas pelos
participantes como muito enriquecedoras. Destacam-se o empenho e a participação do grupo, o qual
se manteve frequente às ações do projeto, seja na definição das temáticas, data e local, formato das
atividades, assim como na divulgação e articulação com a comunidade. Segue uma breve descrição de cada uma das doze atividades desenvolvidas ao longo dos vinte
meses do projeto. A primeira atividade organizada foi com a participação de quatro pessoas do projeto, na etapa do
Circuito Sul Mineiro de Agroecologia de 2018, que ocorreu na cidade de Maria da Fé/MG. Esse foi um evento organizado pela “Orgânicos Sul de Minas” com duração de um dia. Nesse
evento, os membros da Associação de Produtores de Agricultura Natural de Maria da Fé/APANFÉ
receberam outros produtores e demais participantes, a fim de problematizar, compartilhar, realizar
capacitações sobre produção orgânica e, também, trocar sementes crioulas em uma das propriedades
dos membros da APANFÉ. Foram abordadas as técnicas de produção de adubo orgânico bokashi e de
microorganismos eficientes (E.M). Os quatro participantes do projeto compartilharam essa experiência
com os demais, na reunião seguinte, de forma oral, por meio de resumo escrito e fotos, salientando as
técnicas e as aprendizagens, bem como a satisfação em participar de espaços de trocas de experiências. A segunda atividade foi uma palestra sobre desenvolvimento rural sustentável e Agroecologia
conduzida pelo doutorando membro da equipe do projeto. A palestra, que foi expositiva e dialogada,
teve duração de duas horas e problematizou os modelos convencionais de desenvolvimento e como
essa crise socioambiental cria possibilidades, para maiores questionamentos sobre os princípios, valores
e técnicas, que orientam o desenvolvimento rural. Foram apresentados dados sobre a realidade rural
brasileira, com o objetivo de estimular a reflexão e o debate sobre como a concepção de desenvolvimento
pode contribuir, para aumentar ou diminuir as desigualdades sociais, sobrevivência e manutenção da
população no campo, assim como a agroecologia, para a promoção de um desenvolvimento rural
sustentável. A terceira atividade organizada foi uma palestra expositiva dialogada sobre preservação de recursos
hídricos, com duração de duas horas, à qual compareceram 15 pessoas. Resultados e discussão As reuniões, geralmente, ocorriam no primeiro ou terceiro sábado do mês, em função das atividades
desenvolvidas pela organização parceira Sociedade Brasileira da Eubiose. Ao início das reuniões,
costumava-se fazer um breve resgate da pauta anterior e, logo depois, dos itens seguintes. A
coordenadora do projeto conduzia a reunião, fazendo papel de mediadora, e o doutorando o papel de
cofacilitador que auxiliava a mediadora, buscando agilizar e dinamizar o trabalho, favorecendo um
ambiente de aprendizagem. Ambos se responsabilizaram por organizar o tempo de fala de cada participante, a fim de se
evitar centralizações; controlar o tempo das discussões sobre cada ponto de pauta, para que se 18 Construindo saberes sobre desenvolvimento rural sustentável e agroecologia: uma experiência com extensão universitária alcançassem os objetivos propostos em cada reunião; fazer os relatórios de cada encontro; estimular o
debate e a reflexão; fazer sínteses sobre as tomadas de decisão e encaminhamentos, buscando alinhar,
dar maior clareza e resgatar os aspectos centrais ao longo das reuniões. Em quatro reuniões, os estudantes de graduação puderam participar e, também, colaboraram por
meio de mediação e realização de relatórios. Durante as reuniões, eram definidas as temáticas, organizadas as atividades que seriam realizadas
(data e formato, por exemplo), assim como as responsabilidades de cada participante. Após cada
reunião, era disponibilizada uma síntese contendo data, participantes presentes, os pontos de pauta
com respectivas discussões e decisões, informes e encaminhamentos. Geralmente às reuniões compareciam nove pessoas, em média, cinco mais assíduas e as demais
menos frequentes. Algumas tiveram dificuldades, para frequentar todas as reuniões, no entanto
acompanhavam o grupo e participavam dele, mais ativamente, pelas redes sociais. Essas dificuldades
tornaram-se assuntos de duas das reuniões e estavam relacionadas a diversos fatores tais como:
impossibilidade de conciliar o dia da reunião com o trabalho, pois as principais fontes de renda do
município advêm do turismo e da mineração; tempo de duração das reuniões, pois tomavam a tarde
toda; e logística, visto que a maioria residia na zona rural e não conseguia carona, ou mesmo pelas
condições das estradas e do tempo. Durante o desenvolvimento do projeto, foram realizadas duas avaliações, (em dezembro de 2017
e dezembro de 2018), que tiveram como objetivo analisar as reuniões e as atividades desenvolvidas,
potencializando os aspectos positivos, compreender as dificuldades vivenciadas e pensar estratégias e
sugestões para aperfeiçoar os processos. Revista ELO - Diálogos em Extensão
Volume 08, número 01 - junho de 2019 Resultados e discussão Ela foi conduzida por uma economista e mestranda do Programa de Pós-Graduação em
Desenvolvimento Sustentável e Extensão da UFLA (PPGDE). A oficina teve início com uma exposição
dialogada pelos sete participantes sobre o conceito e os princípios da economia solidária. Foram
apresentadas e discutidas algumas iniciativas em Minas Gerais e em todo Brasil. Posteriormente ocorreu
uma discussão sobre alternativas de geração de renda, para o município, em que se destacou o
fortalecimento da produção orgânica e o acesso a políticas públicas como o Programa Nacional de
Alimentação Escolar (PNAE). Percebeu-se que a proposta de uma economia solidária estava alinhada
ao pensamento dos participantes, à medida que o espaço de discussão estimulava trocas, socializações
e propostas alternativas tanto no que se refere à permuta de materiais e produtos, quanto a informações
e conhecimentos. Essa oficina instigou os participantes do projeto a utilizarem mais os espaços de
encontro e as redes sociais, para compartilhar informações, livros, mudas, sementes, dentre outras. A sexta atividade ocorreu, por meio de uma palestra sobre gestão de bacias hidrográficas e
conservação de estradas rurais, conduzida por outro professor do Departamento de Engenharia da
UFLA, Gilberto Coelho. A palestra teve duração de três horas, na qual se discutiram a importância
das bacias hidrográficas e o papel dos comitês de bacia, assim como algumas demandas relacionadas
ao impacto ambiental sobre o Ribeirão Canta Galo - decorrentes da retirada de água para o
abastecimento da zona urbana do município. Quanto à conservação das estradas, foram apresentadas
algumas fotos de estradas rurais do município e, além disso, foi articulada junto ao professor a
possibilidade de ministrar um curso teórico e prático sobre a conservação de estradas rurais para os
profissionais da prefeitura. Os participantes deram ideias de locais, para sua realização e comunicaram
à prefeitura essa probalidade. A sétima atividade foi uma oficina sobre (re)aproveitamento integral de alimentos e ocorreu em
casa de uma das participantes do projeto com a presença de 15 pessoas. Esse evento teve duração de
5 horas e foi conduzido por dois participantes do projeto que prepararam um espaço teórico e prático
sobre esse tema, seguido de uma confraternização. Na atividade prática, foram preparadas quatro
receitas (caskalouca de banana, arroz com talos, suco verde e salada de frutas) que foram oferecidas
como refeição ao grupo durante a confraternização. Resultados e discussão A roda foi conduzida pelo
professor de hidrologia, Marcelo Ribeiro Viola, do Departamento de Engenharia da UFLA, que abordou
a importância da conservação dos recursos hídricos, a legislação sobre o tema e conversou sobre o projeto
de pesquisa que estava sendo desenvolvido sobre o monitoramento hidrológico do Ribeirão Canta Galo,
principal afluente da Área de Proteção Ambiental (APA) - São Thomé, no qual estão inseridas as cachoeiras
que são os principais pontos turísticos do município. Além disso, os interessados foram convidados a
participar da atividade prática de coleta de dados para o monitoramento do ribeirão. 19 Revista ELO - Diálogos em Extensão
Volume 08, número 01 - junho de 2019 Revista ELO - Diálogos em Extensão
Volume 08, número 01 - junho de 2019 Silva, A.W.B. et al. A quarta atividade foi sobre métodos de monitoramento hidrológico, também, conduzida pelo
professor de hidrologia do Departamento de Engenharia e por um técnico da UFLA. Essa atividade
teve duração de dois dias e a participação de três membros do projeto de extensão que acompanharam
as atividades de pesquisa do professor. Tais atividades consistiram na coleta de dados referentes à
velocidade de infiltração da água no solo e à instalação de sensores e régua de nível no ribeirão, sendo
assim, foram instalados pluviômetros e estações meteorológicas na microbacia do Ribeirão Canta Galo. Ressalta-se a importância da temática da água para os participantes. Ao longo do tempo, eles
perceberam que o curso do ribeirão, apesar de essencial para o abastecimento do município e para a
promoção de um desenvolvimento rural sustentável, tem se tornado cada vez mais escasso e poluído. O município tem o turismo como importante segmento, para a geração de ocupação e renda, sendo
baseado em recursos hídricos como as cachoeiras e as belezas paisagísticas naturais. Nesse contexto,
surgem conflitos socioambientais relacionados à sua degradação, em decorrência do turismo em massa
e do crescimento desordenado das populações rural e urbana que trazem muitos desafios em torno do
tema da água no município. Existe, inclusive, um grupo informal no município, denominado Movimento
Todos pela Água, que tem atuado, nos últimos anos, em defesa das águas do município e alguns
participantes do projeto de extensão são integrantes desse movimento. A quinta atividade organizada foi uma oficina sobre economia solidária e alternativa para a geração
de renda. 20
Revista ELO - Diálogos em Extensão
Volume 08, número 01 - junho de 2019 Resultados e discussão A décima primeira e a décima segunda atividades fizeram parte da semana do meio ambiente do
município de São Thomé, uma vez que os participantes do projeto foram convidados a colaborar com
o evento. Realizaram-se duas atividades com estudantes da escola estadual do município, quais sejam,
uma oficina sobre aproveitamento integral de alimentos e oito palestras sobre o controle biológico de
insetos-praga em sistemas orgânicos. A oficina sobre aproveitamento integral dos alimentos foi conduzida por três participantes do
projeto (uma nutricionista, um proprietário de restaurante e um analista de mídias sociais) e teve
como objetivo difundir os conhecimentos teórico-práticos a respeito desse tema com as merendeiras
da escola que também ajudaram a preparar a receita da caskalouca de banana, para ser servida com
pão, no lanche (merenda), ao turno da tarde, para cem estudantes do ensino fundamental. Essa oficina
foi compartilhada, na reunião seguinte, como sendo algo muito gratificante. Segundo relatos, o fato
de a caskalouca se parecer muito com uma carne causou muita surpresa e interesse por parte dos
estudantes e dos colaboradores da escola. Nessa mesma semana e escola, ocorreram palestras sobre controle biológico de insetos-praga em
sistemas orgânicos, sendo repetidas oito vezes, ao longo do turno da manhã e tarde, para estudantes
do ensino fundamental e médio da escola (200 estudantes). A oficina sobre controle biológico foi
conduzida pelo professor Luís Cláudio Paterno Silveira do Departamento de Entomologia da UFLA;
um estudante de doutorado em Entomologia; um doutorando em Fitotecnia, também membro da
equipe e, ainda, contou com apoio de três participantes do projeto de extensão. O objetivo da oficina
foi despertar nas crianças e adolescentes o entendimento sobre a importância dos insetos ao meio
ambiente. Para isso, foi-lhes apresentada uma palestra rápida, bastante ilustrativa e, em seguida, os
alunos puderam ver a diversidade das ordens de insetos, por meio de coleções entomológicas, assim
como puderam manipular insetos vivos criados no Departamento de Entomologia. Destacaram-se a
curiosidade e o interesse dos estudantes no assunto, como também a satisfação daqueles que conduziram
ou colaboraram para que essa atividade acontecesse. Após a realização de dez reuniões e doze atividades com a comunidade, observaram-se dificuldades
e potencialidades. Resultados e discussão A receita de caskalouca, que utiliza a casca da
banana e o uso dos talos no arroz, chamou muito a atenção quanto às possibilidades de aproveitamento
integral de alimentos, além de outras sugestões culinárias, como conservação de alimentos,
compartilhadas entre todos. A oitava e nona atividade surgiu, a partir da organização dos participantes, para viabilizar dois
cursos gratuitos ofertados pelo Senar/MG, ambos com duração 20 horas (curso de recuperação de
nascentes e de recuperação de áreas degradadas) que ocorreram nas propriedades rurais dos
participantes do projeto. Uma vez que a temática da água era de grande interesse dos partícipes, tema
central ou transversal de outras atividades e, diante da disponibilidade da realização dos cursos, o
grupo se mobilizou estimulando moradores de seus bairros e demais interessados. Verificou-se que ter
disponibilidade de tempo, para se dedicar a um curso de 20 horas, é um desafio, pois é necessário
priorizar essa escolha em detrimento de outras atividades que fazem parte da rotina, compromissos e
necessidades dos moradores. 20 Construindo saberes sobre desenvolvimento rural sustentável e agroecologia: uma experiência com extensão universitária O curso de recuperação de nascentes reuniu 15 pessoas, às quais foi aplicada a técnica de
recuperação de nascentes, na propriedade de um membro do projeto. Como resultado, providenciou-
se o aumento da vazão da nascente e a articulação de um mutirão solidário, para a recuperação de
nascentes em outras propriedades, visando contribuir com a melhoria do meio ambiente do município
e, também, praticar, consolidar e compartilhar a técnica aprendida. O curso de recuperação de áreas
degradadas ocorreu em propriedade de outro participante do projeto e estiveram presentes 16 pessoas,
sendo recuperada uma área degradada, apresentando início de voçoroca, provocada por processos
erosivos causados pela água. A décima atividade se referiu a uma oficina sobre Plano de Manejo de APA da qual participaram
20 pessoas e teve duração de quatro horas. Foi conduzida pelo professor substituto do Instituto Federal
do Sudoeste de Minas, Vinícius do Couto Carvalho, que abordou a temática, capacitando o conceito,
papel, aspectos legais e importância de um plano de manejo, para uma Unidade de Conservação,
como, por exemplo, uma APA, assunto de grande interesse dos participantes do projeto de extensão. Destacou-se a importância da APA - São Thomé, para o município e sua relação quanto à conservação
dos recursos hídricos, paisagísticos e turísticos, demostrando a necessidade do envolvimento da
comunidade nesse processo. Revista ELO - Diálogos em Extensão
Volume 08, número 01 - junho de 2019 Resultados e discussão Quanto às dificuldades, ressaltam-se as limitações pela falta de financiamento,
para cobrir despesas com materiais de escritório, viagens e alimentação, mas, por outro lado, sempre
houve empenho em encontrar soluções para minimizá-las, tais como organização (por parte da equipe
e dos participantes do projeto) de lanches, hospedagem e alimentação solidária ofertada aos profissionais
convidados, entre outros. Um aspecto limitante se referiu à dificuldade de estímulo à participação de
pessoas, nas reuniões de elaboração, estruturação e execução das atividades. Entretanto houve grande
comprometimento e dedicação por parte daqueles se que se prontificaram a participar, com frequência,
tanto das reuniões como das atividades. Além dessa potencialidade, notou-se a satisfação dos participantes diante da possibilidade de se
capacitar, aprender, dialogar e ensinar sobre temáticas que são relevantes à sua realidade, sendo
demandadas e entendidas como formidáveis a eles e que estão alinhadas com a proposta de promoção
do desenvolvimento rural sustentável. Essa nova perspectiva de desenvolvimento, segundo Costabeber e Caporal (2003), em sua
formulação mais ampla, significa a realização de potencialidades sociais, culturais e econômicas de 21 Revista ELO - Diálogos em Extensão
Volume 08, número 01 - junho de 2019 Silva, A.W.B. et al. uma sociedade, em sintonia com o seu entorno ambiental e com seus valores políticos e éticos. Esses
autores defendem o desenvolvimento rural sustentável como um processo gradual de mudança que
encerra, em sua construção e trajetória, a consolidação de processos educativos e participativos que
envolvem as populações, conformando uma estratégia impulsionadora de dinâmicas socioeconômicas
mais ajustadas ao imperativo ambiental, aos objetivos de equidade e aos pressupostos de solidariedade
intra e intergeracional, tendo a agroecologia como base desse novo paradigma de desenvolvimento. uma sociedade, em sintonia com o seu entorno ambiental e com seus valores políticos e éticos. Esses
autores defendem o desenvolvimento rural sustentável como um processo gradual de mudança que
encerra, em sua construção e trajetória, a consolidação de processos educativos e participativos que
envolvem as populações, conformando uma estratégia impulsionadora de dinâmicas socioeconômicas
mais ajustadas ao imperativo ambiental, aos objetivos de equidade e aos pressupostos de solidariedade
intra e intergeracional, tendo a agroecologia como base desse novo paradigma de desenvolvimento. As temáticas das atividades desenvolvidas, durante o projeto, possuem interface com a agroecologia
à medida que estão alinhadas a suas dimensões ecológica, social, econômica, cultural, política e ética. Considerações finais Esta experiência foi marcada pelo diálogo e troca de saberes, pois construir e realizar dez reuniões
e doze atividades com a comunidade constituiu-se resultado de um esforço coletivo entre a universidade
e a sociedade. Essa interação promoveu, além disso, o enriquecimento da experiência docente e discente
em termos teóricos, metodológicos e pessoais. O uso de metodologias sob uma concepção participativa
propiciou a criação de espaços dialogicamente interativos e discursivamente mediados, conforme
assinalado por Coelho (2005), propiciando estabelecer uma relação de reciprocidade e de compromisso
entre as partes. Foram valorizadas as demandas e o conhecimento local, a fim de superar a ideia de
que a Universidade possuía um saber acabado que seria oferecido à sociedade. O projeto estimulou reflexões e práticas sobre o desenvolvimento rural sustentável e agroecologia
que pudessem fortalecer a construção de uma sociedade mais democrática e sustentável. Muitos ainda
são os desafios, tanto no que se refere à interação dialógica e à participação, quanto à mudança de
concepção de desenvolvimento com ações práticas. Essa mudança, a transição para um desenvolvimento
de uma sociedade mais sustentável, requer que as pessoas e as instituições reflitam sobre seus valores,
suas escolhas, possíveis consequências e o tipo de relações que pretendem estabelecer. O desenvolvimento rural sustentável foi pensado neste projeto, a partir da comunicação entre as
pessoas, pessoas e natureza e da análise das prioridades e disponibilidade dos participantes. Nesse
sentido, é essencial que haja iniciativas de interação da universidade com a sociedade que visem
consolidar a agroecologia e o desenvolvimento rural sustentável, por meio da criação de espaços de
diálogo, valorizando os saberes e as demandas da comunidade. Resultados e discussão Ressalta-se que a agroecologia pode ser entendida como um caminho direcionado ao desenvolvimento
rural sustentável e consiste na busca de local para, a partir daí, recriar a heterogeneidade do mundo
rural, por meio de formas de ação social coletiva, pautadas pelo protagonismo dos atores locais no
processo de desenvolvimento (GUSMÁN, 2005). Nesse sentido, este projeto procurou explorar
alternativas que propiciassem uma participação ativa, bem como permitiu a sua aproximação com os
agentes nele envolvidos, visando estabelecer um processo educativo de comunicação. Todos os espaços estimularam maior afinidade entre os participantes (amizades, trocas, parcerias,
mutirões, entre outras), participantes e a sociedade civil organizada (como o movimento “Todos pela
água”) e, também, potencializaram maior proximidade dos participantes junto ao poder público
(levando demandas à prefeitura e participando em espaços públicos como reuniões da câmara dos
vereadores do município). Agradecimentos Agradecemos à Universidade Federal de Lavras, à Sociedade Brasileira de Eubiose (SBE),
Departamento de São Thomé das Letras - MG (SBE-STL) e a todos os participantes deste projeto de
extensão, sem os quais este trabalho não teria sentido. 22
Revista ELO - Diálogos em Extensão
Volume 08, número 01 - junho de 2019 Revista ELO - Diálogos em Extensão
Volume 08, número 01 - junho de 2019 Data de submissão: 30/3/2019. Data de aceite: 25/4/2019. Referências ALTIERI, M. A. Agroecologia: bases científicas para uma agricultura sustentável. Guaíba:
Agropecuária; AS-PTA, 2002. 592 p. CAPORAL, F. R.; COSTABEBER, J. A. (Org.). Agroecologia e Extensão Rural Sustentável: Contribui-
ções para a promoção do desenvolvimento rural sustentável. Brasília: MDA/SAF/DATER/IICA,
v.1, 2004. 166 p. 22
Revista ELO - Diálogos em Extensão
Volume 08, número 01 - junho de 2019 Construindo saberes sobre desenvolvimento rural sustentável e agroecologia: uma experiência com extensão universitária CAPORAL, F. R.; RAMOS, L.F.; CAPORAL, D. S., COSTABEBER, J. A.; PAULUS, G. (Org.). Exten-
são Rural e Agroecologia: temas sobre um novo desenvolvimento rural sustentável. 1.ed. Brasília:
MDA/SAF, v.1, 2009. 408 p. CASADO, G. G.; MOLINA, M. G. de; GUZMÁN, E. S. (coord.). Introducción a la Agroecología como
desarrollo rural sostenible. Madrid: Ediciones Mundi-Prensa, 2000. COELHO, F. M. G. A arte das orientações técnicas no campo: concepções e métodos. Viçosa: UFV, 2005. 139 p. COSTABEBER, J. A.; CAPORAL, F. R. Possibilidades e alternativas do desenvolvimento rural sus-
tentável. In: VELA, H. (Org.). Agricultura familiar e desenvolvimento rural sustentável no Mercosul. Santa Maria: Editora da UFSM/Pallotti, 2003. p.157-194. FORPROEX - FÓRUM DE PRÓ-REITORES DE EXTENSÃO DAS UNIVERSIDADES PÚBLICAS
BRASILEIRAS. Política Nacional de Extensão Universitária. Manaus: FORPROEX, 2012. GLIESSMAN, S. R. Agroecologia: processos ecológicos em agricultura sustentável. Porto Alegre:
Editora da UFRGS, 2000. 654 p. GUZMÁN, E. S. Agroecologia e Desenvolvimento Rural Sustentável. In: AQUINO, A. M.; ASSIS, R. L. (Ed.). Agroecologia: Princípios e Técnicas para uma Agricultura Orgânica Sustentável. Brasília:
Embrapa Informação Tecnológica, 2005. p. 101-132. MOREIRA, R. M. CARMO, M. S. do. Agroecologia na construção do desenvolvimento rural susten-
tável. Agriculturas em São Paulo. São Paulo, v. 51, n. 2, p. 37-56, jul./dez. 2004. VERDEJO, M. E. Diagnóstico rural participativo: guia prático DRP. Brasília, DF: MDA/Secretaria da
Agricultura Familiar, 2006. 62 p. Data de submissão: 30/3/2019. Data de aceite: 25/4/2019. 23
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Accessing primary care and the importance of ‘human fit’: a qualitative participatory case study
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Research Research Jennifer Voorhees, Simon Bailey, Heather Waterman and Kath Checkland Jennifer Voorhees, Simon Bailey, Heather Waterman and Kath Checkland Access theory: capturing complexity International scholars studying healthcare
access have long recognised a disparity
between
the
simplistic
approaches
to access evident in policy and the
complexities of how individuals actually
access care,2 with policies often focused
on timeliness or numbers of appointments,
and tending to see continuity of care as
something to be traded off against better
access. Access theories, by contrast, aim
to capture the complexity of individuals’
needs alongside characteristics of health
systems and populations, issues which
are often missing from policy. Donabedian
identified ‘accessibility’ as ‘characteristics
of the service that facilitate or obstruct
use by potential clients.’ 3 Penchansky and
Thomas elaborated on this, defining access
‘as a concept representing the degree
of fit between clients and the system.’ 4 Conclusion Email: jennifer.voorhees@manchester.ac.uk An understanding of access as ‘human fit’ has
the potential to address longstanding problems of
access within general practice, focusing attention
on the need for staff training and support, and
emphasising the importance of continuity of care. Submitted: 21 June 2021; Editor’s response:
23 August 2021; final acceptance:
17 November 2021. Submitted: 21 June 2021; Editor’s response:
23 August 2021; final acceptance:
17 November 2021. Accessing primary care and the importance of
‘human fit’: a qualitative participatory case study ©The Authors This is the full-length article (published online
8 Feb 2022) of an abridged version published in
print. Cite this version as: Br J Gen Pract 2022;
DOI: https://doi.org/10.3399/BJGP.2021.0375 Background Background
Good access to primary care is an important
determinant of population health. While the
academic literature on access to care emphasises
its complexity, policies aimed at improving access
to general practice in the UK have tended to focus
on measurable aspects, such as timeliness or
number of appointments. Address for correspondence Address for correspondence
Centre for Primary Care and Health Services
Research, University of Manchester, Oxford Road,
Manchester M13 9PL, UK. Method Levesque et al’s conceptual framework of patient-
centred access was applied and the study used
multiple qualitative methods (interviews, focus
groups, and observation). Analysis was ongoing,
iterative, inductive, and abductive with the theory. Aim To fill the gap between the complex understanding
of primary care access in the literature and
the narrow definition of access assumed in UK
policies. Qualitative research about patient
experiences has defined additional concepts
such as candidacy, which describes
‘the ways in which people’s eligibility for
medical attention and intervention is jointly
negotiated between individuals and health
services.’ 9 Related work exploring access
for people with mental health problems
in the UK applied candidacy, alongside
concordance (‘the match between users’
and practitioners’ narratives and resources
for successful access’ ), and recursivity (‘the
interdependency of users’ experiences
of health services and future actions in
regards to health and help-seeking’ ) to
capture the nuances of people’s lived
experiences.10 Importantly, in these patient-
centred approaches, continuity of care is
seen as a potential contributor to better
access. Design and setting Qualitative, community-based participatory
case study within the geographic footprint of a
clinical commissioning group in the north west of
England. Data collection took place from October
2015 to October 2016. Purposive sampling and
snowball approaches were used to achieve
maximum variation among service users and
providers across general practice settings. INTRODUCTION Aday and Andersen’s multiple models of
access derived from patterns of utilisation,
incorporating
patients’
‘predisposing,
enabling, and need components’ as well
as differentiating ‘potential’ from ‘realised’
access.2,5–7 More recent conceptual work has
embraced these theories, defining access
as ‘… a multidimensional concept based
on the interaction (or degree of fit) between
health care systems and individuals,
households, and communities.’ 8 Abstract The ability of citizens to access the
health care they need is one of the most
important attributes of any health system,
with access to primary care particularly
important for addressing population health
inequalities.1 This study applies an existing
conceptual framework for understanding
access to primary care and develops it
further, drawing conclusions relevant to
contemporary policy approaches to this
important issue. The ability of citizens to access the
health care they need is one of the most
important attributes of any health system,
with access to primary care particularly
important for addressing population health
inequalities.1 This study applies an existing
conceptual framework for understanding
access to primary care and develops it
further, drawing conclusions relevant to
contemporary policy approaches to this
important issue. Results The comprehensiveness of Levesque et al’s
access theory resonated with diverse participant
experiences. However, while its strength was
to highlight the importance of people’s abilities
to access care, this study’s data suggest equal
importance of healthcare workforce abilities to
make care accessible. Thus, the authors present
a definition of access as the ‘human fit’ between
the needs and abilities of people in the population
and the abilities and capacity of people in the
healthcare workforce, and provide a modified
conceptual framework reflecting these insights. In 2013, Levesque et al, synthesized
a conceptual framework for ‘patient-
centred access to health care’ (Figure 1),11 Address for correspondence
Centre for Primary Care and Health Services
Research, University of Manchester, Oxford Road,
Manchester M13 9PL, UK. Email: jennifer.voorhees@manchester.ac.uk
Submitted: 21 June 2021; Editor’s response:
23 August 2021; final acceptance:
17 November 2021. ©The Authors
This is the full-length article (published online
8 Feb 2022) of an abridged version published in
print. Cite this version as: Br J Gen Pract 2022;
DOI: https://doi.org/10.3399/BJGP.2021.0375 Voorhees J (ORCID 0000-0003-3327-0026), MD,
PhD, MHS, National Institute for Health Research
clinical lecturer; Checkland K (ORCID 0000-0002-
9961-5317), MBBS, BMedSci, MA(Econ), PhD,
MRCGP, professor of health policy and primary
care, Centre for Primary Care and Health Services
Research, University of Manchester, Manchester. Bailey S (ORCID 0000-0001-9142-2791), BSc, MA,
PhD, research fellow, Centre for Health Services
Studies, University of Kent, Kent. Waterman H
(ORCID 0000-0001-7052-2734), BNurs, PhD,
DipN, OND, RN, former head of school of health
sciences, Cardiff University, Cardiff. METHOD This was a qualitative participatory case
study23 in the north west of England, using
the Levesque et al theory11 as a tool within
data collection and analysis. The study was
based in the geographical area covered by
the Tameside and Glossop (T&G) Clinical
Commissioning Group (CCG). CCGs have
delegated responsibility for overseeing
primary care provision, commissioning
care, and managing contracts, including
implementing national access policies. Situating the study in a single CCG area
allowed for in-depth exploration of the
contextual factors affecting access to care in
a mixed area covering both urban and rural
communities. Keywords access; general practice; population health;
i
i
ti
i
liti
ti
it
f access; general practice; population health;
service organisation; inequalities; continuity of
care. service organisation; inequalities; continuity of
care. e342 British Journal of General Practice, May 2022 that timeliness was not more important to
patients or doctors than continuity.16–18 How this fits in In England in the mid-2010s, policies to
provide 7-day extended access to general
practice services dominated. These were
costly, not based on any recognised theory of
access, and rolled out without any evidence
that they were needed, further undermining
continuity.19–21 Current access policy is, in
part, driven by the 2019 Conservative election
manifesto promise of 50 million more
appointments a year in general practice.22
While superficially attractive as a simple
and easily understood policy, this approach
again prioritises volume of appointments
over appropriateness or need. Access to general practice is an important
topic that receives much attention. While
research literature recognises access
issues as complex, policy on access to
general practice in the UK tends to define
it narrowly, with unintended consequences. This study found that an existing
comprehensive model of access resonated
with frontline experiences. The study offers
further modifications to the theory to make
it practically useful for both policymakers
and clinicians to address longstanding
issues of access to general practice. This research therefore aimed to fill the
gap between the complex understanding
of access in the literature and the narrow
definition of access assumed in many
policies. The study explored how access
theory, as depicted by Levesque et al ’s
conceptual framework of access to care,11
resonated with a broad range of stakeholders,
and considered how the theory could be
developed to inform policy. which juxtaposes five dimensions of
accessibility of the healthcare system
(approachability, acceptability, availability
and accommodation, affordability, and
appropriateness) with the abilities of
patients to identify health needs, seek,
reach, and utilise care. This conceptualisation builds on previous
access literature and has multiple strengths,
including conceptualising continuity as a
component of access (within the dimension
of appropriateness). While Levesque et
al ’s definition of access does not include
the concept of ‘fit’, their framework clearly
depicts this dynamic, resonating with
previous theories of access and concepts
such as candidacy described above. For
these reasons, this conceptualisation of
access was applied within this research. UK access policy: narrow
conceptualisation with unintended
consequences Despite the complexity evident in empirical
studies of service access and manifest in
associated theories, policies addressing
access to general practice in the UK often
assume a narrow definition of access,
linked to measurable targets such as
timeliness or number of appointments.12,13
This narrow approach fails to embrace the
real-life complexity captured in theoretical
literature, and has potentially worsened
health inequalities and inequities of access
to care.14 Importantly, rather than embracing
continuity of care as a component of
access, policy casts continuity as something
separate, to be traded off against better
access. Important policy examples include
the focus on providing access within 48 hours
in the 2000s, and the widespread adoption of
‘advanced access’ systems to meet those
targets.15 British Journal of General Practice, May 2022 e343 Community-based participatory research
Thi
h d
t d
h d i
d Community-based participatory research
This research adopted an approach derived
from
community-based
participatory
research.24,25 Building on initial contacts
made with the CCG and relevant groups,
such as Healthwatch, a community-based
participatory research team was formed
consisting of 12 members of the T&G
community, including patients, carers,
GPs, practice staff, commissioners, and the
voluntary sector. Levesque et al ’s conceptual
framework was used11 to introduce the
community research team to the complexities
of access to care. The community research
team contributed to project design and
to data collection and analysis, meeting
35 times over 4.5 years. The community Such policy solutions were adopted even
though available evidence demonstrated British Journal of General Practice, May 2022 e343 Professional
values,
norms,
culture,
and gender
Transparency
Outreach
Information
Screening
Approachability
Ability
to perceive
Ability
to seek
Ability
to reach
Ability
to pay
Ability
to engage
Acceptability
Availability and
accommodation
Affordability
Appropriateness
Geographic
location
Accommodation
Hours of opening
Appointments
mechanisms
Direct costs
Indirect costs
Opportunity
costs
Technical and
interpersonal
quality
Adequacy
Coordination and
continuity
Healthcare
consequences
Healthcare
reaching
Healthcare
seeking
Healthcare
needs
Health literacy
Health beliefs
Trust and
expectations
Personal and
social values,
culture,
gender,
autonomy
Living
environments
Transport
Mobility
Social support
Income
Assets
Social capital
Health
insurance
Empowerment
Information
Adherence
Caregiver
support
Perception of
needs and
desire for care
Healthcare
utilisation
Economic
Satisfaction
Health
Primary
access
Secondary
access team members contributed to purposive
sampling decisions. Interviews and focus
groups explored participants’ experiences
of accessing or providing care. Community
research team members assisted with
focus group facilitation. Non-participant
observation in communal general practice
spaces focused on receptionist activities
and interactions with service users. Non-
participant observation in relevant public
meetings focused on how access was
discussed by service users, providers, and
commissioners. Levesque et al ’s conceptual
framework of access to care11 was utilised
as a visual prompt26 to support discussion
during data collection in interviews and focus
groups, and occasionally during observation
sessions. The 54 interview and focus group
participants included service users (patients,
carers, and voluntary sector roles) and
service providers (GPs, practice managers,
receptionists, commissioners, and other
relevant NHS roles). Community-based participatory research
Thi
h d
t d
h d i
d The 39 service user
participants included: people possessing
each of the nine protected characteristics
under the UK Equality Act 201032 (age,
disability, gender reassignment, marriage
and civil partnership, race, religion or belief,
sex, and sexual orientation), as well as
patients with various health needs (both
physical and mental); carers of people
with chronic diseases, including dementia,
mental health problems, and learning
disabilities;
people
facing
economic
deprivation; people for whom English was
not their first language; and members of
relevant voluntary organisations. Patient
and carer participants ranged in age from
26–79 years, with carers discussing patients
ranging from age zero to 101 years. The 15
service provider participants had between
four and 26 years of experience. The surgery
sites included small and large surgeries
in all five neighbourhoods of T&G, and the
7-day access hub sites. The meetings and
events observed included CCG Governing
Body and Primary Care Joint Committee
meetings, and CCG and Healthwatch public
events. In all, the study collected data that
spanned experiences across approximately
36 of the 45 general practice/hub sites in
T&G. research team represented a wide range of
backgrounds and professional roles, and this
diversity provided an important resource for
the project. Figure 1. A conceptual framework for patient-centred
access to health care (reproduced from Levesque et
al, 2013) 11 Data collection Data collection took place from October 2015
to October 2016, and included 19 semi-
structured interviews,26 7 focus groups,27 and
71 hours of observation,28,29 (summarised
in Table 1). Purposive sampling27 and
snowball
approaches30,31
were
used
to achieve maximum variation among
service users and providers across general
practice settings. Community research Table 1. Summary of interview, focus group, and observation data
generated in this study
Method
Events, n
Participants, n
Approximate hours
Interviews: service users
9
9
12
Interviews: service providers
10
10 (3 also patients in area)
12
Focus groups: service users
6
30
10
Focus groups: service
1
5
1.5
providers
Observation: surgeries
13
8 sites (including interactions
45
with approximately
40 receptionists, GPs, practice
managers, practice
nurses, administrative
staff, and patients)
Observation: meetings and
12
Approximately 70 individuals
26
events
across all meetings/events
Total
51
54 (+ approximately 110)
106.5
e344 British Journal of General Practice, May 2022 Table 1. Summary of interview, focus group, and observation data
generated in this study
Method
Events, n
Participants, n
Approximate hours
Interviews: service users
9
9
12
Interviews: service providers
10
10 (3 also patients in area)
12
Focus groups: service users
6
30
10
Focus groups: service
1
5
1.5
providers
Observation: surgeries
13
8 sites (including interactions
45
with approximately
40 receptionists, GPs, practice
managers, practice
nurses, administrative
staff, and patients)
Observation: meetings and
12
Approximately 70 individuals
26
events
across all meetings/events
Total
51
54 (+ approximately 110)
106.5
e344 British Journal of General Practice, May 2022 Table 1. Summary of interview, focus group, and observation data
generated in this study Table 1. Summary of interview, focus group, and observation data
generated in this study Data analysis An ongoing, iterative analysis process was
influenced by grounded theory,33 the five-
step framework approach,34,35 and abductive
analysis,36 balancing inductive insights from
the data with insights from theory. The
community research team and academic
research team members contributed to each of the five stages of analysis: familiarisation,
building the coding tree, coding, charting, and
mapping and interpretation. ‘Familiarisation’
included immersion in the raw data. Interviews and focus groups were recorded
and independently transcribed, checked for
accuracy, and anonymised by the research
team before sharing with community team
members. Handwritten fieldnotes were
made during observation sessions and
then expanded in typed form shortly after
the sessions. ‘Building the coding tree’
included discussions with team members
about memos and notes made during
familiarisation, notes made during interviews
on printouts of the Levesque et al model,
and important emerging concepts. These
discussions directed further sampling until
it was agreed saturation37,38 was met when it
was felt a diverse range of experiences across
of a variety of participants and practice sites
was understood. ‘Coding’ of the data using
NVivo (version 11) was informed by the rich
discussions with team members during data
collection and analysis. Coded transcripts
were discussed further with team members
to ensure consistency with early discussions
and their insights. ‘Charting’ consisted of
arranging data by code and further analysing
content within each code39 through continued
discussion with team members. ‘Mapping
and interpretation’ involved integration of
insights, including advancing the access
theory, building on the previous analysis
stages. capabilities and with varying capacity to
engage. This research therefore presents a
definition of access as the ‘human fit’ of the
needs and abilities of the population with
the capacity and abilities of the healthcare
workforce, in the context of particular societal
conditions and organisational structures and
processes. The modified theory is depicted in
Figure 2. This new formulation retains many
of Levesque et al ’s categories, but does two
additional things: first, it emphasises that
human abilities are important on both sides
of the access equation, with those of the
healthcare workforce as important as those
of the population; second, it shows that both
societal factors (affecting the population)
and system factors (constraining staff) are
mediated by these human abilities, and
that both operate within a wider context
characterised by the state of population health
and the availability of healthcare workers. Data analysis Furthermore, it illustrates how continuity
matters throughout the human interactions
at all stages of accessing care, not just within
the dimension of appropriateness. Below,
study data are presented, which support
these modifications to the conceptualisation
of access. Each responder has a unique code
in which IR denotes ‘interview responder’
and FG denotes 'focus group' with individual
responders. Stakeholder perceptions of access. Study
participants (both service users and service
providers) were enthusiastic about the
complex depiction of access in the applied
theory.11 This conceptualisation of access
chimed with their experiences in a way that
contemporary policy discourses did not. For example, following a full discussion
of experiences of accessing care, a patient
participant viewing the visual prompt
commented: Stakeholder perceptions of access. Study
participants (both service users and service
providers) were enthusiastic about the
complex depiction of access in the applied
theory.11 This conceptualisation of access
chimed with their experiences in a way that
contemporary policy discourses did not. For example, following a full discussion
of experiences of accessing care, a patient
participant viewing the visual prompt
commented: RESULTS The study found that Levesque et al ’s11
depiction of access as a complex interaction
between individuals seeking care and the
structural and cultural characteristics of
the healthcare-providing organisation was
intuitively understood by both patients and
care providers, and in observations the
study was able to recognise elements of the
framework as they occurred. However, it
was found that the framework, as depicted
by Levesque et al, failed to explain all of
the features of the situations that were
observed or heard described. This led to
modification of the framework, and offering
an incremental advancement of Levesque
et al ’s original theory. The new formulation
builds on the definition implicit in Levesque et
al ’s model (access as a ‘fit’ between human
needs and capabilities and the structures
and organisational processes in healthcare
organisations), but puts additional emphasis
on the human interactions facilitating (or
hindering) access, highlighting the fact that
organisational structures and processes
are mediated by individuals with different ‘It reflects, I think, the discussions we’ve just
had, and it … fits with the way I’ve been trying
to describe things, because I can recognise
all of those, and I’ve alluded to them.’ (IR01,
patient) A GP interview participant responded
similarly: A GP interview participant responded
similarly: A GP interview participant responded
similarly: Jennifer Voorhees (JV), interviewer: ‘How
do you feel this idea of access resonates
with you?’
IR04, GP: ‘Really strongly. I think it’s very,
very useful and tells you — it has just so
much more in it than how people are usually
seeing access.’ Jennifer Voorhees (JV), interviewer: ‘How
do you feel this idea of access resonates
with you?’ Jennifer Voorhees (JV), interviewer: ‘How
do you feel this idea of access resonates
with you?’ IR04, GP: ‘Really strongly. I think it’s very,
very useful and tells you — it has just so
much more in it than how people are usually
seeing access.’ British Journal of General Practice, May 2022 e345 ‘I think it’s relevant ... Especially things
like this: “the ability to reach, the ability
to engage” … “the abilities of people” … I
think that’s really, really, really important …
because I don’t think they think about that
enough … Also — and I don’t know whether
it should be on here … there’s the abilities
of GPs to be able to engage ... A GP interview participant responded
similarly: I think that
is massively important … ’ (IR10, NHS staff
member) ACCESS = the human fit of the needs and abilities of the population
with the capacity and abilities of the healthcare workforce with the capacity and abilities of the healthcare workforce
Population
Healthcare workforce
Individuals, households, and communities
Individuals, teams, organisations, and systems
Human
interaction
Population
health
Human factors:
Attitudes
Beliefs
Empowerment
Expectations
Experiences
Knowledge
Resources
Roles
Workforce
capacity
Societal
factors
Population
abilities
Workforce
abilities
System
factors
Healthcare needs
Health literacy
Health beliefs
Trust
Expectations
Ability to
perceive
Ability to
approach or be
approachable
Transparency
Outreach
Information
Screening
Perception of
needs and
desire for care
Personal and
social values:
culture, gender,
and autonomy
Ability to
seek
Ability to
accept or be
acceptable
Professional
values
Norms
Culture
Gender
Seeking
health care
Living
environments
Transport
Mobility
Social support
Ability to
reach
Ability to be
available and
to accomodate
Location
Hours of opening
Appointment
mechanisms
Reaching
health care
Income assets
Social capital
Health
Insurance
Ability to
pay
Ability to be
afforded
Direct costs
Indirect costs
Opportunity
costs
Healthcare
utilisation
Empowerment
Information
Adherence
Caregiver
support
Ability to
engage
Ability to be
appropriate
Technical and
interpersonal
quality
Adequacy
Coordination
Continuity
Healthcare
consequences
Better fit between abilities of population and healthcare workforce:
population needs met/health improved, workforce optimised Healthcare workforce
Individuals, teams, organisations, and systems Human
interaction This participant insight was one of several
about the importance of the abilities of
people within the workforce, and is explored
further in the following section. Population
health Human fit: people and their abilities in context
and the importance of continuity. Patients
told us that they wanted to be treated as
individuals, that they appreciated when
receptionists knew them, and that this aspect
of care had deteriorated compared with their
experiences in the past. One commissioner
explained how during engagement activities
with members of the community around
aspects of general practice, the top patient
priority was to be treated as an individual, and
that this was contrary to the current policy
emphasis on timeliness of appointments: ‘When I read back what people said and
summarised it … people put at the top that
they really liked being treated as an individual
first. e346 British Journal of General Practice, May 2022 Improving access: relevance of the concept
of ‘human fit’ In addition to illuminating current access
issues as experienced by patients and staff,
applying the new conception of access
as the human fit between the abilities of
both patients and staff can help to define
‘better’ access, providing specific targets for
change. For example, the data suggest that
improving access could mean improving
continuity, providing more opportunity to
achieve that human fit between staff and
patients. Participants felt that the access
theory was useful for this purpose as well: Participants recognised that continuity
was important across the clinical team: ‘Yeah … going back to this team and longevity
in the practice, having a stable team of
somebody saying, “I always go to [name], the
healthcare assistant. He’s great. I’ve been
going for five years.”’ (IR07, commissioner) It was noticeable that, while patients
requested clinicians who were known to
them, many practice appointment systems
were unable to accommodate this, leading to
conflicts. An exchange from a focus group of
practice managers demonstrates workload
and doctor turnover limiting capacity to offer
continuity: ‘What you can almost come out with is
a toolkit to help you in your area look at
access seriously. So this could be [pointing to
diagram], these could be the ways you could
start to look at access. Not “the answer”, it’s,
“Before you look at that, think about this in
your patch.”’ (IR07, commissioner) The complexity of human factors affecting
access and the need for a proactive outreach
to patients with unmet needs were relevant
issues that participants felt were not
appreciated by politicians. This GP explained: ‘We had an example just this morning, a
patient came in, and admittedly she’d come
down because she said she couldn’t get
through on the phone … She’s known to
us, quite bad asthmatic, she was having
a flare-up of her asthma, but only wanted
to see one of two particular GPs. One was
actually off on long-term sick, don’t know
when he’s coming back, the other one was
fully booked, but we had an appointment
with a locum and another GP. We could have
given her an appointment within 40 minutes
of her turning up at the window, and it wasn’t
good enough for her … She went away saying
that she was going to complain. A GP interview participant responded
similarly: For example, an NHS staff member with
public engagement experience appreciated
the depiction of ‘abilities of people’ on the
population side, but offered an insight about
the importance of abilities of the healthcare
workforce: ‘… some GPs can be challenging because
of their own stress levels or their workload
… In one surgery I’ll have a GP who is … the
kind of person that would talk like you and
I talk, and then say, “Is there anything else
that I can help you with?” and, “How are
you?” and will look you in the eye and will e346 British Journal of General Practice, May 2022 me, if you’re really ill … you’ll see anybody
who’s qualified to see you, and you don’t
refuse an appointment within 40 minutes. I actually think that that’s quite good to be
offered something so quick, but it wasn’t
good enough, and I’m fully expecting, when
I’m back in … that she’ll have written in and
complained, and this is the kind of thing
that you’re up against all the time.’ (FG1R2,
practice manager) go away from their computer screen, and
that’s how you want them to be. And with
others, they will sit down, and they’ll say …
“What do you want?” … and that’s not helpful
… If you were somebody who wasn’t feeling
very comfortable or wasn’t feeling very well
or wasn’t feeling very in the mood to have
a debate … you’d feel, “Well actually I’ll just
take the prescription, thanks.”’ (IR15 patient/
voluntary sector worker) To treat someone as an individual
requires some knowledge of them or at
least openness to that knowledge. This was
observed to occur more readily in smaller
practices. For example, in small practices
receptionists often provided significant
continuity for the patients, knowing them
and their circumstances well. Some GPs
recognised the role receptionists play
in knowing patients within the practice
population: Thus, the data demonstrates how
continuity can be an important component
of good access, but emphasises that it is
also a complex construct. In particular, the
human skills of all members of the practice
team are important in determining whether
or not patients feel ‘known’ and therefore
understood. Moreover, the current context
of general practice with high workload and
shortages of staff requires patients to also be
adaptable and to show understanding of the
pressures being experienced by staff. A GP interview participant responded
similarly: That was their ultimate priority …
Appointments was important, but people
didn’t sit there and all say “I can’t get an
appointment.” They thought the topic needed
looking at, but they had mixed experiences.’
(IR07, commissioner) ‘When I read back what people said and
summarised it … people put at the top that
they really liked being treated as an individual
first. That was their ultimate priority …
Appointments was important, but people
didn’t sit there and all say “I can’t get an
appointment.” They thought the topic needed
looking at, but they had mixed experiences.’
(IR07, commissioner) Healthcare
consequences As depicted in Figure 2, the modified theory
reflects that feeling as if you are being treated
as an individual relates to the receptionists’
and other care team members’ abilities to be
approached, to accept, to accommodate, and
to be appropriate, as well as their knowledge
of particular individuals. Furthermore, it is
not just the receptionist or clinician’s innate
or learned abilities, but their capacity to use
those abilities within the context of available
resources, system factors, and workload
pressures. A voluntary sector worker and
patient reflected on how clinicians’ innate
abilities were constrained by their workload: Better fit between abilities of population and healthcare workforce:
population needs met/health improved, workforce optimised Better fit between abilities of population and healthcare workforce:
population needs met/health improved, workforce optimised Figure 2. Access as human fit (adapted from Levesque
et al’s conceptual framework for access to health
care) 11 JV: ‘You mentioned that this isn’t necessarily
the way access is usually talked about.’
IR04, GP: ‘No, it’s all about whether you can
get an appointment within a certain length
of time.’ Participants offered additional insights
and critiques based on their experiences. A GP interview participant responded
similarly: ‘And they also build up a knowledge of the
individual characters who are ringing us up
and how to handle them. So yeah, they’re
on the same journey as us, in that respect.’
(IR13, GP) British Journal of General Practice, May 2022 e347 Implications for research and practice Implications for research and practice
The concept of access as human fit can be
applied to inform the design of interventions
to improve access and evaluations of
access policies and interventions. Further
research is also needed with practices
and primary care networks to determine
how to best apply this understanding of
access in practical ways to improve fit for
those in the population with unmet needs. Such research should continue to take a
participatory approach in order to ensure
patient and public perspectives shape the
research efforts. Politicians and policymakers can apply this
understanding of access to convey a different
goal for improving access to care: better
human fit. Policies that take account of this
conceptualisation would see continuity as an
important contributor to better access, with
attendant improvements in a wide range Improving access: relevance of the concept
of ‘human fit’ Now to ‘I don’t think the politicians appreciate any of
that … They just see it as: if you’ve … got the
flu, how quickly can you get to see your GP? Not that you need to see your GP with the
flu, but that’s their own direct experience of
doctors, and they don’t give any thought to
the opportunistic stuff, the preventative stuff,
the vulnerable people who don’t actually ask
for appointments, but need probably more British Journal of General Practice, May 2022 e347 care than most voting adults. And so yeah,
there is just an impoverished debate around
it. There’s a lack of imagination about the
true nature of the problem.’ (IR13, GP) provided a detailed understanding from
multiple perspectives,41 and the participatory
approach ensured that the research was
grounded in and steered by the lived
experiences of the local community. Some GPs recognised that understanding
access in this way and rethinking some of
the rules within general practice around
appointments were key to addressing health
inequalities: A potential limitation is that the study
occurred in one area. However, the ability
to forge partnerships in the community
and to explore the area in depth supported
successful recruitment, including from
groups sometimes termed ‘hard to reach’. A further limitation is the potential for social
desirability bias, in that participants could
respond positively to the access theory in
order to please the researcher. However,
participants were encouraged to tell their
own story before mentioning the theory, and
efforts were made to encourage critique. ‘There should never be a one-size-fits-
all rule, should there? I think flexibility is
definitely the route to helping with health
inequalities.’ (IR04, GP) This research suggests that applying the
‘access as human fit’ conceptualisation has
the potential to stimulate the imagination,
highlight the breadth of issues to be
addressed, and broaden targets for change. For example, by moving beyond timeliness
to consider the human abilities and factors
affecting interactions between the population
and healthcare staff, as depicted in Figure 2. Comparison with existing literature Comparison with existing literature
This work resonates with existing theoretical
literature on access to health care, as well
as with previous calls for access theory to
be applied within service improvement and
research.14,42 It resonates with other theories
such as candidacy that embrace a recursive
and dynamic view of access interactions.9
While Levesque et al ’s original theory
includes aspects of the human capabilities
of service providers under the heading of
‘appropriateness’, the study suggests that
these capabilities are important across all of
the dimensions of access. Thus, for example,
‘ability to be approachable’ highlights that the
extent to which a service is experienced as
approachable will be determined by both the
design of the system and the human abilities
of those greeting service users. This study
offers an incremental adjustment of the
original theory, which is a novel contribution. DISCUSSION
Summary y
This study demonstrates the relevance of
a broad and complex theory of access, and
advances a modified concept of access as the
‘human fit’ between the needs and abilities of
the population with the capacity and abilities
of the healthcare workforce. This modified
concept of access, as depicted in Figure 2,
builds on Levesque et al ’s patient-centred
access concept11 to highlight the importance
of both human and contextual factors within
society and the healthcare system. Through
qualitative and participatory research, this
study demonstrates diverse service user
and workforce stakeholder perceptions
of accessing primary care in the UK. The
relevance of continuity as a component of
access, rather than something separate, has
been emphasised. The multiple human and
contextual factors of access, as depicted by
the model in Figure 2, create opportunities to
address components of access that have been
overshadowed by historical policy emphasis
on timeliness or number of appointments. The
data presented demonstrate that attention
to these other factors would be welcomed
by both service users and the healthcare
workforce, who have long recognised their
value and contribution to longstanding access
problems. e348 British Journal of General Practice, May 2022 Competing interests The authors have declared no competing
interests. Ethical approval Ethical approval was obtained from the
Greater Manchester West Research Ethics
Committee
(reference:
15/NW/0740)
alongside NHS Research Governance
Approval (reference: 177650). Funding This research was funded by the National
Institute for Health Research Collaboration for
Leadership in Applied Health Research and
Care (NIHR CLAHRC) Greater Manchester,
now recommissioned as NIHR Applied
Research Collaboration Greater Manchester. The views expressed in this publication are
those of the authors and not necessarily those
of the NIHR or the Department of Health and
Social Care. Acknowledgements The authors sincerely thank the members of
the community-based participatory research
team in Tameside and Glossop — Lesley
Surman, Tina Greenhough, Jean Hurlston,
Joanna Bircher, Jamie Douglas, Manoj
Mistry, Catherine Poulton, Peter Denton,
Tracey Turley, Julie Beech, Laura Browse,
and Elaine Parker-Boyd — for their significant
contributions to this research. The authors
would also like to thank the participants
who shared their experiences, and all those
who facilitated this research. Thank you to
Katherine Cairoli for technical assistance with
Adobe InDesign to adapt the access model. Strengths and limitations The study’s main strength lies in the
application and advancement of a theoretical
framework.40 Triangulation of methods e348 British Journal of General Practice, May 2022 Funding Although this research took place before
the COVID-19 pandemic, the understanding
of access as human fit continues to be
relevant. There were major changes to
general practice appointments due to the
pandemic,47 that is, remote consultation,
which occurred out of necessity and without
reference to patient preferences, and are
likely to be associated with worse experiences
of access for some groups, while potentially
improving access for others. Further
research can utilise the concept of human fit
to understand the impacts of changes made,
including on continuity of care. It could be
used to support practices to think through
which aspects of changes should be retained
and which require modification to address
potentially worsening inequalities. of outcomes (including mortality,43 accident
and emergency use,44 hospital admissions,45
and patient and provider satisfaction,17,18)
rather than as something that must be
traded away for improved speed. Wider application of this conceptualisation
may support commissioners and providers
to work in partnership with patients to
improve access as human fit. Interventions
are often aimed at the health service
side, including creating more services,46
but this framework supports focusing on
the abilities of people in the population,
including issues of health literacy, as well
as supporting training for practice staff to
enable them to work more effectively within
current constraints. This might, for example,
support staff in understanding how they can,
without increasing their workload, find ways
of helping patients to ‘feel known’. British Journal of General Practice, May 2022 e349 Open access This article is Open Access: CC BY 4.0 licence
(http://creativecommons.org/licences/
by/4.0/). REFERENCES 23. Stake RE. Case studies. In: Denzin NK, ed. Strategies of qualitative inquiry. Los
Angeles, CA: Sage Publications, 2003, 134–164. 24. Minkler M, Wallerstein N. Community-based participatory research for health:
from process to outcomes. 2nd edn. San Francisco, CA: Jossey-Bass, 2008. 1. Starfield B, Shi, L, Mackinko, J. Contribution of primary care to health systems
and health. Milbank Q 2005; 83(3): 457–502. 25. Israel BA, Eng E, Schulz AJ, Parker EA. Methods for community-based
participatory research for health. 2nd edn. San Francisco, CA: Jossey-Bass,
2012. 2. Aday LA, Andersen R. A framework for the study of access to medical care. Health Serv Res 1974; 9(3): 208–220. 3. Donabedian A. Aspects of medical care administration: specifying requirements
for health care. Cambridge: Harvard University Press,1973. 26. McCracken GD. The long interview. Newbury Park, CA: Sage Publications, 1988. for health care. Cambridge: Harvard University Press,1973. 4. Penchansky R, Thomas JW. The concept of access: definition and relationship
to consumer satisfaction. Med Care 1981; 19(2): 127–140. 27. Green J, Thorogood N. Qualitative methods for health research. 2nd edn. Los
Angeles, CA: Sage Publications, 2009. 5. Ricketts TC, Goldsmith LJ. Access in health services research: the battle of the
frameworks. Nurs Outlook 2005; 53(6): 274–280. 28. Emerson RM, Fretz RI, Shaw LL. Writing ethnographic fieldnotes. 2nd edn. Chicago, IL: The University of Chicago Press, 2011. 6. Aday LA, Andersen RM. Equity of access to medical care: a conceptual and
empirical overview. Med Care 1981; 19(12): 4–27. 29. Madison DS. Critical ethnography: method, ethics, and performance. 2nd edn. Thousand Oaks, CA: Sage Publications, 2012. 7. Andersen RM, McCutcheon A, Aday LA, et al. Exploring dimensions of access to
medical care. Health Serv Res 1983; 18(1): 49–74. 30. Biernacki P, Waldorf D. Snowball sampling — problems and techniques of
chain referral sampling. Sociol Methods Res 1981; 10(2): 141–163. 8. McIntyre D, Thiede M, Birch S. Access as a policy-relevant concept in low- and
middle-income countries. Health Econ Policy Law 2009; 4(Pt 2): 179–193. 31. Goodman LA. Comment: On respondent-driven sampling and snowball
sampling in hard-to-reach populations and snowball sampling not in hard-to-
reach populations. Sociol Methodol 2011; 41(1): 347–353. 9. Dixon-Woods M, Cavers D, Agarwal S, et al. Conducting a critical interpretive
synthesis of the literature on access to healthcare by vulnerable groups. BMC
Med Res Methodol 2006; 6: 35. 32. UK Government. Equality Act 2010. https://www.legislation.gov.uk/
ukpga/2010/15/contents (accessed 1 Feb 2022). 10. REFERENCES Kovandzic M, Chew-Graham C, Reeve J, et al. Access to primary mental health
care for hard-to-reach groups: from ‘silent suffering’ to ‘making it work’. Soc
Sci Med 2011; 72(5): 763–772. 33. Corbin J, Strauss A. Basics of qualitative research: techniques and procedures
for developing grounded theory. 3rd edn. Los Angeles, CA: Sage Publications,
2008. 11. Levesque JF, Harris MF, Russell G. Patient-centred access to health care:
conceptualising access at the interface of health systems and populations. Int J
Equity Health 2013; 12: 18. 34. Pope C, Ziebland S, Mays N. Qualitative research in health care. Analysing
qualitative data. BMJ 2000; 320(7227): 114–116. 12. Simpson JM, Checkland K, Snow S, et al. Access to general practice in
England: time for a policy rethink. Br J Gen Pract 2015; DOI: https://doi. org/10.3399/bjgp15X687601. 35. Ritchie J, Spencer L. Qualitative data analysis for applied policy research. In:
Bryman A, Burgess RG, eds. Analyzing qualitative data. Oxon: Routledge, 1994. 36. Tavory I, Timmermans S. Abductive analysis: theorizing qualitative research. Chicago, IL: The University of Chicago Press, 2014. 13. Boyle S, Appleby J, Harrison A. A rapid view of access to care. An inquiry into
the quality of general practice in England. 2010. https://www.kingsfund.org. uk/sites/default/files/field/field_document/rapid-view-access-care-gpinquiry-
research-paper-mar11.pdf (accessed 1 Feb 2022). 37. Malterud K, Siersma VD, Guassora AD. Sample size in qualitative interview
studies: guided by information power. Qual Health Res 2016; 26(13): 1753–1760. 38. Hennink MM, Kaiser BN, Marconi VC. Code saturation versus meaning
saturation: how many interviews are enough? Qual Heal Res 2017; 27(4):
591–608. 14. Chapman JL, Zechel A, Carter YH, Abbott S. Systematic review of recent
innovations in service provision to improve access to primary care. Br J Gen
Pract 2004; 54(502): 374–381. 15. Salisbury C, Banks J, Goodall S, et al. An evaluation of Advanced Access in
general practice. Final report. Report for the National Co-ordinating Centre
for NHS Service Delivery and Organisation R&D (NCCSDO). 2007. https://
fundingawards.nihr.ac.uk/award/08/1310/070 (accessed 1 Feb 2022). 39. Bazeley P, Jackson K. Qualitative data analysis with NVivo. 2nd edn. Los
Angeles, CA: Sage Publications, 2013. 40. Kislov R. Engaging with theory: from theoretically informed to theoretically
informative improvement research. BMJ Qual Saf 2019; 28(3): 177–179. 16. Bower P, Roland M, Campbell J, Mead N. Setting standards based on patients’
views on access and continuity: secondary analysis of data from the general
practice assessment survey. BMJ 2003; 326(7383): 258. 41. Mays N, Pope C. Discuss this article Discuss this article
Contribute and read comments about this
article: bjgp.org/letters Discuss this article
Contribute and read comments about this
article: bjgp.org/letters British Journal of General Practice, May 2022 e349 REFERENCES REFERENCES Qualitative research in health care. Assessing quality in
qualitative research. BMJ 2000; 320(7226): 50–52. 42. Campbell JL, Salisbury C. Research into practice: accessing primary care. Br J
Gen Pract 2015; DOI: https://doi.org/10.3399/bjgp15X688057. 17. Gerard K, Salisbury C, Street D, et al. Is fast access to general practice all that
should matter? A discrete choice experiment of patients’ preferences. J Health
Serv Res Policy 2008; 13(2): 3–10. 43. Pereira Gray DJ, Sidaway-Lee K, White E, et al. Continuity of care with doctors
— a matter of life and death? A systematic review of continuity of care and
mortality. BMJ Open 2018; 8(6): e021161. 18. Guthrie B, Wyke S. Personal continuity and access in UK general practice: a
qualitative study of general practitioners’ and patients’ perceptions of when and
how they matter. BMC Fam Pract 2006; 7(1): 11. 44. Huntley A, Lasserson D, Wye L, et al. Which features of primary care affect
unscheduled secondary care use? A systematic review. BMJ Open 2014; 4(5):
e004746. 19. Morse A. Improving patient access to general practice. 2017. https://www. nao.org.uk/wp-content/uploads/2017/01/Improving-patient-access-general-
practice.pdf (accessed 1 Feb 2022). 45. Barker I, Steventon A, Deeny SR. Association between continuity of care
in general practice and hospital admissions for ambulatory care sensitive
conditions: cross sectional study of routinely collected, person level data. BMJ
2017; 356: j84. 20. Ford JA, Jones AP, Wong G, Steel N. Weekend opening in primary care: analysis
of the General Practice Patient Survey. Br J Gen Pract 2015; DOI: https://doi. org/10.3399/bjgp15X687673. 21. MacDonald M. Prime Minister’s Challenge Fund: improving access to general
practice. First evaluation report: October 2015. 2015. https://www.england.nhs. uk/wp-content/uploads/2015/10/pmcf-wv-one-eval-report.pdf (accessed 1 Feb
2022). 46. Richard L, Furler J, Densley K, et al. Equity of access to primary healthcare for
vulnerable populations: the IMPACT international online survey of innovations. Int J Equity Health 2016;15: 64. 47. Murphy M, Scott LJ, Salisbury C, et al. Implementation of remote consulting
in UK primary care following the COVID-19 pandemic: a mixed-methods
longitudinal study. Br J Gen Pract 2021; DOI: https://doi.org/10.3399/
BJGP.2020.0948. 22. Conservative and Unionist Party. Get Brexit done. Unleash Britain’s potential. The Conservative and Unionist Party manifesto 2019. 2019. https://www. conservatives.com/our-plan/conservative-party-manifesto-2019 (accessed
1 Feb 2022). e350 British Journal of General Practice, May 2022
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Intervention fidelity and its determinants of focused antenatal care package implementation, in South Wollo, Northeast Ethiopia.
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Tessema et al. BMC Pregnancy and Childbirth (2021) 21:150
https://doi.org/10.1186/s12884-021-03637-4 Tessema et al. BMC Pregnancy and Childbirth (2021) 21:150
https://doi.org/10.1186/s12884-021-03637-4 (2021) 21:150 Tessema et al. BMC Pregnancy and Childbirth
https://doi.org/10.1186/s12884-021-03637-4 Open Access Intervention fidelity and its determinants of
focused antenatal care package
implementation, in south Wollo zone,
Northeast Ethiopia Tessema1*
, Abebaw Gebeyehu1, Solomon Mekonnen2, Kassahun Alemu3 and Zemene Tigabu Asressie Molla Tessema1*
, Abebaw Gebeyehu1, Solomon Mekonnen2, Kassahun Alemu3 and Abstract Background: Focused antenatal care is directed at sustaining maternal health and improving fetal wellbeing to
ensure birth of a healthy neonate. Failure to implement focused antenatal care can result in inability to reduce
maternal and perinatal morbidity and mortality in low income countries. Due to evidence-practice gaps, however,
thousands of maternal, fetal and neonatal lives are still lost every day, mostly from preventable causes. This study
aimed to assess focused antenatal care package’s intervention fidelity and its determinant factors in South Wollo
Zone, Northeast Ethiopia. Methods: A cross-sectional study design was employed and a total of 898 women who gave birth in the last 6
months prior to data collection were included. Also 16 health extension workers, working in ten selected health posts,
were included. Interviews and self-administered questionnaires were used to collect data from mothers and health
extension workers. Ten [10] health posts were audited to assess availability and functionality of drugs and supplies to
provide focused antenatal care. Mothers were asked whether or not the required level of care was provided. Health
extension workers were provided with self-administered questionnaires to assess socio-demographic characteristics,
reception of training, facilitation strategies for the implementation of focused antenatal care and ability to classify
danger signs. Multilevel linear regression analysis was performed to identify individual and organizational level’s factors
influencing focused antenatal care package intervention fidelity. Results: Overall weighted average focused antenatal care package intervention fidelity (implemented as intended/
planned) was 49.8% (95% CI: 47.7–51.8), which means the average number of focused antenatal care package
interventions women received is 49.8%. Health extension workers implemented 55.1% and skilled providers (nurses,
midwives, health officers or medical doctors) 44.9% of focused antenatal care package interventions. Overall antenatal
care coverage, irrespective of frequency (at least one visit), was 752/898 women (83.7%; 95% CI: 81.3–86.1); 263/752
women (35.0%; 95% CI: 31.6–38.4) received at least four antenatal visits and only 46/752 women (6.1%; 95% CI: 4.4–7.8)
received all recommended components of focused antenatal care. Previous pregnancy-related problems, paternal
education and implementation of facilitation strategies were found to be significant factors enhancing focused
antenatal care package intervention fidelity. Abstract (C
ti
d
t
) * Correspondence: asressie@gmail.com
1Institute of Public Health, University of Gondar, Gondar, Ethiopia
Full list of author information is available at the end of the article * Correspondence: asressie@gmail.com
1Institute of Public Health, University of Gondar, Gondar, Ethiopia
Full list of author information is available at the end of the article © The Author(s). 2021 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License,
which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give
appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if
changes were made. The images or other third party material in this article are included in the article's Creative Commons
licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons
licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain
permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the
data made available in this article, unless otherwise stated in a credit line to the data. * Correspondence: asressie@gmail.com
1Institute of Public Health, University of Gondar, Gondar, Ethiopia
Full list of author information is available at the end of the article Background Focused antenatal care (FANC) is evidence based, women
oriented, goal directed and individualized care for preg-
nant women to improve maternal, perinatal and neonatal
outcomes. FANC includes clinical assessment of pregnant
women and their fetus during pregnancy in order to
achieve favorable outcomes for both women and fetus. FANC’s interventions include identification and manage-
ment of obstetric complications and infections, promoting
using skilled attendants and healthy behavior [1]. FANC
activities are directed at sustaining maternal health and
improving fetal wellbeing to ensure birth of healthy neo-
nates. Failure to implement FANC can result in inability
to reduce maternal, perinatal and neonatal morbidity and
mortality in low income countries [2, 3]. Evidence shows that public health interventions during
the antenatal period are effective to reduce maternal, peri-
natal and neonatal mortality [4]. In all studies reviewed
here, interventions during pregnancy significantly reduced
neonatal mortality in addition to improving fetal and ma-
ternal health. Studies conducted in Indonesia, Bangladesh,
sub-Saharan Africa and India indicated that increasing the
number of antenatal visits has shown to decrease mater-
nal, perinatal and neonatal mortality [5–8]. Several studies
demonstrated that prenatal iron and folic acid supplemen-
tation [9–15], tetanus toxoid vaccination [9, 16–19], use
of insecticide-impregnated bed nets during pregnancy [4]
and syphilis screening and treatment [15] have shown to
reduce maternal, perinatal and neonatal mortality. Import-
antly, randomized trials and large observational studies
showed significant reductions in neonatal mortality and
improvement of maternal and childcare uptake after
implementing these interventions as a package in commu-
nity settings [4, 20–27]. The bare number of antenatal
visits does not have a significant reducing effect on those
mortalities [22]. © The Author(s). 2021 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License,
which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give
appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if
changes were made. The images or other third party material in this article are included in the article's Creative Commons
licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons
licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain
permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the
data made available in this article, unless otherwise stated in a credit line to the data. Tessema et al. BMC Pregnancy and Childbirth (2021) 21:150 Page 2 of 8 (Continued from previous page) Conclusion: Focused antenatal care package intervention fidelity in the study area was low; this may imply that the
current level of maternal, perinatal and neonatal mortality might be partly due to the low level of focused antenatal
care intervention fidelity. Improving implementation of facilitation strategies is highly required to contribute to the
reduction of those mortalities. Keywords: Focused antenatal care packages, Intervention fidelity, Neonatal mortality, Implementation of facilitation
strategies Keywords: Focused antenatal care packages, Intervention fidelity, Neonatal mortality, Implementation of facilitation
strategies collaborative strategy of Ethiopian government composed
of 25–30 unpaid women volunteers in neighboring house-
holds [29–32]. It aims at early identification of pregnant
women and provision of FANC by linking community
levels of care with health extension workers (HEWs) in
community health posts to primary health care units. Even
after the introduction of FANC, however, maternal and
child health indicators in Ethiopia are still among the
highest in the world. The main question here is, why those
maternal, neonatal and child health indicators remained
high while these effective intervention packages are imple-
mented? We hypothesize that these interventions may not
be properly implemented as per standard, commonly
known as evidence-practice gaps. To our knowledge, no
study thus far assessed whether FANC is implemented
with fidelity or not, and facilitators enhancing and barriers
inhibiting FANC intervention fidelity influenced its imple-
mentation. Intervention fidelity refers to the degree to
which interventions are implemented as planned in the
original implementation document [33]. Therefore, FANC
package intervention fidelity is defined as the degree to
which the FANC package is implemented as described by
community-based newborn care (CBNC) plan, which was
developed by the Ministry of Health of Ethiopia. This
study aimed to assess FANC package intervention fidelity
and its determinants in South Wollo Zone, Northeast
Ethiopia. Methods
Design Cross-sectional study design was used for evaluating
intervention fidelity of FANC package in south Wollo
Zone, North east Ethiopia. Statistical analysis FANC requires a continuum of care provided at house-
hold, health post, health center and hospital levels. Main
goal of the intervention package is to transform evidence
into action for reducing maternal, perinatal and neonatal
morbidity and mortality by increasing the reach to all
pregnant women and newborns in the community. FANC includes provision of four antenatal visits, coun-
seling on nutrition, impregnated bed net use, danger
signs and mother to child HIV-transmission. It also in-
cludes birth preparedness and complication readiness
planning, treatment of diagnosed sexually transmitted
infections (STI), blood pressure, height and weight
measurement in addition to identification of maternal
danger signs and referral if necessary, provision of two
doses of tetanus toxoid vaccination, promotion of facility
birth, iron and folate supplementation and detection and
management of complications. Facilitation strategies in-
clude weekly supervision and support of HEWs by
health center staff, monthly supervision by Woreda
health office, community and HDA support [28]. y
Antenatal care coverage, frequency and content were
computed by considering the recommended amount of
FANC as a reference. Antenatal care coverage was deter-
mined as the proportion of women who have been con-
tacted at least once by health care providers during
pregnancy. Since the recommended number of FANC
visits was at least four, getting antenatal care frequency
less than four was weighed (as 1
4 ; 2
4 ; 3
4 ; >4
4 ) by considering >
four as one (reference). For antenatal care contents, taking
the total 17 antenatal care issues as maximum (Table 1),
mothers who received less than the recommended con-
tents during pregnancy were weighted accordingly (as
1
17 ;
2
17 ; 3
17 ; 4
17 ; … 17
17 ). As there was no previous study that
assessed intervention fidelity, equal weights were given for
coverage, components and frequency to compute fidelity
[37, 38]. FANC package intervention fidelity was calcu-
lated by taking the mean of the weighted product of ante-
natal care coverage, frequency, and contents. Health posts
were audited for the presence and functionality of supplies
and equipment necessary for FANC. Multilevel statistical
model was considered because mothers were nested from
the health post and the sampling method was cluster sam-
pling (by kebeles). Before jumping to multilevel model,
intra-cluster correlation coefficients (ICC) were computed
and > 5% was used as a cutoff point. Context FANC package is a combined effective and efficient pub-
lic health intervention provided at household, health
post, health center and hospital levels. Main implemen-
ters are HDAs, HEWs, and skilled health providers in
health centers. HEWs, who are young females with 10th
grade education completed, have been trained and certi-
fied to provide family health care at community level, in-
cluding FANC, diseases prevention and control, hygiene
and environmental sanitation, health education and Ethiopia is implementing FANC package in community
settings since 2013 to achieve a reduction in maternal,
perinatal and neonatal mortality [28]. One-to-five net-
works are a household-based government strategy, con-
sisting of one leader with five member households for
reaching women and their children. Five to six of such
networks can make one-to-thirty health development
army (HDA) teams. HDA is an innovative, inclusive and Tessema et al. BMC Pregnancy and Childbirth (2021) 21:150 Page 3 of 8 communication [28, 34, 35]. HEWs work in health posts
under supervision and support of health centers. communication [28, 34, 35]. HEWs work in health posts
under supervision and support of health centers. visits and components provided for the mothers were
considered as frequency and content. Sample size determination The study was conducted in South Wollo Zone of the
Amhara region, which is 400 kms north of Addis Ababa,
capital of Ethiopia. There were 900 rural and 150 urban
HEWs, 499 health posts, 126 health centers and 9 hospi-
tals (one zonal) in the Zone. All mothers who gave birth
in the last 6 months of data collection, HEWs and health
posts in the selected kebeles’ were included in the study. In Ethiopia, Kebele is the smallest administrative unit. Considering 52% of pregnant mothers who received 4+
antenatal care visits and all contents of antenatal care,
95% confidence level, 5% margin of error with 10% non-
response rate, 422 participants were required [36]. How-
ever, due to cluster sampling of kebeles, we collected
data from 898 mothers. In addition, sixteen HEWs were
included, and ten health posts where those 16 HEWs
worked, were audited. Subgroup (sampling) Kebeles from South Wollo Zone were selected randomly
using computer-generated random numbers. All mothers
who gave birth in the last 6 months (for individual-level
variables and fidelity assessment), all HEWs and all health
posts in the selected kebeles (for cluster-level variables)
were included. Mothers were interviewed in their homes
and HEWs completed the questionnaires by themselves
while their facility was audited. Facility audit is a review of
a facility’s assets, important for provision of FANC. Statistical analysis Exploratory data ana-
lysis was performed using SPSS version 20 and statistical
modeling was conducted by R statistical software. Both
Akaike’s Information Criteria (AIC) and Bayesian Infor-
mation Criteria (BIC) were used for checking model
fitness. This study used standards for reporting implemen-
tation research guidelines (StaRI) [33]. Results Primary outcome of this study, FANC package interven-
tion fidelity was computed by the weighted average of
program reach (contact coverage), adherence to FANC
contents and frequency. Program reach was measured
by the proportion of mothers who visited any health fa-
cility at least once and provided by any health care pro-
vider during recent pregnancy. The number of antenatal Socio-demographic characteristics Mean age of women at the time of interview was 30.96 +
7.22 years. Of 898 women, 449 (50%) were between 25
and 36 years of age. Six hundred thirty eight (71.4%) did
not attend any formal education, 768 (85.5%) were mar-
ried and 662 (74%) of them were housewives. Tessema et al. Socio-demographic characteristics Out of those 752 women,
ANC was provided by HEWs for 397 (52.8%; 95% CI:
52.7–52.9) and for 355 (47.2%; 95% CI: 47.1–47.3) by
skilled providers. Mean time of first antenatal care visit
was 4.14 + 2 months. Interestingly, 344/752 (45.7, 95%
CI: 44.1–47.7) attended ANC in the first trimester of
gestation (less than 12 weeks). HEWs’ mean age was 26 + 3.67 years and 13 (81.3%)
of them were married and they walked an average of
around 3 h (95% CI: 2:05–3:05) to reach to the most far
away mother’s home. Socio-demographic characteristics BMC Pregnancy and Childbirth (2021) 21:150 Page 4 of 8 Table 1 Components of focused antenatal care package provided by HEWs and skilled providers’ qualification in South Wollo Zone,
Ethiopia
Contents
Number of mothers (%)
By HEWs (%)
By skilled provider (%)
Weight measured
Yes
629 (83.6)
296 (47.1)
333 (52.9)
No
123 (16.4)
101 (82.1)
22 (17.9)
Height measured
Yes
488 (64.9)
252 (51.6)
236 (48.4)
No
264 (35.1)
145 (54.9)
119 (45.1)
Blood pressure measured
Yes
558 (74.2)
305 (54.7)
253 (45.3)
No
194 (25.8)
92 (47.4)
102 (52.6)
Advised for institutional birth
Yes
686 (91.2)
372 (54.2)
314 (45.8)
No
66 (8.8)
25 (37.9)
41 (62.1)
Advised for BPCRa
Yes
645 (85.8)
350 (54.3)
295 (45.7)
No
107 (14.2)
47 (43.9)
60 (56.1)
Advised on danger signs during pregnancy and birth
Yes
606 (80.6)
327 (54.0)
279 (46.0)
No
146 (19.4)
70 (47.9)
76 (52.1)
Advised on personal hygiene
Yes
695 (92.4)
372 (53.5)
323 (46.5)
No
57 (7.6)
25 (43.9)
32 (56.1)
Advised for PMTCTa
Yes
633 (84.2)
320 (50.6)
313 (49.4)
No
119 (15.8)
77 (64.7)
42 (35.3)
Advised and screened for STIa
Yes
622 (82.7)
308 (49.5)
314 (50.5)
No
130 (17.3)
89 (68.5)
41 (31.5)
Advised for bed net use
Yes
527 (70.1)
299 (56.7)
228 (43.3)
No
225 (29.9)
98 (43.6)
127 (56.4)
Mothers tested for HIV
Yes
678 (90.2)
345 (509)
333 (49.1)
No
74 (9.8)
52 (70.3)
22 (29.7)
Advised for nutrition during pregnancy
Yes
634 (84.3)
350 (55.2)
284 (44.8)
No
118 (15.7)
47 (39.8)
71 (60.2)
Told to seek care for pregnancy danger signs
Yes
669 (89.1)
363 (54.3)
306 (45.7)
No
82 (10.9)
34 (41.5)
48 (58.5)
Number of TTa vaccine received
No
58 (7.7)
23 (39.7)
35 (60.3)
TT1
287 (38.2)
185 (64.5)
102 (35.5)
TT2+
407 (54.1)
189 (46.4)
218 (53.6)
Iron folic acid received
Yes
425 (56.5)
203 (47.8)
222 (52.2)
No
327 (43.5)
194 (59.3)
133 (40.7)
Referred for institutional birth
Yes
475 (63.2)
284 (59.8)
191 (40.2)
No
277 (36.8)
113 (40.8)
164 (59.2)
Expected date of birth told
Yes
462 (61.4)
228 (49.4)
234 (50.6)
No
290 (38.6)
169 (58.3)
121 (41.7)
aBPCR Birth preparedness & complication readiness, PMTCT Prevention of mother to child transmission of HIV, STI Sexually transmitted infection, TT Tetanus toxoid Table 1 Components of focused antenatal care package provided by HEWs and skilled providers’ qualification in South Wollo Zone,
Ethiopia aBPCR Birth preparedness & complication readiness, PMTCT Prevention of mother to child transmission of HIV, STI Sexually transmitted infection, TT Tetanus toxoi aBPCR Birth preparedness & complication readiness, PMTCT Prevention of mother to child pregnancy, making an overall antenatal care coverage of
83.7% (95% CI: 81.28–86.12). Coverage of FANC Seven hundred fifty two of 898 women were contacted
by health care providers at least once during their recent Page 5 of 8 Tessema et al. BMC Pregnancy and Childbirth (2021) 21:150 Frequency and contents of FANC Support strategies set by Ministry of Health were
assessed from health center, district health offices, com-
munity and development armies’ perspective. Eleven
(68.8%) HEWs reported that implementation of support
either from the community, health development armies
or district health office was lower than the planned
standard. Mean number of antenatal visits were 3 + 1.6, and 263/
752 women (35.0%; 95% CI: 31.6–38.4) attended at least
four ANC visits. Higher numbers of antenatal visits were
related with increased FANC package contents provided
to mothers (Fig. 1). Only 46/752 women (6.1%; 95% CI 4.4–7.8) received
all contents of FANC. Thirty three of those (4.3%) re-
ceived care from HEWs and 13 (1.7%) from skilled pro-
viders (Table 1). Women-related factors Only 180 women (20%) were living within 15-min’ walk-
ing distance from the health post, while 333 (37.1%) of
them had to travel > 45 min on foot. Of those who re-
ceived antenatal care, 685 (91.1%) were self-referrals. One
hundred eighty seven (20.8%) encountered pregnancy-
related problems like bleeding, convulsions or high
temperature in their previous pregnancies. Overall weighted average FANC package intervention
fidelity (implementation as planned or average number
of FANC package interventions women received) was
0.498 (49.8%; 95% CI 47.7–51.8); HEWs provided 0.62
(62.0%; 95% CI: 59.7–64.3) while skilled providers pro-
vided 0.566 (56.6%; 95% CI 53.9–59.2). Only 20 women
(2.2%) received the whole recommended FANC package
with full fidelity. Discussion Facilitators’ and barriers’ of FANC intervention fidelity y
The ICC observed in the model was 17.7%, which in-
dicates that 17.7% of the variation in FANC package
intervention fidelity is explained by health post (clus-
ter) level factors. This shows FANC package interven-
tion fidelity varies between health posts and there are
health post level factors which affect implementation
of the package. Antenatal care coverage was 83.7%; 6.1% women re-
ceived all recommended components and 35% received
at least four ANC visits. Moreover, over 90% were self-
referrals to antenatal care. The overall weighted average
FANC package intervention fidelity was 49.8% and of
these, 62.0% were by HEWs and 56.6% by skilled pro-
viders. Having
pregnancy-related
medical
problems,
formally educated partners and implementation of facili-
tation strategies were significant facilitators for FANC
package intervention fidelity. In the first level model, maternal age, distance from
the health post, maternal education, pregnancy-related
problems in previous pregnancies, partner’s education
and total number of abortions were considered. Facili-
tation strategies, distance from the farthest household
and availability of supplies in the health post were
considered
in
the
second
level
model. Finally,
pregnancy-related problems in previous pregnancies,
partner’s
education and facilitation strategies were
found
to
be
statistically
significant
facilitators
for
FANC package intervention fidelity (Table 2). In this
study,
women
with
pregnancy-related
problems
in
previous pregnancies had a 9% increase of FANC
package intervention fidelity as compared to those
without. Women who had formally educated partners
had an 8% increase in the levels of FANC package
intervention fidelity in recent pregnancies as com-
pared to their counterparts. An average increased im-
plementation of health post level facilitation strategies
resulted in a 4% increase in the level of FANC pack-
age intervention fidelity. In this study, the weighted average FANC package
intervention fidelity was too low compared to the stand-
ard from the implementation plan. Durlak et.al. sug-
gested that the level of an intervention implementation
should be around 60% to produce positive results [39]. This might imply that the FANC package intervention
fidelity, according to our findings, is too low to result in
an anticipated reduction of maternal, perinatal and
neonatal mortality and morbidity. We have also shown
that the level of FANC frequency was 35.0% and content
of 6.1%. Non-conformity with prescribed frequency (≥4
visits) and recommended components of FANC was ex-
tremely evident. Discussion In the study, the observed increase in
antenatal care visits was accompanied by implementa-
tion of more FANC components, which is in line with
findings from 41 countries’ demographic and health sur-
veys [40]. Mere increase in the number of ANC visits
does not lead to increased provision of expected compo-
nents and intervention fidelity of the FANC package. In the final model, ICC was reduced to 4.7% and
both Akaike’s Information Criteria (AIC) and Bayesian
Information Criteria (BIC) decreased to 187.3 and
168.6 from the initial model (AIC 334.6 and BIC
349.0). It is indicated in this study that history of pregnancy
related problems increases the use of FANC intervention
package which is contrary to findings of other studies in
Ethiopia that assessed the factors affecting contact Table 2 The following table shows the initial (maternal level) and final (combined) variables with the corresponding beta coefficient
and confidence intervals of mixed effect model
Variables
Estimate
95% Confidence interval
Level 1 variables
Age of mothers (in years)
0.004
0.0003–0.008
Maternal problems in previous pregnancy
No
1
Yes
0.06
0.01–0.11
Total number of abortions
0.01
0.005–0.022
Husband education
No formal education
1
Attend formal education (1–8)
0.10
0.05–0.15
Combined model
Pregnancy related-medical problems in previous pregnancy
No
1
Yes
0.09
0.02–0.15
Husband education
No formal education
1
Attend formal education (1–8)
0.08
0.02–0.13
Implementation of supportive/ facilitation strategy
0.04
0.02–0.05 Total number of abortions Husband education Provider-related factors No health post had all required functional equipment
and medical supplies for FANC. Birth preparedness
and complication readiness forms, supervision check-
lists, blood pressure cuffs, pregnant women registra-
tion books, stethoscopes and tape measures were the
most frequently mentioned unavailable items in health
posts. Twelve (75%) HEWs were ever trained on FANC pack-
age while only 2 (12.5%) of them received refreshment
training in the last 3 months. Only two health posts
were supervised weekly from the catchment health cen-
ter and 9 (56.3%) HEWs received onsite assistance for
difficult cases. Nine of them responded that they were
able to provide FANC. Fig. 1 Percentage of women who received ANC contents by number of visit and providers in South Wollo Administrative Zone, Ethiopia tage of women who received ANC contents by number of visit and providers in South Wollo Administrative Zone, Ethiopia Fig. 1 Percentage of women who received ANC contents by number of visit and providers in South Wollo Administrativ Page 6 of 8 Page 6 of 8 Tessema et al. BMC Pregnancy and Childbirth (2021) 21:150 Tessema et al. BMC Pregnancy and Childbirth (2021) 21:150 Funding
Th
d This study was funded by the University of Gondar, Ethiopia. AMT received a
financial support from the Federal Ministry for Economic Cooperation and
Development (BMZ) through German Academic Exchange program (DAAD),
PhD scholarship under the In-Country/In-Region Programme Ethiopia. When facilitation strategies, put in place to optimize
implementation
of
FANC
package intervention,
in-
creased, intervention fidelity of FANC may be optimized
to its expected level. When HEWs get support from
community, HDA, health center and district health of-
fice staff as planned, provision of FANC package inter-
vention will be enhanced. Measuring facilitating effects
of supportive strategies is essential for optimizing and
harmonizing the FANC package intervention implemen-
tation [43]. Weakness in the facilitation strategy could
be one of possible reasons for the observed low level of
FANC package intervention fidelity, thereby contributing
to the high level of maternal, perinatal, neonatal mortal-
ity and morbidity in Ethiopia. Author details
1 1Institute of Public Health, University of Gondar, Gondar, Ethiopia. 2Department of Human Nutrition, Institute of Public Health, University of
Gondar, Gondar, Ethiopia. 3Department of Epidemiology and Biostatistics,
Institute of Public Health, University of Gondar, Gondar, Ethiopia. 4 Consent for publication
Not applicable. Consent for publication
Not applicable. Combined model Husband education Implementation of supportive/ facilitation strategy Tessema et al. BMC Pregnancy and Childbirth (2021) 21:150 Page 7 of 8 Page 7 of 8 coverage [41]. The difference might be due to the differ-
ence in outcome of interest as our study is the combin-
ation of coverage, frequency and content. This may
indicate that mothers’ pregnancy-related risk perceptions
play an important role for their adherence to the recom-
mended FANC package interventions. CBNC: Community-Based Newborn Care; HDA: Health Development Army;
WDA: Women Development Army; KMs: Kilo-Meters; HIV: Human
Immunodeficiency Virus; STI: Sexually Transmitted Infection; ICC: Intra-cluster
Correlation Coefficient; SPSS: Statistical Package for Social Sciences;
AIC: Akaike’s Information Criteria; BIC: Bayesian Information Criteria;
StaRI: Standards for reporting implementation research; ANC: Antenatal Care;
MCH: Maternal and Child Health CBNC: Community-Based Newborn Care; HDA: Health Development Army;
WDA: Women Development Army; KMs: Kilo-Meters; HIV: Human
Immunodeficiency Virus; STI: Sexually Transmitted Infection; ICC: Intra-cluster
Correlation Coefficient; SPSS: Statistical Package for Social Sciences;
AIC: Akaike’s Information Criteria; BIC: Bayesian Information Criteria;
StaRI: Standards for reporting implementation research; ANC: Antenatal Care;
MCH: Maternal and Child Health Partners’ attendance of formal education facilitates
FANC package intervention fidelity, contrary to women
with the same level of education. Paternal education,
even at the lowest level, thus contributes to improved
uptake and adherence to the recommended package of
care which is in line with another systematic review and
primary study [41, 42]. Maternal and child (MCH)
health care uptake decision-making may depend on
partners, particularly for mothers with low levels of edu-
cation. Therefore, MCH policy development and imple-
mentation needs to involve partners, particularly for
mothers with low levels of education in rural areas. Conclusion This study showed FANC package intervention fidelity
to be low. High levels of maternal, perinatal and neo-
natal mortality indicators may be partly due to low levels
of FANC package intervention fidelity, pointing to im-
plementation problems. Maternal previous pregnancy-
related problems, partner’s education and implementa-
tion of facilitation strategies were significant facilitators
of FANC package intervention fidelity. Paternal educa-
tion and implementation of facilitation strategies play
significant roles for improved FANC package interven-
tion fidelity. Further studies are needed that focus on
why facilitation strategies were relatively underused dur-
ing implementation. 4Department of Pediatrics and Child Health, University of Gondar, Gondar,
Ethiopia. 4Department of Pediatrics and Child Health, University of Gondar, Gondar,
Ethiopia. Received: 6 April 2020 Accepted: 10 February 2021 Received: 6 April 2020 Accepted: 10 February 2021 Acknowledgments
h
h First the authors would like to express their deepest gratitude for Estifanos
Yalew Baye (PhD) for his generous and critical review of the manuscript. We
would like also acknowledge all study participants, data collectors, and South
Wollo Zone’s district health officials. Availability of data and materials The dataset used and analyzed for this study is available from the corresponding
author. This data can be made available upon reasonable request. Authors’ contributions
AMT
d h
d AMT conceived the idea, develop and implemented the proposal, analyzed
and interpreted data and wrote the manuscript under the supervision of AG,
SM, KA, and ZT. AG, SM, KA, and ZT critically reviewed the manuscript. All
authors read and approved the final manuscript. References References
1. Warren C, Daly P, Toure L, Mongi P. Opportunities for Africa ’ s Newborns;
2006. p. 80. 2. Villar J, Bergsjo P. WHO Antenatal Care Randomized Trial: Manual for the
implementation of the New Model. WHO/RHR/01.30; 2002. p. 1–42. 3. Ebunoluwa Oshinyemi T, Ojo Aluko J, Abimbola Oluwatosin O. Focused
antenatal care: re-appraisal of current practices. Int J Nurs Midwifery. 2018;
10(8):90–8. 4. Hodgins S, Tielsch J, Rankin K, Robinson A, Kearns A, Caglia J. A new look at
Care in Pregnancy: simple, effective interventions for neglected populations. PLoS One. 2016;11(8):1–73. 5. Ibrahim J, Yorifuji T, Tsuda T, et al. Frequency of antenatal care visits and
neonatal mortality in Indonesia. J Trop Pediatr. 2012;58(3):184–8. 6. Roy S, Haque MA. Effect of antenatal care and social well-being on early
neonatal mortality in Bangladesh. BMC Pregnancy Childbirth. 2018;18(1):4–9. 1. Warren C, Daly P, Toure L, Mongi P. Opportunities for Africa ’ s Newborns;
2006. p. 80. 2. Villar J, Bergsjo P. WHO Antenatal Care Randomized Trial: Manual for the
implementation of the New Model. WHO/RHR/01.30; 2002. p. 1–42. 3. Ebunoluwa Oshinyemi T, Ojo Aluko J, Abimbola Oluwatosin O. Focused
antenatal care: re-appraisal of current practices. Int J Nurs Midwifery. 2018;
10(8):90–8. 4. Hodgins S, Tielsch J, Rankin K, Robinson A, Kearns A, Caglia J. A new look at
Care in Pregnancy: simple, effective interventions for neglected populations. PLoS One. 2016;11(8):1–73. 5. Ibrahim J, Yorifuji T, Tsuda T, et al. Frequency of antenatal care visits and
neonatal mortality in Indonesia. J Trop Pediatr. 2012;58(3):184–8. 5. Ibrahim J, Yorifuji T, Tsuda T, et al. Frequency of antenatal care visits and
neonatal mortality in Indonesia. J Trop Pediatr. 2012;58(3):184–8. 6. Roy S, Haque MA. Effect of antenatal care and social well-being on early
neonatal mortality in Bangladesh. BMC Pregnancy Childbirth. 2018;18(1):4–9. sSA: Sub-Saharan Africa; SDG: Sustainable Development Goals;
FANC: Focused Antenatal Care; HEWs: Health Extension Workers; Competing interests Nonetheless,
information
was
collected
from
the
mothers by non-health professional data collectors dur-
ing the last 6 months that the issue of social desirability
bias needs to be considered in interpreting our findings. The authors declare that there is no competing interest. Ethics approval and consent to participate Ethical approval was obtained from the ethical board of the University of
Gondar (Ref. No O/V/P/RCS/05/810/2018), and written permission letters
were granted from Amhara regional state health bureau, South Wollo Zone
and district health offices. Written informed consent was taken from all
participants. 4.
Hodgins S, Tielsch J, Rankin K, Robinson A, Kearns A, Caglia J. A new look at
Care in Pregnancy: simple, effective interventions for neglected populations.
PLoS One. 2016;11(8):1–73. Abbreviations
b
h 6. Roy S, Haque MA. Effect of antenatal care and social well-being on early
neonatal mortality in Bangladesh. BMC Pregnancy Childbirth. 2018;18(1):4–9. Page 8 of 8 Page 8 of 8 Page 8 of 8 Tessema et al. BMC Pregnancy and Childbirth (2021) 21:150 Tessema et al. BMC Pregnancy and Childbirth (2021) 21:150 7. V Doctor H. Assessing antenatal care and newborn survival in sub-Saharan
Africa within the context of renewed commitments to save newborn lives. AIMS Public Heal. 2016;3(3):432–47. reproductive , maternal , newborn and child healthcare practices : a cross-
sectional study in four regions of Ethiopia. BMC Pregnancy Childbirth. 2018;
18:373. reproductive , maternal , newborn and child healthcare practices : a cross-
sectional study in four regions of Ethiopia. BMC Pregnancy Childbirth. 2018;
18:373. 30. Wang H, Tesfaye R, Ramana GNV, Chekagn CT. Ethiopia Health Extension
Program; 2016. 8. Singh A, Pallikadavath S, Ram F, et al. Do antenatal care interventions
improve neonatal survival in India? Health Policy Plan. 2014;29(7):842–8. 9. Abir T, Ogbo FA, Stevens GJ, et al. The impact of antenatal care, iron–folic
acid supplementation and tetanus toxoid vaccination during pregnancy on
child mortality in Bangladesh. PLoS One. 2017;12(11):e0187090. 31. Yibeltal A, Yalemzewod A, Hill PS, et al. Community health extension program
of Ethiopia , 2003–2018 : successes and challenges toward universal coverage
for primary healthcare services. Glob Health. 2019;15(21):1–11. for primary healthcare services. Glob Health. 2019;15(21):1–11. 32. Health Sector Development Programme IV. Federal Democratic Republic of
Ethiopia Monistry of Health. 2010. 10. Nisar YB, Dibley MJ. Iron/folic acid supplementation during pregnancy
prevents neonatal and under-five mortality in Pakistan: propensity score
matched sample from two Pakistan demographic and health surveys. Glob
Health Action. 2016;9(1):29621. 33. Pinnock H, Barwick M, Carpenter CR, et al. Standards for report 33. Pinnock H, Barwick M, Carpenter CR, et al. Standards for reporting
implementation studies (StaRI): explanation and elaboration document. BMJ
Open. 2017;7(4):e013318. implementation studies (StaRI): explanation and elaboration document. BMJ
Open. 2017;7(4):e013318. 11. Titaley CR, Dibley MJ, Roberts CL, et al. Iron and folic acid supplements and
reduced early neonatal deaths in Indonesia. Bull World Health Organ. 2010;
88(7):500–8. 4. Langer J, Cagliaannie K. Health extension Workers in Ethiopia; 201 35. Ethiopian Federal ministry of health. Community based newborn care
traning for health extension workers: Facilitators guide. 2013. 12. Mosha D, Liu E, Hertzmark E, et al. Abbreviations
b
h Int J
Environ Res Public Health. 2019;16(748). 17. Giles ML, Krishnaswamy S, Wallace EM. Maternal immunisation: What have
been the gains? Where are the gaps? What does the future hold? F1000Research. 2018;7(F1000 Faculty Rev):1733. 43. Carroll C, Patterson M, Wood S, Booth A, Rick J, Balain S. A conceptual
framework for implementation fidelity. Implement Sci. 2007;2(1):40. 43. Carroll C, Patterson M, Wood S, Booth A, Rick J, Balain S. A conceptual
framework for implementation fidelity. Implement Sci. 2007;2(1):40. 18. Singh A, Pallikadavath S, Ogollah R, et al. Maternal tetanus toxoid
vaccination and neonatal mortality in rural North India. PLoS One. 2012;
7(11):e48891. Publisher’s Note 19. Boone P, Eble A, Elbourne D, et al. Community health promotion and
medical provision for neonatal health—CHAMPION cluster randomised trial
in Nagarkurnool district, Telangana (formerly Andhra Pradesh). India PLOS
Med. 2017;14(7):e1002324. Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. 20. Baqui AH, Williams E, El-Arifeen S, et al. Effect of community-based newborn
care on cause-specific neonatal mortality in Sylhet district, Bangladesh:
findings of a cluster-randomized controlled trial. J Perinatol. 2016;36(1):71–6. 20. Baqui AH, Williams E, El-Arifeen S, et al. Effect of community-based newborn
care on cause-specific neonatal mortality in Sylhet district, Bangladesh:
findings of a cluster-randomized controlled trial. J Perinatol. 2016;36(1):71–6. 21. Lassi ZS, Mansoor T, Bhutta ZA, et al. Essential pre-pregnancy and
pregnancy interventions for improved maternal, newborn and child health. Reprod Health. 2014;11:S2. 21. Lassi ZS, Mansoor T, Bhutta ZA, et al. Essential pre-pregnancy and
pregnancy interventions for improved maternal, newborn and child health. Reprod Health. 2014;11:S2. 22. Lassi ZS, Das JK, Bhutta ZA, et al. Evidence from community level inputs to
improve quality of care for maternal and newborn health: interventions and
findings. Reprod Health. 2014;11:S2. 23. Trivedi D. Cochrane review summary : community-based intervention
packages for reducing maternal and neonatal morbidity and mortality and
improving neonatal outcomes. Prim Health Care Res Dev. 2019;17:317–8. 23. Trivedi D. Cochrane review summary : community-based intervention
packages for reducing maternal and neonatal morbidity and mortality and
improving neonatal outcomes. Prim Health Care Res Dev. 2019;17:317–8. 24. Lassi ZS, Bhutta ZA. Community-based intervention packages for reducing
maternal and neonatal morbidity and mortality and improving neonatal
outcomes. Cochrane Database Syst Rev. 2015;3. 24. Lassi ZS, Bhutta ZA. Community-based intervention packages for reducing
maternal and neonatal morbidity and mortality and improving neonatal
outcomes. Cochrane Database Syst Rev. 2015;3. 25. Baqui AH, El-Arifeen S, Darmstadt GL, et al. Effect of community-based
newborn-care intervention package implemented through two service-
delivery strategies in Sylhet district, Bangladesh: a cluster-randomised
controlled trial. Lancet. 2008;371:1936–44. 26. Darmstadt GL, Bhutta ZA, Cousens S, et al. Neonatal Survival 2 Evidence-
based , cost-effective interventions : how many newborn babies can we
save ? Lancet. 2005;365:977–88. 26. Darmstadt GL, Bhutta ZA, Cousens S, et al. Neonatal Survival 2 Evidence-
based , cost-effective interventions : how many newborn babies can we
save ? Lancet. 2005;365:977–88. 27. Neupane S, Doku DT. Abbreviations
b
h Dietary iron and calcium intakes during
pregnancy are associated with lower risk of prematurity, stillbirth and
neonatal mortality among women in Tanzania. Public Health Nutr. 2017;
20(4):678–86. 36. Benova L, Tunçalp Ö, Moran AC, et al. Not just a number: examining
coverage and content of antenatal care in low-income and middle-income
countries. BMJ Glob Heal. 2018;3(2):e000779. 7. Hamilton M, MEASUREMENT IN, MEDICINE. Lancet. 1958;271(7028 13. Titaley CR, Dibley MJ, Roberts CL, et al. Combined iron / folic acid
supplements and malaria prophylaxis reduce neonatal mortality in 19 sub-
Saharan African countries 1–3. Am J Clin Nutr. 2010;92(1):235–43. 38. Greco S, Ishizaka A, Tasiou M, et al. On the Methodological Framework of
Composite Indices : A Review of the Issues of Weighting , Aggregation ,
and Robustness. Soc Indic Res. 2018;141:61–94. 14. Titaley CR, Dibley MJ. Antenatal iron/folic acid supplements, but not
postnatal care, prevents neonatal deaths in Indonesia: analysis of Indonesia
demographic and health surveys 2002/2003–2007 (a retrospective cohort
study). BMJ Open. 2012;2(6):e001399. 39. Durlak JA, Dupre ÆEP. Implementation matters : a review of research on the
influence of implementation on program outcomes and the factors
affecting implementation. Am J Community Psychol. 2008;41:327–50. 39. Durlak JA, Dupre ÆEP. Implementation matters : a review of research on the
influence of implementation on program outcomes and the factors
affecting implementation. Am J Community Psychol. 2008;41:327–50. 40. Hodgins S, D’Agostino A. The quality–coverage gap in antenatal care:
toward better measurement of effective coverage. Glob Heal Sci Pract. 2014;
2(2):173–81. 40. Hodgins S, D’Agostino A. The quality–coverage gap in antenatal care:
toward better measurement of effective coverage. Glob Heal Sci Pract. 2014;
2(2):173–81. 15. Bhutta ZA, Das JK, Bahl R, et al. Can available interventions end preventable
deaths in mothers, newborn babies, and stillbirths, and at what cost? Lancet. 2014;384(9940):347–70. 41. Okedo-Alex IN, Akamike IC, Ezeanosike OB, Uneke CJ. Determinants of
antenatal care utilisation in sub-Saharan Africa: a systematic review. BMJ
Open. 2019;9(10):e031890. 16. Blencowe H, Lawn J, Vandelaer J, et al. Tetanus toxoid immunization to
reduce mortality from neonatal tetanus. Int J Epidemiol. 2010;
39(Supplement 1):i102–9. 42. Mekonnen T, Dune T, Perz J, Ogbo FA. Trends and Determinants of
Antenatal Care Service Use in Ethiopia between 2000 and 2016. Int J
Environ Res Public Health. 2019;16(748). 42. Mekonnen T, Dune T, Perz J, Ogbo FA. Trends and Determinants of
Antenatal Care Service Use in Ethiopia between 2000 and 2016. Tessema et al. BMC Pregnancy and Childbirth (2021) 21:150 Publisher’s Note Association of the quality of antenatal care with
neonatal mortality: meta-analysis of individual participant data from 60 low-
and middle-income countries. Int Health. 2019;11(6):596–604. 27. Neupane S, Doku DT. Association of the quality of antenatal care with
neonatal mortality: meta-analysis of individual participant data from 60 low-
and middle-income countries. Int Health. 2019;11(6):596–604. 28. Ethiopian Federal ministry of health. Community-Based Newborn Care
Implementation Plan. 2013. 28. Ethiopian Federal ministry of health. Community-Based Newborn Care
Implementation Plan. 2013. 29. Betemariam W, Zigene ZD, Fesseha N. Correlates of the Women ’ s
Development Army strategy implementation strength with household 29. Betemariam W, Zigene ZD, Fesseha N. Correlates of the Women ’ s
Development Army strategy implementation strength with household
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Supplementary Figure Legend from FANCJ Localization by Mismatch Repair Is Vital to Maintain Genomic Integrity after UV Irradiation
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Supplemental Figure Legends: Supplemental Figure 1. FANCJ is recruited to sites of UV-induced damage in an NER
dependent manner (A) XP-F cells expressing vector, XPFWT, or XPFD676A were globally UV irradiated
(5 J/m2). At 3h after UV irradiation, cells were processed and co-immunostained with the indicated
Abs. (B) Quantification of cells with FANCJ-positive foci. (C) A549 cells containing unique shRNA
vectors targeting FANCJ or NSC were UV irradiated through micropore filters, co-immunostained with
the indicated Abs at several time points and quantified for cells with ERCC1 positive LUDS and (D)
XPC positive LUDs. Where shown, error bars represent the standard deviation of the mean of three
independent experiments Supplemental Figure 2. MMR localizes FANCJ to UV induced LUDs (A) U2OS cells containing a
second shRNA vector targeting MSH2 or NSC were analyzed by immunoblot and (B) UV irradiated
through micropore filters and quantified for cells with FANCJ- or 6-4 PP-positive LUDs. (C) U2OS
cells containing two distinct shRNA vectors targeting MSH6 or NSC were analyzed by immunoblot
and (D) treated as in B and quantified for cells with FANCJ- or 6-4 PP-positive LUDs. (E) U2OS cells
containing shRNA vectors targeting MSH2 or NSC were UV irradiated through micropore filters and
co-stained with XPC and ERCC1 abs. Representative images are shown 2 h after UV irradiation. (F)
Quantification of cells with XPC- or ERCC1-positive LUDs. (G) XP-F cells complemented with empty
vector or XPFWT were UV irradiated through micropore filters and co-stained with MSH2 and ERCC1
abs. Representative images are shown 2 h after UV irradiation. (H) Quantification of XP-F cells with
MSH2- or ERCC1-positive LUDs. (I) XP-F cells containing shRNA vectors targeting MSH2 or NSC
were UV irradiated through micropore filters, pre-extracted with 0.5% Triton-X in PBS prior to fixation,
and co-immunostained with the indicated Abs, a representative image is shown 2 hrs post UV
irradiation. Where shown, error bars represent the standard deviation of the mean of three
independent experiments Supplemental Figure 3. FANCJ localizes to UV induced LUDs predominantly in S-Phase and
contributes to the UV induced checkpoint (A) 48BR cells were UV irradiated through micropore
filters prior to incubation with 10uM EdU for 3 hrs. Cells were then processed for EdU incorporation
and co-immunostained with the indicated Abs. Supplemental Figure Legends: Supplemental Figure Legends: Supplemental Figure Legends: Supplemental Figure Legends: (B) Quantification of co-localization of XPF, FANCJ,
MLH1, or MSH2 with LUDs in non-S phase cells representing sites of gap filling and (C) quantification
of co-localization of XPF, FANCJ, MLH1, or MSH2 with LUDs in S-phase cells. (D) Whole cell
extracts of MCF7 cells containing shRNA vectors targeting FANCJ or NSC were analyzed by
immunoblot with the indicated Abs at the indicated time points after UV irradiation. The ratio of
phospho-protein/total protein by densitometry using Image J software is quantified. Supplemental Figure 4. FANCJ and MMR function in a common pathway for RPA
phosphorylation and 6-4 Photoproduct elimination, but not for gap repair. (A) A549 cells
containing shRNA vectors targeting FANCJ or NSC were stably depleted of MSH2 versus a second
NSC and analyzed for immunoblot or (B) UV irradiated through 5 um filters to generate LUDs and co-
immunostained with the indicated Abs at several time points and quantified for cells with phospho-
serine4/8 RPA32-positive LUDs and (C) 6-4 PP-positive LUDs. (D) 48BR cells containing shRNA
vectors targeting XPF, FANCJ-1, FANCJ-2, MLH1, MSH2 or NSC were UV irradiated through
micropore filters prior to incubation with 10uM EdU for 3 hrs and quantified for gap-filling in non-S
cells. (E) MSH2 isogenic mouse embryonic fibroblasts were analyzed by immunoblot, treated as in A, and quantified for gap filling in non- S phase cells. Where shown, error bars represent the standard
deviation of the mean of three independent experiments. and quantified for gap filling in non- S phase cells. Where shown, error bars represent the standard
deviation of the mean of three independent experiments. Supplemental Figure 5. FANCJ precipitates with UV modified PCNA and CPD from chromatin
extracts. (A) A549 cells were left untreated or globally UV irradiated and collected in 150 nM NETN
buffer. Cells were then spun down and the insoluble pellet was re-suspended in RIPA buffer and
sonicated. The RIPA fraction was spun down and the chromatin lysate was used for input or for CPD
immuno-precipitation (IP). IPs were then analyzed by immunoblot with the indicated Abs. Supplemental Figure 6. FANCJ deficient cells are sensitive to DNA interstrand crosslinking
agents and FANCJ suppresses UV-induced mutations (A) A549 cells expressing shRNA vectors
targeting FANCJ or NSC were left untreated or treated with Cisplatin (CPPD) and analyzed for colony
survival. (B) Quantification of surviving colonies. Supplemental Figure Legends: (C) FA-J cells expressing empty vector control or
FANCJWT were UV irradiated and analyzed for survival in 6-TG relative to untreated cells (D) Empty
vector control- or FANCJWT-complemented FA-J cells were analyzed for relative survival after
mitomycin C treatment. Cells were stained with crystal violet, solubilized, and absorbance was
measured at 590nm. The relative absorbance of treated/untreated was quantified as relative survival. (E) FA-J cells were treated as in D, except analyzed for relative survival after UV irradiation. Where
shown, error bars represent the standard deviation of the mean of three independent experiments. Supplemental Figure 7. Mutations in FANCJ and MMR loci occur in melanoma genomes (A)
FANCJ protein coding mutations were identified from sequenced melanoma genomes in cBioPortal
and the Catalogue of Somatic Mutations in Cancer (CoSMiC) databases. Mutations are located
throughout the FANCJ sequence as indicated. Two specific amino acids were previously identified, in
hereditary breast cancer (blue) and in Fanconi Anemia (green). Mutations found in the iron-sulfur
domain (red). Sites where FANCJ interacts with MLH1 (K141/K142) and BRCA1 (S990) are
indicated. (B) FANCJ protein coding mutations (C) protein coding mutations identified in MSH2 as in
A, (D) MSH6, (E) MLH1, and (F) PMS2. Supplemental Figure 8. Ectopic expression of catalytic inactive FANCJK52R disrupts clearance
of UV induced lesions in U2OS cells (A) U2OS cells were transfected with pCDNA3 constructs
containing vector, FANCJWT, or FANCJK52R and analyzed by immunoblot wit the indicated Abs. (B)
Cells were UV irradiated through 5 um filters to generate LUDs and co-immunostained with the
indicated Abs 16h post treatment and (C) quantified for cells with phospho-serine4/8 RPA32-positive
LUDs and 6-4 PP-positive LUDs. Supplemental Figure 9. FANCJ expression promotes UV induced GFP-polh foci formation in
U2OS cells (A) U2OS cells were transfected with GFP-polh and left untreated or globally UV
irradiated and analyzed on a fluorescent microscope. (B) Cells were co-transfected with GFP-polh
and siRNA reagents targeting luciferase control, FANCJ, or RAD18 and analyzed by immunoblot with
the indicated Abs. (C) Cells were left untreated or globally UV irradiated quantified for cells with >5
GFP-polh foci. Supplemental Table 1. FANCJ suppresses UV-induced mutations at the HPRT locus. Classification of clones with HPRT-inactivating mutations from A549 cells expressing shRNAs to
FANCJ (combined) vs. NSC.
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In regard to Levi-Strauss’s motive of oblivion
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Etnoantropološki problemi
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* Ce texte est le résultat d’une participation au projet Anthropologie au XX siècle:
portée théorique et méthodologique qui est en totalité financé par le Ministère de la
Science et de la Technologie de la République de Serbie ( n°. 147037).
Tekst je nastao kao rezultat rada na projektu br. 147037 Antropologija u XX veku:
teorijski i metodološki dometi koji u celosti finansira MNTR RS. Dragana Antonijevi Département d'ethnologie et d'anthropologie
Faculté de Philosophie,
Université de Belgrade
daa@eunet.rs Département d'ethnologie et d'anthropologie
Faculté de Philosophie,
Université de Belgrade
daa@eunet.rs ARTICLE ARTICLE UDC: 316.77:165.75 ARTICLE * Ce texte est le résultat d’une participation au projet Anthropologie au XX siècle:
portée théorique et méthodologique qui est en totalité financé par le Ministère de la
Science et de la Technologie de la République de Serbie ( n°. 147037). Problèmes d’ethnologie et d’anthropologie n.s. vol. 4. is. 2 (2009) g
p
q
(
)
Tekst je nastao kao rezultat rada na projektu br. 147037 Antropologija u XX veku:
teorijski i metodološki dometi koji u celosti finansira MNTR RS. 1 Traduction en croate:"Asdiwalova junaka djela" dans: Strukturalna antropolo-
gija 2, Zagreb: Školska knjiga, 1988, pp. 132-183 (trad. D. Buan et V. Mimica). En
serbe"Le Mythe d’Asdiwal" a été publié dans la revue Savremenik 7-8, 1986: 7-24 (I
partie) et Savremenik 9-10, 1986: 230-249 (II partie) mais sans le post scriptum (trad.
D. Antonijevi).
2 j
)
2 F. Boas a noté les versions de 1895, 1912 et 1916 du fleuve Skeene, et en 1902,
il a noté le mythe sur le fleuve Nass.
3 À propos du concept de l’oubli de Lévi-Strauss
Structure de communication perturbée et styles de pensée
dans la Serbie en transition * Résumé: Le point de départ du présent travail est le concept sémantique de
Lévi-Strauss que constituent l’oubli, le malentendu, l’indiscrétion et la nostal-
gie. Après l’introduction du nouveau syntagme de communication perturbée
et du terme d’obscurité, l’auteure offre une correction du concept de Lévi-
Strauss et analyse les implications sémantiques et cognitives des notions in-
cluses dans le système de "communication perturbée". Par la convergence de
deux modèles – celui de la communication perturbée et de la structure de la
modalité véridictoire de Greimas, sont proposés et analysés des exemples
illustratifs de communication perturbée et des styles de pensée dans la Serbie
en transition afin de définir leur position structurale, cognitive et communica-
tionnelle dans la création d’une carte cognitive de l’oubli et de la mémoire des
citoyens. Mots-clés: le concept de l’oubli de Lévi-Strauss, communication pertur-
bée, styles et communautés de pensée, transition, fonction socio-normative de
la sémantique de l’oubli. Problèmes d’ethnologie et d’anthropologie n.s. vol. 4. is. 2 (2009) 168 DRAGANA ANTONIJEVI Claude Lévi-Strauss et la sémantique de l’oubli 3 Lévi-Strauss n’utilise qu’une fois le terme"pathologie dans la communication"
(Lévi-Strauss 1983: 254), d’où je conclus qu’il ne le considérait pas comme trop im-
portant pour le phénomène qu’il étudiait. Pour ma part, cette expression ne m’a pas
plu, car je considère que le mot"pathologique" surcharge ces catégories cognitives qui
apparaissent souvent dans la communication de tous les jours.
.. . 4. .2 (2009) 1 Traduction en croate:"Asdiwalova junaka djela" dans: Strukturalna antropolo-
gija 2, Zagreb: Školska knjiga, 1988, pp. 132-183 (trad. D. Buan et V. Mimica). En
serbe"Le Mythe d’Asdiwal" a été publié dans la revue Savremenik 7-8, 1986: 7-24 (I
partie) et Savremenik 9-10, 1986: 230-249 (II partie) mais sans le post scriptum (trad.
D. Antonijevi).
2 F. Boas a noté les versions de 1895, 1912 et 1916 du fleuve Skeene, et en 1902,
il a noté le mythe sur le fleuve Nass.
3 Lévi-Strauss n’utilise qu’une fois le terme"pathologie dans la communication"
(Lévi-Strauss 1983: 254), d’où je conclus qu’il ne le considérait pas comme trop im-
portant pour le phénomène qu’il étudiait. Pour ma part, cette expression ne m’a pas
plu, car je considère que le mot"pathologique" surcharge ces catégories cognitives qui
apparaissent souvent dans la communication de tous les jours. 2 F. Boas a noté les versions de 1895, 1912 et 1916 du fleuve Skeene, et en 1902,
il a noté le mythe sur le fleuve Nass.
3 Lévi-Strauss n’utilise qu’une fois le terme"pathologie dans la communication"
(Lévi-Strauss 1983: 254), d’où je conclus qu’il ne le considérait pas comme trop im-
portant pour le phénomène qu’il étudiait Pour ma part cette expression ne m’a pas Claude Lévi-Strauss et la sémantique de l’oubli C’est dans le post-scriptum de l’analyse du mythe d’Asdiwal (La geste
d’Asdiwal) dans son Anthropologie structurale II (Lévi-Strauss 1973: 229-
231)1 que Claude Lévi-Strauss s’est penché pour la première fois sur le "mo-
tif de l’oubli". C’est alors qu’il constate que le motif de l’oubli ne représente
pas un simple élément narratif servant à faire débuter l’intrigue, mais une
catégorie mythique importante avec une signification précise – celle
d’omissions dans la communication. En comparant quatre versions du mythe
d’Asdiwal Tshimshian de 1895, 1902, 1912 et de 1916,2 il est amené à la con-
clusion que la mort du héros – Asdiwal, Asiwe ou Waux (selon les différentes
versions) est expliquée par une des possibilités qui apparaissent comme des
transformations à l’intérieur du champ sémantique unique de "l’oubli". Dans
l’impossibilité de concilier les différentes formes de vie qu’il vit succes-
sivement, le héros du mythe meurt victime de la nostalgie qu’il ressent et qui
lui fait commettre la faute de l’oubli ou de l’indiscrétion. Lévi-Strauss fait alors un schéma des transformations des sémentèmes
communicationnels: l’oubli, l’indiscrétion et le malentendu qui se créent sur
des axes d’opposition constitués de couples "soi : autrui" et "excès : défaut de
communication". Bien que les mythes lui parlent clairement de la nostalgie
que ressent Asdiwal et qui lui inspire un comportement qui va résulter par la
tragédie, Lévi-Strauss n’introduit pas ce quatrième élément dans le schéma. Dans une note, cependant, il reconnaît son omission (Lévi-Strauss 1973: 230). Pour pouvoir nommer plus facilement et avec plus de précision le champ
sémantique que forment les termes qui participent à l’excès/le défaut de com-
munication, j’ai introduit l’expression communication perturbée, convaincue
qu’elle est suffisamment valable et opératoire pour le concept examiné. Il
importe de noter que ce syntagme, que j’utilise dans mon travail, est à moi et
que Lévi-Strauss ne s’en sert pas. 3 3 Lévi-Strauss n’utilise qu’une fois le terme"pathologie dans la communication"
(Lévi-Strauss 1983: 254), d’où je conclus qu’il ne le considérait pas comme trop im-
portant pour le phénomène qu’il étudiait. Pour ma part, cette expression ne m’a pas
plu, car je considère que le mot"pathologique" surcharge ces catégories cognitives qui
apparaissent souvent dans la communication de tous les jours.
.. . 4. Claude Lévi-Strauss et la sémantique de l’oubli .2 (2009) A PROPOS DU CONCEPT DE MOTIF DE L’OUBLI DE LÉVI-STRAUSS 169 Lévi-Strauss a proposé le schéma de transformations du champ sémantique
de l’oubli (schéma 1), que je vais ici compléter par la nostalgie qui manque
dans son schéma original: Schéma 1: Schéma 1: INDISCRETION
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moment et au mauvais endroit – lorsqu’il vit sur mer, il s’ennuie des monta-
gnes, lorsqu’il chasse dans les montagnes, il regrette la mer. Ces déplacements
entre les montagnes et la mer, et particulièrement entre les deux fleuves, sont
en rapport avec un fait important de sa vie – les périodes de grande famine
que les Tshimshian vivent à la fin de l’hiver, lorsque ils attendent avec impa-
tience le début de la saison (c’est cette faim qui pousse le héros dans des ex-
péditions de chasse et de pêche). Les règles matrimoniales apparaissent
comme la deuxième opposition, imposant le mariage entre des clans rivaux, et
le besoin d’être simultanément le chef du clan de la mère et de la femme, ce
qui est source d’instabilité sociale dans la société matrilinéaire des Tshims-
hian (le héros est en conflit permanent avec les frères de sa femme). Par con-
séquent, Lévi-Strauss souligne que ce mythe transmet fidèlement les crises et
les difficultés de la vie sociale qui représentent un problème insoluble pour les
Tshimshian, et dont ils trouvent l’issue dans l’état d’inertie. Cependant, en étudiant la version du mythe racontée par une partie du
peuple Kwakiutl, Lévi-Strauss conclut que le héros de sa version d’Asdiwal
parvient à dépasser les contradictions en les conciliant et en les unissant, en
quoi il évite la mort comme punition pour la communication perturbée. Cette version reflète le succès des Kwakiutl à trouver d’une part une solu-
tion sociale (le héros du mythe parvient à être successivement chef du clan
de sa mère et de sa femme, en se débarrassant des beaux-frères fâcheux, et à
dépasser de cette manière l’antinomie entre la filiation et l’alliance), et
d’autre part de choisir comme leur résidence permanente la vallée du fleuve,
à mi-chemin entre les montagnes et la mer, en chassant sur les deux rives
quand il le faut (le nom même du héros du mythe renvoie au succès dans le
dépassement de cette contradiction – "Le-plus-joli-des-chasseurs" et "Chef-
de-la-pleine-mer"). La tribu Koeksotenok se voit comme un peuple fluvial
qui n’a aucun problème mental avec l’antinomie "montagne : mer", étant
donné que leur mode de vie, sans déplacements saisonniers, unit efficace-
ment les deux. De cette manière, les valeurs négatives de la communication
perturbée, dans les versions Tshimshian, se transforment en valeurs posi-
tives chez les Kwakiutl. INDISCRETION
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plus qu’il ne fallait ou qu’il n’était souhaitable de le faire (excès dans la com-
munication avec autrui); que le malentendu naît comme conséquence de la
déduction que l’on a dit quelque chose qui en vérité n’a pas été dit, ou que
l’on n’a pas voulu dire (défaut de communication avec autrui); que l’oubli
représente un défaut de communication avec soi-même – nous avons oublié
quelque chose/quelqu’un; et que la nostalgie signifie que nous avons exagéré
dans la communication avec nous-mêmes, étant donné que nous nous disons
plus qu’il n’est nécessaire ou souhaitable de se dire. Lévi-Strauss souligne l’exceptionnelle importance sémantique de "l’oubli"
comme d’une catégorie de la pensée mythique; mais dans L’Anthropologie
structurale II il n’élabore pas davantage son observation intéressante et origi-
nale. Il reviendra à cette question une dizaine d’années plus tard dans son livre
Le regard éloigné (Lévi-Strauss 1983) où il a à nouveau discuté sur la signifi-
cation du motif de l’oubli dans ses deux travaux. Dans son texte De la possibilité mythique à l'existence sociale (Lévi-
Strauss 1983: 215-240) Lévi-Strauss compare les versions Tshimshian du
mythe d’Asdiwal avec la version correspondante de la tribu Kwakiutl qui vit
sur une berge du fleuve Nass. Les Kwakiutl, plus précisément les Koeksote-
nok, une de leurs tribus, ont emprunté le mythe aux voisins Tshimshian (ver-
sion de la tribu Nisqua de 1902), ont inversé la structure de la version tshims-
hian en l’adaptant à leur mode de vie et ont ainsi essentiellement changé le
message du mythe. En quoi consistait la différence? Les oppositions mythiques originelles consistent dans l’impossibilité des
Tshimshian de trouver une bonne réponse aux prémisses basiques de leur
organisation sociale et économique. D’un côté il y a leurs déplacements sai-
sonniers réguliers et les formes d’activité utilitaire qui s’y rattachent – entre la
chasse à l’ours et à la chèvre sauvage dans les montagnes, et la pêche au pois-
son-chandelle et au saumon en été dans les vallées des fleuves (Skeena et Problèmes d’ethnologie et d’anthropologie n.s. vol. 4. is. 2 (2009) 170 DRAGANA ANTONIJEVI Nass), ou aux phoques et à d’autres espèces de poissons sur la côté du Pacifi-
que.
.. . 4. .2 (2009) INDISCRETION
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société qui façonne les sémantèmes mentionnés et leurs transformations
comme des facteurs positifs ou négatifs. La pensée mythique est indifférente
envers eux, elle nous montre les combinaisons des notions, "elle ne semble
jamais satisfaite d’apporter une seule réponse à un problème: sitôt formulée,
cette réponse s’insère dans un jeu de transformation où toutes les autres ré-
ponses possibles s’engendrent ensemble ou successivement" (Lévi-Strauss
1983: 232). Cependant, la réponse dépend de l’interprétation des communau-
.. . 4. .2 (2009) A PROPOS DU CONCEPT DE MOTIF DE L’OUBLI DE LÉVI-STRAUSS 171 tés humaines concrètes et de leur destin social, économique, historique et
politique concret. Dans le second texte Mythe et oubli (Lévi-Strauss 1983: 253-260), Lévi-
Strauss se demandera finalement quelle est la fonction de la communication
perturbée. Dans ce texte il a comparé les versions Tshimshian et Kwakiutl
d’Asdiwal, puis les mythes de la tribu Hidatsa sur leur origine, ainsi que trois
mythes grecs sur lesquels Jean-Pierre Vernant a attiré son attention. Dans ces
mythes, Plutarque explique comment les joueurs de flûte ont été frappés de
l’interdiction d’entrer au temple de Ténès à l’île de Ténédos, ainsi que de
prononcer dans ce temple le nom d’Achille, alors que Pindare interprète
l’origine du rite de sacrifice sans feu au Rodos, et l’origine des droits rituels
du monarque sur le territoire sacré, en les rattachant au mythe des Argonautes
et de Médée. Dans tous les mythes évoqués, le champ de la "communication
perturbée" joue un rôle important, dans sa fonction normative: celle
d’introduire certaines règles matrimoniales dans la société (Tshimshian et
Kwakiutl); d’expliquer l’origine et l’identité de la tribu, puis les raisons de sa
séparation en deux peuples, Crow-Hidatsa et Awaxawi, alors que dans les
mythes grecs cette fonction est d’établir les rituels et le calendrier des coutu-
mes et des formes de comportement rituel en rapport avec eux, autant
d’interdictions que de prescriptions. Autrement dit, d’assurer la mémoire et la
continuité des règles face à l’oubli qui a provoqué une perturbation dans la
communication, et par là dans la société en tant qu’unité. 4"Car c’est bien cette continuité que vient de briser l’oubli dans l’ordre mental :
nous le reconnaissons nous-mêmes en parlant de ’trous de mémoire’" (Lévi-Strauss
1983: 259). 4"Car c’est bien cette continuité que vient de briser l’oubli dans l’ordre mental :
nous le reconnaissons nous-mêmes en parlant de ’trous de mémoire’" (Lévi-Strauss
1983: 259).
5 Dans le recueil de Vuk St. Karadi, Srpske narodne pripovetke, Beograd:
Državna štamparija kraljevine Jugoslavije, 1937, il existe deux versions de ce conte. )
5 Dans le recueil de Vuk St. Karadi, Srpske narodne pripovetke, Beograd:
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le constat de la fonction normative de la sémantique de l’oubli: le motif sert,
selon Lévi-Strauss, à instaurer les pratiques rituelles qui vont assurer la conti-
nuité qui, de son côté, va briser l’oubli dans l’ordre mental, que nous appelons
généralement "trou de mémoire".4 A part dans les mythes, le motif de l’oubli est un lieu privilégié dans les
contes merveilleux, particulièrement dans ceux qui traitent des époux. Il s’agit
du type de contes généralement connu sous le nom de "La belle et la bête",
dans les mythes grecs son prototype est "Amour et Psyché", alors que dans le
catalogue d’ Aarne–Thompson ils portent le nom de Recherche du mari perdu
(AT 425), ou de Mari transformé en bête (AT 425 C). Dans les contes serbes
que j’ai analysés (Antonijevi 1991), ce type est présent dans sa version la
plus connue Le serpent jeune marié.5 Problèmes d’ethnologie et d’anthropologie n.s. vol. 4. is. 2 (2009) 172 DRAGANA ANTONIJEVI Le motif de l’oubli qui apparaît dans ces contes, se rencontre dans le cadre
du système de communication perturbée. En effet, il s’agit du lien existant
entre l’indiscrétion de la femme et l’oubli du mari. Le principal sujet du type
425C peut être réduit à l'histoire suivante: la jeune fille se marie avec un ser-
pent, mais la nuit, dans le lit, l’animal se transforme en un bel homme. C’est
cependant un secret que la femme ne doit dévoiler à personne avant
l’écoulement d’un certain laps de temps, tant que dure l’envoûtement de son
mari. Dès que l’interdiction est posée, d’après les règles du conte, elle doit
être transgressée. Dans la version serbe, la femme dévoile le secret à sa belle-
mère trop curieuse (indiscrétion), avide de savoir comment la femme vit avec
le serpent, ou plus précisément ce qui se passe la nuit dans leur alcôve. De
concert avec sa belle-mère, la femme dérobe au mari endormi sa peau de ser-
pent pour la brûler et ainsi le munir d'une figure humaine durable. A ce mo-
ment-là, le mari se réveille, comprend que la femme l’a trahi en transgressant
l’interdiction de dévoiler le secret, et il la quitte en l’avertissant qu’elle le
cherchera "tant qu’elle n’aura pas cassé le bâton de fer et déchiré les opanci*
de fer" ce qui est, pour ainsi dire, une tâche impossible à accomplir. INDISCRETION
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qu’il l’a quittée, le mari l’oublie immédiatement. Pour le retrouver et lui rap-
peler son existence et leur vie conjugale, la femme entreprend une longue et
pénible quête du mari perdu. Elle le retrouve dans un empire éloigné, en ré-
alité – dans l’au-delà, ce par quoi le conte nous suggère que le héros, en raison
du péché d’indiscrétion de sa femme et de sa mère, est en vérité – mort. Son
oubli de la vie antérieure est égal à la mort réelle. Dans les mythes et les contes, donc, les héros meurent ou sont d’une autre
manière punis pour des omissions dans la communication, ce qui nous avertit
ainsi de la gravité de ce problème. On peut comprendre pourquoi la punition
est aussi sévère: si la culture est basée sur un système complexe de communi-
cation à différents niveaux, la perturbation représente alors un problème social
réel et une transgression. Oubli et mémoire:
Concepts du temps et de la durée culturelle L'homologie capitale établie entre la mort et l’oubli représente le fonde-
ment de presque tous les systèmes religieux et mythiques – ces deux notions
représentent d’importantes lignes de démarcation entre ce monde et l’au-delà,
le passé et le présent. L’oubli se rattache essentiellement au passage du temps
.. . 4. .2 (2009) A PROPOS DU CONCEPT DE MOTIF DE L’OUBLI DE LÉVI-STRAUSS 173 et à la mortalité humaines.6 Dans les mythes grecs, le Lèthè était un fleuve au
royaume d’Hadès où les morts venaient boire pour oublier leur vie terrestre. L’âme qui savait éviter de boire au fleuve de l’Oubli, au carrefour de la vie et
de la mort, se tournait vers Mnèmosunè, pour s’abreuver au lac de la Mé-
moire, à la fontaine de l’Immortalité (Vernant 1982, 1: 88, 92). C’est ainsi que nous parvenons au couple indissociable dans son opposi-
tion et sa complémentarité, à l’oubli et à la mémoire. Dans les mythes, la mé-
moire sert à combler le fossé entre ce monde et l’au-delà, à briser l’oubli par
le rappel du passé. Dans le système plus ancien des croyances grecques, ce
rappel ne comprenait pas seulement le temps qui précède le temps courant,
mais plus encore – c’était un savoir sur les tous débuts des choses et le temps
primordial, mais également le savoir sur les événements futurs. Le passé ainsi
compris apparaît comme une dimension de l’au-delà (ibid, 87). Dans des in-
terprétations philosophiques et eschatologiques postérieures, la mémoire et
l’oubli vont se réduire à la dimension de la vie humaine individuelle et histo-
rique et sa temporalité mesurable. Pour se définir et se donner un sens dans l’histoire, les sociétés et les indi-
vidus créent et utilisent le concept du temps de différentes manières, luttant
contre l’oubli et la peur de la disparition biologique et symbolique. Les con-
cepts du temps socialement construit peuvent être cycliques, linéaires et limi-
naux (oniriques, concepts d’époques); bien que ces concepts soient parallèles
et reliés entre eux, dans chaque société, l’un d’entre eux va prévaloir en fonc-
tion de l’orientation sociale vers le passé, le présent ou le futur (Rot 2000:
163). Il est clair, alors, pourquoi la mémoire a une fonction normative: elle
donne des repères à la société et des points d’appui à l’identité à l’intérieur de
la temporalité cyclique, linéaire ou onirique. 6 Dans les interprétations mystiques et les doctrines de la réincarnation, chaque
phase de l’âme humaine est reliée avec l’oubli de l’existence précédente. Dans les
systèmes antérieurs de croyances, la tristesse de l’oubli des morts se rapportait à la
perte des joies terrestres et de la vie ; plus tard on croit que cette tristesse se rapporte à
l’oubli des splendeurs de la vie d’au-delà de l’âme qui, par la réincarnation, est con-
damnée aux souffrances de l’existence terrestre, et par conséquent à l’oubli des vérités
éternelles qu’elle avait pu contempler avant de se réincarner. *Opanci – Sorte de chaussures rustiques, généralement en cuir tanné. N. de la T. 7 A. J. Greimas considérait, avec de bonnes raisons, que ses modèles sémiotiques
peuvent être transmis du niveau de l’étude de la langue et du texte sur un champ dis-
cursif plus large, dans le domaine de la sociologie et du comportement social (Grei-
mas 1989a: 543).
8 Nous le formulons par des expressions comme"reviens à toi", "rappelle-toi",
"remets-toi","remémore-toi","figure-toi". )
8 Nous le formulons par des expressions comme"reviens à toi", "rappelle-toi",
"remets-toi","remémore-toi","figure-toi". 7 A. J. Greimas considérait, avec de bonnes raisons, que ses modèles sémiotiques
peuvent être transmis du niveau de l’étude de la langue et du texte sur un champ dis-
cursif plus large, dans le domaine de la sociologie et du comportement social (Grei-
mas 1989a: 543). Oubli et mémoire:
Concepts du temps et de la durée culturelle En ce sens, l’oubli et la mémoire
représentent réellement un couple psychologique et cognitif important. Nous
allons voir maintenant comment ils sont intégrés dans le processus important
pour la survie de la société et de la culture. q
p
p
*Opanci – Sorte de chaussures rustiques, généralement en cuir tanné. N. de la T. Problèmes d’ethnologie et d’anthropologie n.s. vol. 4. is. 2 (2009) 174 DRAGANA ANTONIJEVI ***
.. . 4. .2 (2009) *** Les sémioticiens français A. J. Greimas et Joseph Courtés ont proposé le
champ sémantique du savoir (Courtés 1976: 81). Bien que leur intention pre-
mière ne fût pas de traiter le motif de l’oubli mais la modalité sémiologique
du "savoir", ils ont placé l’opposition "oubli : mémoire" à l’intérieur d’une
structure cognitive plus générale qui règle leur rapport, créeant un nouveau
couple antithétique prédominent: "savoir : non-savoir". (schéma 2). Schéma 2: Modalité du savoir
conscience
SAVOIR
oubli
ignorance
NON - SAVOIR
mémoire Schéma 2: Modalité du savoir SAVOIR conscience NON - SAVOIR J’interpréterai de la manière suivante ce modèle sémiotique7, étudié sous
l’angle de la culture et du comportement social. La conscience et la mémoire forment la catégorie du savoir qui par sa ré-
pétitivité et sa créativité assure la continuité des représentations mentales et
des pratiques correspondantes en contribuant à la création, au maintien et à la
durée de la culture humaine. La conscience fait revenir la mémoire et brise
l’oubli,8 permet au savoir de s’accumuler dans le temps et se conserve dans la
.. . 4. .2 (2009) A PROPOS DU CONCEPT DE MOTIF DE L’OUBLI DE LÉVI-STRAUSS 175 mémoire qui est, comme le dit Michel de Certeau," ... cachée, (elle n’a pas de
lieu repérable), jusqu’à l’instant où elle se révèle, au ’moment opportun’ [...]
moyennant ce déplacement de l’espace au temps" (de Certeau 1988: 82,83),
donc, un espace où pourront s’exprimer et agir l’expérience acquise, le savoir
et le savoir-faire. A l’autre extrémité de l’opposition, à la position du non-
savoir, se trouvent l’oubli et l’ignorance, les épouvantails mentaux qui déchi-
rent le fin et complexe réseau de communication. Mais l’oubli et l’ignorance
sont eux-mêmes en opposition. L’ignorance est un vide, un rien cognitif (nous
ne pouvons nous rappeler quelque chose que nous ne savons pas) qu’il est
possible de remplir par un certain contenu (le savoir); alors que l’oubli vide le
savoir actuel, le diminue quantitativement, le détruit, crée un "trou de mé-
moire", le transformant en savoir virtuel qui, lui, par le rappel, peut à nouveau
être actualisé. *** En ce sens, l’oubli peut être traité comme un processus actif et
destructif, alors que l’ignorance est un état passif, une possibilité (une imma-
nence existant dans les limites de la conscience) que l’on est à même de chan-
ger et de mettre en mouvement par le processus de l’étude et du savoir. Si la culture humaine repose sur la transmission du savoir acquis, la répé-
tition de l’appris et l’accroissement du savoir existant au moyen de nouvelles
découvertes et connaissances, alors la mémoire et le souvenir influent de ma-
nière décisive sur ce processus. C’est pourquoi l’oubli est un péché dans le
système mythique, c’est-à-dire une faute, un ennui et un problème dans la
communication quotidienne. L’importance de ce fait est démontrée par
l’histoire des pertes des différentes connaissances et de savoir-faire que les
hommes, au cours de leur existence, concevaient et découvraient pour les
oublier, pour toujours ou temporairement. Autant cela vaut-il pour les cultures
qui connaissent l’écriture et les différentes technologies d’archiver les savoirs,
qu’il est possible alors de perdre et de détruire, encore plus cela vaut-il pour
les cultures orales, qui, jusqu'à il y a peu, représentaient la grande majorité des
communautés humaines et dont l'archivage mental, maintenu à l’aide de diffé-
rentes mnémotechniques et transmis par la tradition orale, et qu’il est si facile
de détruire parce qu'il s’appuie sur la mémoire fragile des hommes. 9 Je remercie Ivan Kovaevi, professeur d université, dont les suggestions m ont
aidée à clarifier les incertitudes sémantiques et logiques liées à l’emploi que fait Lévi-
Strauss du terme de"malentendu". Je remercie également la traductrice madame Ta-
mara Vali qui m a aidée à comprendre les nuances dans la signification des termes
français qu’utilise Lévi-Strauss.
10 Il aurait tout de même pu facilement s’en rendre compte lui-même. Lévi-Strauss
dit clairement que dans la version du mythe d’Asdiwal de 1916, la mort de son fils
Waux est causée par la distraction, mais que la mort de la femme de Waux est le ré-
sultat du malentendu de sa part – elle n’a pas correctement interprété les mots que
Waux lui a adressés, en d’autres termes,"elle n’a pas bien compris son ordre", elle
s’est gorgée de graisse, a éclaté est s’est changée en silex veiné! (Lévi-Strauss 1988:
178) [Lévi-Strauss 1973: 228]. Il est réellement étonnant que Lévi-Strauss n’ait pas
distingué la différence, bien qu’il ait écrit lui-même qu’il s’agissait d’une inteprétation
inexacte de la part de la femme de Waux (donc, destinataire du message).
.. . 4. .2 (2009) Le système de communication perturbée :
une structure un peu mieux équilibrée La sémantique de l’oubli participe ainsi des deux structures: du système
communicationnel et du système cognitif. On peut se poser la question com-
ment mettre en relation la structure cognitive étudiée avec le système de
communication perturbée. Pour ce faire, il y a de bonnes raisons pour d’abord Problèmes d’ethnologie et d’anthropologie n.s. vol. 4. is. 2 (2009) 176 DRAGANA ANTONIJEVI changer, compléter et clarifier certains éléments importants du schéma de
Lévi-Strauss. Le problème fondamental apparaît dans l’emploi que fait Lévi-Strauss du
terme malentendu. Ce défaut de communication avec autrui est-il quantitatif –
une insuffisance, un manque de mots ; ou est-il qualitatif – compréhension
erronée des mots? À Lévi-Strauss utilise les deux notions sans faire de différence. À un moment
donné il dit "défaut de communication avec autrui", puis immédiatement après
il explique que "le malentendu consiste à comprendre, dans ce que quelqu’un
a dit, autre chose que ce qu’il a voulu dire" (Lévi-Strauss 1973: 230). Mon hé-
sitation a, en outre, été provoquée par la traduction croate d’Asdiwal, dans
laquelle l’antinomie est traduite par "excès : faute" (Lévi-Strauss 1988:
180,181). Cependant, il ne s’agit pas seulement d’une confusion linguistique. Vu d’un point de vue rationnel, le contraire de l’"excès" ou du "surcroît de
quelque chose" est le"manque" ou "la carence de quelque chose". En outre, le
contraire d’"erroné" ou d’"inexact" est "exact", "correct", et non pas
"l’excès".9 Toute l’affaire est cependant facile à démêler si nous revenons à la série
communicationnelle initiale. Il s’agit du destinateur et du destinataire du mes-
sage. Lévi-Strauss a dans son explication non seulement confondu le défaut
quantitatif et qualitatif dans la communication, mais il a également confondu
ces deux groupes d’individus!10 Il a fait un schéma élégant et simple, mais
tout de même en partie inexact. Il a d’abord parlé de destinateur qui peut dire au destinataire du message
moins que ce qui est nécessaire/souhaitable. Dans ce cas, étant donné qu’il
s’agit d’un manque quantitatif de mots, de privation ou d’insuffisance
d’information, je vais désigner cette catégorie du nom d’obscurité. À l’autre
extrémité de la chaîne de communication se trouve le destinataire du message 9 Je remercie Ivan Kovaevi, professeur d université, dont les suggestions m ont
aidée à clarifier les incertitudes sémantiques et logiques liées à l’emploi que fait Lévi-
Strauss du terme de"malentendu". Le système de communication perturbée :
une structure un peu mieux équilibrée Je remercie également la traductrice madame Ta-
mara Vali qui m a aidée à comprendre les nuances dans la signification des termes
français qu’utilise Lévi-Strauss. 9 Je remercie Ivan Kovaevi, professeur d université, dont les suggestions m ont
aidée à clarifier les incertitudes sémantiques et logiques liées à l’emploi que fait Lévi-
Strauss du terme de"malentendu". Je remercie également la traductrice madame Ta-
mara Vali qui m a aidée à comprendre les nuances dans la signification des termes
français qu’utilise Lévi-Strauss. 10 Il aurait tout de même pu facilement s’en rendre compte lui-même. Lévi-Strauss
dit clairement que dans la version du mythe d’Asdiwal de 1916, la mort de son fils
Waux est causée par la distraction, mais que la mort de la femme de Waux est le ré-
sultat du malentendu de sa part – elle n’a pas correctement interprété les mots que
Waux lui a adressés, en d’autres termes,"elle n’a pas bien compris son ordre", elle
s’est gorgée de graisse, a éclaté est s’est changée en silex veiné! (Lévi-Strauss 1988:
178) [Lévi-Strauss 1973: 228]. Il est réellement étonnant que Lévi-Strauss n’ait pas
distingué la différence, bien qu’il ait écrit lui-même qu’il s’agissait d’une inteprétation
inexacte de la part de la femme de Waux (donc, destinataire du message).
.. . 4. .2 (2009) A PROPOS DU CONCEPT DE MOTIF DE L’OUBLI DE LÉVI-STRAUSS 177 qui est chargé d’une tâche interprétative – celle d’interpréter de manière
exacte ou erronée les mots du destinateur, et dans ce cas une erreur qualitative
peut apparaître, à savoir la mauvaise compréhension de ce qui a été dit, ce que
je continuerai à désigner par la notion de malentendu, étant donné que celle-ci
relève du champ de l’interprétation. Il existe, certes, le cas d’erreur qualitative de la part du destinateur du mes-
sage, lorsqu’il donne délibérément une fausse information au destinataire, lui
mentant par exemple, ou l’abusant. Le mensonge est un phénomène cognitif et
moral important qui provoque aussi de graves malentendus et conflits. Nous
pouvons traiter le non-savoir ou l’ignorance comme une erreur qualitative
dans la communication avec soi-même, ce qui peut avoir pour conséquence de
se leurrer soi-même (la conviction que nous savons quelque chose que nous
ne savons pas), soit envers autrui dans le sens d’une désinformation involon-
taire par ignorance. Cependant, Lévi-Strauss n’a pas examiné ces cas
d’erreurs qualitatives de la part du destinateur du message.
.. . 4. .2 (2009) Le système de communication perturbée :
une structure un peu mieux équilibrée Je pense qu’il est maintenant clair que toutes les quatre catégories quanti-
tatives de communication perturbée – l’oubli, l’indiscrétion, l’obscurité et la
nostalgie peuvent dans le processus d’interprétation provoquer un malentendu
chez le destinataire du message, que le destinataire soit ou non la même per-
sonne que le destinateur du message. Je traiterai la communication tournée
vers soi-même comme une action "réflexive", et celle tournée vers autrui
comme "transitive". J’introduirai également le segment du défaut/de l’erreur
qualitatifs dans la communication de la part du destinateur, pour indiquer les
combinaisons et les variantes des différentes possibilités de communication
perturbée. C’est pour cette raison qu’il est possible d’établir le schéma cogni-
tif et communicationnel suivant (schéma 3) qui à mon avis, déterminerait avec
plus de précision les rapports sémantiques entre les notions données. Problèmes d’ethnologie et d’anthropologie n.s. vol. 4. is. 2 (2009)
Schéma 3: Schéma cognitivo-communicationnel de communication
perturbée
DESTINATEUR S1
DESTINATAIRE S1
RÉFLEXIF
INTERPRÉTATIF
Défaut
quantitatif
Défaut
qualitatif
Interprétation consécutive
SOI
SOI
SOI
DÉFAUT
EXCÈS
FAUX
FAUX
VRAI
Oubli
Nostalgie
Non-savoir
Malentendu avec
soi
Oubli de soi-même
Leurre
de
soi-
même
Souvenir
Prise de conscience
Connaissance Schéma 3: Schéma cognitivo-communicationnel de communication
perturbée Schéma 3: Schéma cognitivo-communicationnel de communication
perturbée
DESTINATEUR S1
DESTINATAIRE S1
RÉFLEXIF
INTERPRÉTATIF
Défaut
quantitatif
Défaut
qualitatif
Interprétation consécutive
SOI
SOI
SOI
DÉFAUT
EXCÈS
FAUX
FAUX
VRAI
Oubli
Nostalgie
Non-savoir
Malentendu avec
soi
Oubli de soi-même
Leurre
de
soi-
même
Souvenir
Prise de conscience
Connaissance Problèmes d’ethnologie et d’anthropologie n.s. vol. 4. is. 2 (2009) 178 DRAGANA ANTONIJEVI DESTINATEUR S1
DESTINATAIRE S2
TRANSITIF
INTERPRETATIF
Défaut
quantitatif
Défaut
qualitatif
Interprétation consécutive
AUTRUI AUTRUI
AUTRUI
DEFAUT
EXCÈS
FAUX
FAUX
VRAI
Obscurité
/Mystère/
Indiscrétion
/Divulgation
du secret /
Mensonge
Leurre
Désinformation
Malentendu
avec
autrui
Incompréhension
Non-savoir
Cafardage
Accord
Com-
préhension
Savoir
Révélation DESTINATEUR S1
DESTINATAIRE S2
TRANSITIF
INTERPRETATIF
Défaut
quantitatif
Défaut
qualitatif
Interprétation consécutive
AUTRUI AUTRUI
AUTRUI
DEFAUT
EXCÈS
FAUX
FAUX
VRAI
Obscurité
/Mystère/
Indiscrétion
/Divulgation
du secret /
Mensonge
Leurre
Désinformation
Malentendu
avec
autrui
Incompréhension
Non-savoir
Cafardage
Accord
Com-
préhension
Savoir
Révélation La question de la crédibilité du discours et
des différents points de vue La question de la crédibilité du discours et
des différents points de vue La question de la crédibilité du discours et
des différents points de vue La question des différents points de vue du destinateur et du destinataire du
message entre dans le cadre du problème qui concerne le malentendu, c’est-à-
dire des significations connotatives possibles, mais aussi du problème de la
véracité et de la crédibilité du discours. Il ne faudrait pas se laisser abuser par le fait que les participants de la chaîne
de communication semblent "enfermés" dans l’échange monovocal de savoir
/information, bien que l’on suppose leur accord, ne serait-ce qu’implicite sur ce
qui est vrai ou, du moins, ce qui a l’apparence du vrai. Greimas a désigné cet
accord tacite par l’expression "contrat de véracité" (veridiction contract) qui est
à la base des discours individuels et sociaux. Dans les communautés homo-
gènes, archaïques, on parvient à ce "contrat" grâce à la vérité et aux normes
établies par la tradition, alors que dans les sociétés contemporaines complexes
et hétérogènes on y parvient à travers le processus de négociation sur les postu-
lats axiologiques et cognitifs qui vont produire ce que Greimas a nommé "l’effet
de signification du vrai" (étant donné qu’il n’y a plus, comme il l’a fait remar-
quer, de "vérités immuables" dans les sociétés post-industrielles) (Greimas
1989b: 657). Toutefois, alors que le destinateur est responsable du succès ou de
l’insuccès de son discours qu’il peut manipuler, "la question ultime de la con-
firmation de la véracité repose sur le destinataire du message et sa confiance
dans ce qui lui est dit", et ce qui devrait correspondre à ses attentes (ibid, 657,
658). Il est clair que de nombreux malentendus sont possibles sur ce chemin de
la manipulation des discours et leur crédibilité, découlant soit de l’erreur quanti-
tative soit de l’erreur qualitative. Prenons l’exemple de l’erreur qualitative – le mensonge. Le destinateur
peut consciemment mentir au destinataire qui, lui, peut considérer cette in-
.. . 4. .2 (2009) 179 A PROPOS DU CONCEPT DE MOTIF DE L’OUBLI DE LÉVI-STRAUSS formation comme vraie (malentendu) tant qu’il n’aura pas démasqué le desti-
nateur. S’il est en mesure de réagir, le destinataire du message peut accuser le
destinateur de l’abuser délibérément et de diffuser de fausses informations. Une telle communication va provoquer différents ennuis, puis entraîner cer-
taines sanctions. Ou bien, prenons le cas de l’indiscrétion. La question de la crédibilité du discours et
des différents points de vue Dire plus qu’il n’est
permis/souhaitable/nécessaire de dire est généralement compris comme la
divulgation d’un secret / le cafardage / le bavardage. Bien que les catégories
évoquées appartiennent à la communication perturbée, elles ne sont pas équi-
valentes par leur signification et leurs conséquences. En outre, il peut y avoir
une troisième personne dans la chaîne de communication qui est, par exemple,
concernée par le secret et qui a donné l’interdiction à sa divulgation (le cas du
conte "Le serpent jeune marié" que nous avons décrit ci-dessus, mais aussi les
versions du mythe d’Asdiwal de 1895). Enfin, retournons au cas de l’oubli. Que se passe-t-il lorsque l’oubli passe de la catégorie réflexive à la catégorie
persuasive11 et transitive, autrement dit, lorsque l’oubli de quelque chose et/ou
de quelqu’un nous est imposé institutionnellement? Il est évident que dans ces
cas-là le destinateur et le destinataire ne sont pas égaux. Leur communication
se déroule alors selon un rapport hiérarchique de domination et de subordina-
tion, ce qui peut avoir pour conséquence soit l’adoption de l’opinion imposée
soit la confrontation de points de vue, la méfiance, voire un conflit. Il en découle clairement que les problèmes de communication perturbée
peuvent s’aggraver du fait des points de vue divergents des participants, de
l’hiérarchie de leurs positions et rapports, de leurs motifs personnels et des
implications morales incluses dans l’échange d’informations, enfin de la ques-
tion de confiance dans la crédibilité de l’énoncé. En postulant la modalisation véridictoire (schèma 4) où chaque discours
peut être désigné comme vrai, faux, mensonger et secret, Greimas a lié "le
contrat de véracité" à la question de lecture et d’interprétation de la signi-
fication dans la dimension cognitive, autrement dit, à la participation du desti-
nateur et du destinataire dans la communication dans laquelle l’axe de crédibi-
lité est fait de la reconnaissance, c’est-à-dire, du passage du faux savoir au
savoir vrai, ce qui permet de dissiper le malentendu existant dans la commu-
nication perturbée (Greimas et Courtés 1976:440-441). Si elle vient en temps
utile, la "reconnaissance" va permettre d’éviter le conflit et la fin tragiques, et
elle représente notamment la pointe finale du discours comique, mais ce n’est
pas toujours le cas. 12 Greimas considèrait que dans les sociétés contemporaines post-industrielles le
fossé entre le vrai et le certain, le savoir et la croyance est manifeste, et que le destina-
teur du message ne ressent plus l’obligation de dire la vérité mais ce qui a l’apparence
de vérité. D’où il conclut que la cohésion sociale dans les sociétés modernes repose
sur une communication qui ressemble à des contes de folklore appelés contes de fri-
pons, où les interlocuteurs se trompent à tour de rôle, se laissant tromper après avoir
eux-mêmes trompé /menti (à) l’interlocuteur (Greimas 1989b: 657, 659).
.. . 4. .2 (2009) Styles de pensée dans le système de communication perturbée:
cas de la Serbie Toute époque est marquée par son propre style de pensée
façonné selon les intérêts de la classe dirigeante. Mary Douglas (Daglas 2001: 99) Toute époque est marquée par son propre style de pensée
façonné selon les intérêts de la classe dirigeante. Mary Douglas (Daglas 2001: 99) J’ai emprunté les expressions styles de pensée et communautés de pensée
à Mary Douglas (Daglas 2001) pour les besoins de ce travail, parce qu’elles
me semblent utiles pour l’analyse des manières dont certaines communautés,
composées de groupes sociaux différents, peuvent dans leur discours public
défendre des opinions semblables ou identiques. Douglas a à son tour em-
prunté la notion au philosophe Ludwik Fleck qui considèrait que le style de
pensée d’une communauté "pose la condition préalable à toute cognition et
détermine ce qui va être considéré comme question raisonnable et réponse
vraie ou fausse. Il assure le contexte et pose les limites à tout jugement sur la
réalité objective" (Daglas 2001:23). Étant donné que dans ce travail les pro-
blèmes cognitifs de l’oubli et du souvenir, puis du vrai et du faux, ont jusque
là été analysés, j’ai considéré la notion de "styles" comme appropriée préci-
sément parce que les catégories plus vastes de pensée de certaines commu-
nautés, sont plus larges que la notion de "groupe social" (dont j’ai voulu éviter
la définition précise). La fluidité et la multidiscursivité des différents styles de
pensée me semblent particulièrement importantes pour les pays en transition,
dont fait partie la Serbie, étant donné qu’ils sont confrontés au changement du
système socio-économique et de l’idéologie, luttant pour instaurer de nou-
veaux modèles culturels, axiologiques et cognitifs. En réalité, ces pays ont la
difficile tâche de créer un nouveau style de pensée conforme à l’ordre social
qui est en train de se développer à travers le processus de transformation post-
socialiste. Comme ce processus n’est pas simple dans ces pays, comme
d’ailleurs dans toute société en effervescence, le conflit éclate entre les diffé-
rentes visions du monde. Les sociétés ex-socialistes en transition ont un problème particulier à défi-
nir leur attitude envers le passé, c’est-à-dire envers ce qui sera jugé digne de la
mémoire sociale et représentera une base pour la création d’une vision du
monde collective nouvelle. La question de la crédibilité du discours et
des différents points de vue Dans de nombreux récits, la reconnaissance arrive trop 11 On sous-entend par communication persuasive"la communication émotionnelle
des règles sociales", c’est-à-dire, le type de communication culturelle qui a pour
l’objectif de motiver l’action en provoquant les émotions, et sert habituellement à la
transmission des valeurs et règles sociales sous forme de normes et d’exemples
d’application de ces normes (Ferrara 1974: 245, 246). Problèmes d’ethnologie et d’anthropologie n.s. vol. 4. is. 2 (2009) 180 DRAGANA ANTONIJEVI tard, ce qui les transforme en tragédies; dans le récit d’Asdiwal il n’y a point
de reconnaissance, ce qui a amené Lévi-Strauss à la conclusion sur le profond
pessimisme de ce mythe. Schéma 4: La modalisation véridictoire Schéma 4: La modalisation véridictoire
être
VRAI
SECRET
MENSONGE
non - paraître
non - être
FAUX
paraître VRAI FAUX Le problème s’accroit, cependant, dans des sociétés contemporaines, mul-
tivocales dont Greimas avait une vision pessimiste, en tant que de nouvelles
"tours de Babylone", parce qu’en elles il y a rivalité des voix, où chacun des
nombreux discours se mêle et lutte avec les autres pour son droit de parole,
pour "sa vérité", devenant ainsi un moyen pour les "connotations terrorisantes
dans la nouvelle ère d’incroyance" (Greimas 1989b: 656).12 Enfin, il a conclu,
avec une certaine dose d’ironie, qu’il fallait inverser la conception existante
sur le rapport du discours et du contexte culturel, dans le sens où "ce sont les
contextes culturels qui sont définis par l’interprétation connotative du dis-
cours", et non l’inverse (ibid, 655). Cela nous mène à l’analyse de l’application du champ sémantique de la
communication perturbée et du contrat de véracité dans les différents styles
.. . 4. .2 (2009) A PROPOS DU CONCEPT DE MOTIF DE L’OUBLI DE LÉVI-STRAUSS 181 de pensée dans la Serbie en transition, qui, elle, offre une image typique de la
société multidiscursive luttant à travers la transition pour l’établissement de
nouveaux/anciens postulats cognitifs et axiologiques. Problèmes d’ethnologie et d’anthropologie n.s. vol. 4. is. 2 (2009) Problèmes d’ethnologie et d’anthropologie n.s. vol. 4. is. 2 (2009) Styles de pensée dans le système de communication perturbée:
cas de la Serbie Etant donné que "la mémoire sociale légitime
l’ordre social" (Konerton 2002: 11), il est clair que les sociétés en transition
sont à la recherche des contenus qui donneront une signification aux rapports Problèmes d’ethnologie et d’anthropologie n.s. vol. 4. is. 2 (2009) 182 DRAGANA ANTONIJEVI politiques et sociaux nouvellement instaurés, choisissant soigneusement dans
le passé les éléments qui vont soutenir le nouveau système,".. car il appartient
à la mémoire, à savoir à l’État qui est le propriétaire de la mémoire, de créer
l’illusion d’un passé unique et de trouver dans ce passé des appuis communs:
d’unir les générations, les ancêtres et les contemporains, d’anticiper leur va-
leur dans les temps nouveaux et de styliser le passé, voire une de ses versions,
pour les besoins de ce nouveau temps" (eri 2009: 67, italique de D. A.). Etant donné, donc, que "notre sentiment du présent repose dans une large
mesure sur notre savoir sur le passé", comme le dit Paul Connerton, voici où
apparaît le problème: "le présent peut être vécu de différentes manières, en
fonction de différents passés auxquels nous pouvons le rattacher" (Konerton
2002: 10). D’où les difficultés des sociétés en transition: à quel passé se ratta-
cher? Fuyant le passé communiste et la mémoire historique dirigée, encore
très présents dans la mémoire et l’expérience de ses citoyens, elles se tour-
naient vers différents segments du passé dans leur marche à travers l’histoire,
à partir de la Deuxième Guerre mondiale comme premier jalon temporel sûr,
puis revenant en arrière aux racines séculaires et millénaires. Le point d’appui
était recherché dans différentes identités – nationale, régionale, européenne,
religieuse, dans la culture traditionnelle, autochtone ou étrangère, rurale et/ou
urbaine etc. La Serbie, à l’instar des autres pays en transition, est à la recherche d’une
identité nouvelle/ancienne, de cette "version stylisée du passé" qui va donner
un sens aux événements qui ont marqué sa situation spécifique de transforma-
tion post-socialiste. Le problème de la Serbie s’aggrave par le fait que "son"
projet du 20e siècle, celui de créer un nouvel état appelé Yougoslavie, a
échoué au début des années 90 dans les flammes de la guerre civile; la Serbie
a en outre été accusée pour la "fomentation" de cette guerre, ce qui a initié de
nombreuses remises en question de son rôle social et national, de son impor-
tance et de son efficacité dans l’histoire des temps modernes.
.. . 4. .2 (2009) Styles de pensée dans le système de communication perturbée:
cas de la Serbie Toute personne
qui a pu, dans la dernière vingtaine d’années, suivre en Serbie les débats pu-
blics et les polémiques sur le thème du passé national, de son rôle dans la
création et le démantèlement de la Yougoslavie, puis de ce qui est digne de
mémoire sociale, sait que des "luttes violentes" ont périodiquement été me-
nées dont le résultat est, toujours, une image encore embrouillée de la position
et de l’identité actuelle et future. Ces points de vue plurivoques et multiples,
parfois complètement opposés entre eux, m’ont incitée à concevoir l’idée de
l’existence de la communication perturbée. Cependant, je ne considère pas ce
processus avec pessimisme. Je pars de l’hypothèse, donc, que la transition est une période où
s’accentuent les processus de remise en question et de réévaluation, où se
rencontrent différentes opinions qui dans les temps instables peuvent provo-
quer des malentendus et des conflits dans la société, mais qui, en dernière
.. . 4. .2 (2009) A PROPOS DU CONCEPT DE MOTIF DE L’OUBLI DE LÉVI-STRAUSS 183 analyse, mènent au façonnement des positions et à la formation des idées et
des représentations collectives plus stables. Pour présenter l’image de la communication perturbée en Serbie, je
n’évoquerai, pour illustrer, que quelques exemples de styles de pensée en
conflit et de références de ces styles aux différents segments du passé, sans
vouloir les analyser en détail ni étudier tous les débats possibles menés entre
les différents styles de pensée dans les vingt dernières années. Je voudrais
montrer le mode et le lieu auquel se positionnent dans la structure de la
"communication perturbée" et la "modalité véridictoire", les points de vue qui
se forment par rapport à elles et calculer les chances qu’ils ont de devenir
partie intégrante du "style de pensée" prescrit et officiel. Je tiens compte de la
fluidité des concepts et des idées, du flottement mental, puis de la variabilité
du contexte et des intérêts, notamment politiques, que certaines communautés
de pensée peuvent avoir ; c’est pourquoi, par l’analyse proposée ici, je ne
plaide pour aucune structure cognitive fermée, mais simplement désire rendre
compte de la capacité et de l’aptitude de certains styles de pensée à s’intégrer
avec (ou sans) succès au processus de construction de la mémoire socio-natio-
nale et de l’identité dans la transformation post-socialiste. Styles de pensée dans le système de communication perturbée:
cas de la Serbie Dans l’analyse je vais croiser les schémas de la "communication pertur-
bée" et de la "modalité véridictoire" dans un rapport de congruence des posi-
tions des sémantèmes proposés. Je vais d’abord analyser les termes sur des
axes horizontaux, antithétiques, stables structurellement et opposés entre eux,
qui représentent le maximum (l’axe supérieur) et le minimum (l’axe inférieur)
des traits souhaitables d’identification. Les axes verticaux ou les déixis repré-
sentent, eux, des concepts instables aspirant en principe à se poser, grâce au
processus de "reconnaissance", sur l’un des axes cognitifs antithétiques, deve-
nant ainsi des énoncés vrais ou faux. Problèmes d’ethnologie et d’anthropologie n.s. vol. 4. is. 2 (2009)
Communication perturbée
soi
OUBLI
NOSTALGIE
OBSCU-
RITÉ
excès
autrui
INDISCRÉTION
défaut Communication perturbée
soi
OUBLI
NOSTALGIE
OBSCU-
RITÉ
excès
autrui
INDISCRÉTION
défaut Communication perturbée INDISCRÉTION Problèmes d’ethnologie et d’anthropologie n.s. vol. 4. is. 2 (2009) Problèmes d’ethnologie et d’anthropologie n.s. vol. 4. is. 2 (2009) 184 DRAGANA ANTONIJEVI Modalité véridictoire
être
VRAI
SECRET
MENSONGE
non-paraître
non-être
FAUX
paraître VRAI Position "de l’oubli" et "du vrai". Ici l’on peut ranger toutes ces repré-
sentations et discours sur les événements historiques et politiques que la so-
ciété à travers l’oubli d’elle-même s’efforce de refouler de la mémoire ou de
reconsidérer leur importance, ou bien, celles qui s’imposent à la société à
travers l’oubli institutionnel. Ces deux processus – réflexif et transitif – peu-
vent et peuvent ne pas être identiques par leur contenu. Dans le cas de l’oubli
de soi-même, le processus commence spontanément au niveau de la commu-
nauté, mais le mot de la fin est aux institutions sociales qui prescrivent le con-
tenu de l’histoire mémorisée/oubliée en formant une carte cognitive de la
mémoire de ses citoyens. Qu’est-ce que les sociétés oublient elles-même ?13 La réponse à cette ques-
tion intéressante peut être trouvée dans le parallèle avec l’oubli individuel et
le refoulement des expériences désagréables, traumatisantes ou de celles qui
nous présentent sous un mauvais jour. La nostalgie contribue aussi à l’oubli
(de soi-même), ce que Lévi-Strauss a explicitement montré sur l’exemple
d’Asdiwal. Les sociétés se comportent semblablement, ce que confirment les
matériaux folkloriques, notamment les récits historico-culturels et les chan-
sons épiques, où est manifeste un manque de contenu concernant les défaites
et les traumas collectifs et nationaux. 13 Mary Douglas a remarqué que"les anthropologues sont moins enclins à se de-
mander pourquoi les hommes oublient. D’après eux, la particularité qu’il faut expli-
quer est la mémoire" (Daglas 2001: 78).
.. . 4. .2 (2009) Styles de pensée dans le système de communication perturbée:
cas de la Serbie En réalité, il existe toute une série de
sujets du passé national qui résistent à la folklorisation car ils sont incompati-
bles avec le besoin de la société de glorifier ses héros, ses ancêtres, son his-
toire et son pays natal, et à travers cela – la nation elle-même. Si la société ne
.. . 4. .2 (2009) A PROPOS DU CONCEPT DE MOTIF DE L’OUBLI DE LÉVI-STRAUSS 185 parvient pas, par une révision ultérieure de la mémoire et sa narrativisation, à
transformer sa défaite en une victoire, ou en un martyre et un sacrifice qu’elle
va exalter et ainsi se munir d’une justification pour sa communauté et des
raisons pour une mémoire collective (par l’identification du coupable dans le
groupe étranger et/ou l’identification du coupable dans son propre groupe, et
de l’autre côté dans la glorification du héros-martyr, comme dans le cas du
mythe épique serbe sur la bataille de Kosovo), elle tentera de refouler ces
souvenirs, de les préformuler en une philosophie nationale de la souffrance et
de la constance (forme d’auto-justification), ou de les exprimer dans des gen-
res qui stylisent les matériaux d’une manière plus objective et rendent possible
la reconstruction historique (bien qu’elle soit elle-même sujette aux mystifi-
cations). De tels cas de refoulement de la mémoire dans le matériaux folklori-
ques, mais également dans le discours publique, sont par exemple la grande
migration des Serbes de 1690 (v. Miloevi-orevi 2000), l échec catastro-
phique de la Première insurrection serbe de 1813 (v. Antonijevi 2007a,
2007b), le grand pillage du peuple à travers la nationalisation, la confiscation
et la collectivisation de la part du pouvoir communiste (v. Antonijevi 2009),
ou la révision du rôle et le refoulement de la culpabilité par rapport à la guerre
civile en Yougoslavie de 1991-1995. Ce dernier exemple déclenche en Serbie
encore aujourd’hui de nombreuses polémiques entre, d’une part, ceux qui
s’efforcent de refouler ces événements de la mémoire ou de minimiser leur
importance, et ceux, d’autre part, qui tentent de ne pas oublier et de ne pas
permettre au peuple serbe de remettre en question sa propre culpabilité et sa
part dans ces événements, considérant qu’ils possèdent le savoir exact qu’il ne
faut pas remettre en question. Ces deux styles s’expriment parfois dans des
formes extrêmes et irritantes qui ne contribuent pas à l’interprétation objective
des événements historiques traumatisants. 14 Les destins de certaines personnalités du Parti communiste de Yougoslavie et
qui ont vécu en Serbie, représentent des exemples paradigmatiques d’oubli, à travers
un gommage quasi littéral de toute mention publique: Milovan ilas-ido, dont la
tâche était de s’occuper dans le cadre d’Agitprop du purisme et de l’orthodoxie poli-
tiques, a été exclu du Parti communiste en 1954 et est devenu plus tard le dissedent et
le critique yougoslave du communisme le plus connu, arrêté et emprisonné à maintes
reprises ; Aleksandar-Leka Rankovi, chef de tous les services policiers et secrets,
expulsé du Parti en 1966. sous l’accusation qu’il avait mis sur écoute le président
Tito, sombrant plus tard dans le silence et l’anonymat; enfin Jovanka Broz, l’épouse
du président Tito, subitement éloignée de la vie publique à la fin des années 70 sans
raison apparente, tenue pendant presque 30 ans sous résidence surveillée, privée de
droits civiques qui ne lui ont été rendus que tout récemment. Styles de pensée dans le système de communication perturbée:
cas de la Serbie Cet exemple illustre bien la multi-
discursivité et les différents points de vue qui existent dans la société, et bien
qu’il concerne un passé tout récent, rend compte des difficultés de formuler
"l’effet du vrai" au niveau du discours officiel. L’oubli institutionnel représente le second cas de figure. La devise du cha-
pitre, empruntée à Mary Douglas, est univoque dans la constatation que les
classes dirigeantes sont celles qui possèdent le pouvoir politique nécessaire
pour imposer à la société l’oubli ou bien le souvenir, comme processus paral-
lèle, des événements historiques et des individus qui leur importent ou les
dérangent au sein d’une idéologie donnée, pour former de cette manière leur
propre style de pensée. La pression de l’oubli institutionnel sur la société est
d’autant plus ferme et énergique que le régime est autoritaire et inquiet du
succès de son idéologie. Toutes les sociétés en transition, qui depuis la fin de la Deuxième Guerre
mondiale jusqu’au début des années 90 du 20e siècle ont vécu dans le régime
autoritaire du communisme, connaissent bien cette forme d’oubli institution- Problèmes d’ethnologie et d’anthropologie n.s. vol. 4. is. 2 (2009) 186 DRAGANA ANTONIJEVI nellement imposé de tout le passé qui a précédé le régime socialiste, et parti-
culièrement l’oubli de toute la tradition de la culture bourgeoise, mais égale-
ment celui de nombreux éléments et symboles de la culture et de l’histoire
nationales non conformes au style de pensée communiste. En outre, ces régi-
mes ont infailliblement imposé le pouvoir de l’oubli institutionnel même
quand il s’agissait de leurs propres hommes – "rénégats et pécheurs".14 Le
refoulement des souvenirs du passé pré-communiste était, dans l’ex-Yougo-
slavie, suivi d’un énergique effort d’imprimer les souvenirs de la lutte des
partisans et des mérites des communistes et de leurs chefs et héros pendant la
Deuxième Guerre mondiale et la reconstruction socialiste ultérieure. Avec la
chute du communisme, le boomerang historique s’est retourné – les contenus
refoulés de la mémoire nationale ont à nouveau ressurgi à la surface, certains
avec la force et la violence caractéristiques des souvenirs éveillés et des émo-
tions jusque là durement réprimées et étouffées."L’Europe tout entière a été
témoin du fléau de rebaptisation des rues et des places dans les anciens pays
socialistes et de la démolition des monuments odieux des leaders encore plus
odieux" (Rihtman-Auguštin 2000: 37).
.. . 4. .2 (2009) Styles de pensée dans le système de communication perturbée:
cas de la Serbie En réalité, ce processus est semblable
à celui qui avait eu lieu il y a cinquante ans, lorsque les communistes avaient
pris le pouvoir, seulement cette fois dans le sens inverse. "Le fléau de rebaptisation" a commencé en Serbie dans les années 90, à
l’époque où Slobodan Miloševi était au pouvoir, et s est poursuivi après
l’année 2000 et les changements démocratiques survenus dans le pays. Ce
processus se déployait principalement à travers les changements dans
l’utilisation des symboles, très importante, dans la toponymie urbaine et les
noms de villes, dans la rédaction de nouveaux manuels d’histoire et de géo-
graphie, à travers l’introduction des fêtes et des symboles nationaux nouveaux
ou le retour des anciens, et particulièrement, à travers la réhabilitation dans
ses droits civiques des descendants de la famille royale des Karaorevi au-
trefois bannie, le retour d’une partie des biens, ainsi que leur droit au retour au
.. . 4. .2 (2009) A PROPOS DU CONCEPT DE MOTIF DE L’OUBLI DE LÉVI-STRAUSS 187 pays et l’autorisation de prendre part à la vie protocolaire.15 À l’instar des
autres pays en transition, la Serbie s’est tournée vers son passé national jus-
qu’en 1945. Cependant, à la différence du régime communiste, le pouvoir
démocratique actuel fait preuve de tolérance envers certains contenus de la
période communiste et de la Yougoslavie de Tito, mais il les pousse sur les
marges de la mémoire et de la mention publique. Une telle politique ne provoque généralement pas de malentendus chez les
citoyens étant donné qu’après l’échec de l’idéologie communiste, il existe un
consensus social sur le retour en vie des éléments et des symboles du passé
pré-communiste. Quelquefois, des malentendus surviennent avec ceux des
groupes de citoyens qui continuent à se sentir proches de l’idéologie commu-
niste et le souvenir du système socialiste, et qui sont fâchés et vexés lorsque,
par exemple, l’on rebaptise les rues appelées selon les héros de la Lutte pour
la libération nationale ou, lorsque par un acte, on abolit le souvenir des évé-
nements importants de la lutte partisane anti-fasciste et de la Yougoslavie de
Tito.16 15 Les noms des rues à Belgrade ont été changés à plusieurs reprises dans les 15
dernières années. Problèmes d’ethnologie et d’anthropologie n.s. vol. 4. is. 2 (2009) Styles de pensée dans le système de communication perturbée:
cas de la Serbie En principe, la politique de changement des noms de rues consiste à
revenir aux noms d’avant 1945, comme me l’a affirmé dans un entretien le professeur
Ivan Kovaevi, président du Comité pour la dénomination des rues dans la période
de 1997-2000, et comme l’a confirmé dans une interview le président actuel du Co-
mité, Branko Beli. www.b92.net/info/vesti/index.php?yyyy=2006&mm=11&dd=30&nav_category=12&
nav_id=221921 Sur l’analyse des contenus des manuels d’histoire en Serbie, Croatie et Bosnie et
Herzégovine au cours et après la guerre civile en Yougoslavie, et l’analyse compara-
tive des manuels historiques dans la période post-socialiste dans les pays de l’Europe
du Sud-est, l’analyse effectuée par un groupe spécial composé d’historiens de plu-
sieurs pays, voir le texte de l historienne dr Dubravka Stojanovi"Konstrukcija pro-
šlosti : sluaj srpskih udbenika iz istorije", et l’interview de la même auteure "Širom
otvorene oi", Vreme 779, decembar 2005, accessible sur : 16 De grandes polémiques ont été menées par exemple, au sujet de la suppression
du nom Boulevard de l’AVNOJ à Nouvelle Belgrade et sa rebaptisation en Boulevard
de Zorana inia (le premier ministre démocratique de Serbie, assassiné en 2003). En revanche, le pouvoir en Serbie a mis du temps, après la disparition de la Yougo-
slavie, avant d’abolir la fête du 29. novembre – le jour où a été"créée" la Yougoslavie
socialiste lors de la convention de l’AVNOJ (Conseil anti-fasciste de libération natio-
nale de la Yougoslavie) à Jajce en 1943. La suppression des noms de rues et de places
nommées d’après le Maréchal Tito a généralement été menée sans grandes protesta-
tions, mais il n’en demeure pas moins qu’il y a quelques milliers de rues qui portent
toujours ce nom. Il est intéressant de noter qu’un étrange compromis a été fait à Bel- Problèmes d’ethnologie et d’anthropologie n.s. vol. 4. is. 2 (2009) 188 DRAGANA ANTONIJEVI Il est clair qu’à la fin de ce processus de réévaluation l’emportera le style
de pensée de ceux qui représentent déjà la classe dirigeante ou le feront dans
le futur, comme l’a si justement fait remarquer Mary Douglas, et que grâce à
cette position ils vont prescrire le contenu de la mémoire et de l’oubli sociaux,
c’est-à-dire qu’ils vont permettre "la reconnaissance" de la vérité dominante,
ou mieux, "l’effet du vrai" – comme l’aurait dit Greimas. L’objectif du rema-
niement de l’histoire n’est pas d’arriver à "une optique parfaitement plane. grade en 1991 après l’abolition du nom Rue du maréchal Tito, l’une des artères cen-
trales de la ville. Elle devait son nom antérieur au roi Milan (Obrenovi) et pour cer-
taines raisons le pouvoir d’alors n’a pas été enchanté de rebaptiser la rue par le nom
de ce roi; alors, un nouveau nom, idéologiquement neutre, a été donné à la rue, celui
de la – Rue des princes serbes (Srpskih vladara). Cela a soulevé des polémiques et
des protestations de ceux qui plaidaient pour un retour conséquent des noms d’avant
1945. Ce n’est qu’en 1997 que le pouvoir municipal démocratique a rendu l’ancien
nom à cette rue – Rue du roi Milan. Styles de pensée dans le système de communication perturbée:
cas de la Serbie Le
miroir, et c’est l’histoire, déforme autant qu’il le faisait avant. L’objectif du
remaniement est que les déformations s’adaptent à l’esprit du temps présent"
(Daglas 2001: 77). Dans la mesure où cela conviendra au temps présent –
celui de la transition, et le futur – celui de l’après-transition, la vérité se for-
mera à travers la reconnaissance de ceux des segments du passé collectif qui
s’intégreront dans l’image souhaitée de la société. Position de l’"indiscrétion" et du "faux". Il est indubitable que les diffé-
rentes formes d’indiscrétion – la divulgation du secret, la dénonciation, le
cafardage, la curiosité excessive ou le bavardage – sont considérées comme
une forme incorrecte et inappropriée de comportement social qui, en règle
générale, provoque des malentendus et entraîne différentes réactions négatives
– réprobation, colère, accusations, punitions, engouffrement dans l’oubli so-
cial etc. Cette position est occupée par les communautés de pensée formelles et in-
formelles dont l’activité publique est vécue comme une des formes d’excès de
communication avec autrui évoquées ci-dessus, et cela au détriment, réel ou
imaginaire, de sa société. Dans le cas de la transition, si ces "autres" sont des étrangers dont
l’opinion et le jugement influent sur l’évaluation de la voie des réformes em-
pruntée par la Serbie et sur le financement et d’autres formes d’aide et de
soutien qui s’y rattachent, la rédaction des rapports empreints d’esprit critique
"là où il faut" (Washington, Bruxelles) de la part de certaines organisations
non-gouvernementales en Serbie, est alors vécue par une partie du public
comme "cafardage", "mouchardage", "diffamation" de son propre peuple et le
"travail de délation" pour des organisations étrangères "hostiles". Pour le
.. . 4. .2 (2009) A PROPOS DU CONCEPT DE MOTIF DE L’OUBLI DE LÉVI-STRAUSS 189 moins, leurs interventions dans l’espace public sont-elles vécues comme une
instigation agressive à imposer leur propre opinion à l’encontre de l’opinion et
du climat majoritaires. Si nous nous posons la question sur le rapport envers le
passé de ces communautés de pensée, il est évident qu’il s’agit d’un passé tout
récent – à partir de la guerre civile dans l’ex-Yougoslavie, puis l’époque de
Slobodan Miloevi et la floraison des idéologies nationalistes et radicales,
jusqu’au temps présent où sont apostrophés certaines instances du pouvoir, les
partis politiques, les institutions et les personnes qui "ne se comportent pas
comme il faut" d’après le jugement des membres de ces communautés de
pensée "indiscrètes". 17 Sur les motifs des critiques et des attaques sur la présidente du Comité de Hel-
sinki pour les droits de l’homme en Serbie en raison du rapport pour l’année 2007,
ainsi que sur les arguments en faveur du Comité de Helsinki et de son activité, voir :
http://www.helsinki.org.yu/serbian/hajka.html;
http://www.danas.rs/vesti/politika/or
ganizovana_hajka_stizu_i_pretnje.56.html?news_id=140477;
http://www.nin.co.rs/
pages/article.php?id=40353; http://www.glas-javnosti.rs/clanak/drustvo/glas-javnosti-
21-09-2008/ciscenje-univerziteta;
http://www.novosti.rs/code/navigate.php?Id=4&
status=jedna&vest=129259&datum=2008-09-26 j
18 La liste des intellectuels"indésirables", selon la présidente du Comité de Helsin-
ki, voir dans le texte de S. Antoni"ienje Univerziteta". Accessible sur: Styles de pensée dans le système de communication perturbée:
cas de la Serbie Bien qu’elles affirment qu’elles le font dans l’intention de "redresser les
injustices", de sauver de l’oubli les crimes commis au nom de la Serbie au
cours de la guerre civile dans les années 90, d’attirer l’attention sur les per-
sonnes dont l’engagement et l’écriture, à leurs yeux, sont nationalistes et par
conséquent indésirables, ou bien sur les institutions qui n’ont pas encore
commencé les réformes souhaitées, la manière et le contenu de leurs interven-
tions, souvent radicales, auprès du public serbe et étranger, irrite bien des
gens, sans pour autant bénéficier du soutien et de la sympathie importants
auprès des institutions officielles. Les conséquences de ces actions pour les
membres des communautés de pensée "indiscrètes" peuvent être plus que
désagréables – une partie du public leur répond par des paroles agressives et
offensantes, des menaces, et même par des agressions physiques. La dernière polémique violente qui a été menée autour de ces rapports en
Serbie, a eu lieu en automne 2008 après la publication du rapport du Comité
de Helsinki pour les droits de l’homme pour l’année 2007 sous le titre"Auto-
isolation: réalité et objectif", publié en mai 2008.17 Les principales critiques et
accusations sur le compte de la présidente du Comité de Helsinki S. Biserko
concernent le fait que dans le rapport ont été publiés les noms d’une soixan-
taine de professeurs d’université, d’écrivains et de journalistes qui, selon ce
rapport, sont "de droite et créent un esprit anti-occidental, anti-européen et
attisent des idées nationalistes parmi les jeunes en Serbie" (Glas javnosti 21. 09. 2008),18 ce que les apostrophés ont compris comme une dénonciation de Problèmes d’ethnologie et d’anthropologie n.s. vol. 4. is. 2 (2009) 190 DRAGANA ANTONIJEVI leur travail et le "lynchage" de leur droit de penser comme ils pensent, signa-
lant au public qu’une telle activité de la présidente du Comité de Helsinki leur
rappelle irrésistiblement la pratique communiste de "sanction pour délit ver-
bal". "Tous nos rapports dans les huit, neuf dernières années ressemblent à
celui-ci et sont concentrés de la même manière sur les personnalités et les
institutions dans l’idée de présenter le contexte politique qui rend impossible
le progrès de la Serbie...
.. . 4. .2 (2009)
http://www.glas-javnosti.rs/clanak/drustvo/glas-javnosti-21-09-2008/ciscenje-
univerziteta
19 Source: http://bs.wikipedia.org/wiki/Jugonostalgija
.. . 4. .2 (2009) Styles de pensée dans le système de communication perturbée:
cas de la Serbie .2 (2009 191 A PROPOS DU CONCEPT DE MOTIF DE L’OUBLI DE LÉVI-STRAUSS l’idéologie communiste et au socialisme, ce pourquoi dans la perspective de la
transition, la vie dans l’ex-Yougoslavie leur apparaît comme "l’époque la plus
heureuse" et le système social "le plus juste", ce qui leur fait regretter l’échec
de son idéologie. Yougonostalgiques sont aussi, de temps en temps, certains
citoyens d’âge mûr qui regrettent simplement leur jeunesse, toujours belle vue
d’un point de vue ultérieur dans la vie, et comme ils l’ont passée dans l’ex-
Yougoslavie, que ce soit à tort ou à raison, ils l’analysent sous un jour positif. Enfin, il y a également ceux qui sont attachés à certaines formes de culture et
de loisirs populaires yougoslaves (musique, films, séries télévisées, concerts
et festivals, production littéraire, vacances d’été, voyages etc.) gravées dans
leur mémoire et regrettent la perte de certaines valeurs socio-culturelles et
expériences vécues dans la patrie commune. Certains des membres de cette communauté de pensée se relient à des ni-
veaux officieux différents, à travers la coopération culturelle et artistique – par
exemple Le Lexique de la mythologie yougoslave (Leksikon Yu mitologije)20, à
travers la célébration informelle des dates importantes de la Yougoslavie de
Tito, des visites à la maison de Tito à Kumrovec (Croatie) et à la Maison des
fleurs à Belgrade où se trouve la tombe de Tito, à travers la participation dans
la "Yougoslavie virtuelle" sur des sites Internet21 etc. Il ne s’agit manifestement pas de contenus oubliés, mais ils perdent de leur
importance et de leur pouvoir dans la formation des représentations collecti-
ves dans la Serbie actuelle. Ils n’ont pas d’influence considérable dans la vie
publique, bien que l’on envisage leur discours avec une certaine dose de tolé-
rance. Les malentendus qu’un tel style de pensée peut provoquer concernent
les groupes ou les individus de la vie publique qui avec des émotions négati-
ves prononcées jugent la vie dans l’ex-Yougoslavie et qui pour cette raison
n’éprouvent pas de sympathie envers les "yougonostalgiques", ou ne veulent
plus se souvenir de la Yougoslavie et toute évocation superflue de ce pays
disparu les dérange. Dans la "modalité véridictoire" c’est le discours de la nostalgie qui corres-
pond à la position du secret. Styles de pensée dans le système de communication perturbée:
cas de la Serbie Nous avons, dans notre rapport, détecté cette ten-
dance anti-européenne" – explique la présidente du Comité de Helsinki, men-
tionnant qu’elle est pour cette raison exposée à des insultes et des menaces de
la part des particuliers et des groupes de droite, et qu’une véritable chasse aux
sorcières médiatique est organisée à son encontre (Danas 25.09.2008). La position structurale des styles de pensée indiscrets, au côté opposé du
vrai, démontre que leur effort d’imposer leur opinion et de fuir l’oubli (en
tant que forme de sanction) est relativement important, et leur influence éven-
tuelle sur le public des plus faibles, étant donné que l’axe antithétique est con-
sidéré au sens structural comme "vidé’ – comme une double négation des
sèmes positifs supérieurs. Il s’agit donc de styles de pensée indiscrets qui ont
le minimum de traits souhaitables d’identification, ce pourquoi ils sont consi-
dérés comme faux. Bien qu’il s’agisse de groupes d’influence relativement
marginale sur les événements sociaux généraux, le malentendu et l’aversion
qu’ils inspirent dans l’opinion publique ne sont pas négligeables. Position de la "nostalgie" et du "secret". À cette position, j’évoquerais
ceux des récits et des discours qui sont désignés par le nom commun de you-
gonostalgie qui, elle, "sert à qualifier un phénomène social dans les pays cons-
titués suite à la dislocation de l’ex-Yougoslavie, ce qui en fait une notion so-
ciologique assez récente. Elle désigne principalement l’attitude qui idéalise la
complète situation économique, culturelle et sécuritaire dans la Yougoslavie
socialiste dans la période de 1945 jusqu’en 1991. La yougonostalgie est géné-
ralement limitée à des particuliers ou des groupes relativement restreints qui
ont passé la plus grande partie de leur vie dans l’ex-Yougoslavie, et consi-
dèrent cette période comme positive et heureuse par rapport à l’époque de la
guerre et de l’insécurité économique, survenue après 1991."19 Ce style de pensée existe chez des groupes assez hétéroclites dans des me-
sures, intensités, significations différentes. D’une part, s’y trouvent tous ceux
qui se considèrent comme des perdants existentiels en raison de la dislocation
de l’état commun ou regrettent d’une autre manière "les histoires de vie gom-
mées". Puis, il y a ceux qui sont encore rattachés au souvenir de Tito, à
.. . 4. 20 Voir le site : www.leksikon-yu-mitologije.net
21 Voir par ex. les sites: www.miniyu.org.yu/;www.slobodnajugoslavija.com/ 20 Voir le site : www.leksikon-yu-mitologije.net
21 Voir par ex. les sites: www.miniyu.org.yu/;www.slobodnajugoslavija.com/ Styles de pensée dans le système de communication perturbée:
cas de la Serbie Il s’agit d’une position instable car elle est placée
structurellement sur l’axe de déixis, ce qui signifie qu’elle oscille entre les
concepts stables du "vrai" et du "faux" (c’est-à-dire, les positions du maxi-
mum et du minimum des traits d’identification souhaitables). C’est le sort des
idéologies "détrônées", des concepts dépassés et des symboles supprimés qui
continuent à vivre comme des idées cachées, marginalisées et refoulées. Le sort réservé à ce style de pensée est très probablement de sombrer dans
l’oubli avec la disparition biologique des yougonostalgiques, subsistant encore
dans les souvenirs et les récits de leurs descendants comme une sorte de mu- Problèmes d’ethnologie et d’anthropologie n.s. vol. 4. is. 2 (2009) 192 DRAGANA ANTONIJEVI sée mental, ou à travers les objets matériels dans les musées historiques et
ethnographiques, les films et les cinémathéques ou sur les DVD, les chansons
sur des disques ou des CD, etc. Leur influence subversive est cependant pos-
sible sur des représentations collectives déjà fixées, se frayant le chemin pour
relancer dans l’avenir certains de ses contenus comme des valeurs que nous
n’allons pas désavouer ou en avoir honte seulement parce qu’elles portent le
préfixe "yougo". "Notre nostalgie est une manière informelle de commenter et
de donner un sens à l’histoire, qui révèle nos désirs de changements sociaux"
(Shircliffe 2001: 62). Position de l’"obscurité" et du "mensonger". Bien des exemples pour-
raient être cités pour la forme du confus et de l’obscur dans la communication
publique, ce qui laisse de la place pour différentes "réécritures", interpréta-
tions erronées, d’où naissent des malentendus dans la société. Il n’est pas rare
que l’énoncé obscur soit considéré comme mensonger, c’est-à-dire celui par
lequel pour des raisons quelconques l’on dissimule volontairement la vérité. Les acteurs politiques, enclins aux manipulations, utilisent souvent l’obscurité
comme stratégie afin d’éviter des réponses franches et honnêtes ("je ne sais
pas", "je n’ai pas été informé", "je préfère ne pas en parler" etc). Les discours
publiques obscurs peuvent avoir des conséquences négatives pour la société,
faisant naître chez les citoyens le doute, la confusion, le sentiment d’être
trompés et bernés, mais également une base pour le foisonnement de mythes
et de rumeurs politiques. C’est un cas de figure assez fréquent lorsque les
pouvoirs et les systèmes se succèdent, lorsqu’on veut décréter secret d’état ou
d’une autre manière dissimuler la vérité, et nous pouvons en trouver des
exemples dans presque toutes les sociétés. 22 Sur la recherche de la tombe de Draa Mihailovi et les différentes réactions voir
par exemple sur: http://www.politika.rs/rubrike/Drustvo/Streljanje-Draze-vishe-nije-
drzavna-tajna.lt.html; http://www.politika.rs/rubrike/Drustvo/Tajna-groba-Draze-Mihai-
lovica.lt.html;
http://www.politika.rs/rubrike/Drustvo/Tajne-sluzbe-ne-znaju-gde-je-
.. . 4. .2 (2009) Styles de pensée dans le système de communication perturbée:
cas de la Serbie J’ai choisi, pour l’illustrer, un
exemple de dissimulation délibérée de la vérité dans le règlement de comptes
des idéologies, ce qui a résulté par un grand mensonge social subsistant avec
tenacité jusqu’à nos jours et provoquant des malentendus et des conflits dans
une partie du public en Serbie. En effet, l’actuel gouvernement de Serbie a formé une Commission
d’État à laquelle il a confié la tâche d’établir la vérité sur les peines capitales
exécutées sans procès dans la période de 1944 à 1946. La plus importante
parmi ces vérités à découvrir reste l’élucidation des circonstances dans les-
quelles la peine capitale a été exécutée sur Dragoljub Draa Mihailovi, leader
des Tchétniks et commandant en chef de l’Armée yougoslave dans le pays,
ainsi que la découverte de sa sépulture et de sa dépouille.22 Le pouvoir com-
.. . 4. .2 (2009) A PROPOS DU CONCEPT DE MOTIF DE L’OUBLI DE LÉVI-STRAUSS 193 muniste l’a fusillé de nuit, en cachette, le 17 juillet 1946, en tant qu’"ennemi
du peuple"; soixante-trois ans plus tard le public n’a toujours pas été informé
de l’endroit de son exécution ni de l’emplacement de sa sépulture. Actuellement, 95% des documents qui dévoilent la terrible vérité sur ces
exécutions ont été retrouvés dans les archives, mais ce n’est pas le cas de ceux
qui concernent Draa Mihailovi, ce qui fait naître la conviction chez les enquê-
teurs de la Commission du Gouvernement que c’est précisément l’emplacement
de sa sépulture qu’il s’agissait pour les communistes de garder dans le secret le
plus absolu. Aujourd’hui, les exécuteurs ne sont plus au nombre des vivants, et
ils "sont restés redevables au public serbe l’explication pourquoi cet emplace-
ment reste le secret d’état le mieux gardé... Comme cela arrive souvent, dans
l’absence de versions officielles, sur cette mort et le lieu d’enterrement se tissent
de nombreuses histoires, presque fantastiques, et des informations ’confiden-
tielles’ se transmettent d’homme à homme" (Politika on-line, 24.03.2009). (
)
Le pouvoir démocratique de Serbie a, en formant cette Commission, satisfait
à de nombreuses demandes des membres et des sympathisants du mouvement
tchétnik et de leurs descendants en Serbie et dans la diaspora, ainsi qu’aux fa-
milles de ceux qui ont péri dans des purges communistes dans les premières
années d’après guerre, pour que leurs parents péris aient le droit à la réhabilita-
tion et eux mêmes, enfin – le droit à la vérité. Drazin-grob.sr.html; http://www.politika.rs/rubrike/Drustvo/SUBNOR-protiv-rehabilita-
cije-Draze-Mihailovica.lt.html; http://www.politika.rs/rubrike/Drustvo/Za-i-protiv-isti-
ne-o-Drazi.lt.html; http://www.politika.rs/rubrike/Drustvo/Homen-Tuzilashtvo-da-trazi-
Drazin-grob.lt.html;
http://www.b92.net/info/vesti/index.php?yyyy=2009&mm=07
&dd=18&nav_ category=12&nav_id=371907 Problèmes d’ethnologie et d’anthropologie n.s. vol. 4. is. 2 (2009) Styles de pensée dans le système de communication perturbée:
cas de la Serbie D’un autre côté, cette enquête a
déclenché un violent tollé de certains groupes de citoyens qui considèrent un tel
acte injustifié et offensant pour tous ceux qui ont combattu, comme les parti-
sans de Tito, contre les tchétniks ou ont été leurs victimes dans la Deuxième
Guerre mondiale. Ceux qui considèrent que de tels ou de semblables sujets re-
présentent une charge inutile pour "le présent et le passé du peuple et de l’État"
se sont aussi adressés au public. Ces groupements de citoyens, qui représentent
à eux seuls une véritable communauté de pensée, ne sont manifestement pas
dérangés par le mensonge et l’injustice infligée aux victimes et à leurs familles,
probablement de peur qu’ainsi ne soient découvertes de bien pires vérités et ne
soit déclenchée une nouvelle avalanche d’accusations qui pourrait déstabiliser la
société. Cependant, la revendication des descendants des familles de ceux qui
ont péri dans des purges communistes est aussi légitime que toute autre reven-
dication de toutes autres vérités lorsqu’il est question de crimes massifs commis
au nom d’une idéologie quelconque. g
q
q
Le passé flou et embrouillé représente, donc, quelque chose que les uns
aimeraient oublier à tout prix, et d’autres clarifier et aboutir à la vérité. Peut- Drazin-grob.sr.html; http://www.politika.rs/rubrike/Drustvo/SUBNOR-protiv-rehabilita-
cije-Draze-Mihailovica.lt.html; http://www.politika.rs/rubrike/Drustvo/Za-i-protiv-isti-
ne-o-Drazi.lt.html; http://www.politika.rs/rubrike/Drustvo/Homen-Tuzilashtvo-da-trazi-
Drazin-grob.lt.html;
http://www.b92.net/info/vesti/index.php?yyyy=2009&mm=07
&dd=18&nav_ category=12&nav_id=371907 Problèmes d’ethnologie et d’anthropologie n.s. vol. 4. is. 2 (2009) 194 DRAGANA ANTONIJEVI être faudrait-il, pour finir, citer le commentaire d’un des membres de la
Commission comme une illustration du sens que prend la tentative d’abolir le
mensonge et le secret: "Notre objectif est de clarifier les imprécisions, sans
aucune intention d’accuser ou disqualifier quiconque, ou de laisser l’emporter
un quelconque fanatisme sur la vérité historique, pour qu’une telle démarche
puisse nous acheminer vers un meilleur avenir de notre descendance, sans
plus avoir de comptes à régler" (Politika on-line, 24.03.2009).23 La position structurale de l’obscur et du mensonger se trouve sur la déixis,
ce qui rend cette position instable, et en outre sémantiquement très négative-
ment marquée, tendant à ce que l’énoncé ou l’événement obscurs soient clari-
fiés, le secret dévoilé, le mensonge démasqué, les doutes et les imprécisions
levés pour que la situation puisse devenir stable du point de vue cognitif et
axiologique – vraie ou fausse. 23 Accessible sur: http://www.politika.rs/rubrike/Drustvo/Za-i-protiv-istine-o-
Drazi.lt.html
4
2 (2009)
23 Accessible sur: http://www.politika.rs/rubrike/Drustvo/Za-i-protiv-istine-o-
Drazi.lt.html
.. . 4. .2 (2009) Références: Antonijevi, Dragana. 1991. Znaenje srpskih bajki. Beograd: Etnografski
institut SANU, Posebna izdanja knj. 33. j
j
Antonijevi, Dragana. 2007a. Karaore i Milo: Izmeu istorije i predan-
ja, Srpski genealoški centar, Etnološka biblioteka, knj. 32, Beograd. Antonijevi, Dragana. 2007b. Karaore i Milo: Mit i politika. Srpski
genealoški centar, Etnološka biblioteka, knj. 33, Beograd. Antonijevi Dragana. 2009. Okviri prouavanja linih i porodinih pria o
materijalnom gubitku i porazu. Etnoantropološki problemi. n.s. 4 (1) : 13-35. de Certeau, Michel. 1984. The Practice of Everyday Life. University of
California Press. Courtés, Joseph. 1976. Introduction à la sémiotique narrative et discur-
sive. Paris: Hachette. Daglas, Meri. 2001. Kako institucije misle. Beograd: Samizdat B92. eri, Gordana. 2009. Drutveno pamenje i primenjena kritika: O pretva-
ranju poezije u ideološku batinu. Etnoantropološki problemi, n.s. 4 (1) : 17-85. Ferrara, Fernando. 1974. Theory and Model for the Structural Analysis of
Fiction. New Literary History, Changing Views of Character, 5 (2): 245-268. Ferrara, Fernando. 1974. Theory and Model for the Structural Analysis of
Fiction. New Literary History, Changing Views of Character, 5 (2): 245-268. Greimas, A. J. 1989a. On Meaning. New Literary History, Greimassian
Semiotics, 20 (3): 539-550. y
y
g g
( )
Greimas, A. J. 1989a. On Meaning. New Literary History, Greimassian
Semiotics, 20 (3): 539-550. Greimas, A.J. 1989b. The Veridiction Contract. New Literary History,
Greimassian Semiotics 20 (3): 651-660. Greimas. A. J. and J. Courtés. 1976. The Cognitive Dimension of Narra- Greimas. A. J. and J. Courtés. 1976. The Cognitive Dimension of Narra-
tive Discourse. New Literary History, Thinking in the Arts, Sciences, and
Literature 7 (3) : 433-447 tive Discourse. New Literary History, Thinking in the Arts, Sciences, and
Literature 7 (3) : 433 447 Literature, 7 (3) : 433-447. Konerton, Pol. 2002. Kako društva pamte. Beograd: Samizdat B 92. Lévi-Strauss, Claude. 1973. Anthropologie structurale deux. Paris: Plon. Lévi-Strauss, Claude. 1983. Le regard éloigné. Paris: Plon. Š Konerton, Pol. 2002. Kako društva pamte. Beograd: Samizdat B 92. Konerton, Pol. 2002. Kako društva pamte. Beograd: Samizdat B 92. Lévi-Strauss, Claude. 1973. Anthropologie structurale deux. Paris: Plo
Lévi-Strauss, Claude. 1983. Le regard éloigné. Paris: Plon. Š Lévi-Strauss, Claude. 1973. Anthropologie structurale deux. Paris: Plon. Lévi-Strauss, Claude. 1983. Le regard éloigné. Paris: Plon. Lévi-Strauss, Claude. 1988. Strukturalna antropologija 2. Zagreb: Školska
knjiga. Miloevi-orevi, Nada. 2000. Seoba i srpska kulturnoistorijska predan-
ja. Od bajke do izreke. Beograd: Društvo za srpski jezik i književnost, biblio-
teka "Književnost i jezik" knj. Aperçu critique Mon point de départ a été le champ sémantique de l’oubli de Lévi-Strauss,
ce qui m’a ensuite permis de concevoir mon propre champ de communication
perturbée. En le croisant avec la modalité véridictoire de Greimas, je me suis
efforcée de montrer, sur des exemples choisis de styles de pensée, comment se
comportent les phénomènes de communication perturbée dans la société de
transition, comment ils influent sur la formation de l’identité sociale, de la
mémoire et de l’oubli, puis quelles peuvent être les conséquences pour la so-
ciété compte tenu des malentendus nés en raison d’une communication per-
turbée. La société se protège des malentendus de plusieurs manières: elle neu-
tralise les styles de pensée en conflit en donnant à l’un d’entre eux l’avantage
et en le promouvant en discours officiel, ou bien elle les pousse dans l’oubli
ou sur les marges de la vie sociale en tant que formes de pensée et de compor-
tement erronés et dépassées, ou encore, elle nie et ignore leur existence "en
mettant la tête dans le sable". La pire des variantes est, sans aucun doute, que
la société "soit paralysée" au niveau des malentendus chroniques qu’elle ne
parvient pas à résoudre, tout comme Asdiwal s’est littéralement pétrifié dans
une des versions Tshimshian.
.. . 4. .2 (2009) A PROPOS DU CONCEPT DE MOTIF DE L’OUBLI DE LÉVI-STRAUSS 195 Références: 7, 140-150. j
j
j
Rihtman-Auguštin, Dunja. 2000. Ulice moga grada. Beograd: XX vek. Rot, Klaus. 2000. Slike u glavama. Beograd: XX vek. j
j
j
Rihtman-Auguštin, Dunja. 2000. Ulice moga grada. Beograd: XX vek. Rot, Klaus. 2000. Slike u glavama. Beograd: XX vek. Shircliffe, Barbara. 2001. "We Got the best of that World". A Case for thr
Study of Nostalgia in the Oral History of School Segregation. Oral History
Review, 28 (2): 59-84. Vernant, Jean-Pierre. 1982. Mythe et pensée chez les Grecs, I. Paris: PCM. Problèmes d’ethnologie et d’anthropologie n.s. vol. 4. is. 2 (2009) 196 DRAGANA ANTONIJEVI Dragana Antonijevi Povodom Levi-Strosovog koncepta Zaborava. Struktura poremeene komunikacije i stilovi miljenja
u tranzicijskoj Srbiji
.. . 4. .2 (2009) Povodom Levi-Strosovog koncepta Zaborava.
Struktura poremeene komunikacije i stilovi miljenja
u tranzicijskoj Srbiji Povodom Levi-Strosovog koncepta Zaborava. Struktura poremeene komunikacije i stilovi miljenja
u tranzicijskoj Srbiji U izlaganju se polazi od Levi-Strosovog koncepta semantike zaborava koji
ine zaborav, nesporazum, indiskrecija i nostalgija. Analizirajui indijanske i
grke mitove, Levi-Stros dolazi do zakljuka da "semantiko polje zaborava"
ima vano znaenje koje se, pre svega, tie normativne funkcije i uspostavl-
janja društveno-kulturnih pravila i rituala. Kroz uvoenje nove sintagme
poremeena komunikacija i termina nedoreenost, autorka nudi korekciju
Levi-Strosovog koncepta i razmatra semantike i kognitivne implikacije poj-
mova ukljuenih u sistem poremeene komunikacije, take gledita koje se
stvaraju spram razliitih diskursa i pitanje njihove verodostojnosti. U radu se, dalje, razmatra period tranzicije koji predstavlja nestabilno
vreme u kome drutvo pregovara o znaenjima i u kome se nadmeu razliiti
stilovi mišljenja u nameri da utiu na kolektivne procese zaborava i seanja. Polje njihove komunikacije moe se posmatrati kao polje "poremeene komu-
nikacije" koje, u krajnjoj konsekvenci, ima funkciju da utemelji i normira
stavove i predstave koji se tiu kolektivnog identiteta i nacionalne prolosti i
budunosti. Konvergencijom dvaju modela – poremeene komunikacije i
Gremasove strukture modaliteta istinitosti, razmatraju se ilustrativni primeri
poremeene komunikacije u tranzicijskoj Srbiji s ciljem da se odredi njihova
strukturalna, kognitivna i komunikacijska pozicija u kreiranju mape seanja
graana, kao i njihov potencijal da nametnu svoja gledita u javnosti. Kljune rei: Levi-Strosovov koncept zaborava, poremeena komunikaci-
ja, stilovi i zajednice mišljenja, tranzicija, društevno-normativna funkcija se-
mantike zaborava A PROPOS DU CONCEPT DE MOTIF DE L’OUBLI DE LÉVI-STRAUSS 197 Dragana Antonijevi Dragana Antonijevi In regard to Levi-Strauss’s "motive of oblivion".
Structure of disturbed communication and styles of thoughts
in transitory Serbia In regard to Levi-Strauss’s "motive of oblivion". Structure of disturbed communication and styles of thoughts
in transitory Serbia This paper starts with Levi-Strauss’s semantic concept that consists of ob-
livion, misunderstanding, indiscretion and nostalgia. Through his analysis of
North American and Greek myths, Levi-Strauss concluded that "semantic
filed of oblivion" has an important meaning especially in the construction of
particular rules and rituals; or, in other words, it has an important part in the
introduction of culture to the nature of cognitive and social processes. After the introduction of concept Structure of disturbed communication
and some corrections to the Levi-Strauss’s concept, I start with the proposi-
tion that the period of transition represents unstable and ‘slippery’ time in
which society negotiates different meanings. That is the time when different
styles of thoughts, represented by different and powerful groups that have an
impact on current social, political and ideological processes, compete with
each other fighting for supremacy. Their field of communication can be seen
as a field of "disturbed communication", which in the final instance has a
normative function: to reinforce and regulate certain attitudes, ideas and
knowledge. This is achieved through the narratives which symbolise a com-
munity of newly established order in the moment of its supposed socio-
historical stabilisation. Finally, combining two different theoretical models – Levi-Strauss’s one
described above with Greimas’s ideas about structures of modes of veridic-
tion, this paper predicts chances of particular paradigmatic forms of thought in
transitory Serbia to became dominant modes of thought, despite of their cur-
rent low visibility in the public sphere. In mythical terms, it seems though that
their domineering efforts are predetermined to success or fail, since they posi-
tion themselves according to the laws immanent to these structures them-
selves, which on their part a priori position these structures as powerful or
powerless, influential or non-influential communities of thought. Key words: Levi-Strauss’s "motive of oblivion", structure of disturbed
communication, styles and communities of thoughts, modes of veridiction,
transition, socio-normative function of the semantics of the oblivion Problèmes d’ethnologie et d’anthropologie n.s. vol. 4. is. 2 (2009)
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De novo sequencing of the transcriptome reveals regulators of the floral transition in Fargesia macclureana (Poaceae)
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BMC genomics
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cc-by
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De novo sequencing of the transcriptome of Fargesia
macclureana (Poaceae) reveals regulators of the floral
transition and ecological adaptations to high altitude De novo sequencing of the transcriptome of Fargesia
macclureana (Poaceae) reveals regulators of the floral
transition and ecological adaptations to high altitude Ying Li
International Center for Bamboo and Rattan
h
Chunxia Zhang
Nanjing Forestry University
Kebin Yang
International Center for Bamboo and Rattan
Jingjing Shi
International Center for Bamboo and Rattan
Yulong Ding
Nanjing Forestry University
Zhimin Gao
(
gaozhimin@icbr.ac.cn
)
https://orcid.org/0000-0003-4464-7159 Research article Keywords: Transcriptome, Floral transition, Bamboo, Qinghai–Tibet Plateau
Posted Date: October 3rd, 2019
DOI: https://doi.org/10.21203/rs.2.10521/v2
License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full
License License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full
License Version of Record: A version of this preprint was published on December 30th, 2019. See the published version
at https://doi.org/10.1186/s12864-019-6418-2. Page 1/25 Abstract Background Fargesia macclureana (Poaceae) is a woody bamboo species found on the Qinghai–Tibet Plateau
(QTP) approximately 2,000 ~ 3800 m above sea level. It rarely blossoms in the QTP, but it flowered 20 days
after growing in our lab, which is in a low-altitude area outside the QTP. To date, little is known regarding the
molecular mechanism of bamboo flowering, and no studies of flowering have been conducted on wild bamboo
plants growing in extreme environments. Here, we report the first de novo transcriptome sequence for F. macclureana to investigated the putative mechanisms underlying the flowering time control used by F. macclureana to adapt to its environment. Results Illumina deep sequencing of the F. macclureana
transcriptome generated 140.94 Gb of data, assembled into 99,056 unigenes. A comprehensive analysis of the
broadly, specifically and differentially expressed unigenes (BEUs, SEUs, and DEUs) and a weighted gene co-
expression network analysis (WGCNA) revealed that changes in expressions of unigenes related to the
circadian cycle may account for the differences in the floral transition of F. macclureana after being
transplanted from the QTP to a laboratory outside. In addition, there were differences in active carbohydrate
metabolism and signal transduction between the flowering and non-flowering plants. Moreover, we detected the
expression of unigenes related to DNA repair and plant-pathogen interactions, which may be of adaptive
importance. Finally, we detected 9,296 simple sequence repeats (SSRs) that may be useful for further molecular
marker-assisted breeding. Conclusions F. macclureana may have evolved specific reproductive strategies for
flowering-related pathways in response to photoperiodic cues to ensure long vegetation growing period. Our
findings will provide new insights to future investigations into the mechanisms of flowering time control and
adaptive evolution in plants growing at high altitudes. Background However, samples collected in these analyses were limited to mature spikelets or to
different spikelets at different development stages. Thus, it is likely that dynamic changes in genes occurring at
different development stages may be missing. In addition, the specific response of particular tissues to internal
and external cues and how plants integrate these signals to regulate different phases of reproductive
development (including the floral transition, florigen transport, and floral organ specification) has not yet been
elucidated in bamboo. Furthermore, no studies of flowering have been conducted on wild bamboo plants
growing in extreme environments. Here, we took advantage of an unexpected flowering event in highland arrow bamboo, Fargesia macclureana
[25], and performed the first de novo transcriptome analysis. This transcriptome includes data from six
different tissues collected at different development stages, including inflorescences in the initial and peak
flower stage (I- and P- spikelets), branchlets, and leaves from both flowering and non-flowering bamboo plants
(F/NF-branchlets and F/NF -leaves). F. macclureana is a woody bamboo species found in areas 2,000 ~ 3,800
m above sea level on the Qinghai–Tibet Plateau (QTP) (Fig. 1), which is the highest and largest plateau in the
world. The growth environment of the QTP is characterized by low temperature and low oxygen availability,
reduced pathogen incidence, and intense radiation [26]. F. macclureana rarely blossoms in the QTP, but it
flowered 20 days after growing in our lab, which is in a low-altitude area outside the QTP. Our goal is to use the
transcriptomic data to gain a deeper understanding of the mechanisms underlying the control of flowering time
and the adaptation of F. macclureana to the complex extreme conditions of the QTP. On one hand, we expect to
detect regulatory hubs involved in the flowering mechanisms. On the other hand, we aim to discover signs of
the adaptive evolutionary changes in F. macclureana in response to the harsh environmental conditions in the
QTP, which may, in turn, provide a broader insight into the adaptive mechanisms for plants that grow at high
altitudes. Background The flowering time is of crucial importance to ensure the reproductive success of flowering plants. Previous
results have indicated that the floral transition is orchestrated by several parallel and interactive genetic
pathways that are regulated by a variety of environmental and endogenous signals [1]. Many key genes and
regulatory networks have been identified in herbaceous annual plants such as Arabidopsis [2, 3], rice [4], gourds
[5], potato [6] and sorghum [7]. However, much less is known about such regulation in perennial plants. Despite
the increasing attention on perennial dicotyledonous woody plants such as poplar [8, 9], eucalyptus [10] and
citrus [11] species, to date, the molecular mechanism underlying floral regulation in monocotyledonous woody
plants remains elusive. Furthermore, previous studies investigated flowering mainly by artificially altering the
external signals (e.g. photoperiod and light intensity) and did not assess the impact of the original environment
on the adaptive evolution of species-specific reproductive strategies. Bamboo plants are an important group in the Bambusoideae subfamily of the monocotyledonous Poaceae. They exhibit a wide degree of variation in the timing (1-120 years) and nature (sporadic vs. gregarious) of
flowering among species [12]. Sporadic flowering involves flowering in only a few isolated clumps, which set
little or no seed and usually remain alive afterward [13]. In contrast, gregarious flowering involves all individuals
of a species regardless of age and/or location within and among the populations at the same time, which is
usually followed by death and seed setting [14]. And the simultaneous death of many individuals triggers
serious ecological consequences, including changes in the population dynamics of neighboring plants,
differences in soil properties, various effects on endangered animals that depend on bamboo [15], and the Page 2/25 Page 2/25 Page 2/25 knock-on effects on human economies in many parts of the world [16]. Therefore, dissecting the regulators that
control the unique life history of bamboo may be of use for plant ecology and human society. However, to date,
little is known regarding the molecular mechanisms of bamboo flowering, in part because of the sporadic
occurrence of these flowering episodes and the long intervals between events. Many genes have been identified as regulators of reproductive development in different bamboo species,
including the MADS-box transcription factors [17-19], CONSTANS (CO) [20] and FLOWERING LOCUS T (FT) [21],
among others. In addition, studies of sequenced transcriptomes have identified microRNAs related to floral
development [22-24]. De novo transcriptome assembly yielded 99,056 unigenes Illumina deep sequencing of the F. macclureana transcriptome generated 140.94 Gb of data, including
471,537,304 clean reads in 18 unique samples (Additional file 1: Table S1). The average Q20 (sequencing error
rate less than 1%) and Q30 (sequencing error rate less than 0.1%) percentages were 100.00% and 89.95%
respectively. The GC content of all samples ranged from 53.78% to 55.86%, with an average of 54.81%. Sample
data were assembled into 289,122 transcript scaffolds, with an N50 and average length of 1,765 bp and 1,183
bp, respectively. The final de novo assembly included 99,056 unigenes, with an N50 and average length of Page 3/25 Page 3/25 1,587 bp and 926 bp, respectively. Among these unigenes, 71.02% (70,354) were shorter than 1,000 bp and
12.06% (11,950) were longer than 2,000 bp (Table 1). Most unigenes were functionally annotated and classified A total of 47,306 unigenes were annotated (Additional file 2: Table S2). Of these, 45,516 (96.22%) unigenes
were found to encode products that showed significant similarity to characterized proteins in the non-redundant
protein sequence database (Nr) at an E-value threshold of 10-5 (Table 2). We also found that 7,027 (15.45 %)
unigenes showed similarity to genes found in rice, 11.33% were similar to those found in Brachypodium
distachyon, and we also found a significant proportion of the unigenes that were similar to those found in
Setaria italica, Oryza brachyantha, and Zea mays (Fig. 2a). We identified 24,847 (52.52%), 28,317 (59.86%) and
43,909 (92.82%) unigenes that showed significant matches to entries in the Swiss-Prot, Pfam, and eggnog
databases, respectively (Table 2). Many unigenes expressed in the F. macclureana transcriptome were
functionally annotated as regulators of plant responses to evolutionarily important phenotypes, including
membrane stabilization, heat stress response and pathogen defense (Additional file 2: Table S2). Functional annotation indicated that many unigenes were involved in metabolism and genetic information We were able to annotate 13,128 unigenes (27.75% of the total) in 25 different categories of the COG (clusters
of orthologous groups) classification database (Fig. 2b). Of these, the cluster for “General function prediction
only” (3,277, representing 24.96% of the 13,128 unigenes annotated by this database) was the largest group,
followed by “Replication, recombination and repair” (2,202, 16.77%), “Transcription” (1,571, 11.97%), and
“Translation, ribosomal structure and biogenesis” (1,429, 10.88%). The “Signal transduction mechanisms”,
“posttranslational modification, protein turnover, chaperones”, “carbohydrate and amino acid transport and
metabolism” and “transport and metabolism” categories also contained a significant proportion of the
annotated unigenes. GO enrichment analysis indicated that these predicted unigenes were categorized into three main categories—
i.e. biological process (BP), cellular component (CC), and molecular function (MF). As shown in Fig. 2c, for
unigenes that were enriched in the BP category, they were mainly involved in biological processes related to
reproduction, posttranslational modification and signal transduction; as for those in the CC category, they were
mainly involved in cellular components related to membrane, ubiquitin ligase complex, mitochondrion,
chloroplast and etc.; while for those in the MF category, they were mainly involved in molecular functions
related to signaling transduction (e.g. “ATP binding”, “zinc ion binding”, “protein kinase activity”, and etc.)
(Additional file 3: Table S3). chloroplast and etc.; while for those in the MF category, they were mainly involved in molecular functions
related to signaling transduction (e.g. “ATP binding”, “zinc ion binding”, “protein kinase activity”, and etc.)
(Additional file 3: Table S3). We also mapped 14,307 unigenes (representing 30.24% of the total) to six different KEGG subsystems,
including metabolism, genetic information processing, environmental information processing, cellular
processes, and organismal systems. As shown in Fig. 3, the majority of these unigenes (7,922, representing
66.17% of the 14,307 unigenes classified using KEGG annotations) were assigned to metabolic pathways,
including carbohydrate metabolism, energy metabolism, and others. In addition, 4,024 unigenes (28.13%) were
assigned to genetic information processing, including transcription, translation, and folding, and 474 unigenes
(3.31%) were found to be related to membrane transport and signal transduction. We also found 707 genes Page 4/25 Page 4/25 (4.94%) that were related to transport and catabolism and 377 genes (2.64%) related to environmental
adaptation. Most BEUs were involved in genetic information processing, environmental adaptation and signal transduction As shown in the Venn diagram (Fig. 4a), we found nearly equal numbers of unigenes that were broadly and
specifically expressed in I-spikelets, P-spikelets, F-branchlets, and F-leaves. COG analysis indicated that most
BEUs were clustered in signal transduction mechanisms (T), replication, recombination and repair (L), and
transcription (K), besides general function prediction only (R). GO enrichment analysis for these BEUs indicated
that they were also mainly involved in reproduction, environmental adaptation and signal transduction, which
was largely similar with that for all predicted unigenes (Additional file 4: Table S4-a). KEGG enrichment analysis also indicated that these BEUs were mainly enriched in pathways related to
environmental adaptation (including circadian rhythm, endocytosis, and plant-pathogen interactions), signal
transduction (including plant hormone signal transduction, phosphatidylinositol signaling system, and inositol
phosphate metabolism) and genetic information processing (including spliceosome, mRNA surveillance, and
RNA transport and degradation; Additional file 4: Table S4-b). The SEUs were mostly involved in carbohydrate metabolism, energy metabolism, and environmental adaptation As shown in Fig. 4a, we identified 10,653 unigenes that were specifically expressed in spikelets, including 5,528
and 5,025 unigenes in I- and P-spikelets, respectively. We also found 9,067 and 7,437 unigenes that were
specifically expressed in F-branchlets and F-leaves, respectively. COG annotation indicated that the distribution
patterns of SEUs among the 26 terms were similar, with the number of SEUs within each term varying among
the three tissues (Fig. 4b). The GO enrichment analysis indicated that these SEUs not only shared some common GO terms, but also had
some particular ones. As shown in Fig. 4c and Additional file 4: Table S4-c, for those SEUs that were enriched in
the BP category, they were broadly involved in several important biological processes, including “protein
phosphorylation”, “regulation of flower development”, “protein ubiquitination”, “regulation of transcription, DNA-
templated”, “reciprocal meiotic recombination” and “meiotic chromosome segregation”. In addition, SEUs in I-
and P- spikelets were also involved in some processes related to reproduction; and those in F-branchlets were
mainly involved in processes related to posttranslational modification; while those in F-leaves were mainly
involved in processes related to plant-pathogen interaction. As for those in the CC category, they were broadly
involved in several important cellular components, including “mitochondrion”, “plasma membrane” and
“plastid”. In addition, SEUs in I- and P-spikelets were also involved in ribosome and mitochondria; and those in
F-branchlets were mainly involved in endoplasmic reticulum and proteasome; and those in F-leaves were
mostly involved in chloroplast. As for those in the MF category, they were broadly involved in several molecular
functions, including “ATP binding”, “ubiquitin-protein transferase activity” and “protein tyrosine kinase activity”. In addition, SEUs in I- and P-spikelets were also involved in DNA and microtubule binding; those in F-branchlets
were also enriched in oxidoreductases activities; and those in F-leaves were also enriched in enzymes involved
in carbohydrate metabolism. Page 5/25
As shown in Additional file 5: Fig. S1, KEGG pathway analysis indicated that SEUs in I- and F-spikelets mainly
mapped to the ribosome pathway, with those in F-branchlets mainly mapped to the ribosome, amino acid As shown in Additional file 5: Fig. DEUs were mostly involved in carbohydrate and energy metabolism, signal transition and environmental
adaptation As shown in Table 3, many unigenes showed differential expressions across all 15 groups sampled. The
number of DEUs in each sample pair ranged from 970 between I- vs P-spikelets to 13,577 in NF-leaves vs I-
spikelets. For most pairwise comparisons, the number of up- and down-regulated DEUs was approximately the
same, except for four groups, including I- vs P-spikelets, F-branchlets vs both I- and P- spikelets, and F-leaves vs
P-spikelets. The Venn diagram of DEU sets shows that 5,494 unigenes were differentially expressed in F-branchlets/F-
leaves vs I- and P-spikelets. For those DEUs that were up-regulated in spikelets, they are mainly mapped to
KEGG pathways related to carbohydrate metabolism, plant-pathogen interactions and DNA repair (Fig. 5a). Notably, among the 970 DEUs identified between I- and P-spikelets, 916 up-regulated DEUs were mapped to
KEGG pathways related to metabolic activity (Additional file 6: Table S5). A total of 5,494 unigenes were differentially expressed in the DEU sets of spikelets/F-leaves vs F- branchlets. Upregulated DEUs in F-branchlets were mapped to KEGG pathways including phenylalanine metabolism,
phenylpropanoid biosynthesis, ABC transporters, and flavone and flavonol biosynthesis (Fig. 5b). Those that
were upregulated in F- and NF-leaves vs F- branchlets were mainly mapped to plant hormone signal
transduction, homologous recombination, base excision repair, and mismatch repair (Additional file 6: Table
S5). Notably, 3,275 (50.20% of the total) DEUs found between NF- and F-branchlets were upregulated; these
were mainly mapped to KEGG pathways related to replication and recombination (Additional file 6: Table S5). Those that were downregulated were mainly mapped to carbon fixation and photosynthesis (Additional file 6:
Table S5). We also found that 6,966 (43.69% of the total) DEUs found in spikelets/F-branchlets vs F-leaves were up-
regulated, and were mainly mapped to KEGG pathways related to carbohydrate metabolism (Fig. 5c). 2,492
(49.52%) DEUs in NF-vs F-leaves were up-regulated, and these were mainly mapped to starch and sucrose
metabolism (Additional file 6: Table S5). In contrast, downregulated DEUs were mainly mapped to KEGG
pathways related to photosynthesis (Additional file 6: Table S5). Among the 5,032 DEUs identified between NF- and F-leaves, 70 were mapped to the circadian rhythm–plant
KEGG pathway (Additional file 7: Fig. S2) and 10 of them showed differential expressions (Additional file 8:
Table S6). Interestingly, c109220.graph_c0, a bamboo ortholog of Heading date 3a/RICE FLOWERING LOCUS
T1 (RFT1) (Swissprot: PE=1 SV=1) (Additional file 9: Fig. The SEUs were mostly involved in carbohydrate metabolism, energy metabolism, and environmental adaptation S1, KEGG pathway analysis indicated that SEUs in I- and F-spikelets mainly
mapped to the ribosome pathway, with those in F-branchlets mainly mapped to the ribosome, amino acid Page 5/25 biosynthesis, and carbon metabolism pathways, and those in F-leaves mainly mapped to KEGG pathways
related to energy metabolism (including oxidative phosphorylation, fatty acid metabolism, and
photosynthesis), environmental adaptation (e.g. proteasomes), genetic information processing, and various
unrelated metabolic pathways (e.g. tryptophan metabolism, beta-alanine metabolism, and N-glycan
biosynthesis). DEUs were mostly involved in carbohydrate and energy metabolism, signal transition and environmental
adaptation S3), named FmHd3a, was found to be significantly
upregulated in F-leaves (FDR = 4.23, log2FC = 5.55); while the other ortholog of rice FT (Additional file 9: Fig. S3), unigene c110963.graph_c4, named FmFT, was significantly downregulated in F-leaves (FDR = 4.25E-07, Page 6/25 log2FC = -4.81). RT-qPCR analysis also showed that FmHd3a was significantly more highly expressed in I- /P-
spikelets and F-leaves than in NF-leaves or NF- branchlets (Additional file 10: Fig. S4). WGCNA results identified gene modules related to specific tissues WGCNA results showed that unigenes expressed in the six different tissues of flowering and nonflowering
plants tested here clustered into 18 branches representing 18 different genetic modules (Additional file 11: Fig. S5a). Unigenes within each module were highly co-expressed, while those in different modules were co-
expressed to a lower degree (Additional file 11: Fig. S5b). In six of the samples collected, we identified nine
significant gene modules including 1,344 unigenes. Here, correlation coefficient of a module with a related trait
> 0.7 was used as a threshold of significance (Additional file 11: Fig. S5c). Notably, these six tissues were more
strongly divided into clades according to whether they were flowered or not rather than by the differences
among tissues (Additional file 11: Fig. S5d). In addition, the unigenes in gene modules relating to I - and P- spikelets were most strongly enriched in KEGG
pathways related to carbohydrate metabolism, genetic information processing, and environmental information
processing. In contrast, those related to F- and NF- branchlets were mostly enriched in KEGG pathways related
to metabolism, plant hormone signal transduction, and genetic information processing. The gene modules
related to F-leaves were enriched in pathways related to plant hormone signal transduction and protein
processing, while the gene modules related to NF-leaves were enriched in KEGG pathways related to oxidative
phosphorylation (Additional file 12: Table S7). Identification of SSRs We detected a total of 9,296 SSRs in 7,668 unigenes longer than 1,000 bp (Additional file 13: Table S8). 1,628
(21.23%) unigenes contained more than one SSR. Mono-nucleotide repeats were the most common (46.28% of
all SSRs) at a density of 71 SSRs per Mb, followed by tri- (26.32%) and di- (22.06%) nucleotide repeats, with
densities of 40 and 32 SSRs per Mb, respectively (Fig. 6). Activated Hd3a expression probably accelerates flowering in F. macclureana FT is a key floral regulator that controls the timing of flowering and seasonal growth cessation in response to
light and the circadian clock in many plant species [8, 10, 27]. In this study, FmHd3a, a bamboo ortholog of rice
FT, was significantly expressed only in tissue samples collected from flowering plants. In rice, Hd3a functions
as a major photoperiodic flowering regulator and participates in the OsGI–Hd1–Hd3a module, which is similar
to the GI-CO-FT module in Arabidopsis [28]. Hd1 activates and suppresses Hd3a expression by promoting
heading under the short day (SD) and long day (LD) conditions, respectively [29-30]. As F. macclureana rarely
blossoms on the QTP, which experiences a long photoperiod with a low ratio of red to far-red light, it may have
evolved specific reproductive strategies involving flowering-related pathways in response to photoperiodic cues
to ensure long vegetation growing period. It is probably that the weak light intensity with a low proportion of
blue light might activate Hd3a expression even in the LD conditions, thereby accelerating flowering. Notably,
reproduction pathways play an important role in the mechanisms of plant adaptation to extreme environments. Page 7/25 Page 7/25 Previous studies showed that the phytochrome and flowering time regulatory protein 1 (PFT1) from
Crucihimalaya himalaica, a close relative of Arabidopsis and Capsella, grows on the QTP, showed signs of
positive selection for adaptive divergence [31]. We presume that the function of Hd3a in promoting flowering is
likely to be conserved between bamboo and rice, because both of them belong to the Poaceae. In F-leaves, the expression of FmFT and the photoreceptor gene FmCRY (c105898.graph_c2) were both
significantly downregulated, while the expression of another FT ortholog, FmHd3a, was significantly
upregulated. Photoreceptors mediate light input pathways to synchronize the circadian clock [1, 5]. In A. thaliana, CRY activates FT transcription in response to blue light [3, 32]. UV-B radiation causes a multitude of
low- and high-fluence responses similar to the phytochrome responses [33-34]. Thus, down-regulated FmFT
expression is likely due to down-regulated FmCRY, which is, in turn, a response to a lower ratio of blue light or
reduced light intensity (both in the laboratory or in the QTP). The upregulated expression may indicate that
FmHd3a can function in a CRY-independent manner or be negatively regulated by FmFT. We suspect that the
floral transition of F. Activated Hd3a expression probably accelerates flowering in F. macclureana macclureana is regulated by a complex regulatory network in which at least two unique FT
orthologs interact with the circadian clock pathways. However, how these circadian clock pathways mediate the
activation of FmHd3a and FmFT in response to light signalling remains to be elucidated by future research. Notably, we detected FmFT expressions in all four tissues collected from the flowering plants, but not in NF-
leaves or NF-branchlets. Given that all plants were grown in the same conditions, we suspect the physiological
states of the plant itself may be the possible cause. Additionally, the DEUs upregulated in F-leaves relative to
NF-leaves were mainly enriched in KEGG pathways related to starch, sucrose, and galactose metabolism, and
corresponding down-regulated DEUs were mapped to the light and carbon fixation, plant circadian rhythm, and
photosynthesis pathways. Therefore, we speculate that bamboo FT orthologs might be regulated by regulators
involved in other pathways. However, the nature of the mechanism responsible for this cross-regulation needs
further experimental verification. Carbohydrate metabolism and signal transport may be major factors in floral transition, organogenesis, and
death after flowering Bamboo exhibits excellent flexibility and fracture toughness, and so far, the presence of fibers within the
bamboo culm was thought responsible for these remarkable mechanical properties [35]. And the development
of plant fibers is accompanied by the of carbohydrate metabolism [36]. Perhaps this is the reason why many
DEUs were involved in carbohydrate metabolism pathway. Interestingly, our results indicated that starch and
sucrose metabolism was a major enriched KEGG pathway for the DEUs from several combination pairs,
including NF- vs F-leaves, branchlets/leaves vs I- & P- spikelets. Transcripts and metabolic signatures of maize
leaves have shown that the balance between transitory starch and sucrose is associated with the autonomous
floral transition [37]. And in Lilium, carbohydrates have been found to be transported from the vascular bundles
to floral organs during reproduction [38]. Yang et al., (2017) also reported that the deficiency in the resources in
male flowers reduced pollen viability in Tapiscia sinensis due to biased carbohydrate transport toward the
female flowers [39]. Therefore, we suspect there may be a correlation between DEUs related to starch and
sucrose metabolism and arrow bamboo floral organ development. In rice, excessive uridine 5´-diphosphoglucose-glucose (UDPG) can result in programmed cell death,
accumulation of reactive oxygen species and an increase in the caspase-like activity [40] and inactivate starch Page 8/25 synthase disrupted normal male reproduction by delaying programmed cell death in cotton [41], suggestive of a
correlation between starch and sucrose metabolism and death. Bamboo flowering, especially in masting
species, often causes plants to wilt and die after setting seed. It is possible that increased starch and sucrose
metabolism might trigger the excessive accumulation of reactive oxygen species and result in the altered
activity of key enzymes in important biological pathways. synthase disrupted normal male reproduction by delaying programmed cell death in cotton [41], suggestive of a
correlation between starch and sucrose metabolism and death. Bamboo flowering, especially in masting
species, often causes plants to wilt and die after setting seed. It is possible that increased starch and sucrose
metabolism might trigger the excessive accumulation of reactive oxygen species and result in the altered
activity of key enzymes in important biological pathways. In the present study, unigenes related to the signal transduction pathways were significantly upregulated in the
tissues of flowering arrow bamboo plants. The transcriptomic profiles of Posidonia oceanica also showed a
strong metabolic activation of hormones in the heat stress-induced flowering plants [42]. Carbohydrate metabolism and signal transport may be major factors in floral transition, organogenesis, and
death after flowering Signal transduction-
related genes were also found to have undergone both significant positive selection and expansion events on
the adaptive evolution of Crucihimalaya himalaica [31] and cyanobacterium Trichormus sp. NMC-1 [43] on the
QTP. In the present study, unigenes related to the signal transduction pathways were significantly upregulated
in the tissues of flowering arrow bamboo plants. We suspect that this may be due to the long distance transport
of the FT proteins, which ensures floral promotion at the shoot apex [44], or the phytohormone signaling and
calcium signaling, which play diverse roles in the specification of flower organs during arrow bamboo
reproductive development [45-46]. Tissues collection The studied plant species is highland arrow bamboo (Fargesia macclureana), and it grows mainly as a
underbrush of coniferous forest or coniferous and broad-leaved mixed forest, and sometimes forms a pure
population in the QTP at an altitude of approximately 2,000 ~ 3800 m above sea level (Fig. 9). F. macclureana
was formally identified by Stapleton in 1993 [25] and detailed explanations are provided in the volume 22 of
Flora of China (http://foc.iplant.cn/) [56]. A voucher specimen of this material has been deposited in the
Bamboo Research Institute of Nanjing Forestry University. Six seedlings of F. macclureana were obtained from
the wild with the permission of the local forestry department and collected from the Bayi District, Linzhi City,
Tibet, China (29˚46′ 0.95″ N, 94̊ 44′46.36″ E, altitude: ~2,200 m). Then they were all transferred to individual
pots at the State Forestry Administration Key Open Laboratory at the International Center for Bamboo and
Rattan in Beijing (N: 39˚59′ 17.52″, E: 116̊ 28′46.06″, altitude ~34 m). During growth, the plants were maintained
at 28 ± 1 °C and 50-55% relative humidity under a 16/8 h (light/dark) photoperiod regimen with a light intensity
of 200 μmol · m-2 · s-1. All the seedlings were watered with a 1/3 B5 macronutrient nutrient solution three times
a week. After twenty days, we found that four out of six seedlings flowered, while the other two didn't blossom
until the time of sampling. One month later, we collected samples of six tissues for further de novo sequencing,
including inflorescences in the initial flower stage (I-spikelets), inflorescences at the peak flower stage (P-
spikelets), branchlets of the flowering plants (F-branchlets), leaves of the flowering plants (F-leaves), branchlets
of the non-flowering plants (NF-branchlets) and leaves of the non-flowering plants (NF-leaves). We collected
three independent replicates of each tissue type. Conclusions In the present study, we constructed a novel de novo transcriptome analysis for F. macclureana. Based on a
comprehensive analysis of specifically and differentially expressed unigenes, combined with a WGCNA, we
propose that changes in a variety of environmental signals, including the temperature, light intensity and
photoperiod between in the lab and QTP, may have influenced the expressions of unigenes related to
photoperiodic flowering, carbohydrate metabolism and signal transduction, thereby promoting floral transition
in F. macclureana. Significant expressions of unigenes enriched in DNA repair and plant-pathogen interaction
pathways may reflect the adaptation of F. macclureana to its high radiation and pathogen-specific environmen
on the QTP. We identified both similarities and differences in adaptive mechanisms (e.g., disease-resistance
and DNA repair pathways) and stress-induced flowering mechanisms (e.g., carbohydrate metabolism and
signal transduction pathways) among plants that grow at high altitudes. Although further experimental
verification is needed, our results provide insight into the regulation of flowering time in highland bamboo as
well as how this species adapts to harsh and extreme environments. F. macclureana has presumably evolved an integrated mechanism to adapt to the harsh environment of the
QTP We detected the broad expressions of unigenes encoding putative Hsp proteins, such as heat shock protein 70
(Hsp70) and heat shock protein 90 (Hsp90). Both Hsp70 and Hsp90 are important for maintaining cellular
protein homeostasis under stress conditions and they function by activating other targets [47-49]. It is likely
that the sudden exposure to the higher temperature of the lab (i.e. outside the QTP) triggered the expressions of
these unigenes. Warmer temperatures can greatly reduce flowering synchrony among individuals from 72
woody and herbaceous species [50]. It was also reported that P. oceanica, a highly clonal and long-lived
species, massively bloomed after a simulated heatwave [42]. Given the cold temperatures present at the high-
altitude regions of the QTP [26], it is reasonable to presume that F. macclureana has developed into a heat-
sensitive but not heat-tolerant bamboo species and flowering is probably a stress-induced response to the
higher temperature in the lab. DNA repair and disease-resistance pathways have been found to play a crucial role in the highland adaptation
of Tibetan highland plants [43, 51]. In the present study, we detected significant expressions of many unigenes
related to pathogen response that contained either a nucleotide binding (NB)-ARC domain or a leucine-rich
repeat (LRR) domain, which were present in most resistance (R) proteins [52-54]. We also identified many
differentially expressed unigenes that were significantly enriched in the DNA repair pathways. Since relatively
fewer species of pathogenic microorganisms and intense UV radiation exist on the QTP [55], it is reasonable to
presume that F. macclureana has evolved a relatively narrow range of pathogen specificity and specific DNA-
repair mechanisms. Sudden exposure to the lab environment, which contains a heavier load of pathogens and
weak light intensity, may have induced an innate defensive response of F. macclureana, and those that were
enriched in the plant-pathogen interaction and DNA repair response pathways may be important for F. macclureana to cope with the new environment present in the lab. Although further studies are needed to
investigate the molecular mechanisms responsible for the putative adaptive evolutionary changes, this study
provides insights into how plants adapt to harsh and extreme environments. Page 9/25 RNA extraction, quantification, and qualification Total RNA was extracted from each of the six unique tissues mentioned above using a RNeasy plant RNA
extraction kit (Qiagen, Dusseldorf, Germany), and the extraction procedure was performed according to the
manufacturer’s instructions. RNA degradation and contamination were monitored using 1% agarose gels. RNA
purity was checked using a NanoPhotometer® spectrophotometer (Implen GmbH, Munich, Germany). RNA Page 10/25 Page 10/25 concentration was measured using a Qubit® RNA Assay Kit and a Qubit®2.0 Fluorometer (Life Technologies,
CA, USA). RNA integrity was assessed using an RNA Nano 6000 Assay Kit run on an Agilent Bioanalyzer 2100
system (Agilent Technologies, CA, USA). De novo transcriptome assembly Raw data in fastq format were first processed using in-house perl scripts. Clean data were obtained by
removing low-quality reads and reads that contain the adapters or poly-N sequences. Meanwhile, we checked
the quality of our unassembled read dataset by examining various measures including Q20, Q30, GC-content,
and sequence duplication. All the downstream analyses were performed using high-quality clean data. The transcriptome was assembled using clean reads from all libraries and samples. The assembly was
produced using Trinity [57] with min_kmer_cov set to 2 and all other parameters set to their respective default
values. Library preparation for transcriptome sequencing Library construction and RNA-Seq were performed by the Biomarker Biotechnology Corporation (Beijing, China). A total of 3 μg RNA per sample was used for RNA preparation. Briefly, mRNA was purified from total RNA using
poly-T oligo-attached magnetic beads, followed by fragmentation carried out using divalent cations at elevated
temperature in NEBNext First Strand Synthesis Reaction Buffer (5×). First strand cDNA was synthesized using
random hexamer primers and M-MuLV Reverse Transcriptase (RNase H-). Second strand cDNA synthesis was
subsequently performed using DNA Polymerase I and RNase H. The remaining overhangs were converted into
blunt ends via the exonuclease and polymerase activities. Next, the 3´ ends of the DNA fragments were
adenylated and ligated to the NEBNext adaptors with hairpin loop structures to prepare samples for
hybridization, this was to select cDNA fragments that are 150-200 bp in length. Library fragments were then
purified using an Agencourt AMPure XP system (Beckman Coulter, Brea, CA, USA), and 3 μl USER enzyme (New
England Biolabs, Ipswich, MA, USA) was added to the size-selected, adaptor-ligated cDNA at 37°C for 15 min
followed by five min at 95°C before PCR. PCR was performed using Phusion High-Fidelity DNA polymerase
(Thermo Fisher, Waltham, MA, USA), universal PCR primers, and the Index (X) Primer. Finally, the PCR products
were purified using the AMPure XP system and library quality was assessed on the Agilent Bioanalyzer 2100. Clustering and sequencing The clustering of index-coded samples was performed using a cBot Cluster Generation System and a TruSeq
PE Cluster Kit v3-cBot-HS (Illumina, San Diego, CA, USA), and all experimental procedures were performed
according to the manufacturer’s instructions. After that, library preparations were sequenced on an Illumina
Hiseq 2000 platform and paired-end reads were generated. Weighted gene co-expression network analysis (WGCNA) WGCNA was performed on all unigenes identified using the WCGNA R package. We calculated the adjacency
matrices and performed the topological overlap measures (TOMs), which show the degree of overlap in shared
neighbors between pairs of genes in the network to define gene clusters in our transcriptome dataset. 1 − TOM
was used as a dissimilarity measure for hierarchical clustering and module detection. Modules of the clustered
genes were then selected using the Dynamic Tree Cut algorithm as implemented by WGCNA. To identify
modules that are significantly related to particular tissues, expression profiles of each module were
summarized by a module eigengene (ME) and the correlations between the modules and corresponding tissues
were calculated. Expression analysis of broadly and specifically expressed unigenes For all unigenes, those that were expressed in all six tissues were defined as broadly expressed unigenes
(BEUs). Similarly, unigenes that were specifically expressed in only one tissue were defined as specifically
expressed unigenes (SEUs). The identification of BEUs and SEUs was conducted by using tools on the
BMKCloud platform (http://www.biocloud.net). Functional annotation of the transcriptome Gene function was annotated using the following databases: NR (NCBI non-redundant protein sequences),
Pfam (Protein family), KOG/COG/eggNOG (Clusters of Orthologous Groups of proteins), Swiss-Prot (a database
of manually annotated and reviewed protein sequences), KEGG (the Kyoto Encyclopedia of Genes and
Genomes), and the GO (Gene Ontology) database. Page 11/25 Page 11/25 Quantification of gene expression levels Gene expression levels were estimated using RSEM [58] for each sample: clean data were mapped back onto
the assembled transcriptome, followed by a read count for each gene. The expression levels of unigenes were
calculated and normalized using FPKM (fragments per kb per million fragments) [59]. Expression analysis of differently expressed unigenes (DEUs) Before analysis, we conducted a principal component analysis (PCA) and removed one replicate that showed
an inconsistent expression pattern in the NF-branchlets and NF-leaves to ensure consistency in the expression
patterns of unigenes between replicates (Additional file 14: Figure S6). Expression analysis of the DEUs between pairs of tissues/groups was performed using the DESeq package
(1.10.1) in R. DESeq provides statistical routines for identifying differential expression in the digital gene
expression data using a model based on the negative binomial distribution. The resulting P values were
adjusted using the Benjamini-Hochberg method for controlling the false discovery rate [60]. Here, uni-transcripts
with an absolute value of log2 ratio ≥ 2, an FDR significance score < 0.01, and an adjusted P-value < 0.05 were
deemed to be differentially expressed. Gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis To understand the higher-level functions of the observed unigenes, we performed GO term annotation and
KEGG pathway enrichment analysis using BMKCloud (http://www.biocloud.net/; [61]). We used KOBAS 2.0 [62]
to test the statistical enrichment of differentially expressed genes in KEGG pathways. Pathways with P values <
0.05 were considered significantly enriched. Protein-protein interactions (PPIs) Page 12/25 The DEU and SEU sequences were queried using BLASTX against the related species to predict PPIs that the
DEUs and SEUs may be involved in. This search procedure was capable of identifying PPIs that may be similar
to any others found in the STRING database (http://string-db.org/). These PPIs were then visualized using
Cytoscape [63]. The DEU and SEU sequences were queried using BLASTX against the related species to predict PPIs that the
DEUs and SEUs may be involved in. This search procedure was capable of identifying PPIs that may be similar
to any others found in the STRING database (http://string-db.org/). These PPIs were then visualized using
Cytoscape [63]. Validation of FmHd3a transcript levels by qRT-PCR To verify the expression pattern of the FmHd3a, we used RT-qPCR to assess the expressions of FmHd3a in six
distinct tissues. First-strand cDNA was synthesized from total RNA extracted by using a reverse transcription
system (Promega, Madison, WI, USA) following the manufacturer’s instructions. Each RT-qPCR amplification
was performed at least three times, and NTB and TIP41 were used as internal controls [64]. Primers for these
genes are listed in Additional file 15: Table S9. The relative expression levels of FmHd3a in different tissues
were calculated using the 2-ΔΔCT method [65]. The statistical significance of differences in the mean levels of
expression was tested using a one-way ANOVA. Significant differences in transcript abundance between
different tissues were then compared using Duncan’s multiple range tests as implemented by SPSS version
17.0 (IBM SPSS, Chicago, USA). We considered mean differences at P < 0.05 and P < 0.01 to be statistically
significant and highly statistically significant, respectively. Detection of SSRs Picard-tools version 1.41 and samtools version 0.1.18 were used to sort data, remove duplicated reads, and
merge the bam alignment results of each sample. SSRs were identified using MISA (https://webblast.ipk-
gatersleben.de/misa/). Acknowledgements Not applicable. Abbreviations BEUs: Broadly expressed unigenes; BP: Biological process; CC: Cellular component; COG: Clusters of
orthologous groups; DEUs: Differentially expressed unigenes; F-branchlets: Branchlets of the flowering plants; F-
leaves: Leaves of the flowering plants; FPKM: Fragments per kb per million fragments; GO: Gene ontology; I-
spikelets: Inflorescences in the initial flower stage; KEGG: Kyoto Encyclopedia of Genes and Genomes; ME:
Module eigengene; MF: Molecular function; NF-branchlets: Branchlets of the non-flowering plants; NF-leaves:
Leaves of the non-flowering plants; NR: NCBI non-redundant protein sequences; PCA: Principal component
analysis; Pfam: Protein family; PPIs: Protein-protein interactions. P-spikelets: Inflorescences at the peak flower
stage; QTP: Qinghai–Tibet Plateau; SEUs: Specifically expressed unigenes; SSRs: Simple sequence repeats;
TOMs: topological overlap measures. WGCNA: Weighted gene co-expression network analysis. Availability of data and materials The RNA sequencing dataset generated during the current study have been submitted to NCBI Sequence Read
Archive (SRA) database (https://www.ncbi.nlm.nih.gov/sra) with the accession number PRJNA544133. Funding Page 13/25 This work was supported by the Special Funds for Fundamental Scientific Research on Professional Work
Supported by International Center for Bamboo and Rattan (No. 1632019008) and the Sub-Project of National
Science and Technology Support Plan of the Twelfth Five-Year in China (No. 2015BAD04B01). The funder is the
corresponding author of this manuscript and he played an important role in the study design, data collection
and analysis, decision to publish, or preparation of the manuscript. Competing interests The authors declare that they have no competing interests. Consent for publication Not applicable. Ethics approval and consent to participate Not applicable. Authors’ contributions Conceived and designed the experiments: ZM G. Performed the experiments: KB Y and JJ S. Analyzed the data:
CX Z, YL D and Y L. Interpreted the results and wrote the paper: Y L. All authors have read and approved the
final manuscript. References Bhattacharya S, Das M, Bar R, et al. Morphological and molecular characterization of Bambusa tulda with
a note on flowering. Annals of Botany, 2006;98:529-535. 12. Bhattacharya S, Das M, Bar R, et al. Morphological and molecular characterization of Bambusa tulda with
a note on flowering. Annals of Botany, 2006;98:529-535. 13. Yuan JL, Yue JJ, Gu XP, et al. Flowering of woody bamboo in tissue culture systems. Front Plant Sci. 2017;8:1589. 13. Yuan JL, Yue JJ, Gu XP, et al. Flowering of woody bamboo in tissue culture systems. Front Plant Sci. 2017;8:1589. 14. Tian Z, Liu X, Fan Z, et al. The next widespread bamboo flowering poses a massive risk to the giant panda. Biol Conserv. 2019;234:180-187. 15. Giordano CV, Sánchez RA, Austin AT. Gregarious bamboo flowering opens a window of opportunity for
regeneration in a temperate forest of Patagonia. New Phytol. 2009;181:880-889. 16. Shih MC, Chou ML, Yue JJ, et al. BeMADS1 is a key to delivery MADSs into nucleus in reproductive tissues-
De novo characterization of Bambusa edulis transcriptome and study of MADS genes in bamboo floral
development. BMC Plant Biol. 2014;14:179. 17. Wang X, Zhang X, Zhao L, et al. Morphology and quantitative monitoring of gene expression patterns
during floral induction and early flower development in Dendrocalamus latiflorus. Int J Mol Sci. 2014;15:12074-12093. 18. Zhang Y, Tang D, Lin X, et al. Genome-wide identification of MADS-box family genes in moso bamboo
(Phyllostachys edulis) and a functional analysis of PeMADS5 in flowering. BMC Plant Biol. 2018;18:176. 18. Zhang Y, Tang D, Lin X, et al. Genome-wide identification of MADS-box family genes in moso bamboo
(Phyllostachys edulis) and a functional analysis of PeMADS5 in flowering. BMC Plant Biol. 2018;18:176. 19. Chiou T. The role of microRNAs in sensing nutrient stress. Plant Cell Environ. 2007;30:323-332. 19. Chiou T. The role of microRNAs in sensing nutrient stress. Plant Cell Environ. 2007;30:323-332. 20. Hisamoto Y, Kashiwagi H, Kobayashi M. Use of flowering gene FLOWERING LOCUS T (FT) homologs in the
phylogenetic analysis of bambusoid and early diverging grasses. J Plant Res. 2008;121:451-461. 20. Hisamoto Y, Kashiwagi H, Kobayashi M. Use of flowering gene FLOWERING LOCUS T (FT) homologs in the
phylogenetic analysis of bambusoid and early diverging grasses. J Plant Res. 2008;121:451-461. 21. Gao J, Ge W, Zhang Y, et al. Identification and characterization of microRNAs at different flowering
developmental stages in moso bamboo (Phyllostachys edulis) by high-throughput sequencing. Mol Genet
Genom. 2015;290:2335-2353. References 1. Putterill J, Varkonyi-Gasic E. FT and florigen long-distance flowering control in plants. Curr Opin Plant Biol. 2016;33:77-82. 2. Wigge PA, Kim MC, Jaeger KE, et al. Integration of spatial and temporal information during floral induction
in Arabidopsis. Science. 2005;309:1056-1059. 2. Wigge PA, Kim MC, Jaeger KE, et al. Integration of spatial and temporal information during floral induction
in Arabidopsis. Science. 2005;309:1056-1059. 3. Liu H, Wang Q, Liu Y, et al. Arabidopsis CRY2 and ZTL mediate blue-light regulation of the transcription
factor CIB1 by distinct mechanisms. Proceedings of the National Academy of Sciences of the United Page 14/25 Page 14/25 Page 14/25 States of America. 2013;110:17582-17587. States of America. 2013;110:17582-17587. 4. Du A, Tian W, Wei M, et al. The DTH8-Hd1 module mediates day-length-dependent regulation of rice
flowering. Mol Plant. 2017;10:948-961. 5. Lin MK, Belanger H, Lee YJ, et al. FLOWERING LOCUS T protein may act as the long-distance florigenic
signal in the cucurbits. Plant Cell. 2007;19:1488-1506. 6. Wolabu TW, Zhang F, Niu L, et al. Three FLOWERING LOCUS T-like genes function as potential florigens and
mediate photoperiod response in sorghum. New Phytol. 2016;210:946-959. 6. Wolabu TW, Zhang F, Niu L, et al. Three FLOWERING LOCUS T-like genes function as potential florigens and
mediate photoperiod response in sorghum. New Phytol. 2016;210:946-959. 7. Bohlenius H, Huang T, Charbonnel-Campaa L, et al. CO/FT regulatory module controls timing of flowering
and seasonal growth cessation in trees. Science, 2006;312:1040-1043. 7. Bohlenius H, Huang T, Charbonnel-Campaa L, et al. CO/FT regulatory module controls timing of flowering
and seasonal growth cessation in trees. Science, 2006;312:1040-1043. 8. Hsu CY, Liu Y, Luthe DS, et al. Poplar FT2 shortens the juvenile phase and promotes seasonal flowering. Plant Cell. 2006;18:1846-1861. 8. Hsu CY, Liu Y, Luthe DS, et al. Poplar FT2 shortens the juvenile phase and promotes seasonal flowering. Plant Cell. 2006;18:1846-1861. 9. Klocko AL, Ma C, Robertson S, et al. FT overexpression induces precocious flowering and normal
reproductive development in Eucalyptus. Plant Biotechnol J. 2016;14:808-819. 9. Klocko AL, Ma C, Robertson S, et al. FT overexpression induces precocious flowering and normal
reproductive development in Eucalyptus. Plant Biotechnol J. 2016;14:808-819. 10. Munoz-Fambuena N, Nicolas-Almansa M, Martinez-Fuentes A, et al. Genetic inhibition of flowering differs
between juvenile and adult Citrus trees. Ann Bot. 2019;123:483-490. 11. Zhou X, Ruan J, Wang G, et al. Characterization and identification of microRNA core promoters in four
model species. PLoS Comput Biol. 2007;3:e37. 12. References Genome of Crucihimalaya himalaica, a close relative of Arabidopsis,
shows ecological adaptation to high altitude. Proc Natl Acad Sci U S A. 2019;116: 7137-7146. 31. Liu Y, Li X, Ma D, et al. CIB1 and CO interact to mediate CRY2-dependent regulation of flowering. EMBO
Rep. 2018;19:DOI: 10.15252/embr.201845762 31. Liu Y, Li X, Ma D, et al. CIB1 and CO interact to mediate CRY2-dependent regulation of flowering. EMBO
Rep. 2018;19:DOI: 10.15252/embr.201845762 32. Kim BC, Tennessen DJ, Last RL. UV-B-induced photomorphogenesis in Arabidopsis. Plant J. 1998;15:667-
674. 32. Kim BC, Tennessen DJ, Last RL. UV-B-induced photomorphogenesis in Arabidopsis. Plant J. 1998;15:667-
674. 33. Li J, Yang L, Jin D, et al. UV-B-induced photomorphogenesis in Arabidopsis. Protein Cell, 2013;4:485-492. 33. Li J, Yang L, Jin D, et al. UV-B-induced photomorphogenesis in Arabidopsis. Protein Cell, 2013;4:485-492. 34. Habibi MK, Lu Y. Crack propagation in bamboo's hierarchical cellular structure. Sci Rep. 2014;4:5598. 33. Li J, Yang L, Jin D, et al. UV-B-induced photomorphogenesis in Arabidopsis. P 33. Li J, Yang L, Jin D, et al. UV-B-induced photomorphogenesis in Arabidopsis. Protein Cell, 2013;4:485-492. 34. Habibi MK, Lu Y. Crack propagation in bamboo's hierarchical cellular structure. Sci Rep. 2014;4:5598. 34. Habibi MK, Lu Y. Crack propagation in bamboo's hierarchical cellular structur 35. Sun W, Gao Z, Wang J, et al. Cotton fiber elongation requires the transcription factor GhMYB212 to regulate
sucrose transportation into expanding fibers. New Phytol. 2019;222:864-881. 35. Sun W, Gao Z, Wang J, et al. Cotton fiber elongation requires the transcription factor GhMYB212 to regulate
sucrose transportation into expanding fibers. New Phytol. 2019;222:864-881. 36. Coneva V, Guevara D, Rothstein SJ, et al. Transcript and metabolite signature of maize source leaves
suggests a link between transitory starch to sucrose balance and the autonomous floral transition. J Exp
Bot. 2012;63:5079-5092. 36. Coneva V, Guevara D, Rothstein SJ, et al. Transcript and metabolite signature of maize source leaves
suggests a link between transitory starch to sucrose balance and the autonomous floral transition. J Exp
Bot. 2012;63:5079-5092. 37. Castro AJ, Clement C. Sucrose and starch catabolism in the anther of Lilium during its development: a
comparative study among the anther wall, locular fluid and microspore/pollen fractions. Planta,
2007;225:1573-1582. 37. Castro AJ, Clement C. Sucrose and starch catabolism in the anther of Lilium during its development: a
comparative study among the anther wall, locular fluid and microspore/pollen fractions. Planta,
2007;225:1573-1582. 38. Yang K, Zhou X, Wang Y, et al. References 21. Gao J, Ge W, Zhang Y, et al. Identification and characterization of microRNAs at different flowering
developmental stages in moso bamboo (Phyllostachys edulis) by high-throughput sequencing. Mol Genet
Genom. 2015;290:2335-2353. Page 15/25 Page 15/25 22. Wysocki WP, Ruiz-Sanchez E, Yin Y, et al. The floral transcriptomes of four bamboo species
(Bambusoideae; Poaceae): support for common ancestry among woody bamboos. BMC Genomics,
2016;17:384. 23. Ge W, Zhang Y, Cheng Z, et al. Main regulatory pathways, key genes and microRNAs involved in flower
formation and development of moso bamboo (Phyllostachys edulis). Plant Biotechnol J. 2017;15:82-96. 24. Stapleton CMA. Fargesia macclureana, a Tibetan bamboo in Europe. Bamboo Soc. (GB) Newsl. 1993;17:17. 25. Cao M, Jin Y, Liu N, et al. Effects of the Qinghai-Tibetan Plateau uplift and environmental changes on
phylogeographic structure of the Daurian Partridge (Perdix dauuricae) in China. Mol Phylogenet Evol. 2012;65:823-830. 26. Abe M, Kobayashi Y, Yamamoto S, et al. FD, a bZIP protein mediating signals from the floral pathway
integrator FT at the shoot apex. Science. 2005; 309:1052-1056. 26. Abe M, Kobayashi Y, Yamamoto S, et al. FD, a bZIP protein mediating signals from the floral pathway
integrator FT at the shoot apex. Science. 2005; 309:1052-1056. 27. Song YH, Shim JS, Kinmonth-Schultz HA, et al. Photoperiodic flowering: time measurement mechanisms in
leaves. Annu Rev Plant Biol. 2015;66:441-464. 27. Song YH, Shim JS, Kinmonth-Schultz HA, et al. Photoperiodic flowering: time measurement mechanisms in
leaves. Annu Rev Plant Biol. 2015;66:441-464. 28. Yano M, Katayose Y, Ashikari M, et al. Hd1, a major photoperiod sensitivity quantitative trait locus in rice, is
closely related to the Arabidopsis flowering time gene CONSTANS. Plant Cell. 2000;12:2473-2484. 28. Yano M, Katayose Y, Ashikari M, et al. Hd1, a major photoperiod sensitivity quantitative trait locus in rice, is
closely related to the Arabidopsis flowering time gene CONSTANS. Plant Cell. 2000;12:2473-2484. 29. Hayama R, Yokoi S, Tamaki S, et al. Adaptation of photoperiodic control pathways produces short-day
flowering in rice. Nature. 2003;422:719-722. 29. Hayama R, Yokoi S, Tamaki S, et al. Adaptation of photoperiodic control pathways produces short-day
flowering in rice. Nature. 2003;422:719-722. 30. Zhang T, Qiao Q, Novikova PY, et al. Genome of Crucihimalaya himalaica, a close relative of Arabidopsis,
shows ecological adaptation to high altitude. Proc Natl Acad Sci U S A. 2019;116: 7137-7146. 30. Zhang T, Qiao Q, Novikova PY, et al. References Carbohydrate metabolism and gene regulation during anther development in
an androdioecious tree, Tapiscia sinensis. Ann Bot. 2017;120:967-977. 38. Yang K, Zhou X, Wang Y, et al. Carbohydrate metabolism and gene regulation during anther development in
an androdioecious tree, Tapiscia sinensis. Ann Bot. 2017;120:967-977. 39. Xiao G, Zhou J, Lu X, et al. Excessive UDPG resulting from the mutation of UAP1 causes programmed cell
death by triggering reactive oxygen species accumulation and caspase-like activity in rice. New Phytol. 2018;217:332-343. 39. Xiao G, Zhou J, Lu X, et al. Excessive UDPG resulting from the mutation of UAP1 causes programmed cell
death by triggering reactive oxygen species accumulation and caspase-like activity in rice. New Phytol. 2018;217:332-343. Page 16/25 Page 16/25 40. Min L, Zhu L, Tu L, et al. Cotton GhCKI disrupts normal male reproduction by delaying tapetum
programmed cell death via inactivating starch synthase. Plant J. 2013;75:823-835. 41. Marín-Guirao L, Entrambasaguas L, Ruiz JM, et al. Heat-stress induced flowering can be a potential
adaptive response to ocean warming for the iconic seagrass Posidonia oceanica. Mol Ecol, 2019;28: 2486-
2501. 42. Qiao Q, Huang Y, Qi J, et al. The genome and transcriptome of Trichormus sp. NMC-1: insights into
adaptation to extreme environments on the Qinghai-Tibet Plateau. Sci Rep. 2016;6: 29404. 42. Qiao Q, Huang Y, Qi J, et al. The genome and transcriptome of Trichormus sp. NMC-1: insights into
adaptation to extreme environments on the Qinghai-Tibet Plateau. Sci Rep. 2016;6: 29404. 43. Turck F, Fornara F, Coupland G. Regulation and identity of florigen: FLOWERING LOCUS T moves center
stage. Ann Rev Plant Biol. 2008;59:573-594. 43. Turck F, Fornara F, Coupland G. Regulation and identity of florigen: FLOWERING LOCUS T moves center
stage. Ann Rev Plant Biol. 2008;59:573-594. 44. Galli M, Liu Q, Moss BL, et al. Auxin signaling modules regulate maize inflorescence architecture. Proc Nat
Acad Sci USA. 2015;112:13372-13377. 44. Galli M, Liu Q, Moss BL, et al. Auxin signaling modules regulate maize inflorescence architecture. Proc Nat
Acad Sci USA. 2015;112:13372-13377. 45. Yuan Z, Zhang D. Roles of jasmonate signalling in plant inflorescence and flower development. Curr Opin
Plant Biol. 2015;27:44-51. 45. Yuan Z, Zhang D. Roles of jasmonate signalling in plant inflorescence and flower development. Curr Opin
Plant Biol. 2015;27:44-51. 46. Mayer MP. Hsp70 chaperone dynamics and molecular mechanism. Trends Biochem Sci. 2013;38:507-514 46. Mayer MP. Hsp70 chaperone dynamics and molecular mechanism. Trends Biochem Sci. 2013;38:507-514. 46. Mayer MP. References KOBAS 2.0: a web server for annotation and identification of enriched
pathways and diseases. Nucl Acids Res. 2011;39:W316-322. 61. Xie C, Mao X, Huang J, et al. KOBAS 2.0: a web server for annotation and identification of enriched
pathways and diseases. Nucl Acids Res. 2011;39:W316-322. 62. Shannon P, Markiel A, Ozier O, et al. Cytoscape: a software environment for integrated models of
biomolecular interaction networks. Genome Res. 2003;13:2498-2504. 62. Shannon P, Markiel A, Ozier O, et al. Cytoscape: a software environment for integrated models of
biomolecular interaction networks. Genome Res. 2003;13:2498-2504. 63. Fan C, Ma J, Guo Q, et al. Selection of reference genes for quantitative real-time PCR in bamboo
(Phyllostachys edulis). PLoS One. 2013;8:e56573. 63. Fan C, Ma J, Guo Q, et al. Selection of reference genes for quantitative real-time PCR in bamboo
(Phyllostachys edulis). PLoS One. 2013;8:e56573. 64. Livak KJ, Schmittgen TD. Analysis of relative gene expression data using real-time quantitative PCR and
the 2-ΔΔCt Methods. 2001;25:402-408. References Hsp70 chaperone dynamics and molecular mechanism. Trends Biochem Sci. 2013;38:507-514. 47. Schopf FH, Biebl MM, Buchner J. The HSP90 chaperone machinery. Nat Rev Mol Cell Biol. 2017;18:345-
360. 47. Schopf FH, Biebl MM, Buchner J. The HSP90 chaperone machinery. Nat Rev Mol Cell Biol. 2017;18:345-
360. 47. Schopf FH, Biebl MM, Buchner J. The HSP90 chaperone machinery. Nat Rev Mol Cell Biol. 2017;18:345-
360. 48. Biebl MM, Buchner J. Structure, function, and regulation of the Hsp90 machinery. CSH Perspect Biol. 2019;DOI: 10.1101/cshperspect.a034017. 48. Biebl MM, Buchner J. Structure, function, and regulation of the Hsp90 machinery. CSH Perspect Biol. 2019;DOI: 10.1101/cshperspect.a034017. 49. Zohner CM, Mo L, Renner SS, et al. Global warming reduces leaf-out and flowering synchrony among
individuals. Elife. 2018; DOI: 10.7554/eLife.40214. 50. Fang O, Zhang QB. Tree resilience to drought increases in the Tibetan Plateau. Global Change Biol. 2019;25:245-253. 51. Li J, Huang H, Zhu M, et al. A plant immune receptor adopts a two-step recognition mechanism to enhance
viral effector perception. Mol Plant, 2019;12:248-262. 52. Shao ZQ, Xue JY, Wang Q, et al. Revisiting the Origin of Plant NBS-LRR Genes. Trends Plant Sci. 2019;24:9-
12. 53. Takken FL, Albrecht M, Tameling WI. Resistance proteins: molecular switches of plant defence. Curr Opin
Plant Biol. 2006;9:383-390. 54. Zhang XJ, Yao TD, Ma XJ, et al. Microorganisms in a high altitude glacier ice in Tibet. Folia Microbiol. 2002;47:241-245. 55. Li D, Stapleton C. Bambuseae. In: Flora of China. Edited by Wu ZY, Raven PH, Hong DY, Vol. 22. Beijing:
Science Press and St. Louis USA: Missouri Botanic Garden Press. 2006:1-180. 56. Grabherr MG, Haas BJ, Yassour M, et al. Full-length transcriptome assembly from RNA-Seq data without a
reference genome. Nat Biotechnol. 2011;29:644-652. 57. Li B, Dewey CN. RSEM: accurate transcript quantification from RNA-Seq data with or without a reference
genome. BMC Bioinformatics. 2011;12:323. 58. Mortazavi A, Williams BA, McCue K, et al. Mapping and quantifying mammalian transcriptomes by RNA-
Seq. Nat Methods. 2008;5:621-628. Page 17/25 Page 17/25 59. Benjamini Y, Hochberg Y. Controlling the false discovery rate: a practical and powerful approach to multiple
hypothesis testing. J R Stat Soc B. 1995;57:289-300. 60. Kanehisa M. KEGG Bioinformatics resource for plant genomics and metabolomics. Methods Mol Biol. 2016;1374:55-70. 60. Kanehisa M. KEGG Bioinformatics resource for plant genomics and metabolomics. Methods Mol Biol. 2016;1374:55-70. 61. Xie C, Mao X, Huang J, et al. Table 1 Length range of transcripts and unigenes identified in the transcriptome of F.
macclureana. Table 1 Length range of transcripts and unigenes identified in the transcriptome of F. macclureana. Length Range
Transcripts
Unigenes
200-300
36,390 (12.59%)
25,291 (25.53%)
300-500
47,515 (16.43%)
21,257 (21.46%)
500-1,000
78,453 (27.13%)
23,806 (24.03%)
1,000-2,000
77,456 (26.79%)
16,752 (16.91%)
2,000+
49,308 (17.05%)
11,950 (12.06%)
Total number
289,122
99,056
Total length
341,956,623
91,685,618
N50 length
1,765
1,587
Mean length
1,182.74
925.59
Total number
289,122
99,056
Total length
341,956,623
91,685,618
N50 length
1,765
1,587
Mean length
1,182.74
925.59 Table 2 Statistics of annotation analysis of unigenes Page 18/25
Table 2 Statistics of annotation analysis of unigenes
Anno_Database
Annotated_Number
percentage
300<=length<1,000
length>=1,000
COG_Annotation
13,128
27.75
3,261
7,515
GO_Annotation
34,055
71.99
10,659
17,855
KEGG_Annotation
14,307
30.24
4,550
7,397
KOG_Annotation
23,492
49.66
6,863
12,779
Pfam_Annotation
28,317
59.86
7,823
16,896
Swissprot_Annotation
24,847
52.52
7,450
14,500
eggNOG_Annotation
43,909
92.82
14,040
21,568
Nr_Annotation
45,516
96.22
15,031
22,271
All_Annotated
47,306
100.00
15,602
22,437 Table 3. Differentially expressed unigenes (DEUs; Fold change > 2; FDR < 0.01) among tissues
of F. macclureana. DEUs_total: the total number of DEUs; DEUs_up (%): the number (and
percentage) of up-regulated DEUs; DEUs_down (%): the number (and percentage) of down-
regulated DEUs). Number
Group
DEUs_total
DEUs_up (%)
DEUs_down (%)
1
I-spikelets vs P-spikelets
970
916 (94.43)
54 (5.57)
2
F-branchlets vs I-spikelets
4,970
3,046 (61.29)
1,924 (38.71)
3
F-branchlets vs P-spikelets
5,124
3,338 (65.14)
1,786 (34.86)
4
F-branchlets vs F-leaves
8,467
3,967 (46.85)
4,500 (53.15)
5
F-leaves vs I-spikelets
12,829
6,791 (52.93)
6,038 (47.07)
6
F-leaves vs P-spikelets
10,791
6,625 (61.39)
4,166 (38.61)
7
NF-branchlets vs I-spikelets
11,628
6,135 (52.76)
5,493 (47.24)
8
NF-branchlets vs P-spikelets
10,809
5,893 (54.52)
4,916 (45.48)
9
NF-branchlets vs F-branchlets
6,524
3,275 (50.20)
3,249 (49.80)
10
NF-branchlets vs F-leaves
11,670
5,902 (50.57)
5,768 (49.43)
11
NF-branchlets vs NF-leaves
3,853
1,946 (50.51)
1,907 (49.49)
12
NF-leaves vs I-spikelets
13,577
6,921 (50.98)
6,656 (49.02)
13
NF-leaves vs P-spikelets
11,718
6,130 (52.31)
5,588 (47.69)
14
NF-leaves vs F-branchlets
11,659
5,606 (48.08)
6,053 (51.92)
15
NF-leaves vs F-leaves
5,032
2,492 (49.52)
2,540 (50.48) Additional Files Additional file 1: Table S1. Statistic of sequencing and assembly data. Additional file 2: Table S2. 47,306 unigenes were annotated and their predicted functions. Additional file 3: Table S3. The top10 enriched GO terms in three main categories for predicted unigenes. Additional file 4: Table S4. The most enriched GO terms and KEGG pathways for the specially expressed Additional file 3: Table S3. The top10 enriched GO terms in three main categories for predicted unigenes. Additional file 4: Table S4. The most enriched GO terms and KEGG pathways for the specially expressed
unigenes (SEUs) and broadly expressed unigenes (BEUs) in all tissues collected from flowering plants. Additional file 4: Table S4. The most enriched GO terms and KEGG pathways for the specially expressed
unigenes (SEUs) and broadly expressed unigenes (BEUs) in all tissues collected from flowering plants. Additional file 5: Figure S1. KEGG annotation of unigenes that were specifically expressed in P-spikelets (a), F-
branchlets (b) and F-leaves (c) of arrow bamboo flowering plants. The size of dots is proportional to the Page 19/25 Page 19/25 Page 19/25 number of unigenes. number of unigenes. Additional file 6: Table S5. KEGG enrichment of differentially expressed unigenes (DEUs) between different
tissues. Additional file 7: Figure S2. Hub unigenes in regulatory networks of flowering identified based on analysis of
DEUs among tissues. Unigenes c109220.graph_c0 and c110963.graph_c4, showing differential expressions
between NF-leaves and F-leaves, are both bamboo orthologs of FLOWERING LOCUS T (FT), which was marked
with a red square; while unigenes down-regulated were marked with green squares. Additional file 8: Table S6. Expressions of 10 unigenes that were differentially expressed between F-leaves vs
NF-leaves and mapping into the circadian phythm-plant KEGG pathway. Additional file 9: Figure S3. Phylogenetic relationship between FmFT, FmHd3a and their orthologs from
Brachypodium distachyon and rice. The orthologs include BdFT (XP 010238588.1) and BdHd3a (XP
003565602.1) from B. distachyon, as well as OsFT (XP 015619436.1) and OsHd3a (XP 015611892.1) from
rice. AP2 from Arabidopsis thaliana (AT4G36920.1) was used as the outgroup. Additional file 10: Figure S4. Expression analysis of FmHd3a in all six tissues collected by qRT-PCR. Relative
expression levels were calculated using the 2−ΔΔCT method to reflect expressions relatively more veritably. The
statistical significance was tested by one-way ANOVA, considering P < 0.05 and P < 0.01 as statistically
significant and extremely significant, respectively. Additional Files Significant differences in transcript abundance between
different tissues was then compared by Duncan’s multiple range test using SPSS 17.0 (SPSS Inc., Chicago,
USA). Additional file 11: Figure S5. Weighted gene co-expression network analysis (WGCNA) of all unigenes identified
in the transcriptome of F. macclureana. (a) The phylogenetic tree diagram and the heat map related to the
traits. This diagram is divided into three parts: the cluster tree of gene system, the module color of
corresponding genes, and the correlation between genes related to each trait in tested samples and its module. The redder the color, the more positive the correlation; conversely, blue is negatively correlated. (b) Gene co-
expression network heatmaps drawn by randomly selected 1,500 genes, in which the left and the upper sides
are the symmetrical system clustering tree of gene network/module, and the lower right area indicates the
dissimilarity between genes, and the smaller the value is, the darker the color is. (c) Module and trait correlation
heat map showing the relationship between a module and a given trait. The closer the correlation between a
shape and a module is to the absolute value of 1, it is likely that this trait is related to the module gene work. (d)
Systematic clustering tree of samples based on unigenes expressions. Additional file 12: Table S7. KEGG enrichment of unigenes in nine significant gene module relating to P-
spikelets. Additional file 13: Table S8. 9,296 SSRs identified from 7,668 unigenes. Additional file 14: Figure S6. Principal component analysis (PCA) of unigenes expressions for 18 samples
collected from inflorescences in the initial and peak flower stage (I- and P- spikelets), branchlets and leaves of
flowering and non-flowering bamboo plants (F/NF-branchlets and F/NF-leaves). Page 20/25 Page 20/25 Additional file 15: Table S9. Primer pairs used for RT-qPCR. Figures
Figure 1
Seedlings of Fargesia macclureana flowered shortly after being transferred from the Qinghai–Tibet Plateau
(QTP) approximately 2,000 ~ 3,800 m above sea level to a low altitude lab. (a-b) Floret and spikelet of a
flowering seedling maintained at the low altitude lab outside the QTP. (c-d) The seedling and shoot of plants
growing on the QTP. (e) The original growing environment of F. macclureana. Additional file 15: Table S9. Primer pairs used for RT-qPCR. Additional file 15: Table S9. Primer pairs used for RT-qPCR. Figures Figures Figures
Figure 1 Figure 1 Figure 1 Figure 1 Seedlings of Fargesia macclureana flowered shortly after being transferred from the Qinghai–Tibet Plateau
(QTP) approximately 2,000 ~ 3,800 m above sea level to a low altitude lab. (a-b) Floret and spikelet of a
flowering seedling maintained at the low altitude lab outside the QTP. (c-d) The seedling and shoot of plants
growing on the QTP. (e) The original growing environment of F. macclureana. Page 21/25 Page 21/25 Figure 2 Figure 2 Figure 2 Figure 2 Function annotation and classification of unigenes identified from the transcriptome of F. macclureana. (a) Nr
Annotation. (b) Clusters of orthologous groups (COG) annotation. Out of 45,516 Nr hits, 13,128 unigenes had a
COG classification. A: RNA processing and modification B: Chromatin structure and dynamics C: Energy
production and conversion D: Cell cycle control, cell division, chromosome partitioning E: Amino acid transport
and metabolism F: Nucleotide transport and metabolism G: Carbohydrate transport and metabolism H:
Coenzyme transport and metabolism I: Lipid transport and metabolism J: Translation, ribosomal structure and
biogenesis K: Transcription L: Replication, recombination and repair M: Cell wall/membrane/envelope
biogenesis N: Cell mobility O: Posttranslational modification, protein turnover, chaperones P: Inorganic ion
transport and metabolism Q: Secondary metabolites biosynthesis, transport and metabolism R: General
function prediction only S: Function unknown T: Signal transduction mechanism U: Intracellular trafficking,
secretion, and vesicular transport V: Defense mechanisms W: Extracellular structures Y: Nuclear structure Z:
Cytoskeleton. (c) GO annotation. Results were summarized in three main categories: biological process, cellular
component and molecular function. The right and left y-axes indicated the number and percentage of unigenes
in a certain category, respectively. Page 22/25 Figure 3
KEGG annotation of unigenes in the transcriptome of F. macclureana. The x-axis indicated the number of
unigenes in a certain category. The right y-axis showed the main clusters of KEGG pathways. Figure 6 Densities of different SSR types. c and p1-6 represent mono-, di-, tri-, tetrad-, penta- and hexa-nucleotide repeats,
respectively. Figure 3 KEGG annotation of unigenes in the transcriptome of F. macclureana. The x-axis indicated the number of
unigenes in a certain category. The right y-axis showed the main clusters of KEGG pathways. KEGG annotation of unigenes in the transcriptome of F. macclureana. The x-axis indicated the number of
unigenes in a certain category. The right y-axis showed the main clusters of KEGG pathways. Figure 4 Page 23/25 Page 23/25 Unigenes that were specifically expressed in different tissues collected from flowering plants of F. macclureana. (a) Venn diagram of unigenes expressed in spikelets in the initial flower stage (I-spikelets, A) and the peak
flower stage (P-spikelets, B), branchlets (F-branchlets, C) and leaves (F-leaves, D) of flowering plants. (b) COG
annotation of unigenes that were specifically expressed in I-spikelets, P-spikelets, F-branchlets and F-leaves. (c)
GO enrichment of unigenes that were specifically expressed in I- & P- spikelets, F-branchlets and F-leaves. BP:
biological process; CC: cellular component; MF: molecular function. Figure 5
KEGG annotation of unigenes that were specifically expressed in P- spikelets (a), F-branchlets (b) and F-leaves
(c) of arrow bamboo flowering plants. The size of dots is proportional to the number of unigenes. Figure 5 KEGG annotation of unigenes that were specifically expressed in P- spikelets (a), F-branchlets (b) and F-leaves
(c) of arrow bamboo flowering plants. The size of dots is proportional to the number of unigenes. Figure 6
Densities of different SSR types. c and p1-6 represent mono-, di-, tri-, tetrad-, penta- and hexa-nucleotide repeats,
respectively. This is a list of supplementary files associated with this preprint. Click to download. his is a list of supplementary files associated with this preprint. Click to downloa Page 24/25 TableS9.xlsx
FigureS6.docx
TableS8.xlsx
TableS5.xlsx
FigureS3.docx
TableS6.xlsx
TableS3.xlsx
FigureS4.docx
TableS1.docx
FigureS1.docx
TableS7.xlsx
FigureS2.docx
TableS2.xlsx
FigureS5.docx
TableS4.xlsx FigureS2.docx TableS2.xlsx FigureS5.docx TableS4.xlsx Page 25/25
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Self-similar singularity of a 1D model for the 3D axisymmetric Euler equations
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Research in the mathematical sciences/Research in the Mathematical Sciences
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Introduction and main results Whether the 3D Euler equations develop finite-time singularity is regarded as one of the
most important open problems in mathematical fluid mechanics, and interested readers
may consult the surveys [2,9,13] and references therein for more historical background
about this outstanding problem. In this paper, we investigate the self-similar singularity of
a 1D model for the 3D axisymmetric Euler equations, which approximates the dynamics
of the axisymmetric Euler equations on the solid boundary of a cylindrical domain. It is
hoped that this work may help to analyze the singularity of the 3D Euler equations. The investigated model is motivated by the numerical computation of Luo and Hou
[21]. In that computation, the 3D axisymmetric Euler equations [22] are solved in a
cylinder, u1,t + uru1,r + uzu1,z = 2u1φ1,z,
(1.1a)
w1,t + urw1,r + uzw1,z =
u2
1
z ,
(1.1b)
−
∂2
r + (3/r)∂r + ∂2
z
φ1 = w1,
(1.1c)
where ur = −rφ1,z and uz = 2φ1 + rφ1,r are radial and axial velocity, and u1 = uθ/r,
w1 = wθ/r, and φ1 = φθ/r are transformed angular velocity, vorticity, and stream u1,t + uru1,r + uzu1,z = 2u1φ1,z,
(1.1a)
w1,t + urw1,r + uzw1,z =
u2
1
z ,
(1.1b)
−
∂2
r + (3/r)∂r + ∂2
z
φ1 = w1,
(1.1c)
where ur = −rφ1,z and uz = 2φ1 + rφ1,r are radial and axial velocity, and u1 = uθ/r,
w1 = wθ/r, and φ1 = φθ/r are transformed angular velocity, vorticity, and stream
function, respectively. 1,t
1,r
1,z
1
z ,
(
)
−
∂2
r + (3/r)∂r + ∂2
z
φ1 = w1,
(1.1c)
where ur = −rφ1,z and uz = 2φ1 + rφ1,r are radial and axial velocity, and u1 = uθ/r,
w1 = wθ/r, and φ1 = φθ/r are transformed angular velocity, vorticity, and stream
function, respectively. (1.1c) where ur = −rφ1,z and uz = 2φ1 + rφ1,r are radial and axial velocity, and u1 = uθ/r,
w1 = wθ/r, and φ1 = φθ/r are transformed angular velocity, vorticity, and stream
function, respectively. According to the numerical results reported in [21], the solutions to (1.1) develop
self-similar singularity in the meridian plane for certain initial conditions with no flow
boundary condition at r = 1. Thomas Y Hou† and Pengfei Liu*† Thomas Y Hou† and Pengfei Liu*† *Correspondence:
plliu@caltech.edu
†Equal contribution
Computing+Mathematical
Sciences, California Institute of
Technology, Pasadena, USA © 2015 Hou and Liu; licensee Springer. This is an Open Access article distributed under the terms of the Creative Commons
Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction
in any medium, provided the original work is properly credited. Abstract We investigate the self-similar singularity of a 1D model for the 3D axisymmetric Euler
equations, which approximates the dynamics of the Euler equations on the solid
boundary of a cylindrical domain. We prove the existence of a discrete family of
self-similar profiles for this model and analyze their far-field properties. The self-similar
profiles we find are consistent with direct simulation of the model and enjoy some
stability property. Hou and Liu Research in the Mathematical Sciences (2015) 2:5
DOI 10.1186/s40687-015-0021-1 Hou and Liu Research in the Mathematical Sciences (2015) 2:5
DOI 10.1186/s40687-015-0021-1 RESEARCH ARTICLE Self-similar singularity of a 1D model for the
3D axisymmetric Euler equations *Correspondence:
plliu@caltech.edu
†Equal contribution
Computing+Mathematical
Sciences, California Institute of
Technology, Pasadena, USA Self-similar singularity of a 1D model for the
3D axisymmetric Euler equations Thomas Y Hou† and Pengfei Liu*† Introduction and main results The solid boundary and special symmetry of uθ, ωθ, and ψθ
in the axial direction seem to make the flow in the meridian plane remain hyperbolic near
the singularity point and be responsible for the observed finite-time singularity. A 1D
model which approximates the dynamics of the 3D axisymmetric Euler equations along Hou and Liu Research in the Mathematical Sciences (2015) 2:5 Page 2 of 26 the solid boundary of the cylindrical domain r = 1 has been proposed and investigated
by Hou and Luo in [15]. The finite-time singularity of this model is proved very recently
by Choi, Hou, Kiselev, Luo, Sverak, and Yao in [6]. Motivated by the new singularity for-
mation scenario in [21], Kiselev and Sverak [17] constructed an example of 2D Euler
solutions in a setting similar to [21] and proved that the gradient of vorticity exhibits dou-
ble exponential growth in time, which is known to be the fastest possible rate of growth
for the 2D Euler equations. This example provides further evidence that the new singu-
larity formation scenario reported in [21] is an interesting candidate to investigate the 3D
Euler singularity. Inspired by the work of [15] and [17], Choi, Kiselev, and Yao proposed the following 1D
model (we call it the CKY model for short) [7] on [ 0, 1]: ∂tw + u∂xw = ∂xθ,
(1.2a)
∂tθ + u∂xθ = 0,
(1.2b)
u(x, t) = −x
1
x
w(y, t)
y
dy,
(1.2c)
w(0, t) = 0,
θ(0, t) = 0,
∂xθ(0, t) = 0. (1.2d) (1.2d) This 1D model can be viewed as a simplified approximation to the 1D model proposed
by Hou and Luo in [15], and its finite-time singularity from smooth initial data has been
proved in [7]. Like the 1D model of Hou and Luo, the CKY model approximates the 3D
axisymmetric Euler equations (1.1) on the boundary of the cylinder r = 1 with θ ∼u2
1,
w ∼w1,
u ∼uz. (1.3) θ ∼u2
1,
w ∼w1,
u ∼uz. (1.3) The positivity of θx(x, t) near the origin creates a compressive flow which is respon-
sible for the finite-time singularity of this model (1.2), and we will use this fact in our
construction in the next section. Numerical simulation suggests that this model develops
finite-time singularity in a way similar to that of the 3D axisymmetric Euler equations
on the boundary of the cylinder [21]. Introduction and main results Moreover, the singular solutions to this model also
appear to develop self-similar structure. The main purpose of this paper is to prove the
existence of self-similar singular solutions to this CKY model from smooth initial data. We make the following self-similar ansatz to the local singular solutions, θ(x, t) = (T −t)cθ
x
(T −t)cl
,
(1.4a)
u(x, t) = (T −t)cuU
x
(T −t)cl
,
(1.4b)
w(x, t) = (T −t)cwW
x
(T −t)cl
. (1.4c) (1.4c) Plugging these self-similar ansatz into (1.2) and matching the exponents of
(T −t) for each equation, we get cw = −1,
cu = cl −1,
cθ = cl −2. (1.5) (1.5) cw = −1,
cu = cl −1,
cθ = cl −2. Hou and Liu Research in the Mathematical Sciences (2015) 2:5 Hou and Liu Research in the Mathematical Sciences (2015) 2:5 Page 3 of 26 Page 3 of 26 And the self-similar profiles U(ξ), W(ξ), and (ξ) satisfy the following equations
defined on R+, (2 −cl)(ξ) + clξ′(ξ) + U(ξ)′(ξ) = 0,
(1.6a)
W(ξ) + clξW ′(ξ) + U(ξ)W ′(ξ) −′(ξ) = 0,
(1.6b)
U(ξ) = −ξ
∞
ξ
W(η)
η
dη. (1.6c) (1.6b) U(ξ) = −ξ
∞
ξ
W(η)
η
dη. (1.6c) U(ξ) = −ξ
∞
ξ
W(η)
η
dη. (1.6c) According to (1.2d), we require the following boundary condition for the self-similar
profiles at ξ = 0, According to (1.2d), we require the following boundary condition for the self-similar
profiles at ξ = 0, W(0) = 0,
(0) = 0,
′(0) = 0. (1.7a) (1.7a) If we assume that the finite-time singularity of this CKY model is an isolated point sin-
gularity, as we have observed in our numerical simulation, then the ansatz (1.4) requires
the following matching condition for the self-similar profiles at infinity, (ξ) ∼O
ξ1−2/cl
,
W(ξ) ∼O
ξ−1/cl
,
U(ξ) ∼O
ξ1−1/cl
,
ξ →+∞. (1.7b) (1.7b) We refer (1.6) as the self-similar equations, which can be easily verified to enjoy the
following scaling-invariant property: U(ξ) →1
λU(λξ),
W(ξ) →W(λξ),
(ξ) →1
λ(λξ),
λ > 0. (1.8) (1.8) In this paper, we investigate the solutions to the self-similar equations (1.6). Introduction and main results Moreover, W(ξ), U(ξ)ξ−1, and (ξ)ξ−1 are analytic with respect to ζ = ξ−1/cl at ζ = 0. Remark 1.1. We only consider analytic self-similar profiles in our construction, thus our
results do not rule out possible existence of self-similar profiles that are non-analytic. Remark 1.1. We only consider analytic self-similar profiles in our construction, thus our
results do not rule out possible existence of self-similar profiles that are non-analytic. An interesting fact for this model is that self-similar profiles (1.6) exist for a discrete set
of scaling exponent cl, corresponding to different leading orders of (ξ). We also find that
these self-similar profiles are consistent with direct simulation of the 1D model and enjoy
some stability property in the sense that for fixed leading order of θ(x, 0) at x = 0, the
singular solutions using different initial conditions converge to the same set of self-similar
profiles. The self-similar profiles we construct are non-conventional in the sense that the velocity
does not decay to zero at infinity but grows with certain fractional power. As a result,
the velocity field at the singularity time is Hölder continuous. Such behavior was also
observed in the numerical simulation of the 3D Euler equations in [15], which is very
different from the Leray type of self-similar solutions of the 3D Euler equations, whose
existence has been ruled out under certain decay assumptions on the self-similar profiles
[3-5]. Our method of analysis is of interest by itself. The existence result relies on the use of a
power series method to deal with the singularity of the self-similar equations at the origin,
and some very subtle and relatively sharp estimates of the self-similar profiles. However,
the method of analysis presented in this paper does not generalize directly to study the
singularity formation of the full 3D Euler equations. Due to the global nature of the Biot-
Savart law for the 3D Euler equations, we need a new set of techniques to control the
nonlinear interaction terms. Another novelty in our analysis is the use of numerical computation with rigorous error
control, which is an important step in establishing the existence of self-similar solutions. Our strategy to rigorously control the numerical error, including the truncation error
of the integration scheme for an ODE system and the roundoff error introduced due to
floating point operation, is quite general and can be used for other purposes. Introduction and main results A key fact
for the CKY model is that the velocity and the vorticity field satisfy a local relation (1.9c),
and the self-similar equation is equivalent to the following ODE system (2 −cl)(ξ) + clξ′(ξ) + U(ξ)′(ξ) = 0,
(1.9a)
W(ξ) + clξW ′(ξ) + U(ξ)W ′(ξ) −′(ξ) = 0,
(1.9b)
U(ξ)
ξ
′
= W(ξ)
ξ
,
(1.9c) (2 −cl)(ξ) + clξ′(ξ) + U(ξ)′(ξ) = 0,
(1.9a)
W(ξ) + clξW ′(ξ) + U(ξ)W ′(ξ) −′(ξ) = 0,
(1.9b) (1.9a) (1.9b) U(ξ)
ξ
′
= W(ξ)
ξ
,
(1.9c) with a decay condition lim
ξ→+∞
U(ξ)
ξ
= 0. lim
ξ→+∞
U(ξ)
ξ
= 0. (1.10) (1.10) We first ignore the decay condition (1.10) and consider the ODE system (1.9) which
has a singularity at the origin since the coefficients of the first-order derivatives vanish at
ξ = 0. We confine ourselves to analytic solutions of (1.9) and use the power series method
to construct the manifold of local solutions. We prove that for fixed cl and leading order
of (ξ) at the origin, there exist unique (up to rescaling) analytic solutions to the singular
ODE system, and these local solutions can be extended to the whole R+ through the
ODE system (1.9). Then, we show that the decay condition (1.10) determines the scaling
exponent cl, and there exist a discrete family of cl, corresponding to different leading
orders of (ξ), to make the constructed self-similar profiles satisfy the decay condition
(1.10). We achieve this with the assistance of numerical computation and rigorous error
control. Given the decay condition (1.10), we further analyze the far-field properties of the
constructed self-similar profiles and show that they satisfy the desired matching condition
(1.7b) at infinity. Hou and Liu Research in the Mathematical Sciences (2015) 2:5 Page 4 of 26 Our main result is the following theorem: Our main result is the following theorem: Theorem 1.1. There exist a discrete family of scaling exponents cl (determined by the
decay condition (1.10)), such that the self-similar equations (1.6) have analytic solu-
tions U(ξ), W(ξ), and (ξ) with boundary and far-field conditions (1.7). This family of
solutions correspond to different leading orders of (ξ) at the origin, s ≥2, where s = min
k ∈N+| dk
dξk (0) ̸= 0
. (1.11) (1.11) Moreover, W(ξ), U(ξ)ξ−1, and (ξ)ξ−1 are analytic with respect to ζ = ξ−1/cl at ζ = 0. Introduction and main results The rest of this pager is organized as follows. We first construct the local self-similar
profiles using a power series method and extend them to the whole R+. Then we show
that the decay condition in the Biot-Savart law determines the scaling exponents in the
self-similar solutions. After that we prove the existence of self-similar profiles for different
leading orders of (ξ) at the origin. We also analyze the far-field behavior of the self-
similar profiles. Finally, we present our numerical results. Page 5 of 26 Hou and Liu Research in the Mathematical Sciences (2015) 2:5 Construction of the near-field solutions In this section, we ignore the decay condition (1.10) and use a power series method to
construct the manifold of local analytic solutions to (1.9). We also show that these local
solutions can be extended to the whole R+. The use of power series to analyze analytic differential equations is classical and can
be traced back to the Cauchy-Kowalevski Theorem [11,18]. At a regular point of an ODE
system, the manifold of local solutions can be parametrized by the initial values of the
solution [8]. For the non-linear system (1.9), we consider its analytic solutions near a
singular point (the origin) and show that the manifold of local analytic solutions can be
parameterized by the values of the leading order of (ξ). Theorem 2.1. For fixed cl > 2, and leading order of (ξ), s ≥2, there exist a unique (up
to rescaling) local analytic solution to (1.9) with boundary condition (1.7a). Proof. According to the boundary condition of the self-similar profiles (1.7a), we assume (ξ) =
∞
k=2
kξk,
U(ξ) =
∞
k=1
Ukξk,
W(ξ) =
∞
k=1
Wkξk. (2.1a) (2.1a) Based on the local relation in the Biot-Savart law (1.9c), we have Wk = kUk+1. (2.1b) (2.1b) Wk = kUk+1. Plugging (2.1) into (1.9) and matching the kth (k ≥1) order term ξk, we get (2 −cl) k + kclk +
k−1
m=1
(k −m + 1)k−m+1Um = 0,
(2.2a) (2.2a) (k −1)Uk + cl(k −1)2Uk +
k−1
m=1
Um(k −m)2Uk−m+1 −kk = 0. (2.2b) (2.2b) Note that if initially the leading order of θ(x, 0) at the origin is s, then according to
(1.2b), s will remain as the leading order of the solution θ(x, t) as long as the velocity field
is smooth. Correspondingly, we assume that the leading order of (ξ) at the origin is s
(1.11). As we have discussed in the introduction section, ∂xθ(x, t) should be positive near
x = 0 to produce finite-time singularity, so in the corresponding self-similar profile (2.1a),
we require that i = 0 for i < s,
s > 0, s ≥2. (2.3) i = 0 for i < s,
s > 0, s ≥2. (2.3) To make (2.2a) hold for 1 ≤k ≤s, we require To make (2.2a) hold for 1 ≤k ≤s, we require (2 −cl + scl + sU1) s = 0. (2.4) (2 −cl + scl + sU1) s = 0. Construction of the near-field solutions (2.4) Since s ̸= 0, we require Since s ̸= 0, we require
U1 = (1 −s)cl −2
s
. (2.5) q
U1 = (1 −s)cl −2
s
. U1 = (1 −s)cl −2
s
. (2.5) (2.5) To make (2.2b) hold for 2 ≤k < s, we require To make (2.2b) hold for 2 ≤k < s, we require To make (2.2b) hold for 2 ≤k < s, we require To make (2.2b) hold for 2 ≤k < s, we require
(k −1) + cl(k −1)2 + U1(k −1)2
Uk = 0. (2.6)
Since cl > 2, and
(k −1) + cl(k −1)2 + U1(k −1)2
> 0, we require (2.6) Uk = 0,
1 < k < s. (2.7) Uk = 0,
1 < k < s. (2.7) Hou and Liu Research in the Mathematical Sciences (2015) 2:5 ch in the Mathematical Sciences (2015) 2:5
Pag Page 6 of 26 And to make (2.2b) hold for k = s, we require And to make (2.2b) hold for k = s, we require Us =
s2s
(scl −cl −s + 2) (s −1) > 0. (2.8) (2.8) Us = (scl −cl −s + 2) (s −1) > 0 For k > s, to make (2.2) hold, the coefficients k and Uk should satisfy k = −k−1
m=s Um(k −m + 1)k−m+1
(k/s −1)(cl −2)
,
(2.9a)
Uk = kk −k−1
m=s Um(k −m)2Uk−m+1
(k −1) + (cl/s −2/s)(k −1)2
,
(2.9b) (2.9a) Uk = kk −k−1
m=s Um(k −m)2Uk−m+1
(k −1) + (cl/s −2/s)(k −1)2
,
(2.9b) (2.9b) which means the power series (2.1) can be determined inductively. To complete the proof, we need to verify that the constructed power series (2.1) con-
verge for ξ small enough. We choose u0, θ0, r > 0 such that the following condition holds |Us| ≤1
s2 u0rs,
|s| ≤1
s θ0rs,
(s + 1)u0r
cl/s −2/s ≤1,
9
4
θ0/u0 + u0r
cl/s −2/s
< 1. (2.10) (2.10) We can achieve this by choosing u0r and θ0/u0 small enough to make the last two hold
and then choosing r large enough to make the first two hold. For example, let We can achieve this by choosing u0r and θ0/u0 small enough to make the last two hold
and then choosing r large enough to make the first two hold. Construction of the near-field solutions If cl < 2, then cθ < 0 according to (1.5), which means θ(x, t) blows up in finite time
according to (1.4). This is impossible since θ(x, t) is transported by the fluid (1.2b). The power series (2.1) that we construct only converge in a short interval near ξ = 0. However, these local self-similar profiles can be extended to +∞. Theorem 2.2. For cl > 2, the analytic solutions (2.1) that we construct in Theorem 2.1
can be extended to the whole R+, resulting in global solutions to the ODE system (1.9). Moreover, we have that for ξ > 0, Theorem 2.2. For cl > 2, the analytic solutions (2.1) that we construct in Theorem 2.1
can be extended to the whole R+, resulting in global solutions to the ODE system (1.9). Moreover, we have that for ξ > 0, Theorem 2.2. For cl > 2, the analytic solutions (2.1) that we construct in Theorem 2.1
can be extended to the whole R+, resulting in global solutions to the ODE system (1.9). Moreover, we have that for ξ > 0, W(ξ) > 0,
(ξ) > 0. (2.18) W(ξ) > 0,
(ξ) > 0. W(ξ) > 0,
(ξ) > 0. (2.18) Proof. Since cl +U1 = (cl −2)/s > 0, s > 0, Ws = (s−1)Us > 0, based on the leading
orders of the power series (2.1), we can choose ϵ < 1
r small enough such that clϵ + U(ϵ) > 0,
W(ϵ) > 0,
(ϵ) > 0. (2.19) (2.19) Then, we consider extending the self-similar profiles from ξ = ϵ to +∞by solving the
ODE system with initial conditions given by the power series (2.1). Let ˜U(ξ) = clξ +U(ξ),
then according to (1.9), ˜U(ξ), (ξ), and W(ξ) satisfy the following ODE system, ′(ξ) = (cl −2)(ξ)
˜U(ξ)
,
(2.20a)
W ′(ξ) = (cl −2)(ξ)
˜U(ξ)2
−W(ξ)
˜U(ξ)
,
(2.20b)
˜U(ξ)
ξ
′
= W(ξ)
ξ
. (2.20c) ′(ξ) = (cl −2)(ξ)
˜U(ξ)
,
(2.20a)
W ′(ξ) = (cl −2)(ξ)
˜U(ξ)2
−W(ξ)
˜U(ξ)
,
(2.20b) (2.20a)
˜U(ξ)
ξ
′
= W(ξ)
ξ
. (2.20c)
˜U(ξ)
ξ
′
= W(ξ)
ξ
. (2.20c) The right hand side of (2.20) is locally Lipschitz continuous for ˜U(ξ) ̸= 0, ξ ̸= 0, so we
can solve the ODE system from ϵ and get its solutions on interval [ ϵ, T). Construction of the near-field solutions For example, let A = min
cl −2
s(s + 1), 2(cl −2)
9s
, B = 2(cl −2)
9s
, C = max
ss
AB ,
s4s
A (scl −cl −s + 2)
. (2.11) Then, the choice of Then, the choice of u0 =
A
C1/(s−1) ,
θ0 = u0B,
r = C1/(s−1),
(2.12) (2.12) will make (2.10) hold. And we will use induction to prove that for all k ≥s, |Uk| ≤1
k2 u0rk, |k| ≤1
k θ0rk. (2.13) (2.13) For k = s, (2.13) holds by (2.10). Assume now that for s ≤k < n, (2.13) holds, then for
k = n ≥s + 1, based on (2.9a), we have |n| ≤
n−1
m=s |Um||(n −m + 1)||n−m+1|
(n −s)(cl/s −2/s)
. (2.14) (2.14) Using the induction assumption and the fact that ∞
m=2
1
m2 ≤1, we have Using the induction assumption and the fact that ∞
m=2
1
m2 ≤1, we have |n| ≤
θ0u0rn+1
(n −s) (cl/s −2/s) ≤θ0rn
n
× (s + 1)u0r
cl/s −2/s ≤θ0rn
n ,
(2.15) (2.15) where we have used the fact n ≥s + 1 in the second inequality and (2.10) in the third
inequality. Thus, (2.13) holds for n. Based on (2.9b), we have |Un| ≤|nn| + n−1
m=s |Um(n −m)2||Un−m+1|
(cl/s −2/s) (n −1)2
(2.16) (2.16) Using the induction assumption and the fact that ∞
m=2
1
m2 ≤1, we get |Un| ≤
θ0rn + (u0)2rn+1
(cl/s −2/s) (n −1)2 ≤u0rn
n2
× θ0/u0 + u0r
cl/s −2/s ×
n2
(n −1)2 ≤u0rn
n2 ,
(2.17) (2.17) where we have used (2.10) and the fact that n ≥3, n2/(n−1)2 ≤9/4 in the last inequality. So we get that (2.13) holds by induction, which implies that the power series (2.1) con-
verge in some interval [ 0, 1/r). Note that we have one degree of freedom s (2.4) in Hou and Liu Research in the Mathematical Sciences (2015) 2:5 Page 7 of 26 constructing the power series solutions, which can be easily verified to play the same role
as the rescaling parameter (1.8). With this, we complete the proof of Theorem 2.1. Remark 2.1. We require cl > 2 in Theorem 2.1. If cl = 2, there exist only trivial solutions
to (1.6). Construction of the near-field solutions We first prove
that W(ξ) is positive on [ ϵ, T). Otherwise, denote ξ = t as the first time W(ξ) reaches 0,
i.e. t = inf {s ∈[ ϵ, T) : W(s) ≤0} . (2.21) t = inf {s ∈[ ϵ, T) : W(s) ≤0} . (2.21) Then, we have W(ξ) is positive on [ ϵ, t), and Then, we have W(ξ) is positive on [ ϵ, t), and W ′(t) ≤0. (2.22) (2.22) W ′(t) ≤0. Based on (2.20c), ˜U(ξ)
ξ
is increasing on [ ϵ, t), thus ˜U(ξ) > ˜U(ϵ) > 0 for ξ ∈[ ϵ, t]. Then,
based on (2.20a), (ξ) is increasing on [ ϵ, t], and (t) > 0. Evaluating (2.20b) at ξ = t,
we get W ′(t) = (cl −2)(t)
˜U(t)2
> 0,
(2.23) W ′(t) = (cl −2)(t)
˜U(t)2
> 0, (2.23) which contradicts with (2.22). So, W(ξ) > 0 and consequently (ξ) > 0 for ξ ∈[ ϵ, T). Hou and Liu Research in the Mathematical Sciences (2015) 2:5 Page 8 of 26 Using the fact that W(ξ) > 0 in (2.20c), we have that for ξ > ϵ, Using the fact that W(ξ) > 0 in (2.20c), we have that for ξ > ϵ, ˜U(ξ) ≥C0ξ. (2.24) ˜U(ξ) ≥C0ξ. ˜U(ξ) ≥C0ξ. Using this lower bound in (2.20a), we get ′(ξ) ≤C1(ξ)
ξ
. ′(ξ) ≤C1(ξ)
ξ
. (2.25) This implies that for ξ > ϵ This implies that for ξ > ϵ (ξ) ≤C2ξC1. (2.26) (ξ) ≤C2ξC1. (ξ) ≤C2ξC1. (2.26)
Using (2.26), (2.24) and the fact that W(ξ) is positive in (2.20b), we have Using (2.26), (2.24) and the fact that W(ξ) is positive in (2.20b), we have Using (2.26), (2.24) and the fact that W(ξ) is positive in (2.20b), we have W ′(ξ) ≤C3ξC1−2. Thus for ξ > ϵ, Thus for ξ > ϵ, Thus for ξ > ϵ, W(ξ) ≤C4ξC1. (2.28) W(ξ) ≤C4ξC1. Finally using (2.28) in (2.20c), we get that for ξ > ϵ, ˜U(ξ) ≤C5ξC1+1. (2.29) ˜U(ξ) ≤C5ξC1+1. (2.29) The C0, C1,...C5 in the above estimates are positive constants. These a priori esti-
mates, (2.24), (2.29), (2.26) and (2.28), together imply that we can get solutions to (2.20)
on [ ϵ, +∞), i.e., the local self-similar profiles constructed using power series can be
extended to +∞. Determination of the scaling exponents (3.6c) ˆW ′(η) =
−ˆW(η)
η + 1/cl ˆU(η)η
+
(1 −2/cl) ˆ(η)
(1 + 1/cl ˆU(η))2η3 ,
(3.6b) ˆW ′(η) =
−ˆW(η)
η + 1/cl ˆU(η)η
+
(1 −2/cl) ˆ(η)
(1 + 1/cl ˆU(η))2η3 ,
(3.6b)
ˆU′(η) = cl ˆW(η)
η
. (3.6c) (3.6b) ˆU′(η) = cl ˆW(η)
η
. (3.6c) (3.6c) According to (2.5) and (2.18) and the fact that ˆU(η) is monotone increasing, we have According to (2.5) and (2.18) and the fact that ˆU(η) is monotone increasing, we have ˆU(η) > ˆU(0) = (1 −s)cl −2
s
,
ˆW(η) > 0,
ˆ(η) > 0,
for
η > 0. (3.7) ˆU(η) > ˆU(0) = (1 −s)cl −2
s
,
ˆW(η) > 0,
ˆ(η) > 0,
for
η > 0. (3.7) (3.7) Before proving Theorem 3.1, we will first prove the following two lemmas. Before proving Theorem 3.1, we will first prove the following two lemmas. Lemma 3.1. For all cl > 2, G(cl) > −2. Proof. Assume that for some cl > 2, G(cl) ≤−2. Then, according to (3.7) and the fact
that ˆU(η) is increasing, we have that for all η > 0, (1 −s)cl −2
s
< ˆU(η) < −2. (3.8)
Then, we get (1 −s)cl −2
s
< ˆU(η) < −2. (3.8) (1 −s)cl −2
s
< ˆU(η) < −2. (3.8) Then, we get Then, we get (2/cl −1) ˆU(η)
1 + 1/cl ˆU(η)
≥2. (3.9)
(
) 2/cl −1) ˆU(η)
1 + 1/cl ˆU(η)
≥2. (3.9)
llows from (3.6a) that (2/cl −1) ˆU(η)
1 + 1/cl ˆU(η)
≥2. (3.9) It follows from (3.6a) that ˆ′(η) ≥2
ˆ(η)
η
. (3.10) ˆ′(η) ≥2
ˆ(η)
η
. (3.10) By direct integration and (3.7), we have that for η large enough, By direct integration and (3.7), we have that for η large enough, ˆ(η) ≥C1η2. (3.11) ˆ(η) ≥C1η2. (3.11) ˆ(η) ≥C1η2. Using this estimate and (3.7) in (3.6b), we get Using this estimate and (3.7) in (3.6b), we get Using this estimate and (3.7) in (3.6b), we get ˆW ′(η) ≥−C2 ˆW(η)
η
+ C3
η . ˆW ′(η) ≥−C2 ˆW(η)
η
+ C3
η . (3.12) (3.12) This implies This implies
ηC2 ˆW(η)
′
≥C3ηC2−1.
ηC2 ˆW(η)
′
≥C3ηC2−1. (3.13) Then, we have that for η large enough, Then, we have that for η large enough, ηC2 ˆW(η) ≥C3
C2
ηC2 −C4. (3.14) ηC2 ˆW(η) ≥C3
C2
ηC2 −C4. Determination of the scaling exponents In constructing self-similar profiles in the previous section, we did not consider the decay
condition (1.10). In this section, we show that the decay condition determines the scaling
exponent cl, i.e., only for certain cl do the constructed self-similar profiles satisfy the decay
condition. Recall that for fixed leading order of (ξ), s, and s = 1, the constructed
profiles U(ξ), (ξ), and W(ξ) depend on cl only. So we can define a function G(cl) as G(cl) =
lim
ξ→+∞
U(ξ)
ξ
. G(cl) =
lim
ξ→+∞
U(ξ)
ξ
. (3.1) (3.1) We will prove that G(cl) < +∞and it is a continuous function of cl. Then, the exis-
tence of cl to make the decay condition (1.10) hold will follow from the intermediate value
theorem if we can show that there exist cl
l and cr
l such that G
cl
l
< 0,
G
cr
l
> 0. (3.2) G
cl
l
< 0,
G
cr
l
> 0. (3.2) Theorem 3.1. For fixed cl > 2 and leading order of (ξ), s ≥2, construct the power series
(2.1) with s = 1 and extend the profiles to R+ by solving (2.20). Then, G(cl) = lim
ξ→∞
U(ξ)
ξ
< +∞,
(3.3) G(cl) = lim
ξ→∞
U(ξ)
ξ
< +∞, (3.3) and G(cl) is a continuous function of cl. and G(cl) is a continuous function of cl. We first make the following change of variables, η = ξ1/cl,
ˆW(η) = W(ξ),
ˆU(η) = U(ξ)ξ−1,
ˆ(η) = (ξ)ξ−1+2/cl. (3.4) (3.4) Hou and Liu Research in the Mathematical Sciences (2015) 2:5 Hou and Liu Research in the Mathematical Sciences (2015) 2:5 Page 9 of 26 Then, we have G(cl) =
lim
η→+∞
ˆU(η),
(3.5) (3.5) G(cl) =
lim
η→+∞
ˆU(η), and the ODE system satisfied by ˆU(η), ˆ(η), and ˆW(η) is and the ODE system satisfied by ˆU(η), ˆ(η), and ˆW(η) is ˆ′(η) = (2/cl −1) ˆ(η) ˆU(η)
η + 1/cl ˆU(η)η
,
(3.6a) ˆ′(η) = (2/cl −1) ˆ(η) ˆU(η)
η + 1/cl ˆU(η)η
,
(3.6a)
ˆW ′(η) =
−ˆW(η)
η + 1/cl ˆU(η)η
+
(1 −2/cl) ˆ(η)
(1 + 1/cl ˆU(η))2η3 ,
(3.6b)
ˆU′(η) = cl ˆW(η)
η
. Determination of the scaling exponents Using this lower bound in (3.6c), we get ˆU′(η) ≥C5
η −
C6
ηC2+1 . ˆU′(η) ≥C5
η −
C6
ηC2+1 . (3.15) (3.15) (3.15) (3.15) Hou and Liu Research in the Mathematical Sciences (2015) 2:5 Page 10 of 26 The constants C in the above estimates are positive and independent of η. The inequal-
ity (3.15) implies that ˆU(η) →+∞as η →+∞, which contradicts with G(cl) ≤−2. This completes the proof of Lemma 3.1. We add a subscript cl to indicate the dependence of the profiles on cl for the rest part of
this section: ˆUcl(η) = ˆU(η), ˆWcl(η) = ˆW(η), ˆcl(η) = ˆ(η). (3.16) (3.16) Lemma 3.2. Choose s = 1 in constructing the power series (2.1), and extend the local
profiles to R+. Then for fixed η, ˆUcl(η), ˆWcl(η), and ˆcl(η) are continuous functions of cl. Proof. We need to prove that for any c0
l > 2, ˆUcl(η), ˆcl(η), and ˆWcl(η) as functions of
cl are continuous at cl = c0
l . In our construction of the power series using (2.9), we can
easily see that the coefficients Uk and k depend continuously on cl. And based on the
condition (2.10), there exist uniform upper bounds of these coefficients |Uk| ≤u0rk
k2 ,
|k| ≤θ0rk
k
,
(3.17) (3.17) for cl in a neighborhood of c0
l . This means there exists a fixed ϵ small enough, such that
ˆWcl(ϵ), ˆcl(ϵ), and ˆUcl(ϵ) are continuous at c0
l . Then, we use the continuous dependence
of ODE solutions on initial conditions and parameter to complete the proof of this lemma. Now we begin to prove Theorem 3.1. We use an iterative method which enables us
to get shaper estimates of the profiles after each iteration. We finally attain that ˆUcl(η)
converges uniformly to G(cl), with which we can complete the proof of this theorem. Proof. Consider c0
l > 2, we will prove that G(c0
l ) < +∞, and G(cl) is continuous at
cl = c0
l . According to Lemma 3.1 and Lemma 3.2, there exist η0 large enough and a neigh-
borhood of c0
l , I0 = (c1, c2) with c1 > 2, c2 < +∞, such that for cl ∈I0 and
η > η0, ˆUcl(η) > ˆUcl(η0) > −2 + ϵ1. (3.18) ˆUcl(η) > ˆUcl(η0) > −2 + ϵ1. Determination of the scaling exponents Putting this upper bound of ˆU(η) back in (3.6b), we have that for cl ∈I0, η > η0, ˆW ′
cl(η) < −C6 ˆWcl(η)
η ln η
+ C3η−1−ϵ2,
(3.25) (3.25) which by direct integration gives that for cl ∈I0, η > η0, which by direct integration gives that for cl ∈I0, η > η0, ˆWcl(η) exp
η
η0
C6
ζ ln ζ dζ
< C7. (3.26) Thus, we have that for cl ∈I0 and η > η0, Thus, we have that for cl ∈I0 and η > η0, ˆWcl(η) < C8/ ln η. (3.27) ˆWcl(η) < C8/ ln η. (3.27) ˆWcl(η) < C8/ ln η. (3.27) Using this sharper upper bound of ˆW(η) in (3.6c), we get that for cl ∈I0, η > η0, Using this sharper upper bound of ˆW(η) in (3.6c), we get that for cl ∈I0, η > η0, ˆUcl(η) < C9 ln ln η. (3.28) ˆUcl(η) < C9 ln ln η. ˆUcl(η) < C9 ln ln η. Again putting this sharper upper bound in (3.6b), we have that for cl ∈I0, η > η0, Again putting this sharper upper bound in (3.6b), we have that for cl ∈I0, η > η0, ˆW ′
cl(η) < −C10 ˆWcl(η)
η ln ln η
+ C3η−1−ϵ2. (3.29) ˆW ′
cl(η) < −C10Wcl(η)
η ln ln η
+ C3η−1−ϵ2. (3.29)
By direct integration, we get By direct integration, we get By direct integration, we get ˆWcl(η) exp
η
η0
C11
ζ ln ln ζ dζ
< C12. (3.30) (3.30) Since
η
η0
C11
ζ ln ln ζ dζ > C13(ln η)α −C14 for some α ∈(0, 1), we have that for cl ∈I0,
η > η0, η > η0, ˆWcl(η) < C15 exp
−C13(ln η)α
. (3.31) (3.31) C1, C2, . . . C15 in the above estimates are all positive constants independent of η. Using
the upper bound of ˆWcl(η) (3.31) in (3.6c), we conclude that ˆUcl(η) converges uniformly
as η →+∞for cl ∈I0 and complete the proof of this theorem. To complete the proof of our main result Theorem 1.1, we still need to verify condi-
tion (3.2) for different s. And we leave this part to next section. Determination of the scaling exponents (3.18) Then for cl ∈I0 and η > η0, there exists ϵ2 > 0, such that Then for cl ∈I0 and η > η0, there exists ϵ2 > 0, such that (2/cl −1) ˆUcl(η)
1 + 1/cl ˆUcl(η)
< 2 −ϵ2. (3.19) (2/cl −1) ˆUcl(η)
1 + 1/cl ˆUcl(η)
< 2 −ϵ2. (3.19) Using this in (3.6a), we have that for cl ∈I0 and η > η0, Using this in (3.6a), we have that for cl ∈I0 and η > η0, ˆ′
cl(η) ≤(2 −ϵ2) ˆcl(η)
η
. (3.20) ˆ′
cl(η) ≤(2 −ϵ2) ˆcl(η)
η
. (3.20) Using direct integration and Lemma 3.2, we have that for cl ∈I0, η > η0, Using direct integration and Lemma 3.2, we have that for cl ∈I0, η > η0, ˆcl(η) ≤C1η2−ϵ2. (3.21) ˆcl(η) ≤C1η2−ϵ2. (3.21) ˆcl(η) ≤C1η2−ϵ2. Mathematical Sciences (2015) 2:5
Page 11 of 26 Hou and Liu Research in the Mathematical Sciences (2015) 2:5 Hou and Liu Research in the Mathematical Sciences (2015) 2:5 Page 11 of 26 Using this upper bound of ˆ(η) in (3.6b), we have that for cl ∈I0, η > η0, Using this upper bound of ˆ(η) in (3.6b), we have that for cl ∈I0, η > η0, ˆW ′
cl(η) ≤
−1
1 + 1/cl ˆUcl(η)
ˆWcl(η)
η
+ C3η−1−ϵ2. (3.22) (3.22) The first term in (3.22) is negative according to (3.7) and the second term is integrable
for η > η0. Then using Lemma 3.2, we have that for cl ∈I0, η > η0, The first term in (3.22) is negative according to (3.7) and the second term is integrable
for η > η0. Then using Lemma 3.2, we have that for cl ∈I0, η > η0, ˆWcl(η) < C4. (3.23) ˆWcl(η) < C4. (3.23) ˆWcl(η) < C4. (3.23) Putting this upper bound in (3.6c) and using Lemma 3.2, we get that for cl ∈I0, η > η0, Putting this upper bound in (3.6c) and using Lemma 3.2, we get that for cl ∈I0, η > η0, Putting this upper bound in (3.6c) and using Lemma 3.2, we get that for cl ∈I0, η > η0, ˆUcl(η) < C5 ln η. (3.24 ˆUcl(η) < C5 ln η. (3.24) ˆUcl(η) < C5 ln η. Existence of self-similar profiles In this section, we verify (3.2) for s = 2, i.e., there exist cl
l, cr
l > 2, such that G(cl
l) <
0, G(cr
l) > 0, with which we can complete the first half of Theorem 1.1. Lemma 4.1. Consider solving equations (3.6) with initial conditions given by power series
(2.1). For some η0 > 0, let u0 = ˆU(η0), θ0 = ˆ(η0), and w0 = ˆW(η0). Page 12 of 26 Hou and Liu Research in the Mathematical Sciences (2015) 2:5 u0 > 0, then G(cl) > 0. (4.1b)
If (4.1b) G(cl) > 0. If u0 > −2,
u0 + clw0 +
(cl −2) θ0
(u0 + 2) (1 + u0/cl) η2
0
< 0,
(4.1c) (4.1c) then G(cl) < 0. (4.1d) (4.1d) G(cl) < 0. G(cl) < 0. Proof. G(cl) = limη→+∞ˆU(η), and ˆU(η) is increasing according to (3.6c) and (2.18). So
if u0 > 0, then G(cl) > u0 > 0; and we finish the first part of the Lemma (4.1b). We prove the second part (4.1d) by contradiction. If G(cl) ≥0, then there exists η1 ∈
(η0, +∞] such that ˆU(η1) = 0, and for η ∈(η0, η1), ˆU(η) > u0. According to (3.6a), we
have ˆ′(η) ≤(2/cl −1) u0
1 + u0/cl
ˆ(η)
η
. (4.2a) ˆ′(η) ≤(2/cl −1) u0
1 + u0/cl
ˆ(η)
η
. (4.2a) By direct integration, we get that for η ∈(η0, η1), By direct integration, we get that for η ∈(η0, η1), By direct integration, we get that for η ∈(η0, η1), ˆ(η) ≤θ0η
(1−2/cl)u0
1+u0/cl
0
η
(2/cl−1)u0
1+u0/cl . (4.2b) (4.2b) Using this upper bound of ˆ(η) and the fact that ˆU(η) < 0 for η ∈(η0, η1) in (3.6b), we
get Using this upper bound of ˆ(η) and the fact that ˆU(η) < 0 for η ∈(η0, η1) in (3.6b), we
get get
ˆW(η)η
′
≤
1 −2/cl
(1 + u0/cl)2 θ0η
(1−2/cl)u0
1+u0/cl
0
η
−u0−2
1+u0/cl . (4.3a) (4.3a) Since u0 > −2, integrating (4.3a) from η0 to η, we have that for η ∈(η0, η1), Since u0 > −2, integrating (4.3a) from η0 to η, we have that for η ∈(η0, η1), ˆW(η)η ≤w0η0 +
2/cl −1
(1 + u0/cl) (u0/cl −u0 −1)θ0
⎛
⎝η−1
0
−η
(1−2/cl)u0
1+u0/cl
0
η
−u0−1+u0/cl
1+u0/cl
⎞
⎠. Existence of self-similar profiles (4.3b) (4.3b) Putting this upper bound of ˆW(η) in (3.6c) and integrating it from η0 to η1, we get 0 −u0 = ˆU (η1) −ˆU (η0) ≤clw0 +
(cl −2) θ0
(u0 + 2) (1 + u0/cl) η2
0
,
(4.4) (4.4) which contradicts (4.1c). Then, we complete the proof of this lemma. We use numerical computation with rigorous error control to verify (4.1a) or (4.1c). Computer programs have been used to prove mathematical theorems including, to name
a few, the four color theorem [1], Kepler conjecture [14], and some others [10,16,19]. One
method of computer-assisted proof is to use the interval arithmetic and inclusion princi-
ple to ensure that the output of a numerical program encloses the solution of the original
problem. One first reduces the computation to a sequence of the four elementary opera-
tions and then proceeds by replacing numbers with intervals and performing elementary Hou and Liu Research in the Mathematical Sciences (2015) 2:5 Page 13 of 26 operations between such intervals of representable numbers under appropriate rounding
rules. To be precise, assume that x ∈[ xmin, xmax] and y ∈[ ymin, ymax], where xmin, xmin, ymin,
and ymax are floating point numbers that can be represented exactly on a computer. Then,
for one of the four elementary operations, ⊙∈{+, −, ∗, /}, we have x ⊙y ∈[zmin, zmax] ,
(4.5a)
where (4.5a) x ⊙y ∈[zmin, zmax] , x ⊙y ∈[zmin, zmax] , x ⊙y ∈[zmin, zmax] , where zmin = min
xmin⊙ymin, xmin⊙ymax, xmax⊙ymin, xmax⊙ymax
,
(4.5b)
zmax = max
xmin⊙ymin, xmin⊙ymax, xmax⊙ymin, xmax⊙ymax
,
(4.5c) (4.5c) and ⊙and ⊙refer to standard floating point operations with rounding modes set to
‘DOWNWARD’ and ‘UPWARD,’ respectively [23]. Namely, x⊙y is the largest floating
number less than x ⊙y, and x⊙y is the smallest floating number larger than x ⊙y. For
the case that ⊙is division, we require that 0 /∈[ ymin, ymax]. The RHS of (4.5) involve only
floating point operations, so (4.5) allows us to track the numerical errors using computer
programs. Using the above interval arithmetic strategy, we first numerically construct the power
series (2.1) locally with s = 1 and then extend them to some η0 by solving the ODE
system (3.6) to verify condition (4.1a) or (4.1c). Existence of self-similar profiles We only illustrate this computer-assisted
proof procedure for the case s = 2 with cl
l = 3 and cr
l = 8. But the same process can be
applied to other s > 2 to verify the existence of self-similar profiles. The computer pro-
grams used for this part of proof can be found at https://sites.google.com/site/pengfeiliuc/
home/codes. The case s = 2 and cl = 3 We use the forward Euler scheme [20] to numerically integrate the ODE system (3.6). For a general ODE system with given initial conditions, y = (y1(x), y2(x), . . . yN(x))T,
y′(x) = f (x, y),
x ∈[ a, b] ,
y(a) = y0,
(4.11)
the forward Euler scheme discretizes the domain to finite points, a = x0 < x1 · · · < xm =
b with step size xi −xi−1 = h, and the numerical solutions yn ≈y(xn) are obtained by y = (y1(x), y2(x), . . . yN(x))T,
y′(x) = f (x, y),
x ∈[ a, b] ,
y(a) = y0,
(4.11)
the forward Euler scheme discretizes the domain to finite points, a = x0 < x1 · · · < xm =
b with step size xi −xi−1 = h, and the numerical solutions yn ≈y(xn) are obtained by y = (y1(x), y2(x), . . . yN(x))T,
y′(x) = f (x, y),
x ∈[ a, b] ,
y(a) = y0,
(4.11)
the forward Euler scheme discretizes the domain to finite points, a = x0 < x1 · · · < xm =
b with step size xi −xi−1 = h, and the numerical solutions yn ≈y(xn) are obtained by (4.11) yn+1 = yn + hf (xn, yn). (4.12) (4.12) (4.12) yn+1 = yn + hf (xn, yn). For the solution of the ODE system (4.11), using Taylor expansion, we have For the solution of the ODE system (4.11), using Taylor expansion, we have y (xn+1) = y (xn) + hf (xn, y(xn)) + 1/2
y′′
1
x∗
1
, y′′
2
x∗
2
, . . . y′′
N
x∗
N
T h2,
(4.13)
where x∗
i ∈[xn, xn+1], for i = 1, 2, . . . N. Then, we have y (xn+1) = yn+1 + I1 + I2,
(4.14) (4.14) y (xn+1) = yn+1 + I1 + I2, where I1 = ∇yf
xn, y∗
(y(xn) −yn) h,
(4.15)
I2 = 1/2
y′′
1
x∗
1
, y′′
2
x∗
2
, . . . y′′
N
x∗
N
T h2,
(4.16) (4.15) (4.16) and y∗lies between yn and y(xn). Note that I1 is the propagation of error from the previous
steps and I2 is the local truncation error of the integration scheme. The case s = 2 and cl = 3 We verify that for s = 2, G(3) < 0. Step 1 We need to control the numerical error in the local power series solutions. To
numerically compute (2.1), we first truncate the power series to finite terms. For the case
s = 2 and cl = 3, the following choice of θ0, u0, and r makes (2.10) hold: u0 =
1
9 × 162,
θ0 =
1
9 × 9 × 162,
r = 162. (4.6) (4.6) d on (3.4), at ξ = 10−3, corresponding to ηs = 10−1, we have ˆU(ηs) =
∞
k=1
Ukη3k−3
s
,
ˆ(ηs) =
∞
k=2
kη3k−1
s
,
ˆW(ηs) =
∞
k=1
Wkη3k
s . (4.7) (4.7) Using estimates (2.13), if we truncate the power series (4.7) to m = 20 terms, the
truncation errors of the three series can be bounded respectively by Using estimates (2.13), if we truncate the power series (4.7) to m = 20 terms, the
truncation errors of the three series can be bounded respectively by u0rm+1η3m
s
(m + 1)2
1 −rη3s
,
θ0
rη3
s
m+1
(m + 1)
1 −rη3s
ηs
,
u0rm+2η3m+2
s
(m + 2)
1 −rη3s
. (4.8) (4.8) Then, we need to estimate the truncated power series ˆU(ηs) ≈
20
k=1
Ukη3k−3
s
,
ˆ(ηs) ≈
20
k=2
kη3k−1
s
,
ˆW(ηs) ≈
20
k=1
Wkη3k
s . (4.9) (4.9) Using the interval arithmetic (4.5) strategy in each elementary operation of (2.9), we
can inductively get computer-representable intervals enclosing the values of Uk and k Using the interval arithmetic (4.5) strategy in each elementary operation of (2.9), we
can inductively get computer-representable intervals enclosing the values of Uk and k ch in the Mathematical Sciences (2015) 2:5
Page Hou and Liu Research in the Mathematical Sciences (2015) 2:5 Page 14 of 26 for all k ≤21. Then, we use these intervals in computing (4.9) to get intervals enclos-
ing the values of the truncated power series (4.9). Finally, we add back the the intervals
(4.8) enclosing the truncation errors using interval arithmetic and get intervals strictly
enclosing ˆU(ηs), ˆW(ηs), and ˆ(ηs). We denote them as I0
ˆU,
I0
ˆW,
I0
ˆ,
(4.10) I0
ˆU,
I0
ˆW,
I0
ˆ, (4.10) use them as initial conditions to solve (3.6). and use them as initial conditions to solve (3.6). and use them as initial conditions to solve (3.6). The case s = 2 and cl = 3 We solve (3.6) from ηs = 10−1 to η0 = 3 with step size h = 2.9 × 10−6 and denote the
node point and solutions at the nth step as ηn = 0.1 + nh,
ˆUn, ˆW n, ˆnT
,
n = 0, . . . , 106. (4.17) (4.17) We already have I0
ˆU, I0
ˆW, and I0
ˆ (4.10) that enclose ˆU0, ˆW 0, and ˆ0. And we will update In
ˆU,
In
ˆW,
In
ˆ
(4.18) In
ˆU,
In
ˆW,
In
ˆ (4.18) step by step and make sure that they enclose ˆUn, ˆW n, and ˆn. step by step and make sure that they enclose Un, W n, and n. Step 2 We need to control the roundoff error in computing yn+1 (4.12). In the nth step,
we have intervals In
ˆU, In
ˆW, and In
ˆ that enclose the values of the profiles at ηn. To update
these intervals, we first choose the middle points of these intervals and use them as the
numerical solution yn. Then, we use interval arithmetic to update (4.12) to get intervals
enclosing the numerical solutions yn+1 at the n + 1-th step. Step 2 We need to control the roundoff error in computing yn+1 (4.12). In the nth step,
we have intervals In
ˆU, In
ˆW, and In
ˆ that enclose the values of the profiles at ηn. To update
these intervals, we first choose the middle points of these intervals and use them as the
numerical solution yn. Then, we use interval arithmetic to update (4.12) to get intervals
enclosing the numerical solutions yn+1 at the n + 1-th step. Step 3 We need to control the propagation of error from previous steps, I1. Note
that the values of the profiles at ηn are enclosed in intervals In
ˆU, In
ˆW, and In
ˆ, and we
have used their middle points as the numerical solution yn. So we use interval arith-
metic to deduct the middle points from these intervals and get intervals enclosing Hou and Liu Research in the Mathematical Sciences (2015) 2:5
Page 15 of 26 e Mathematical Sciences (2015) 2:5
Page 15 of 26 Hou and Liu Research in the Mathematical Sciences (2015) 2:5 Hou and Liu Research in the Mathematical Sciences (2015) 2:5 Page 15 of 26 y(xn) −yn in (4.15). The case s = 2 and cl = 3 Then, we need estimates of the Jacobian matrix of RHS of (3.6),
which is ∂
ˆW ′(η), ˆU′(η), ˆ′(η)
∂
ˆW, ˆU, ˆ
=
⎛
⎜⎜⎜⎜⎜⎜⎝
−cl
clη+ ˆUη
cl
4 ˆ−2cl ˆ+
cl+ ˆU
η2 ˆW
ˆU+cl
3
η3
cl(cl−2)
(cl+ ˆU)2η3
cl
η
0
0
0
cl(2−cl) ˆ
cl+ ˆU
2
η
(2−cl) ˆU
clη+ ˆUη
⎞
⎟⎟⎟⎟⎟⎟⎠
(4.19) (4.19) Using intervals In
ˆU, In
ˆW, and In
ˆ and interval arithmetic in computing (4.19), we can get
intervals enclosing each entry of ∇yf (x, y∗) in (4.15). Then using interval arithmetic in the
matrix-vector multiplication ∇yf (x, y∗) (y(xn) −yn) gives us intervals enclosing I1. Step 4
We need to control the local truncation errors I2 of the scheme, which are 4
We need to control the local truncation errors I2 of the scheme, which are 1
2
ˆU′′ (η1) h2,
1
2
ˆW ′′(η2)h2,
1
2
ˆ′′ (η3) h2,
(4.20)
with η1, η2, η3 ∈
ηn, ηn+1
. According to (3.6), for cl = 3, we have (4.20) with η1, η2, η3 ∈
ηn, ηn+1
. According to (3.6), for cl = 3, we have ˆW ′′(η) =
3η2
3 + ˆU(η)
ˆW(η)
6 + ˆU(η) + 3 ˆW(η)
−6 ˆ(η)
6 + 2 ˆU(η) + 3 ˆW(η)
η4(3 + ˆU(η))3
, (4.21a) ˆU′′(η) =
9 ˆ(η) −3η2
3 + ˆU(η)
6 + ˆU(η)
ˆW(η)
η4
3 + ˆU(η)
2
,
(4.21b) ˆU′′(η) =
9 ˆ(η) −3η2
3 + ˆU(η)
6 + ˆU(η)
ˆW(η)
η4
3 + ˆU(η)
2
,
(4.21b)
ˆ′′(η) =
ˆ(η) ˆU(η)
3 + 2 ˆU(η)
−9 ˆ(η) ˆW(η)
η2
3 + ˆU(η)
2
. (4.21c) ˆ′′(η) =
ˆ(η) ˆU(η)
3 + 2 ˆU(η)
−9 ˆ(η) ˆW(η)
η2
3 + ˆU(η)
2
. (4.21c) (4.21c) To control the local truncation error (4.20), we need the following a priori estimates. Lemma 4.2. Consider the ODE system (3.6) with cl > 2 and initial conditions given by
power series (2.1). Assuming that at ηn > 0, the solutions are ˆUn, ˆW n, and ˆn; then for
η ∈[ ηn, ηn+1], we have the following a priori estimates, ˆ(η) ∈[θmin, θmax] ,
ˆU(η) ∈[umin, umax] ,
ˆW(η) ∈[wmin, wmax] . The case s = 2 and cl = 3 (4.22a)
re ˆ(η) ∈[θmin, θmax] ,
ˆU(η) ∈[umin, umax] ,
ˆW(η) ∈[wmin, wmax] . (4.22a) ˆ(η) ∈[θmin, θmax] ,
ˆU(η) ∈[umin, umax] ,
ˆW(η) ∈[wmin, wmax] . (4.22a)
where (4.22a) where where θmax = ˆn
ηn+1/ηn2−cl+scl ,
θmin = ˆn
ηn+1/ηn2−cl ,
(4.22b)
umin = ˆUn,
wmax = ˆW n +
s2clθmaxh
(cl −2)(ηn)3 ,
(4.22c)
umax = ˆUn + wmaxh/ηn,
wmin = ˆW n −h
clwmax
η0 (cl + umin). (4.22d) θmin = ˆn
ηn+1/ηn2−cl ,
(4.22b)
wmax = ˆW n +
s2clθmaxh
(cl −2)(ηn)3 ,
(4.22c)
wmin = ˆW n −h
clwmax
η0 (cl + umin). (4.22d) θmax = ˆn
ηn+1/ηn2−cl+scl , umin = ˆUn, umax = ˆUn + wmaxh/ηn,
wmin = ˆW n −h
clwmax
η0 (cl + umin). (4.22d) Proof. According to (3.6a) and the lower bound of ˆU(η) (3.7), we have Proof. According to (3.6a) and the lower bound of ˆU(η) (3.7), we have ˆ′(η) ≤
ˆ(η)
η
(scl −cl + 2),
ˆ′(η) ≥
ˆ(η)
η
(2 −cl). (4.23) (4.23) Hou and Liu Research in the Mathematical Sciences (2015) 2:5 Page 16 of 26 By direct integration, we can get θmax and θmin. ˆU(η) is increasing according to (3.6c), so
we get the lower bound umin. Then using the upper bound θmax and (3.7) in (3.6b), we get ˆW ′(η) ≤
s2clθmax
(cl −2)(ηn)3 . (4.24) ˆW ′(η) ≤
s2clθmax
(cl −2)(ηn)3 . (4.24) By direct integration, we get the upper bound wmax. Putting the upper bound of ˆW(η)
in (3.6c), we get the upper bound of ˆU(η), umax. Using the upper bound wmax and the
lower bound umin in (3.6b), we have ˆW ′(η) ≥−
clwmax
ηn (cl + umin). (4.25) ˆW ′(η) ≥−
clwmax
ηn (cl + umin). (4.25) By direct integration, we can get the lower bound of ˆW(η), wmin. By direct integration, we can get the lower bound of ˆW(η), wmin. Remark 4.1. The a priori estimates (4.22) that we get are relatively sharp for small h since
they deviate from the values of the profiles only by O(h). Remark 4.1. The a priori estimates (4.22) that we get are relatively sharp for small h since
they deviate from the values of the profiles only by O(h). We first use intervals In
ˆU, In
ˆW, and In
ˆ and the interval arithmetic in (4.22) to get intervals
enclosing the values of the profiles in [ ηn, ηn+1]. ˆ(3) ∈[ 0.934100399788941, 9.34100399819680] , ˆ(3) ∈[ 0.934100399788941, 9.34100399819680] , ˆ(3) ∈[ 0.934100399788941, 9.34100399819680] , from which (4.1c) follows immediately, and we complete the proof that G(3) < 0. from which (4.1c) follows immediately, and we complete the proof that G(3) < 0. Remark 4.2. Since ˆW n, ˆUn, and ˆn are enclosed in the intervals In
ˆW, In
ˆU, and In
ˆ, we can
directly use interval arithmetic in (4.12) to get intervals enclosing y(xn)+hf (xn, y(xn)). This
strategy avoids estimating the Jacobian matrix ∇yf (x, y) but will amplify the propagation
of errors from previous steps and lead to meaningless numerical results for this problem. Remark 4.2. Since ˆW n, ˆUn, and ˆn are enclosed in the intervals In
ˆW, In
ˆU, and In
ˆ, we can
directly use interval arithmetic in (4.12) to get intervals enclosing y(xn)+hf (xn, y(xn)). This
strategy avoids estimating the Jacobian matrix ∇yf (x, y) but will amplify the propagation
of errors from previous steps and lead to meaningless numerical results for this problem. The case s = 2 and cl = 8 The case s = 2 and cl = 3 Then, we can use these intervals and
interval arithmetic in (4.21a) to get intervals enclosing the local truncation error (4.20), I2. Step 5 Finally, adding up the intervals enclosing the numerical solutions yn+1 (step 2),
the intervals enclosing the propagation of errors from previous steps I1 (step 3), and the
intervals enclosing the local truncation error I2 (step 4), we get intervals enclosing the
values of the profiles at ηn+1, In+1
ˆW , In+1
ˆU
, and In+1
. We keep updating these intervals and
finally get intervals enclosing the values of the self-similar profiles at η = 3. They are ˆU(3) ∈[ −1.61167791024607, −1.61167791022341] , ˆU(3) ∈[ −1.61167791024607, −1.61167791022341] , ˆW(3) ∈[ 0.110808868817194, 1.10808868851010] , ˆW(3) ∈[ 0.110808868817194, 1.10808868851010] , Remark 4.3. We only verify the existence of self-similar profiles for s = 2. But the same
procedure can be applied to the cases s > 2 without difficulty. Remark 4.3. We only verify the existence of self-similar profiles for s = 2. But the same
procedure can be applied to the cases s > 2 without difficulty. The case s = 2 and cl = 8 We verify that for s = 2, G(8) > 0. The verification of G(8) > 0 can be done in the same way. In the construction of the
local solutions (2.1), we can easily verify that the choice of u0 = 1
6,
0 = 1
18,
r = 6,
(4.26) (4.26) makes the constraint (2.10) hold. Then, we truncate the power series (2.1) to the first 20
terms and evaluate them at ηs = 0.7. Using the same technique as the case cl = 3, we can
get intervals enclosing the self-similar profiles at ηs = 0.7 and denote them as makes the constraint (2.10) hold. Then, we truncate the power series (2.1) to the first 20
terms and evaluate them at ηs = 0.7. Using the same technique as the case cl = 3, we can
get intervals enclosing the self-similar profiles at ηs = 0.7 and denote them as I0
ˆW,
I0
ˆU,
I0
ˆ. (4.27) I0
ˆW,
I0
ˆU,
I0
ˆ. (4.27) Hou and Liu Research in the Mathematical Sciences (2015) 2:5 Page 17 of 26 Then, we begin to numerically solve (3.6) using (4.27). We use the same techniques as
the previous case to control the numerical errors introduced in each step of the numerical
integration and finally get intervals enclosing the profiles at η = 3. They are ˆU(3) ∈[5.66176313743309, 5.66176313745025] , ˆU(3) ∈[5.66176313743309, 5.66176313745025] , ˆW(3) ∈[1.13763978495371, 1.13763978496956] , ˆW(3) ∈[1.13763978495371, 1.13763978496956] , from which (4.1a) follows and we complete the proof that for s = 2, G(8) > 0. from which (4.1a) follows and we complete the proof that for s = 2, G(8) > 0. With G(3) < 0, G(8) > 0, we conclude that there exists a cl such that the self-similar
equations (1.6) have analytic solutions with the leading order of (ξ) at ξ = 0 being s = 2. With G(3) < 0, G(8) > 0, we conclude that there exists a cl such that the self-similar
equations (1.6) have analytic solutions with the leading order of (ξ) at ξ = 0 being s = 2. Behavior of the self-similar profiles at infinity In this section, we prove that the constructed self-similar profiles satisfy the matching
condition (1.7b), and that the profiles are analytic with respect to a transformed variable
ζ = ξ−1/cl at ζ = 0. With this, we can complete the proof of Theorem 1.1. This far-field
property of the self-similar profiles explains the Hölder continuity of the velocity field at
the singularity time that is observed in numerical simulation of this model. Theorem 5.1. For some cl > 2 and s ≥2, if the self-similar profiles constructed using
power series (2.1) and extended to the whole R+ satisfy the decay condition (1.10), then the
profiles satisfy the matching condition (1.7b). After the following change of variables, (5.1) ˆ(3) ∈[2.54776073991655, 2.54776074039048] , ˆ(3) ∈[2.54776073991655, 2.54776074039048] , ˜U(ζ), ˜W(ζ), and ˜(ζ) are analytic functions at ζ = 0. Our strategy is the following: we first prove that ˜U(ζ), ˜W(ζ), and ˜(ζ) are smooth at
[ 0, +∞). Then, we show that there exist analytic solutions to the ODE system of ˜U(ζ),
˜W(ζ), and ˜(ζ) with the same initial conditions at ζ = 0. Finally, we show that smooth
solutions to the ODE of ˜U, ˜W, ˜ with the given initial conditions are unique to complete
the proof. Proof. If the decay condition (1.10) holds, then ˆU(η) tends to 0 in (3.6), so there exists
η0 > 0 such that for η > η0, (2/cl −1) ˆU(η)
1 + 1/cl ˆU(η)
∈(0, 1/2). (5.2) (2/cl −1) ˆU(η)
1 + 1/cl ˆU(η)
∈(0, 1/2). (5.2) Then based on (3.6a), we have that for η > η0, Then based on (3.6a), we have that for η > η0, ˆ′(η) ≤1/2 ˆ(η)
η
, ˆ′(η) ≤1/2 ˆ(η)
η
,
(5.3) (5.3) which implies that for η > η0, which implies that for η > η0, ˆ(η) ≤C1η1/2. (5.4) ˆ(η) ≤C1η1/2. (5.4) ˆ(η) ≤C1η1/2. (5.4) Hou and Liu Research in the Mathematical Sciences (2015) 2:5 Hou and Liu Research in the Mathematical Sciences (2015) 2:5 Page 18 of 26 Using this estimate in (3.6b), we have that for η > η0, Using this estimate in (3.6b), we have that for η > η0, (5.5) ˆW(η)η
′ ≤C2η−3/2, which gives ˆW(η)η < C3. (5.6) ˆW(η)η < C3. (5.6) ˆW(η)η < C3. (5.6) Using the above estimate in (3.6c), we get that for η > η0, ˆU′(η) ≤C4η−2,
(5.7) ˆU′(η) ≤C4η−2, (5.7) which together with ˆU(+∞) = 0 implies that for η > η0, ˆU(η) ≥−C5η−1. (5.8) ˆU(η) ≥−C5η−1. (5.8) Based on (3.6b) and (3.6c), we have ˆ′(η) = (2/cl −2) ˆ(η) ˆU(η)
η + 1/cl ˆU(η)η
,
ˆW(η)η
′
= 1/cl ˆU(η) ˆW(η)
1 + 1/cl ˆU(η)
+
(1 −2/cl) ˆ(η)
1 + 1/cl ˆU(η)
2
η2
. (5.9) (5.9) Using (5.8), (5.6) and (5.4) in (5.9), we can see that | ˆ′(η)| and |( ˆW(η)η)′| are both
integrable from η0 to +∞, thus ˆ(η) and ˆW(η)η converge as η →+∞, lim
η→∞ˆW(η)η = ˆW∞∈[ 0, +∞),
lim
η→∞
ˆ(η) = ˆ∞∈(0, +∞). ˜U(ζ), ˜W(ζ), and ˜(ζ) are analytic functions at ζ = 0. (5.10) (5.10) Based on (3.6c) and the fact that ˆU(+∞) = 0, we have Based on (3.6c) and the fact that ˆU(+∞) = 0, we have Based on (3.6c) and the fact that ˆU(+∞) = 0, we have Based on (3.6c) and the fact that ˆU(+∞) = 0, we have lim
η→+∞
ˆU(η)η = −cl ˆW∞. (5.11) lim
η→+∞
ˆU(η)η = −cl ˆW∞. (5.11) The above limits imply that after changing variables, ˜U(ζ), ˜(ζ), and
˜W(ζ) are
continuous for ζ ∈[ 0, +∞). The ODE system they satisfy for ζ ∈(0, +∞) is ˜′(ζ) = (2/cl −1) ˜(ζ) ˜U(ζ)
−1 −˜U(ζ)ζ
,
(5.12a) ˜′(ζ) = (2/cl −1) ˜(ζ) ˜U(ζ)
−1 −˜U(ζ)ζ
,
(5.12a)
˜W ′(ζ) = 1/cl ˜U(ζ) ˜W(ζ) + (1 −2/cl) ˜(ζ) −1/cl ˜′(ζ)ζ
−1 −˜U(ζ)ζ
,
(5.12b)
˜U′(ζ) = −
˜U(ζ)
ζ
−cl ˜W(ζ)
ζ
,
(5.12c) (5.12a) ˜W ′(ζ) = 1/cl ˜U(ζ) ˜W(ζ) + (1 −2/cl) ˜(ζ) −1/cl ˜′(ζ)ζ
−1 −˜U(ζ)ζ
,
(5.12b)
˜U′(ζ) = −
˜U(ζ)
ζ
−cl ˜W(ζ)
ζ
,
(5.12c) ˜W ′(ζ) = 1/cl ˜U(ζ) ˜W(ζ) + (1 −2/cl) ˜(ζ) −1/cl ˜′(ζ)ζ
−1 −˜U(ζ)ζ
,
(5.12b) ˜U′(ζ) = −
˜U(ζ)
ζ
−cl ˜W(ζ)
ζ
,
(5.12c) (ζ) = −
˜U(ζ)
ζ
−cl ˜W(ζ)
ζ
, with initial conditions given by (5.10) and (5.11), with initial conditions given by (5.10) and (5.11), ˜W(0) = ˆW∞,
˜(0) = ˆ∞,
˜U(0) = −cl ˆW∞. (5.12d) (5.12c) can be written as ˜U(ζ) = −cl
ζ
ζ
0
˜W(η)dη. ˜U(ζ) = −cl
ζ
ζ
0
˜W(η)dη. (5.13) (5.13) Hou and Liu Research in the Mathematical Sciences (2015) 2:5 Hou and Liu Research in the Mathematical Sciences (2015) 2:5 Page 19 of 26 Using a simple bootstrap argument, we can get
˜W(ζ),
˜(ζ), and
˜U(ζ) are in
C∞
[ 0, +∞)
. On the other hand, given the initial conditions (5.12d), we can construct
the following power series solutions to (5.12): ˜U(ζ) = −cl ˆW∞+
∞
k=1
˜Ukζ k,
˜W(ζ) = ˆW∞+
∞
k=1
˜Wkζ k,
˜(ζ) = ˆ∞+
∞
k=1
˜kζ k. (5.14) (5.14) Plugging these power series ansatz in (5.12) and matching the coefficients of ζ k, we
can uniquely determine the coefficients ˜Uk, ˜Wk, and ˜k and prove that the power series
(5.14) converge in a small neighborhood of ζ = 0. We omit the details here, because the
argument is the same as that in our construction of the near field solutions. ˜U(ζ), ˜W(ζ), and ˜(ζ) are analytic functions at ζ = 0. Hou and Liu Research in the Mathematical Sciences (2015) 2:5 Hou and Liu Research in the Mathematical Sciences (2015) 2:5 Page 20 of 26 The above theorem implies that the self-similar profiles that we construct are non-
conventional in the sense that the velocity does not decay to 0 at +∞but grows with
certain fractional power. Coming back to the self-similar ansatz (1.4), we have u(x, t) = (T −t)cl−1U
x
(T −t)cl
. (5.22) (5.22) For t close to T, based on Theorem 5.1, we have For t close to T, based on Theorem 5.1, we have For t close to T, based on Theorem 5.1, we have u(x, t) ≈C(T −t)cl−1
x
(T −t)cl
x
(T −t)cl
−1
cl = Cx1−1
cl . (5.23) (5.23) This explains the Hölder continuity of the velocity at the singularity time observed
in numerical simulation of the 1D model, which was also observed for the 3D Euler
equations [15]. We will numerically verify this in the next section. ˜U(ζ), ˜W(ζ), and ˜(ζ) are analytic functions at ζ = 0. Then to prove
the analyticity of ˜U(ζ), ˜W(ζ), and ˜(ζ) at ζ = 0, we only need the uniqueness of smooth
solutions to (5.12) with initial condition (5.12d). Assume that ˜Ui(ζ), ˜W i(ζ), ˜i(ζ), i = 1, 2 are two different solutions to (5.12) with
initial condition (5.12d). And let δU(ζ), δW(ζ), and δ(ζ) be the difference of the two
solutions, δ ˜U(ζ) = ˜U1(ζ) −˜U2(ζ),
δ ˜W(ζ) = ˜W 1(ζ) −˜W 2(ζ),
δ ˜(ζ) = ˜1(ζ) −˜2(ζ). (5.15) δ ˜U(ζ) = ˜U1(ζ) −˜U2(ζ),
δ ˜W(ζ) = ˜W 1(ζ) −˜W 2(ζ),
δ ˜(ζ) = ˜1(ζ) −˜2(ζ). (5.15) Then based on (5.12c), Then based on (5.12c), δ ˜U(ζ) = −cl
ζ
ζ
0
δ ˜W(τ)dτ. (5.16) (5.16) Using Hardy inequality [12], there exists C1 independent of ϵ such that ∥δ ˜U∥L2([0,ϵ]) ≤C1∥δ ˜W∥L2([0,ϵ]). (5.17) ∥δ ˜U∥L2([0,ϵ]) ≤C1∥δ ˜W∥L2([0,ϵ]). (5.17) Since the RHS of (5.12a) and (5.12b) are Lipschitz continuous, we have d
dζ
δ ˜W(ζ)
+
d
dζ
δ ˜(ζ)
≤C2
δ ˜W(ζ) |+| δ ˜U(ζ) |+| δ ˜(ζ)
(5.18) (5.18) Integrating the square of both sides on the interval [ 0, ϵ] and using (5.17),
we get we get
δ ˜W(ζ)
′
L2([0,ϵ]) +
δ ˜(ζ)
′
L2([0,ϵ])
≤C3
δ ˜W(ζ)
L2([0,ϵ])+
δ ˜(ζ)
L2([0,ϵ])
. (5.19) Since δ ˜W(ζ) and δ ˜(ζ) vanish at ζ = 0, by Poincaré-Friedrichs inequality, we have
δ ˜W(ζ)
L2([0,ϵ]) +
δ ˜(ζ)
L2([0,ϵ]) ≤C4ϵ
(δ ˜W(ζ))′
L2([0,ϵ]) +
(δ ˜(ζ))′
L2([0,ϵ])
. (5.20) Since δ ˜W(ζ) and δ ˜(ζ) vanish at ζ = 0, by Poincaré-Friedrichs inequality, we have δ ˜W(ζ)
L2([0,ϵ]) +
δ ˜(ζ)
L2([0,ϵ]) ≤C4ϵ
(δ ˜W(ζ))′
L2([0,ϵ]) +
(δ ˜(ζ))′
L2([0,ϵ])
. (5.20) The Ci in the above estimates are all positive constants independent of ϵ. Choosing ϵ
small enough, we get a contradiction between (5.19) and (5.20), thus ˜W 1 = ˜W 2,
˜U1 = ˜U2,
˜1 = ˜2,
(5.21) ˜W 1 = ˜W 2,
˜U1 = ˜U2,
˜1 = ˜2,
(5.21) ˜W 1 = ˜W 2,
˜U1 = ˜U2,
˜1 = ˜2, (5.21) which means the solution is unique. And we complete the proof of this theorem. which means the solution is unique. And we complete the proof of this theorem. Numerical results In this section, we numerically locate the root of G(cl) for several s and construct the
corresponding self-similar profiles. The obtained cl and self-similar profiles are consistent
with numerical simulation of the CKY model. We also find that for fixed leading order
of θ(x, 0), the singular solutions using different initial conditions converge to the same
self-similar profiles, which implies that the self-similar profiles have some stability. Numerical methods for simulating the model We use a particle method to simulate the model and consider N+1 particles with position,
density, and vorticity given by ⎧
⎪⎪⎪⎪⎨
⎪⎪⎪⎪⎩
q = (q0(t), q1(t), . . . qN(t))T ,
θ = (θ0(t), θ1(t), . . . θN(t))T ,
w = (w0(t), w1(t), . . . wN(t))T . (6.3) (6.3) In computing the velocity field, we use the trapezoidal rule to approximate (1.6c), In computing the velocity field, we use the trapezoidal rule to approximate (1.6c ui = −qi
⎛
⎝
N−1
j=i
wj + wj+1
2
qj+1 −qj
⎞
⎠. (6.4) (6.4) In computing θx, we use the three-point rule: n computing θx, we use the three-point rule: (θx)i =
⎧
⎪⎪⎪⎪⎪⎪⎪⎨
⎪⎪⎪⎪⎪⎪⎪⎩
0,
i = 0,
θi −θi+1
qi −qi+1
+ θi −θi−1
qi −qi−1
+ θi+1 −θi−1
qi+1 −qi−1
,
0 < i < N,
θi −θi−2
qi −qi−2
+ θi −θi−1
qi −qi−1
+ θi−2 −θi−1
qi−2 −qi−1
,
i = N. (6.5) i = 0, (θx)i =
⎪⎪⎪⎨
⎪⎪⎪⎪⎪⎪⎪⎩
θi −θi+1
qi −qi+1
+ θi −θi−1
qi −qi−1
+ θi+1 −θi−1
qi+1 −qi−1
,
0 < i < N,
θi −θi−2
qi −qi−2
+ θi −θi−1
qi −qi−1
+ θi−2 −θi−1
qi−2 −qi−1
,
i = N. (6.5) (6.5) Initially, 105 + 1 particles are equally placed in the short interval [ 0, 10−3], which are
sufficient to resolve the solutions in the self-similar regime. Outside this short interval,
105 −102 particles are equally placed. So the total number of particles is N + 1 = 2 ×
105 −102. Then, we need to solve the following ODE system d
dt q = u,
d
dt w = θx,
d
dt θ = 0. (6.6) (6.6) The initial condition of θ is θ(x, 0) = (1 −cos(πx))s/2,
(6.7) θ(x, 0) = (1 −cos(πx))s/2, (6.7) whose leading order at x = 0 is s. whose leading order at x = 0 is s. whose leading order at x = 0 is s. We solve the ODE system (6.6) using the fourth order explicit Runge-Kutta method,
and the time step dt is chosen adaptively to avoid the particles crossing each other: dti =
1
max
ui−ui+1
qi+1−qi , 0
,
dt = min
dti
10 , 10−3
. (6.8) (6.8) At each time step, we record the maximal vorticity wmax(ti) and the position where it is
attained qmax(ti). Numerical methods for solving the self-similar equations For fixed cl > 2, we first numerically compute the coefficients k and Uk in (2.1) up to
k = 50 and determine the convergence radius of the power series using the following
linear regression for s ≤k ≤50, log k = k log r1 + c1,
log Uk = k log r2 + c2. (6.1) (6.1) We choose r = 1/2 min{1/r1, 1/r2} and construct the truncated power series (2.1) on
[ 0, r/2]. Then, we continue to solve (1.9) from ξ = r/2 to ξ = 1 using the fourth order explicit
Runge-Kutta method with step-size h =
1−r/2
104 . After ξ = 1, we make the change of
variables (3.4) and solve (3.6) from η = 1 to η = 105 using fourth order Runge-Kutta
method with step-size h = 105−1
106 . We use ˆUcl(105) as an approximation to G(cl). We use the bisection method to find the root of G(cl). After getting cl, we construct
the local self-similar profiles using power series (2.1) and extend them from ξ = r/2 to
ξ = 10 using the explicit fourth order Runge-Kutta method with step-size h =
9
104 . Then,
we locate the maxima of W, which is Wmax = W(ξ0). For the cases that we consider,
s = 2, 3, 4, 5, the located ξ0 are all less than 10. Finally, we rescale the maxima of W(ξ) to
(1, 1) and get Ws(ξ) =
1
Wmax
W(ξξ0),
ξ ∈[ 0, 1] . (6.2) (6.2) We only compare the self-similar profiles Ws with direct simulation of the CKY model
in this paper, but the numerical results for the profiles and U are similar. Mathematical Sciences (2015) 2:5
Page 21 of 26 Hou and Liu Research in the Mathematical Sciences (2015) 2:5 Page 21 of 26 Numerical methods for simulating the model Numerical methods for simulating the model Numerical methods for simulating the model According to the self-similar ansatz (1.4), we have wmax(t) = C1(T −t)cw,
qmax(t) = C2(T −t)cl. (6.9) wmax(t) = C1(T −t)cw,
qmax(t) = C2(T −t)cl. (6.9) (6.9) Thus we can compute cl, cw, and the singularity time T through linear regressions, d
dt log wmax(t)
−1
≈−1
cw
t + T
cw
,
(6.10a)
d
dt log qmax(t)
−1
≈−1
cl
t + T
cl
. (6.10b) (6.10a) (6.10b) Hou and Liu Research in the Mathematical Sciences (2015) 2:5 Page 22 of 26 Table 1 cw obtained from linear regression (6.10a)
s = 2
s = 3
s = 4
s = 5
cw
−0.9747
−1.0001
−1.0006
−1.0007 We compute the time derivatives of log wmax(t) and log qmax(t) using the center differ-
ence method, and the linear regressions (6.10) are done in some time interval close to the
singularity time while the numerical solutions still have good accuracy. At certain time steps close to the singularity time, ti, i = 1, 2, 3, let wi be the maximal
vorticity at time ti and qi be the position the maximal vorticity is attained. We rescale the
numerical solution and get the self-similar profiles of w, W i
s(ξ) =
1
wmax
w
ξqi, ti
,
ξ ∈[ 0, 1] . (6.11) (6.11) We will compare the self-similar profiles W i
s(ξ) (6.11) obtained from direct simulation
of the model, with Ws(ξ) (6.2) obtained from solving the self-similar equations (1.6). At the singularity time, the velocity field is Hölder continuous near the origin, u(x, T) ≈Cxα. (6.12) (6.12) u(x, T) ≈Cxα. Then, we can determine the Hölder exponent α through linear regression Then, we can determine the Hölder exponent α through linear regression ln u(x, T) ≈ln C + α ln x. (6.13) (6.13) ln u(x, T) ≈ln C + α ln x. We will compare the exponents α (6.13) obtained from the singular solutions, with 1 −
1/cl (5.23) obtained from analyzing the self-similar equations (1.6). Comparison results Comparison results In simulating the CKY model, we first choose w(x, 0) as In simulating the CKY model, we first choose w(x, 0) as w(x, 0) = 1 −cos(4πx). (6.14) (6.14) w(x, 0) = 1 −cos(4πx). We compute the scaling exponents cw and cl for different leading orders of θ, s =
2, 3, 4, 5 using (6.10a) and (6.10b), and the results are listed in Tables 1 and 2. The Hölder
exponents of the velocity field at the singularity time (6.13) and 1 −1/cl are listed in
Table 3, where the cl are obtained from solving the self-similar equations. For s = 2, the linear regressions (6.10a) and (6.10b) are done in the time interval
6.4371 × 10−1, 6.4391 × 10−1
,
(6.15)
6.4371 × 10−1, 6.4391 × 10−1
, (6.15) the predicted singularity time T for (6.10a) and (6.10b) are both 6.4402×10−1. The linear
regression (6.13) is done at t = 6.4391 × 10−1 and on the interval [ 10−10, 10−9]. F
3 th li
i
(6 10 )
d (6 10b)
d
i th ti
i t
l regression (6.13) is done at t
6.4391 × 10
and on the interval [ 10
, 10
]. For s = 3, the linear regressions (6.10a) and (6.10b) are done in the time interval For s = 3, the linear regressions (6.10a) and (6.10b) are done in the time interval
6.804297 × 10−1, 6.804300 × 10−1
,
(6.16) (6.16)
6.804297 × 10−1, 6.804300 × 10−1
,
6.804297 × 10−1, 6.804300 × 10−1
, the predicted singularity time T for (6.10a) and (6.10b) are both 6.804302 × 10−1. The
linear regression (6.13) is done at t = 6.804302 × 10−1 and on the interval [ 10−10, 10−9]. Comparison results Table 2 cl obtained from linear regression (6.10b) and self-similar equations (1.6)
s = 2
s = 3
s = 4
s = 5
Linear Regression
3.7942
3.3143
3.1718
3.0773
Self-Similar Equations
3.7967
3.3157
3.1597
3.0841 Table 2 cl obtained from linear regression (6.10b) and self-similar equations (1.6)
s = 2
s = 3
s = 4
s = 5
Linear Regression
3.7942
3.3143
3.1718
3.0773
Self-Similar Equations
3.7967
3.3157
3.1597
3.0841 Table 2 cl obtained from linear regression (6.10b) and self-similar equations (1.6) Hou and Liu Research in the Mathematical Sciences (2015) 2:5 Page 23 of 26 Table 3 Hölder exponent of the velocity field at x = 0, and 1 −1/cl
s = 2
s = 3
s = 4
s = 5
Hölder exponent
7.3381 × 10−1
6.9823 × 10−1
6.9131 × 10−1
6.7610 × 10−1
1 −1/cl
7.3661 × 10−1
6.9841 × 10−1
6.8351 × 10−1
6.7576 × 10−1
For s = 4, the linear regressions (6.10a) and (6.10b) are done in the time interval
6.571218 × 10−1, 6.571221 × 10−1
,
(6.17)
the predicted singularity time T for (6.10a) and (6.10b) are both 6.571223 × 10−1. The
linear regression (6.13) is done at t = 6.571223 × 10−1 and on the interval [ 10−10, 10−9]. For s = 5, the linear regressions (6.10a) and (6.10b) are done in the time interval
5.9698511 × 10−1, 5.9698515 × 10−1
,
(6.18)
the predicted singularity time T for (6.10a) and (6.10b) are both 5.9698517 × 10−1. The
linear regression (6.13) is done at t = 5.9698517×10−1 and on the interval [ 10−10, 10−9]. From the Tables 1, 2, and 3, we can see that the exponents cw we obtain from the sin-
gular numerical solutions are close to −1 (1.5). And the cl we obtain from the singular
solution (6.10b) are close to those obtained from solving the self-similar equations. At the
singularity time, the Hölder exponents of the velocity field are close to 1 −1/cl. For the case s = 2, the dependence of G(cl) on cl is plotted in Figure 1. We can see
that G(cl) seems to be a monotone increasing function, which implies that for fixed s, the
scaling exponent cl to make the decay condition (1.10) hold is unique. Comparison results The self-similar profiles that are obtained from solving the self-similar equation (6.2)
and from direct simulation of the model (6.11) are plotted in Figure 2. The lines labeled
‘exact’ are obtained from solving the self-similar equation (6.2). Others are obtained from
rescaling the solution at different time steps corresponding to different maximal vorticity
(6.11). Table 3 Hölder exponent of the velocity field at x = 0, and 1 −1/cl
s = 2
s = 3
s = 4
s = 5
Hölder exponent
7.3381 × 10−1
6.9823 × 10−1
6.9131 × 10−1
6.7610 × 10−1
1 −1/cl
7.3661 × 10−1
6.9841 × 10−1
6.8351 × 10−1
6.7576 × 10−1 For s = 4, the linear regressions (6.10a) and (6.10b) are done in the time interval
6.571218 × 10−1, 6.571221 × 10−1
,
( For s = 4, the linear regressions (6.10a) and (6.10b) are done in the time interval (6.17)
5.9698511 × 10−1, 5.9698515 × 10−1
, (6.18) the predicted singularity time T for (6.10a) and (6.10b) are both 5.9698517 × 10−1. The
linear regression (6.13) is done at t = 5.9698517×10−1 and on the interval [ 10−10, 10−9]. From the Tables 1, 2, and 3, we can see that the exponents cw we obtain from the sin-
gular numerical solutions are close to −1 (1.5). And the cl we obtain from the singular
solution (6.10b) are close to those obtained from solving the self-similar equations. At the
singularity time, the Hölder exponents of the velocity field are close to 1 −1/cl. For the case s = 2, the dependence of G(cl) on cl is plotted in Figure 1. We can see
that G(cl) seems to be a monotone increasing function, which implies that for fixed s, the
scaling exponent cl to make the decay condition (1.10) hold is unique. The self-similar profiles that are obtained from solving the self-similar equation (6.2)
and from direct simulation of the model (6.11) are plotted in Figure 2. The lines labeled
‘exact’ are obtained from solving the self-similar equation (6.2). Others are obtained from
rescaling the solution at different time steps corresponding to different maximal vorticity
(6.11). Figure 1 Dependence of G(cl) on cl for s = 2. Figure 1 Dependence of G(cl) on cl for s = 2. Comparison results Hou and Liu Research in the Mathematical Sciences (2015) 2:5 Page 24 of 26 (A)
(B)
(C)
(D)
Figure 2 Self-similar profiles of w using initial condition w(x,0) = 1 −cos(4πx). (A) The re-scaled
solutions and self-similar profiles we construct s = 2. (B) The re-scaled solutions and self-similar profiles we
construct s = 3. (C) The re-scaled solutions and self-similar profiles we construct s = 4. (D) The re-scaled
solutions and self-similar profiles we construct s = 5. (A)
(C) (B) (C) (D) (C) (D) Figure 2 Self-similar profiles of w using initial condition w(x,0) = 1 −cos(4πx). (A) The re-scaled
solutions and self-similar profiles we construct s = 2. (B) The re-scaled solutions and self-similar profiles we
construct s = 3. (C) The re-scaled solutions and self-similar profiles we construct s = 4. (D) The re-scaled
solutions and self-similar profiles we construct s = 5. To demonstrate the stability the self-similar profiles, we consider another initial
condition, To demonstrate the stability the self-similar profiles, we consider another initial
condition, w(x, 0) = x −x2. (6.19) w(x, 0) = x −x2. (6.19) The profiles obtained from rescaling the singular solutions (6.11) are plotted in Figure 3. From Figures 2 and 3, we can see that after rescaling, the singular solutions at differ-
ent time steps before the singularity time are very close, which implies that the solutions
develop self-similar singularity. Besides, the self-similar profiles obtained from direct sim-
ulation of the model (6.11) agree very well with the self-similar profiles (6.2) we construct
by solving the self-similar equations (1.6). Moreover, for fixed leading order of θ(x, 0) at
the origin, the singular solutions with different initial conditions converge to the same set
of self-similar profiles, which implies that the profiles have some stability property. Remark 6.1. If the initial leading order of θ(x, 0) is s ≥3, and a small perturbation
of θ, which we denote by ϵ ˜θ(x, t), has leading order 2 ≤˜s < s, then the profiles of the
perturbed singular solutions will be determined by ˜s, not s. From this point of view, only the
self-similar profiles for s = 2 are stable in the sense of perturbation. Concluding remarks The existence of a discrete family of analytic self-similar profiles corresponding to differ-
ent leading orders of the solutions at the origin for the CKY model has been established. The profiles are constructed using a power series method near the origin and then Hou and Liu Research in the Mathematical Sciences (2015) 2:5 Page 25 of 26 (A)
(B)
Figure 3 Self-similar profiles of w using initial condition w(x,0) = x −x2. (A) s = 2. (B) s = 3. (A) (B)
Figure 3 Self-similar profiles of w using initial condition w(x,0) = x −x2. (A) s = 2. (B) s = 3. (B) Figure 3 Self-similar profiles of w using initial condition w(x,0) = x −x2. (A) s = 2. (B) s = 3. extended to infinity by solving an ODE system. The decay condition in the Biot-Savart
law determines the scaling exponents in the self-similar solutions. Numerical compu-
tation together with rigorous error estimation is used to prove the existence of these
self-similar profiles. Far-field properties of the self-similar profiles are analyzed. The
constructed self-similar profiles are consistent with direct simulation of the model and
enjoy some stability property. The current method of analysis does not generalize directly
to study the 3D Euler singularity, and a new set of techniques are required to deal with
the non-local Biot-Savart law. The existence of self-similar singularity for the 3D Euler
equations is under investigation. Acknowledgements
h
h
ld l k g
The authors would like to thank Professors Russel Caflisch and Guo Luo for a number of stimulating discussions. We
would also like to thank Professors Alexander Kiselev and Yao Yao for their interest in our work and for their valuable
comments. The research was in part supported by NSF FRG Grant DMS-1159138. Received: 27 July 2014 Accepted: 13 February 2015 Received: 27 July 2014 Accepted: 13 February 2015 References
l Hou, TY, Luo, G: On the f
arXiv:1311.2613 (2013) 17. Kiselev, A, Sverak, V: Small scale c
preprint arXiv:1310.4799 (2013) 18. Kovalevskaja, SV: Zur theorie der partiellen differentialgleichungen (1874) 18. Kovalevskaja, SV: Zur theorie der partiellen differentialgleichungen (1874) j
g
g
19. Lanford, OE III: A computer-assisted proof of the feigenbaum conjectures. Bull. Am. Math. Soc. 6(3), 427–434 (1982)
20
LeVeque RJ Finite difference methods for ordinary and partial differential equations steady state and 19. Lanford, OE III: A computer-assisted proof of the feigenbaum conjectures. Bull. Am. Math. Soc. 6(3), 427–434 19. Lanford, OE III: A computer-assisted proof of the feigenbaum conjectures. Bull. Am. Math. Soc. 6(3), 427–434 19. Lanford, OE III: A computer-assisted proof of the feigenbaum ,
p
p
g
j
( ),
(
)
20. LeVeque, RJ: Finite difference methods for ordinary and partial differential equations: steady-state and 20. LeVeque, RJ: Finite difference methods for ordinary and partial differential equations: steady-state and
time-dependent problems, volume 98. Siam (2007) 20. LeVeque, RJ: Finite difference methods for ordinary and partial differential equations: steady-state and
d
d
bl
l
S
(
) 20. LeVeque, RJ: Finite difference methods for ordinary a time-dependent problems, volume 98. Siam (2007) 21. Luo, G, Hou, TY. Potentially singular solutions of the 3d incompressible euler equations. arXiv preprint
arXiv:1310.0497 (2013) j
,
,
,
y
p
,
g
y
(
)
23. Zuras, D, Cowlishaw, M, Aiken, A, Applegate, M, Bailey, D, Bass, S, Bhandarkar, D, Bhat, M, Bindel, D, Boldo, S, Canon, S,
Carlough, SR, Cornea, M, Cowlishaw, M, Crawford, JH, Darcy, JD, Das Sarma, D, Daumas, M, Davis, B, Davis, M, Delp, D,
Demmel, J, Erle, MA, Fahmy, HAH, Fasano, JP, Fateman, R, Feng, E, Ferguson, WE, Fit-Florea, A, Fournier, L, et al: IEEE
standard for floating-point arithmetic. IEEE Std 754-2008, 1–70 (2008) 23. Zuras, D, Cowlishaw, M, Aiken, A, Applegate, M, Bailey, D, Bass, S, Bhandarkar, D, Bhat, M, Bindel, D, Boldo, S, Canon, S,
Carlough, SR, Cornea, M, Cowlishaw, M, Crawford, JH, Darcy, JD, Das Sarma, D, Daumas, M, Davis, B, Davis, M, Delp, D,
Demmel, J, Erle, MA, Fahmy, HAH, Fasano, JP, Fateman, R, Feng, E, Ferguson, WE, Fit-Florea, A, Fournier, L, et al: IEEE
standard for floating-point arithmetic. References
l References
1. Appel, K, Haken, W: Proof of 4-color theorem. Discrete Mathematics. 16(2), 179–180 (1976) Hou and Liu Research in the Mathematical Sciences (2015) 2:5 Page 26 of 26 2. Bardos, C, Titi, E: Euler equations for incompressible ideal fluids. Russ. Math. Surveys. 62(3), 409 (2007) 3. Chae, D: Nonexistence of asymptotically self-similar singularities in the euler and the navier–stokes equations. Mathematische Annalen. 338(2), 435–449 (2007) 4. Chae, D: Nonexistence of self-similar singularities for the 3d incompressible euler equations. Commun. Math. Phys. 273(1), 203–215 (2007) 5. Chae, D: On the self-similar solutions of the 3d euler and the related equations. Commun. Math. Phys. 305(2),
333–349 (2011) 6. Choi, K, Hou, TY, Kiselev, A, Luo, G, Sverak, V, Yao, Y: On the fiinite-time blowup of a 1d model for the 3d axisymmetric
euler equations. arXiv preprint arXiv:1407.4776 (2014) 6. Choi, K, Hou, TY, Kiselev, A, Luo, G, Sverak, V, Yao, Y: On the euler equations. arXiv preprint arXiv:1407.4776 (2014) 7. Choi, K, Kiselev, A, Yao, Y: Finite time blow up for a 1d model of 2d boussinesq system. arXiv preprint arXiv:1312.4913
(2013) 8. Coddington, EA: Norman Levinson: Theory of ordinary differential equations (1955) 9. Constantin, P: On the euler equations of incompressible fluids. Bull. Am. Math. Soc. 44(4), 603–621 (2007) 10. Fefferman, CL, Seco, LA: Interval arithmetic in quantum mechanics. In: Applications of interval computations,
pp. 145–167. Springer, (1996) 11. Folland, GB: Introduction to partial differential equations. Princeton University Press (1995) 11. Folland, GB: Introduction to partial differential equations. Princeton University Press (1995) 12. Garling, DJH: Inequalities: a journey into linear analysis, volume 19. Cambridge University Press, Cambridge (2007)
13. Gibbon, JD: The three-dimensional euler equations: Where do we stand? Physica D: Nonlinear Phenom. 237(14),
1894–1904 (2008) g,
q
j
y
y
,
g
y
,
g (
)
13. Gibbon, JD: The three-dimensional euler equations: Where do we stand? Physica D: Nonlinear Phenom. 237(14),
1894–1904 (2008) 13. Gibbon, JD: The three-dimensional euler equations: Where do we stand? Physica D: Nonlinear Phenom. 237(14),
1894–1904 (2008) Hales, TC: A proof of the kepler conjecture. Ann. Mathematics. 162 15. Hou, TY, Luo, G: On the finite-time blowup of a 1d model for the 3d incompressible euler equations. arXiv preprint
arXiv:1311.2613 (2013) 15. Hou, TY, Luo, G: On the finite-time blowup of a 1d model for the 3d incompressible euler equations. arXiv preprint
arXiv:1311.2613 (2013) 15. References
l IEEE Std 754-2008, 1–70 (2008) Submit your manuscript to a
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https://zenodo.org/record/6622879/files/4218antj01.pdf
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On Optimization of Manufacturing of Field-Effect Heterotransistors Frame-work a Single-Stage Multi-path Operational Amplifier, To Increase their Density
|
Advanced nanoscience and technology : an international journal
| 2,018
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cc-by
| 16,641
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Advanced Nanoscience and Technology: An International Journal (ANTJ), Vol. 4, No.2, June 2018 Advanced Nanoscience and Technology: An International Journal (ANTJ), Vol. 4, No.2, June 2018 ABSTRACT We consider an approach for increasing density of field-effect heterotransistors in a single-stage multi-path
operational amplifier. At the same time one can obtain decreasing of dimensions of the above transistors. Dimensions of the elements could be decreased by manufacturing of these elements in a heterostructure
with specific structure. The manufacturing is doing by doping of required areas of the heterostructure by
diffusion or ion implantation with future optimization of annealing of dopant and/or radiation defects. KEYWORDS field-effect heterotransistors; single-stage multi-path operational amplifier; optimization of manufacturing. ON OPTIMIZATION OF MANUFACTURING OF
FIELD EFFECT HETEROTRANSISTORS
FRAMEWORK A SINGLE STAGE MULTIPATH
OPERATIONAL AMPLIFIER, TO INCREASE
THEIR DENSITY E.L. Pankratov Nizhny Novgorod State University,
23 Gagarin avenue, Nizhny Novgorod, 603950, Russia 2. METHOD OF SOLUTION 2. METHOD OF SOLUTION We calculate distribution of concentration of dopant in space and time by solving the following
equation (
) =
t
t
z
y
x
C
∂
∂
,
,
,
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)
(
)
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C
D
z
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t
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y
x
C
D
y
x
t
z
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x
C
D
x
C
C
C
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∂
∂
∂
∂
∂
∂
∂
∂
,
,
,
,
,
,
,
,
,
(1) ) =
t
y
∂
,
,
, t
∂
(
)
(
)
(
)
+
+
=
z
t
z
y
x
C
D
z
y
t
z
y
x
C
D
y
x
t
z
y
x
C
D
x
C
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C
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)
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t
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C
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t
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,
,
,
,
,
,
,
,
,
(1) Boundary and initial conditions for the equation could be written as Boundary and initial conditions for the equation could be written as (
)
0
,
,
,
0
=
∂
∂
=
x
x
t
z
y
x
C
,
(
)
0
,
,
,
=
∂
∂
=
x
L
x
x
t
z
y
x
C
,
(
)
0
,
,
,
0
=
∂
∂
=
y
y
t
z
y
x
C
, (2)
(
)
0
,
,
,
=
∂
∂
=
y
L
x
y
t
z
y
x
C
,
(
)
0
,
,
,
0
=
∂
∂
=
z
z
t
z
y
x
C
,
(
)
0
,
,
,
=
∂
∂
=
z
L
x
z
t
z
y
x
C
,
C (x,y,z,0)=f (x,y,z). C (x,y,z,0)=f (x,y,z). C (x,y,z,0)=f (x,y,z). 1. INTRODUCTION In the present time it is attracted an interest increasing of performance of elements integrated
circuits and increasing of their density. At the same time dimensions of these elements decreases
with decreasing of their density. Dimensions of elements of integrated circuit could be decreases
by manufacturing of them in thin-film heterostructures [1-4]. As an alternative approach for the
decreasing one can use laser and microwave types annealing [5-7]. Using these types of annealing
leads to generation inhomogeneous distribution of temperature. Temperature dependence of
dopant diffusion coefficient and other parameters of process leads to their inhomogeneity due to
inhomogeneity of temperature. The inhomogeneity could leads to decreasing of dimensions of
elements of integrated circuits. Properties of electronic materials could be also changes by using
radiation processing of these materials [8,9]. In this paper we consider a single-stage multi-path operational amplifier described in Ref. [10]
(see Fig.1). We assume, that element of the considered circuit has been manufactured in
heterostructure from Fig. 1. The heterostructure includes into itself a substrate and an epitaxial
layer. The epitaxial layer consist of a main material and several sections manufactured by using
another materials in the main material. The sections should be doped for generation into them DOI: 10.5121/antj.2018.4201 1 Advanced Nanoscience and Technology: An International Journal (ANTJ), Vol. 4, No.2, June 2018
required type of conductivity (n or p). Most simple types of doping are diffusion or ion
implantation in the case. Main aim of the paper we analyzing of redistribution of dopant and
radiation defects during the doping to formulate conditions to decrease of dimensions of the
considered circuit. Fig. 1a. Circuit of a pass transistor single-stage multi-path operational amplifier [10]
Fig. 1b. Heterostructure with substrate and epitaxial layer. The epitaxial layer in-cludes into itself several
sections Fig. 1a. Circuit of a pass transistor single-stage multi-path operational amplifier [10]
Fig. 1b. Heterostructure with substrate and epitaxial layer. The epitaxial layer in-cludes into itself several
sections Fig. 1a. Circuit of a pass transistor single-stage multi-path operational amplifier [10] Fig. 1b. Heterostructure with substrate and epitaxial layer. The epitaxial layer in-cludes into itself several
sections 2 Advanced Nanoscience and Technology: An International Journal (ANTJ), Vol. 4, No.2, June 2018 Advanced Nanoscience and Technology: An International Journal (ANTJ), Vol. 4, No.2, June 2018 Advanced Nanoscience and Technology: An International Journal (ANTJ), Vol. 4, No.2, June 2018 2. METHOD OF SOLUTION 4, No.2, June 2018 (
)
(
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(
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x
V
T
z
y
x
D
z
V
I
V
,
,
,
,
,
,
,
,
,
,
,
,
,
,
,
, (
)
(
)t
z
y
x
V
T
z
y
x
k
V
V
,
,
,
,
,
,
2
,
− (
)
(
)t
z
y
x
V
T
z
y
x
k
V
V
,
,
,
,
,
,
2
,
− Boundary and initial conditions for these equations could be written as Boundary and initial conditions for these equations could be written as Boundary and initial conditions for these equations could be written as Boundary and initial conditions for these equations could be written as (
)
0
,
,
,
0
=
∂
∂
=
x
x
t
z
y
x
ρ
,
(
)
0
,
,
,
=
∂
∂
=
x
L
x
x
t
z
y
x
ρ
,
(
)
0
,
,
,
0
=
∂
∂
=
y
y
t
z
y
x
ρ
,
(
)
0
,
,
,
=
∂
∂
=
y
L
y
y
t
z
y
x
ρ
, (
)
0
,
,
,
0
=
∂
∂
=
x
x
t
z
y
x
ρ
,
(
)
0
,
,
,
=
∂
∂
=
x
L
x
x
t
z
y
x
ρ
,
(
)
0
,
,
,
0
=
∂
∂
=
y
y
t
z
y
x
ρ
,
(
)
0
,
,
,
=
∂
∂
=
y
L
y
y
t
z
y
x
ρ
,
(
)
0
,
,
,
0
=
∂
∂
=
z
z
t
z
y
x
ρ
,
(
)
0
,
,
,
=
∂
∂
=
z
L
z
z
t
z
y
x
ρ
, ρ (x,y,z,0)=fρ (x,y,z). 2. METHOD OF SOLUTION Function C(x,y,z,t) describes distribution of concentration of dopant in space and time; T is the
temperature of annealing; DС is the dopant diffusion coefficient. Dopant diffusion coefficient
could be varying with changing of materials, speed of heating and cooling of heterostructure. Approximation of dopant diffusion coefficient could be written as [9,11,12] (
)
(
)
(
)
(
)
(
)
(
)
+
+
+
=
2
*
2
2
*
1
,
,
,
,
,
,
1
,
,
,
,
,
,
1
,
,
,
V
t
z
y
x
V
V
t
z
y
x
V
T
z
y
x
P
t
z
y
x
C
T
z
y
x
D
D
L
C
ς
ς
ξ
γ
γ
. (3) Here DL (x,y,z,T) is the dependence of dopant diffusion coefficient on coordinate and temperature;
P (x,y,z,T) is the dependence of limit of solubility of dopant diffusion coefficient on coordinate
and temperature; parameter γ should be integer in the interval γ ∈[1,3] [9]; V (x,y,z,t) is the
dependence of distribution of concentration of radiation vacancies on coordinate and time with
the equilibrium distribution V*. Dependence of dopant diffusion coefficient on dopant
concentration has been discussed in details in [9]. It should be noted, that using infusion of dopant
did not leads to generation radiation defects, i.e. ζ1= ζ2= 0. We determine distributions of
concentrations of point defects on space and time by solving the following system of equations
[11,12] 3 3 Advanced Nanoscience and Technology: An International Journal (ANTJ), Vol. 4, No.2, June 2018 Advanced Nanoscience and Technology: An International Journal (ANTJ), Vol. 2. METHOD OF SOLUTION 4, No.2, June 2018 (
)
(
)
(
)
(
)
(
) +
Φ
+
Φ
=
Φ
Φ
Φ
y
t
z
y
x
T
z
y
x
D
y
x
t
z
y
x
T
z
y
x
D
x
t
t
z
y
x
I
I
I
I
I
∂
∂
∂
∂
∂
∂
∂
∂
∂
∂
,
,
,
,
,
,
,
,
,
,
,
,
,
,
,
(
)
(
)
(
) (
)
(
) (
)t
z
y
x
I
T
z
y
x
k
t
z
y
x
I
T
z
y
x
k
z
t
z
y
x
T
z
y
x
D
z
I
I
I
I
I
,
,
,
,
,
,
,
,
,
,
,
,
,
,
,
,
,
,
2
,
−
+
Φ
+
Φ
∂
∂
∂
∂
(6)
(
)
(
)
(
)
(
)
(
) +
Φ
+
Φ
=
Φ
Φ
Φ
y
t
z
y
x
T
z
y
x
D
y
x
t
z
y
x
T
z
y
x
D
x
t
t
z
y
x
V
V
V
V
V
∂
∂
∂
∂
∂
∂
∂
∂
∂
∂
,
,
,
,
,
,
,
,
,
,
,
,
,
,
,
(
)
(
)
(
)
(
)
(
) (
)t
z
y
x
V
T
z
y
x
k
t
z
y
x
V
T
z
y
x
k
z
t
z
y
x
T
z
y
x
D
z
V
V
V
V
V
,
,
,
,
,
,
,
,
,
,
,
,
,
,
,
,
,
,
2
,
−
+
Φ
+
Φ
∂
∂
∂
∂ (
)
(
)
(
)
(
)
(
) +
Φ
+
Φ
=
Φ
Φ
Φ
y
t
z
y
x
T
z
y
x
D
y
x
t
z
y
x
T
z
y
x
D
x
t
t
z
y
x
I
I
I
I
I
∂
∂
∂
∂
∂
∂
∂
∂
∂
∂
,
,
,
,
,
,
,
,
,
,
,
,
,
,
,
(
)
(
)
(
) (
)
(
) (
)t
z
y
x
I
T
z
y
x
k
t
z
y
x
I
T
z
y
x
k
z
t
z
y
x
T
z
y
x
D
z
I
I
I
I
I
,
,
,
,
,
,
,
,
,
,
,
,
,
,
,
,
,
,
2
,
−
+
Φ
+
Φ
∂
∂
∂
∂ (6) (6) (
)
(
)
(
)
(
)
(
) +
Φ
+
Φ
=
Φ
Φ
Φ
y
t
z
y
x
T
z
y
x
D
y
x
t
z
y
x
T
z
y
x
D
x
t
t
z
y
x
V
V
V
V
V
∂
∂
∂
∂
∂
∂
∂
∂
∂
∂
,
,
,
,
,
,
,
,
,
,
,
,
,
,
,
(
)
(
)
(
)
(
)
(
) (
)t
z
y
x
V
T
z
y
x
k
t
z
y
x
V
T
z
y
x
k
z
t
z
y
x
T
z
y
x
D
z
V
V
V
V
V
,
,
,
,
,
,
,
,
,
,
,
,
,
,
,
,
,
,
2
,
−
+
Φ
+
Φ
∂
∂
∂
∂ Boundary and initial conditions for these equations could be written as Boundary and initial conditions for these equations could be written as (
)
0
,
,
,
0
=
∂
Φ
∂
=
x
x
t
z
y
x
ρ
,
(
)
0
,
,
,
=
∂
Φ
∂
= x
L
x
x
t
z
y
x
ρ
,
(
)
0
,
,
,
0
=
∂
Φ
∂
=
y
y
t
z
y
x
ρ
,
(
)
0
,
,
,
=
∂
Φ
∂
= y
L
y
y
t
z
y
x
ρ
,
(
)
0
,
,
,
0
=
∂
Φ
∂
=
z
z
t
z
y
x
ρ
,
(
)
0
,
,
,
=
∂
Φ
∂
= z
L
z
z
t
z
y
x
ρ
, (7)
ΦI (x,y,z,0)=fΦI (x,y,z), ΦV (x,y,z,0)=fΦV (x,y,z). 2. METHOD OF SOLUTION (
)
0
,
,
,
0
=
∂
∂
=
z
z
t
z
y
x
ρ
,
(
)
0
,
,
,
=
∂
∂
=
z
L
z
z
t
z
y
x
ρ
, ρ (x,y,z,0)=fρ (x,y,z). (5) (
)
0
,
,
,
0
=
∂
∂
=
z
z
t
z
y
x
ρ
,
(
)
0
,
,
,
=
∂
∂
=
z
L
z
z
t
z
y
x
ρ
, ρ (x,y,z,0)=fρ (x,y,z). (5) (5) Here ρ =I,V; function I (x,y,z,t) describe distribution of concentration of radiation interstitials in
space and time; function Dρ(x,y,z,T) describe distribution of diffusion coefficients of radiation
interstitials and vacancies on coordinate and temperature; squared terms on concentration of
defects (i.e. V2(x,y,z,t) and I2(x,y,z,t)) describe dependences of parameter of generation of
divacancies and diinterstitials on coordinate and temperature, respectively; function kI,V(x,y,z,T)
describe distribution of the parameter of recombination of point radiation defects on coordinate
and temperature; function kρ,ρ(x,y,z,T) describe distribution of the parameters of generation of
simplest complexes of point radiation defects on coordinate and temperature. We calculate dependences of concentrations of divacancies ΦV (x,y,z,t) and diinterstitials ΦI
(x,y,z,t) on coordinate and temperature by solving the following system of equations [11,12] 4 4 Advanced Nanoscience and Technology: An International Journal (ANTJ), Vol. 2. METHOD OF SOLUTION (
)
0
,
,
,
0
=
∂
Φ
∂
=
x
x
t
z
y
x
ρ
,
(
)
0
,
,
,
=
∂
Φ
∂
= x
L
x
x
t
z
y
x
ρ
,
(
)
0
,
,
,
0
=
∂
Φ
∂
=
y
y
t
z
y
x
ρ
,
(
)
0
,
,
,
=
∂
Φ
∂
= y
L
y
y
t
z
y
x
ρ
,
(
)
0
,
,
,
0
=
∂
Φ
∂
=
z
z
t
z
y
x
ρ
,
(
)
0
,
,
,
=
∂
Φ
∂
= z
L
z
z
t
z
y
x
ρ
, (7)
ΦI (x,y,z,0)=fΦI (x,y,z), ΦV (x,y,z,0)=fΦV (x,y,z). (7) ΦI (x,y,z,0)=fΦI (x,y,z), ΦV (x,y,z,0)=fΦV (x,y,z). Functions DΦρ(x,y,z,T) describe dependences diffusion coefficients of complexes of radiation
defects on coordinate and temperature; functions kρ(x,y,z,T) describe dependences of parameters
of decay of complexes of radiation defects on coordinate and temperature. Functions DΦρ(x,y,z,T) describe dependences diffusion coefficients of complexes of radiation
defects on coordinate and temperature; functions kρ(x,y,z,T) describe dependences of parameters
of decay of complexes of radiation defects on coordinate and temperature. We calculate distributions of concentrations of dopant and radiation defects in space and time by
using method of averaging of function corrections [13] with decreased quantity of iteration steps
[14]. First of all we used solutions of linear Eqs. (1), (4) and (6) and with averaged values of
diffusion coefficients D0L, D0I, D0V, D0ΦI, D0ΦV as initial-order approximations of the considered
concentrations. 2. METHOD OF SOLUTION (
)
( ) ( ) ( )
( )
∑
+
=
Φ
∞
=
Φ
Φ
Φ
1
0
1
2
,
,
,
n
n
n
n
n
n
z
y
x
z
y
x
I
t
e
z
c
y
c
x
c
F
L
L
L
L
L
L
F
t
z
y
x
I
I
I
, (
)
( ) ( ) ( )
( )
∑
+
=
Φ
∞
=
Φ
Φ
Φ
1
0
1
2
,
,
,
n
n
n
n
n
n
z
y
x
z
y
x
V
t
e
z
c
y
c
x
c
F
L
L
L
L
L
L
F
t
z
y
x
V
V
V
. Here
( )
+
+
−
=
2
2
2
0
2
2
1
1
1
exp
z
y
x
n
L
L
L
t
D
n
t
e
ρ
ρ
π
, ( )
( )
( )
(
)
∫
∫
∫
=
x
y
z
L
L
L
n
n
n
n
u
d
v
d
w
d
w
v
u
f
v
c
v
c
u
c
F
0
0
0
,
,
ρ
ρ
, cn(χ) = cos (π n χ/Lχ). ( )
( )
( )
(
)
∫
∫
∫
=
x
y
z
L
L
L
n
n
n
n
u
d
v
d
w
d
w
v
u
f
v
c
v
c
u
c
F
0
0
0
,
,
ρ
ρ
, cn(χ) = cos (π n χ/Lχ). Approximations of the considered concentrations with higher orders (second, third, ...) have been
calculated framework standard iterative procedure [13,14]. To use the procedure we shall replace
the functions C(x,y,z,t), I(x,y,z,t), V(x,y,z,t), ΦI(x,y, z,t), ΦV(x,y,z,t) in the right sides of the Eqs. (1), (4) and (6) on the following sums αnρ +ρ n-1(x,y,z,t). 2. METHOD OF SOLUTION (
)
( ) ( ) ( )
( )
∑
+
=
∞
=1
0
1
2
,
,
,
n
nV
n
n
n
nC
z
y
x
z
y
x
C
t
e
z
c
y
c
x
c
F
L
L
L
L
L
L
F
t
z
y
x
V
,
(
)
( ) ( ) ( )
( )
∑
+
=
Φ
∞
=
Φ
Φ
Φ
1
0
1
2
,
,
,
n
n
n
n
n
n
z
y
x
z
y
x
I
t
e
z
c
y
c
x
c
F
L
L
L
L
L
L
F
t
z
y
x
I
I
I
,
(
)
( ) ( ) ( )
( )
∑
+
=
Φ
∞
=
Φ
Φ
Φ
1
0
1
2
,
,
,
n
n
n
n
n
n
z
y
x
z
y
x
V
t
e
z
c
y
c
x
c
F
L
L
L
L
L
L
F
t
z
y
x
V
V
V
. Here
( )
+
+
−
=
2
2
2
0
2
2
1
1
1
exp
z
y
x
n
L
L
L
t
D
n
t
e
ρ
ρ
π
,
( )
( )
( )
(
)
∫
∫
∫
=
x
y
z
L
L
L
n
n
n
n
u
d
v
d
w
d
w
v
u
f
v
c
v
c
u
c
F
0
0
0
,
,
ρ
ρ
, cn(χ) = cos (π n χ/Lχ). (
)
T
z
y
x
Pγ
,
,
, 2. METHOD OF SOLUTION 4, No.2, June 2018 (
)
( ) ( ) ( )
( )
∑
+
=
∞
=1
0
1
2
,
,
,
n
nV
n
n
n
nC
z
y
x
z
y
x
C
t
e
z
c
y
c
x
c
F
L
L
L
L
L
L
F
t
z
y
x
V
, (
)
( ) ( ) ( )
( )
∑
+
=
∞
=1
0
1
2
,
,
,
n
nV
n
n
n
nC
z
y
x
z
y
x
C
t
e
z
c
y
c
x
c
F
L
L
L
L
L
L
F
t
z
y
x
V
,
(
)
( ) ( ) ( )
( )
∑
+
=
Φ
∞
=
Φ
Φ
Φ
1
0
1
2
,
,
,
n
n
n
n
n
n
z
y
x
z
y
x
I
t
e
z
c
y
c
x
c
F
L
L
L
L
L
L
F
t
z
y
x
I
I
I
,
(
)
( ) ( ) ( )
( )
∑
+
=
Φ
∞
Φ
Φ
Φ
0
1
2
,
,
,
n
n
n
n
n
V
t
e
z
c
y
c
x
c
F
L
L
L
L
L
L
F
t
z
y
x
V
V
V
. 2. METHOD OF SOLUTION The solutions could be written as (
)
( ) ( ) ( )
( )
∑
+
=
∞
=1
0
1
2
,
,
,
n
nC
n
n
n
nC
z
y
x
z
y
x
C
t
e
z
c
y
c
x
c
F
L
L
L
L
L
L
F
t
z
y
x
C
,
(
)
( ) ( ) ( )
( )
∑
+
=
∞
=1
0
1
2
,
,
,
n
nI
n
n
n
nI
z
y
x
z
y
x
I
t
e
z
c
y
c
x
c
F
L
L
L
L
L
L
F
t
z
y
x
I
, (
)
( ) ( ) ( )
( )
∑
+
=
∞
=1
0
1
2
,
,
,
n
nC
n
n
n
nC
z
y
x
z
y
x
C
t
e
z
c
y
c
x
c
F
L
L
L
L
L
L
F
t
z
y
x
C
, (
)
( ) ( ) ( )
( )
∑
+
=
∞
=1
0
1
2
,
,
,
n
nI
n
n
n
nI
z
y
x
z
y
x
I
t
e
z
c
y
c
x
c
F
L
L
L
L
L
L
F
t
z
y
x
I
, 5 5 Advanced Nanoscience and Technology: An International Journal (ANTJ), Vol. 2. METHOD OF SOLUTION Equations for concentrations for
considered concentrations for the second-order could be written as (
)
(
)
(
)
(
)
(
)
[
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1
1
2 6 Advanced Nanoscience and Technology: An International Journal (ANTJ), Vol. 2. METHOD OF SOLUTION 4, No.2, June 2018 gy
(
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2
−
×
. y
∂ 2. METHOD OF SOLUTION The second-order approximations of concentrations of dopant and radiation defects could be
obtained in the final form by integration of the left and right sides of Eqs.(8)-(10) The second-order approximations of concentrations of dopant and radiation defects could be
obtained in the final form by integration of the left and right sides of Eqs.(8)-(10) (
)
(
)
(
)
(
)
(
)
[
]
(
)
∫
×
+
+
+
+
=
∗
∗
t
C
T
z
y
x
P
z
y
x
C
V
z
y
x
V
V
z
y
x
V
x
t
z
y
x
C
0
1
2
2
2
2
1
2
,
,
,
,
,
,
1
,
,
,
,
,
,
1
,
,
,
γ
γ
τ
α
ξ
τ
ς
τ
ς
∂
∂ 7 Advanced Nanoscience and Technology: An International Journal (ANTJ), Vol. 2. METHOD OF SOLUTION 4, No.2, June 2018 (
)
(
)
(
)
(
) ×
∫
+
∫
Φ
+
Φ
×
Φ
t
I
I
t
I
I
T
z
y
x
k
d
z
z
y
x
T
z
y
x
D
z
d
y
z
y
x
I
0
,
0
1
1
,
,
,
,
,
,
,
,
,
,
,
,
τ
∂
τ
∂
∂
∂
τ
∂
τ
∂
(
)
(
) (
)
(
)z
y
x
f
d
z
y
x
I
T
z
y
x
k
d
z
y
x
I
I
t
I
,
,
,
,
,
,
,
,
,
,
,
0
2
Φ
+
∫
−
×
τ
τ
τ
τ
(10a) (
)
(
)
(
)
(
) ×
∫
+
∫
Φ
+
Φ
×
Φ
t
I
I
t
I
I
T
z
y
x
k
d
z
z
y
x
T
z
y
x
D
z
d
y
z
y
x
I
0
,
0
1
1
,
,
,
,
,
,
,
,
,
,
,
,
τ
∂
τ
∂
∂
∂
τ
∂
τ
∂
t
z
z
y
0
0
∂
∂
∂
(
)
(
) (
)
(
)z
y
x
f
d
z
y
x
I
T
z
y
x
k
d
z
y
x
I
I
t
I
,
,
,
,
,
,
,
,
,
,
,
0
2
Φ
+
∫
−
×
τ
τ
τ
τ
(10a) (
)
(
) (
)
(
)z
y
x
f
d
z
y
x
I
T
z
y
x
k
d
z
y
x
I
I
t
I
,
,
,
,
,
,
,
,
,
,
,
0
2
Φ
+
∫
−
×
τ
τ
τ
τ
(10a) (
)
(
) (
)
(
)z
y
x
f
d
z
y
x
I
T
z
y
x
k
d
z
y
x
I
I
t
I
,
,
,
,
,
,
,
,
,
,
,
0
2
Φ
+
∫
−
×
τ
τ
τ
τ
(10a) (
)
(
)
(
)
(
)
∫
×
+
∫
Φ
=
Φ
Φ
Φ
t
t
V
V
T
z
y
x
D
y
d
x
z
y
x
T
z
y
x
D
x
t
z
y
x
V
V
0
0
1
2
,
,
,
,
,
,
,
,
,
,
,
,
∂
∂
τ
∂
τ
∂
∂
∂
(
)
(
)
(
)
(
) ×
∫
+
∫
Φ
+
Φ
×
Φ
t
V
V
t
V
I
T
z
y
x
k
d
z
z
y
x
T
z
y
x
D
z
d
y
z
y
x
V
0
,
0
1
1
,
,
,
,
,
,
,
,
,
,
,
,
τ
∂
τ
∂
∂
∂
τ
∂
τ
∂
(
)
(
) (
)
(
)z
y
x
f
d
z
y
x
V
T
z
y
x
k
d
z
y
x
V
V
t
V
,
,
,
,
,
,
,
,
,
,
,
0
2
Φ
+
∫
−
×
τ
τ
τ
τ (
)
(
)
(
)
(
)
∫
×
+
∫
Φ
=
Φ
Φ
Φ
t
t
V
V
T
z
y
x
D
y
d
x
z
y
x
T
z
y
x
D
x
t
z
y
x
V
V
0
0
1
2
,
,
,
,
,
,
,
,
,
,
,
,
∂
∂
τ
∂
τ
∂
∂
∂ (
)
(
)
(
)
(
) ×
∫
+
∫
Φ
+
Φ
t
V
V
t
V
T
z
y
x
k
d
z
z
y
x
T
z
y
x
D
z
d
y
z
y
x
V
0
,
0
1
,
,
,
,
,
,
,
,
,
,
,
,
τ
∂
τ
∂
∂
∂
τ
∂
τ (
)
(
)
(
)
(
) ×
∫
+
∫
Φ
+
Φ
×
Φ
t
V
V
t
V
I
T
z
y
x
k
d
z
z
y
x
T
z
y
x
D
z
d
y
z
y
x
V
0
,
0
1
1
,
,
,
,
,
,
,
,
,
,
,
,
τ
∂
τ
∂
∂
∂
τ
∂
τ
∂
(
)
(
) (
)
(
)
f
d
V
T
k
d
V
t
2
∫ We calculate average values of the second-orders approximations of concentrations of dopant and
radiation defects by using the following standard relations [13,14] We calculate average values of the second-orders approximations of concentrations of dopant and
radiation defects by using the following standard relations [13,14] (
)
(
)
[
]
∫∫∫∫
−
Θ
=
Θ
0 0 0 0
1
2
2
,
,
,
,
,
,
1
x
y
z
L L L
z
y
x
t
d
x
d
y
d
z
d
t
z
y
x
t
z
y
x
L
L
L
ρ
ρ
α ρ
. 2. METHOD OF SOLUTION 4, No.2, June 2018 gy
(
)
(
)
(
)
(
)
(
)
∫
×
+
+
+
×
∗
∗
t
L
V
z
y
x
V
V
z
y
x
V
y
d
x
z
y
x
C
T
z
y
x
D
0
2
2
2
1
1
,
,
,
,
,
,
1
,
,
,
,
,
,
τ
ς
τ
ς
∂
∂
τ
∂
τ
∂
(
)
(
)
[
]
(
)
(
)
(
)
∫
×
+
+
+
×
t
L
C
L
T
z
y
x
D
z
d
y
z
y
x
C
T
z
y
x
P
z
y
x
C
T
z
y
x
D
0
1
1
2
,
,
,
,
,
,
,
,
,
,
,
,
1
,
,
,
∂
∂
τ
∂
τ
∂
τ
α
ξ
γ
γ
(
)
(
)
( )
(
)
[
]
(
)
(
)
+
+
+
+
+
×
∗
∗
τ
∂
τ
∂
τ
α
ξ
τ
ς
τ
ς
γ
γ
d
z
z
y
x
C
T
z
y
x
P
z
y
x
C
V
z
y
x
V
V
z
y
x
V
C
,
,
,
,
,
,
,
,
,
1
,
,
,
,
,
,
1
1
1
2
2
2
2
1
(
)z
y
x
fC
,
,
+
(8a)
(
)
(
)
(
)
(
)
∫
×
+
∫
=
t
I
t
I
T
z
y
x
D
y
d
x
z
y
x
I
T
z
y
x
D
x
t
z
y
x
I
0
0
1
2
,
,
,
,
,
,
,
,
,
,
,
,
∂
∂
τ
∂
τ
∂
∂
∂
(
)
(
)
(
)
(
) ×
∫
−
∫
+
×
t
I
I
t
I
T
z
y
x
k
d
z
z
y
x
I
T
z
y
x
D
z
d
y
z
y
x
I
0
,
0
1
1
,
,
,
,
,
,
,
,
,
,
,
,
τ
∂
τ
∂
∂
∂
τ
∂
τ
∂
(
)
[
]
(
)
(
)
(
)
[
] ×
∫
+
−
+
+
×
t
I
V
I
I
I
z
y
x
I
T
z
y
x
k
z
y
x
f
d
z
y
x
I
0
1
2
,
2
1
2
,
,
,
,
,
,
,
,
,
,
,
τ
α
τ
τ
α (
)
(
)
(
)
(
)
(
)
∫
×
+
+
+
×
∗
∗
t
L
V
z
y
x
V
V
z
y
x
V
y
d
x
z
y
x
C
T
z
y
x
D
0
2
2
2
1
1
,
,
,
,
,
,
1
,
,
,
,
,
,
τ
ς
τ
ς
∂
∂
τ
∂
τ
∂
(
)
(
)
[
]
(
)
(
)
(
)
∫
×
+
+
+
×
t
L
C
L
T
z
y
x
D
z
d
y
z
y
x
C
T
z
y
x
P
z
y
x
C
T
z
y
x
D
0
1
1
2
,
,
,
,
,
,
,
,
,
,
,
,
1
,
,
,
∂
∂
τ
∂
τ
∂
τ
α
ξ
γ
γ
(
)
(
)
( )
(
)
[
]
(
)
(
)
+
+
+
+
+
×
∗
∗
τ
∂
τ
∂
τ
α
ξ
τ
ς
τ
ς
γ
γ
d
z
z
y
x
C
T
z
y
x
P
z
y
x
C
V
z
y
x
V
V
z
y
x
V
C
,
,
,
,
,
,
,
,
,
1
,
,
,
,
,
,
1
1
1
2
2
2
2
1 (
)z
y
x
fC
,
,
+
(8a) (8a) (
)
(
)
(
)
(
)
∫
×
+
∫
=
t
I
t
I
T
z
y
x
D
y
d
x
z
y
x
I
T
z
y
x
D
x
t
z
y
x
I
0
0
1
2
,
,
,
,
,
,
,
,
,
,
,
,
∂
∂
τ
∂
τ
∂
∂
∂
(
)
(
)
(
)
(
) ×
∫
−
∫
+
×
t
I
I
t
I
T
z
y
x
k
d
z
z
y
x
I
T
z
y
x
D
z
d
y
z
y
x
I
0
,
0
1
1
,
,
,
,
,
,
,
,
,
,
,
,
τ
∂
τ
∂
∂
∂
τ
∂
τ
∂ )
(
)
(
)
(
)
∫
×
+
∫
=
t
I
t
I
T
z
y
x
D
y
d
x
z
y
x
I
T
z
y
x
D
x
t
z
y
x
0
0
1
,
,
,
,
,
,
,
,
,
,
,
,
∂
∂
τ
∂
τ
∂
∂
∂ (
)
(
)
(
)
(
) ×
∫
−
∫
+
×
t
I
I
t
I
T
z
y
x
k
d
z
z
y
x
I
T
z
y
x
D
z
d
y
z
y
x
I
0
,
0
1
1
,
,
,
,
,
,
,
,
,
,
,
,
τ
∂
τ
∂
∂
∂
τ
∂
τ
∂ (
)
[
]
(
)
(
)
(
)
[
] ×
∫
+
−
+
+
×
t
I
V
I
I
I
z
y
x
I
T
z
y
x
k
z
y
x
f
d
z
y
x
I
0
1
2
,
2
1
2
,
,
,
,
,
,
,
,
,
,
,
τ
α
τ
τ
α (
)
[
]
(
)
(
)
(
)
[
] ×
∫
+
−
+
+
×
t
I
V
I
I
I
z
y
x
I
T
z
y
x
k
z
y
x
f
d
z
y
x
I
0
1
2
,
2
1
2
,
,
,
,
,
,
,
,
,
,
,
τ
α
τ
τ
α
(
)
[
] τ
τ
α
d
z
y
x
V
+
×
(9a) (
)
[
]
(
)
(
)
(
)
[
] ×
∫
+
+
+
×
I
V
I
I
I
z
y
x
I
T
z
y
x
k
z
y
x
f
d
z
y
x
I
0
1
2
,
1
2
,
,
,
,
,
,
,
,
,
,
,
τ
α
τ
τ
α
(
)
[
] τ
τ
α
d
z
y
x
V
V
,
,
,
1
2 +
×
(9a) (
)
[
] τ
τ
α
d
z
y
x
V
V
,
,
,
1
2 +
×
(9a) (
)] τ
τ
d
z
y
x
V
,
,
,
1
+
(9a) (
)
(
)
(
)
(
)
∫
×
+
∫
=
t
V
t
V
T
z
y
x
D
y
d
x
z
y
x
V
T
z
y
x
D
x
t
z
y
x
V
0
0
1
2
,
,
,
,
,
,
,
,
,
,
,
,
∂
∂
τ
∂
τ
∂
∂
∂
(
)
(
)
(
)
(
) ×
∫
−
∫
+
×
t
V
V
t
V
T
z
y
x
k
d
z
z
y
x
V
T
z
y
x
D
z
d
y
z
y
x
V
0
,
0
1
1
,
,
,
,
,
,
,
,
,
,
,
,
τ
∂
τ
∂
∂
∂
τ
∂
τ
∂
(
)
[
]
(
)
(
)
(
)
[
] ×
∫
+
−
+
+
×
t
I
V
I
V
I
z
y
x
I
T
z
y
x
k
z
y
x
f
d
z
y
x
V
0
1
2
,
2
1
2
,
,
,
,
,
,
,
,
,
,
,
τ
α
τ
τ
α
(
)
[
] τ
τ
α
d
z
y
x
V
V
,
,
,
1
2 +
× (
)
(
)
(
)
(
)
∫
×
+
∫
=
t
V
t
V
T
z
y
x
D
y
d
x
z
y
x
V
T
z
y
x
D
x
t
z
y
x
V
0
0
1
2
,
,
,
,
,
,
,
,
,
,
,
,
∂
∂
τ
∂
τ
∂
∂
∂
(
)
(
)
(
)
(
) ×
∫
−
∫
+
×
t
V
V
t
V
T
z
y
x
k
d
z
z
y
x
V
T
z
y
x
D
z
d
y
z
y
x
V
0
,
0
1
1
,
,
,
,
,
,
,
,
,
,
,
,
τ
∂
τ
∂
∂
∂
τ
∂
τ
∂ (
)
(
)
(
)
(
)
∫
×
+
∫
=
t
V
t
V
T
z
y
x
D
y
d
x
z
y
x
V
T
z
y
x
D
x
t
z
y
x
V
0
0
1
2
,
,
,
,
,
,
,
,
,
,
,
,
∂
∂
τ
∂
τ
∂
∂
∂
(
)
(
)
(
)
(
)
∫
∫
t
t
T
k
d
z
y
x
V
T
D
d
z
y
x
V
1
1
,
,
,
,
,
,
τ
∂
∂
τ
∂
y
(
)
(
)
(
)
(
) ×
∫
−
∫
+
×
t
V
V
t
V
T
z
y
x
k
d
z
z
y
x
V
T
z
y
x
D
z
d
y
z
y
x
V
0
,
0
1
1
,
,
,
,
,
,
,
,
,
,
,
,
τ
∂
τ
∂
∂
∂
τ
∂
τ
∂ (
)
[
]
(
)
(
)
(
)
[
] ×
∫
+
−
+
+
×
t
I
V
I
V
I
z
y
x
I
T
z
y
x
k
z
y
x
f
d
z
y
x
V
0
1
2
,
2
1
2
,
,
,
,
,
,
,
,
,
,
,
τ
α
τ
τ
α
(
)
[
] τ
τ
α
d
z
y
x
V
V
,
,
,
1
2 +
× (
)
[
]
(
)
(
)
(
)
[
] ×
∫
+
−
+
+
×
t
I
V
I
V
I
z
y
x
I
T
z
y
x
k
z
y
x
f
d
z
y
x
V
0
1
2
,
2
1
2
,
,
,
,
,
,
,
,
,
,
,
τ
α
τ
τ
α
(
)
[
] τ
τ
α
d
z
y
x
V
V
,
,
,
1
2 +
× (
)
(
)
(
)
(
)
∫
×
+
∫
Φ
=
Φ
Φ
Φ
t
t
I
I
T
z
y
x
D
y
d
x
z
y
x
T
z
y
x
D
x
t
z
y
x
I
I
0
0
1
2
,
,
,
,
,
,
,
,
,
,
,
,
∂
∂
τ
∂
τ
∂
∂
∂ (
)
(
)
(
)
(
)
∫
×
+
∫
Φ
=
Φ
Φ
Φ
t
t
I
I
T
z
y
x
D
y
d
x
z
y
x
T
z
y
x
D
x
t
z
y
x
I
I
0
0
1
2
,
,
,
,
,
,
,
,
,
,
,
,
∂
∂
τ
∂
τ
∂
∂
∂ 8 8 Advanced Nanoscience and Technology: An International Journal (ANTJ), Vol. y
∂ 2. METHOD OF SOLUTION (11) (11) Using the relation (11) with account relations (8a)-(10a) leads to the following average values
α 2ρ (
)
∫∫∫
=
x
y
z
L L L
C
z
y
x
С
x
d
y
d
z
d
z
y
x
f
L
L
L
0 0 0
2
,
,
1
α
,
(12) (12) (
)
[
{
−
+
−
−
+
+
+
=
11
20
10
2
00
2
00
2
10
01
00
2
4
1
2
1
IV
II
IV
V
II
IV
V
II
IV
II
I
A
A
A
A
A
A
A
A
α
α
α
(
)
00
00
2
10
01
2
1
0
0
0
2
1
,
,
1
II
IV
V
II
IV
L L
L
I
z
y
x
A
A
A
A
x
d
y
d
z
d
z
y
x
f
L
L
L
x
y
z
α
+
+
+
−
∫∫∫
−
(13a)
(
)
4
3
1
3
4
2
3
4
2
4
4
4
2
1
B
A
B
A
B
y
B
y
B
A
B
B
V
+
−
−
+
−
+
=
α
. (13b) (
)
[
{
−
+
−
−
+
+
+
=
11
20
10
2
00
2
00
2
10
01
00
2
4
1
2
1
IV
II
IV
V
II
IV
V
II
IV
II
I
A
A
A
A
A
A
A
A
α
α
α (
)
[
{
−
+
−
−
+
+
+
=
11
20
10
2
00
2
00
2
10
01
00
2
4
1
2
1
IV
II
IV
V
II
IV
V
II
IV
II
I
A
A
A
A
A
A
A
A
α
α
α
2
1
1
1
L L
L
A
A
A
x
y
z
α
+
+
+
(13b) 9 Advanced Nanoscience and Technology: An International Journal (ANTJ), Vol. 4, No.2, June 2018 Advanced Nanoscience and Technology: An International Journal (ANTJ), Vol. 2. METHOD OF SOLUTION 4, No.2, June 2018 (
)
(
)
(
)
+
−
−
+
+
+
∫∫∫
−
11
20
00
10
01
01
0 0 0
00
2
1
,
,
2
2
IV
VV
II
II
IV
IV
L L L
I
z
y
x
II
A
A
A
A
A
A
x
d
y
d
z
d
z
y
x
f
L
L
L
A
x
y
z (
)
(
)
(
)
+
−
−
+
+
+
∫∫∫
−
11
20
00
10
01
01
0 0 0
00
2
1
,
,
2
2
IV
VV
II
II
IV
IV
L L L
I
z
y
x
II
A
A
A
A
A
A
x
d
y
d
z
d
z
y
x
f
L
L
L
A
x
y
z (
)]
(
)
(
)
[
]
00
01
00
10
10
10
01
00
10
01
01
2
1
2
1
2
1
IV
IV
II
VV
IV
II
IV
IV
II
IV
IV
A
A
A
A
A
A
A
A
A
A
A
+
+
+
−
+
+
+
+
+
, (
)
(
+
+
+
−
∫∫∫
+
=
10
01
2
01
11
0 0 0
20
2
01
00
0
,
,
1
4
II
IV
IV
IV
L L L
I
z
y
x
II
IV
II
A
A
A
A
x
d
y
d
z
d
z
y
x
f
L
L
L
A
A
A
B
x y
z )
(
)
(
)
(
)
+
−
−
+
+
+
∫∫∫
−
+
11
20
00
10
01
01
0 0 0
00
2
2
1
,
,
2
1
IV
VV
II
II
IV
IV
L L L
V
z
y
x
II
A
A
A
A
A
A
x
d
y
d
z
d
z
y
x
f
L
L
L
A
x y
z
(
)]
2
10
01
01 1
II
IV
IV
A
A
A
+
+
+
,
6
2
3
3
2
3
3
2
B
q
p
q
q
p
q
y
+
+
+
−
−
+
=
,
(
)×
−
=
0
3
1
8
2
B
B
B
q )
(
)
(
)
(
)
+
−
−
+
+
+
∫∫∫
−
+
11
20
00
10
01
01
0 0 0
00
2
2
1
,
,
2
1
IV
VV
II
II
IV
IV
L L L
V
z
y
x
II
A
A
A
A
A
A
x
d
y
d
z
d
z
y
x
f
L
L
L
A
x y
z )
(
)
(
)
(
)
+
−
−
+
+
+
∫∫∫
−
+
11
20
00
10
01
01
0 0 0
00
2
2
1
,
,
2
1
IV
VV
II
II
IV
IV
L L L
V
z
y
x
II
A
A
A
A
A
A
x
d
y
d
z
d
z
y
x
f
L
L
L
A
x y
z (
)]
2
10
01
01 1
II
IV
IV
A
A
A
+
+
+
,
6
2
3
3
2
3
3
2
B
q
p
q
q
p
q
y
+
+
+
−
−
+
=
,
(
)×
−
=
0
3
1
8
2
B
B
B
q (
)]
2
10
01
01 1
II
IV
IV
A
A
A
+
+
+
,
6
2
3
3
2
3
3
2
B
q
p
q
q
p
q
y
+
+
+
−
−
+
=
, (
)
8
4
216
48
2
1
2
3
2
0
3
2
2
B
B
B
B
B
B
−
−
+
+
×
,
(
)
[
] 72
2
8
2
3
2
2
0
3
1
B
B
B
B
p
−
−
=
,
2
2
3
4
8
B
B
y
A
−
+
=
, (
)
8
4
216
48
2
1
2
3
2
0
3
2
2
B
B
B
B
B
B
−
−
+
+
×
,
(
)
[
] 72
2
8
2
3
2
2
0
3
1
B
B
B
B
p
−
−
=
, (
)
(
) (
)
+
∫
∫∫∫
−
Θ
Θ
−
=
Θ
Φ
0
0
0
0
20
2
,
,
,
,
,
,
1
x
y
z
I
L L
L
I
z
y
x
II
t
d
x
d
y
d
z
d
t
z
y
x
I
T
z
y
x
k
t
L
L
L
A
α (
)
(
) (
)
+
∫
∫∫∫
−
Θ
Θ
−
=
Θ
Φ
0
0
0
0
20
2
,
,
,
,
,
,
1
x
y
z
I
L L
L
I
z
y
x
II
t
d
x
d
y
d
z
d
t
z
y
x
I
T
z
y
x
k
t
L
L
L
A
α (
)
(
) (
)
+
∫
∫∫∫
−
Θ
Θ
−
=
Θ
Φ
0
0
0
0
20
2
,
,
,
,
,
,
1
x
y
z
I
L L
L
I
z
y
x
II
t
d
x
d
y
d
z
d
t
z
y
x
I
T
z
y
x
k
t
L
L
L
A
α (
)
∫∫∫
+
Φ
x
y
z
L L
L
I
z
y
x
x
d
y
d
z
d
z
y
x
f
L
L
L
0
0
0
,
,
1
(14)
(
)
(
) (
)
+
∫
∫∫∫
−
Θ
Θ
−
=
Θ
Φ
0
0
0
0
20
2
,
,
,
,
,
,
1
x
y
z
V
L L
L
V
z
y
x
VV
t
d
x
d
y
d
z
d
t
z
y
x
V
T
z
y
x
k
t
L
L
L
A
α (
)
∫∫∫
+
Φ
x
y
z
L L
L
I
z
y
x
x
d
y
d
z
d
z
y
x
f
L
L
L
0
0
0
,
,
1
(14) (
)
∫∫∫
+
Φ
x
y
z
L L
L
I
z
y
x
x
d
y
d
z
d
z
y
x
f
L
L
L
0
0
0
,
,
1
(14) (
)
∫∫∫
+
Φ
x
y
z
L L
L
I
z
y
x
x
d
y
d
z
d
z
y
x
f
L
L
L
0
0
0
,
,
1
(14) (
)
(
) (
)
+
∫
∫∫∫
−
Θ
Θ
−
=
Θ
Φ
0
0
0
0
20
2
,
,
,
,
,
,
1
x
y
z
V
L L
L
V
z
y
x
VV
t
d
x
d
y
d
z
d
t
z
y
x
V
T
z
y
x
k
t
L
L
L
A
α
(
)
∫∫∫
+
Φ
x
y
z
L L
L
V
z
y
x
x
d
y
d
z
d
z
y
x
f
L
L
L
0
0
0
,
,
1
. 2. METHOD OF SOLUTION 4, No.2, June 2018 Advanced Nanoscience and Technology: An International Journal (ANTJ), Vol. 4, No.2, June 2018 Advanced Nanoscience and Technology: An International Journal (ANTJ), Vol. 2. METHOD OF SOLUTION 4, No.2, June 2018
Here Here (
)
(
) (
)
(
)
∫
∫∫∫
−
Θ
Θ
=
Θ
0
0 0 0
1
1
,
,
,
,
,
,
,
,
,
,
1
x
y
z
L L L
j
i
b
a
z
y
x
abij
t
d
x
d
y
d
z
d
t
z
y
x
V
t
z
y
x
I
T
z
y
x
k
t
L
L
L
A
,
(
)
2
00
00
2
00
2
00
2
00
4
2
VV
II
IV
IV
IV
A
A
A
A
A
B
−
−
=
,
−
+
+
=
2
00
10
00
3
00
01
2
00
00
3
IV
II
IV
IV
IV
IV
IV
A
A
A
A
A
A
A
B (
)
(
) (
)
(
)
∫
∫∫∫
−
Θ
Θ
=
Θ
0
0 0 0
1
1
,
,
,
,
,
,
,
,
,
,
1
x
y
z
L L L
j
i
b
a
z
y
x
abij
t
d
x
d
y
d
z
d
t
z
y
x
V
t
z
y
x
I
T
z
y
x
k
t
L
L
L
A
, (
)
(
) (
)
(
)
∫
∫∫∫
−
Θ
Θ
=
Θ
0
0 0 0
1
1
,
,
,
,
,
,
,
,
,
,
1
x
y
z
L L L
j
i
b
a
z
y
x
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t
d
x
d
y
d
z
d
t
z
y
x
V
t
z
y
x
I
T
z
y
x
k
t
L
L
L
A
,
(
)
2
00
00
2
00
2
00
2
00
4
2
VV
II
IV
IV
IV
A
A
A
A
A
B
−
−
=
, (
)
2
00
00
2
00
2
00
2
00
4
2
VV
II
IV
IV
IV
A
A
A
A
A
B
−
−
=
, −
+
+
=
2
00
10
00
3
00
01
2
00
00
3
IV
II
IV
IV
IV
IV
IV
A
A
A
A
A
A
A
B (
)
(
)
(
)
[
]−
+
+
−
+
+
+
−
−
1
2
1
2
2
4
10
10
00
10
01
00
00
01
00
00
2
00
VV
IV
II
II
IV
IV
IV
IV
VV
II
IV
A
A
A
A
A
A
A
A
A
A
A
2
00
01
00
2
00
00
10
2
4
IV
IV
IV
IV
II
IV
A
A
A
A
A
A
+
−
, (
)
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)
(
)
[
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+
+
−
+
+
+
−
−
1
2
1
2
2
4
10
10
00
10
01
00
00
01
00
00
2
00
VV
IV
II
II
IV
IV
IV
IV
VV
II
IV
A
A
A
A
A
A
A
A
A
A
A
2
00
01
00
2
00
00
10
2
4
IV
IV
IV
IV
II
IV
A
A
A
A
A
A
+
−
, (
)
{
×
+
+
+
+
=
00
2
01
2
00
2
10
01
2
00
2
1
IV
IV
IV
II
IV
IV
A
A
A
A
A
A
B (
)
{
×
+
+
+
+
=
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2
01
2
00
2
10
01
2
00
2
1
IV
IV
IV
II
IV
IV
A
A
A
A
A
A
B
(
)
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−
−
−
+
+
×
z
y
x
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II
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IV
IV
IV
IV
IV
L
L
L
A
A
A
A
A
A
A
A
A
A
A
1
4
4
2
20
11
00
00
10
10
00
01
00
00
00
(
)
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)
(
[{
+
+
−
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1
2
1
2
2
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10
00
10
01
00
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01
0
0
0
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IV
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L
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A
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x
d
y
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z
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z
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x
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y
z (
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+
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2
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2
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00
01
0
0
0
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II
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IV
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L
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A
A
A
A
A
A
A
x
d
y
d
z
d
z
y
x
f
x
y
z )]
(
)
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L 10 Advanced Nanoscience and Technology: An International Journal (ANTJ), Vol. 2
2
3
4
8
B
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y
A
−
+
=
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)
(
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+
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. 11 Advanced Nanoscience and Technology: An International Journal (ANTJ), Vol. 4, No.2, June 2018 Now one can obtain equation for parameter α2C. Form of the equation depends on of parameter γ. Analysis of distributions of concentrations of dopant and radiation defects in space and time has
been done by using the second-order approximations by using of modified method of averaging
of function corrections (with decreased quantity of iterative steps) of these concentrations. The
considered approximation is usually enough good approximation to analyze qualitatively the
considered concentration and obtain some quantitative results. 2. METHOD OF SOLUTION The analytical calculation results
have been checked comparison of the analytical results with results of numerical simulation. 3. DISCUSSION Main aim of the section is analysis of distribution of concentration of dopant in space and time in
the considered heterostructure during annealing. Figs. 2 shows distributions of concentrations of
dopants in space, which where infused or implanted in the considered epitaxial layer (see Fig. 2a
and Fig. 2b, respectively) at the same values of annealing time (the same framework each figure). Larger numbers of curves corresponds to larger difference between dopant diffusion coefficients
in epitaxial layer and substrate. The figures show that inhomogeneity could leads to increasing of
absolute value of gradient of concentration of dopant (i.e. one can obtain increasing sharpness of
the end of doped structure). The increasing leads to decreasing dimensions of the considered
transistors and increasing of homogeneity of concentration of dopant in doped areas. We choose optimal value annealing time as compromise between increasing of homogeneity of
dopant concentration in doped area and increasing of sharpness of the concentration in
neighborhood of interface between substrate and epitaxial layer (see Fig. 3a for diffusion doping
of materials and Fig. 3b for ion doping of materials) [15-20]. Framework the criteria one shall
approximate real distributions of concentration of dopant by ideal step-wise distribution ψ (x,y,z). compromise value of annealing time by minimization of the following mean-squared error. Fig.2a. Distributions of infused dopant concentration in the considered heterostructure. Larger numbers of
curves corresponds to larger difference between dopant diffusion coefficients in epitaxial layer and
substrate Fig.2a. Distributions of infused dopant concentration in the considered heterostructure. Larger numbers of
curves corresponds to larger difference between dopant diffusion coefficients in epitaxial layer and
substrate 12 Advanced Nanoscience and Technology: An International Journal (ANTJ), Vol. 4, No.2, June 2018 Advanced Nanoscience and Technology: An International Journal (ANTJ), Vol. 4, No.2, June 2018 Fig.2b. Distributions of implanted dopant concentration in the considered heterostructure. Larger numbers
of curves corresponds to larger difference between dopant diffusion coefficients in epitaxial layer and
substrate Fi 2b Di t ib ti
f i
l
t d d
t
t ti
i
th
id
d h t
t
t
L
b Fig.2b. Distributions of implanted dopant concentration in the considered heterostructure. Larger numbers
of curves corresponds to larger difference between dopant diffusion coefficients in epitaxial layer and
substrate Fig. 3a. Dependences of distributions of concentration of infused dopant on coordinate. Curve 1 is
idealized distribution of dopant. 3. DISCUSSION Curves 2-4 are real dependences of concentrations dopant on coordinate
for different values of annealing time. Increasing of number of curve corresponds to increasing of
annealing time Fig. 3a. Dependences of distributions of concentration of infused dopant on coordinate. Curve 1 is
idealized distribution of dopant. Curves 2-4 are real dependences of concentrations dopant on coordinate
for different values of annealing time. Increasing of number of curve corresponds to increasing of
annealing time 13 Advanced Nanoscience and Technology: An International Journal (ANTJ), Vol. 4, No.2, June 2018 Fig.3b. Dependences of distributions of concentration of implanted dopant on coordinate. Curve 1 is
idealized distribution of dopant. Curves 2-4 are real dependences of concentrations dopant on coordinate
for different values of annealing time. Increasing of number of curve corresponds to increasing of
annealing time Fig.3b. Dependences of distributions of concentration of implanted dopant on coordinate. Curve 1 is
idealized distribution of dopant. Curves 2-4 are real dependences of concentrations dopant on coordinate
for different values of annealing time. Increasing of number of curve corresponds to increasing of
annealing time Fig.4a. Dependences of dimensionless optimized annealing time of infused dopant on several parameters. Curve 1 describes dependence of dimensionless optimized annealing time on the value a/L and ξ = γ = 0 for
equal to each other values of dopant diffusion coefficient in all parts of heterostructure. Curve 2 is the
dependence of dimensionless optimal annealing time on value of parameter ε for a/L=1/2 and ξ = γ = 0. Curve 3 is the dependence of dimensionless optimal annealing time on value of parameter ξ for a/L =1/2
and ε = γ = 0. Curve 4 is the dependence of dimensionless optimal annealing time on value of parameter γ
for a/L=1/2 and ε = ξ = 0 Fig.4a. Dependences of dimensionless optimized annealing time of infused dopant on several parameters. Curve 1 describes dependence of dimensionless optimized annealing time on the value a/L and ξ = γ = 0 for
equal to each other values of dopant diffusion coefficient in all parts of heterostructure. Curve 2 is the
dependence of dimensionless optimal annealing time on value of parameter ε for a/L=1/2 and ξ = γ = 0. Curve 3 is the dependence of dimensionless optimal annealing time on value of parameter ξ for a/L =1/2
and ε = γ = 0. 3. DISCUSSION Curve 4 is the dependence of dimensionless optimal annealing time on value of parameter γ
for a/L=1/2 and ε = ξ = 0 14 Advanced Nanoscience and Technology: An International Journal (ANTJ), Vol. 4, No.2, June 2018 (
)
(
)
[
]
∫∫∫
−
Θ
=
x
y z
L L L
z
y
x
x
d
y
d
z
d
z
y
x
z
y
x
C
L
L
L
U
0 0 0
,
,
,
,
,
1
ψ
. (15) (15) (15) Fig.4b. Dependences of dimensionless optimized annealing time of implanted dopant on several
parameters. Curve 1 describes dependence of dimensionless optimized annealing time on the value a/L and
ξ = γ = 0 for equal to each other values of dopant diffusion coefficient in all parts of heterostructure.Curve
2 is the dependence of dimensionless optimal annealing time on value of parameter ε for a/L=1/2 and ξ = γ
= 0. Curve 3 is the dependence of dimensionless optimal annealing time on value of parameter ξ for a/L
=1/2 and ε = γ = 0. Curve 4 is the dependence of dimensionless optimal annealing time on value of
parameter γ for a/L=1/2 and ε = ξ = 0 ependences of dimensionless optimized annealing time of implanted dopant on several
s. Curve 1 describes dependence of dimensionless optimized annealing time on the value a/L and Fig.4b. Dependences of dimensionless optimized annealing time of implanted dopant on several
parameters. Curve 1 describes dependence of dimensionless optimized annealing time on the value a/L and
ξ = γ = 0 for equal to each other values of dopant diffusion coefficient in all parts of heterostructure.Curve
2 is the dependence of dimensionless optimal annealing time on value of parameter ε for a/L=1/2 and ξ = γ
= 0. Curve 3 is the dependence of dimensionless optimal annealing time on value of parameter ξ for a/L
=1/2 and ε = γ = 0. Curve 4 is the dependence of dimensionless optimal annealing time on value of
parameter γ for a/L=1/2 and ε = ξ = 0 We present optimized annealing time on Figs. 4 (Fig. 4a for diffusion type of doping and Fig. 4b
for ion type of doping). It is known, that radiation defects should be annealed after ion
implantation. The annealing leads to spreading of distribution of concentration of dopant. 3. DISCUSSION The
ideal spreading leads to achievement of nearest interfaces between materials of heterostructure. If
dopant has no time for the achievement during the annealing, it is attracted an interest additional
annealing of dopant. The situation leads to smaller value of optimal annealing time of implanted
dopant in comparison with diffusion one. At the same time it should be noted, that ion type of
doping leads to decreasing of mismatch-induced stress in heterostructure [21]. 4. CONCLUSION We consider an approach for increasing density of field-effect heterotransistors in a single-stage
multi-path operational amplifier. At the same time one can obtain decreasing of dimensions of the
above transistors. Dimensions of the elements could be decreased by manufacturing of these
elements in a heterostructure with specific structure. The manufacturing is doing by doping of
required areas of the heterostructure by diffusion or ion implantation with future optimization of
annealing of dopant and/or radiation defects. 15 Advanced Nanoscience and Technology: An International Journal (ANTJ), Vol. 4, No.2, June 2018
REFERENCES Advanced Nanoscience and Technology: An International Journal (ANTJ), Vol. 4, No.2, June 2018
REFERENCES REFERENCES [1]
G. Volovich. Modern Electronics. Issue 2. P. 10-17 (2006). [1]
G. Volovich. Modern Electronics. Issue 2. P. 10-17 (2006). [2]
A. Kerentsev, V. Lanin, Power Electronics. Issue 1. P. 34 (2008). [3]
A.O. Ageev, A.E. Belyaev, N.S. Boltovets, V.N. Ivanov, R.V. Konakova, Ya.Ya. Kudrik, P.M. Litvin, V.V. Milenin, A.V. Sachenko. Semiconductors. Vol. 43 (7). P. 897-903 (2009). [4]
N.I. Volokobinskaya, I.N. Komarov, T.V. Matioukhina, V.I. Rechetniko, A.A. Rush, I.V. Falina, A.S. Yastrebov. Semiconductors. Vol. 35 (8). P. 1013-1017 (2001). [5]
K.K. Ong, K.L. Pey, P.S. Lee, A.T.S. Wee, X.C. Wang, Y.F. Chong, Appl. Phys. Lett. 89 (17),
172111-172114 (2006). [6]
H.T. Wang, L.S. Tan, E. F. Chor. J. Appl. Phys. 98 (9), 094901-094905 (2006). [7] Yu.V. Bykov, A.G. Yeremeev, N.A. Zharova, I.V. Plotnikov, K.I. Rybakov, M.N. Drozdov, Yu.N. Drozdov, V.D. Skupov. Radiophysics and Quantum Electronics. Vol. 43 (3). P. 836-843 (2003). [8]
V.V. Kozlivsky. Modification of semiconductors by proton beams (Nauka, Sant-Peterburg, 2003, in
Russian). [9]
V.L. Vinetskiy, G.A. Kholodar', Radiative physics of semiconductors. ("Naukova Dumka", Kiev,
1979, in Russian). [10] M. Yavari, T. Moosazadeh. Analog. Integr. Circ. Sig. Process. Vol. 79. P. 589-598 (2014). [11] Z.Yu. Gotra. Technology of microelectronic devices (Radio and communication, Moscow, 1991). [12] P.M. Fahey, P.B. Griffin, J.D. Plummer. Rev. Mod. Phys. 1989. V. 61. № 2. P. 289-388. [13] Yu.D. Sokolov. Applied Mechanics. Vol. 1 (1). P. 23-35 (1955). [14] E.L. Pankratov. The European Physical Journal B. 2007. V. 57, №3. P. 251-256. [15] E.L. Pankratov. Russian Microelectronics. 2007. V.36 (1). P. 33-39. [16] E.L. Pankratov. Int. J. Nanoscience. Vol. 7 (4-5). P. 187–197 (2008). [17] E.L. Pankratov. J. Comp. Theor. Nanoscience. Vol. 7 (1). P. 289-295 (2010). [18] E.L. Pankratov, E.A. Bulaeva. J. Comp. Theor. Nanoscience. Vol. 10 (4). P. 888-893 (2013). [19] E.L. Pankratov, E.A. Bulaeva. Int. J. Micro-Nano Scale Transp. Vol. 4 (1). P. 17-31 (2014). [20] E.L. Pankratov, E.A. Bulaeva. Int. J. Nanoscience. Vol. 11 (5). P. 1250028-1250035 (2012). [21] E.L. Pankratov, E.A. Bulaeva. J. Comp. Theor. Nanoscience. Vol. 11 (1). P. 91-101 (2014). 16
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https://europepmc.org/articles/pmc6028423?pdf=render
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English
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Synthetic molecular evolution of hybrid cell penetrating peptides
|
Nature communications
| 2,018
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cc-by
| 13,008
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ARTICLE OPEN ARTICLE ARTICLE Results
b Library construction. To evolve gain-of-function sequences from
the known pTat48–60 (tat) and pAntp43–68 (penetratin) sequences,
we created a peptide library of 8192 tat/penetratin hybrid
sequences of 13–16 residues (Fig. 1). When aligned, the 13-
residue tat sequence and 16-residue penetratin sequence share a
lysine at position 4 and an arginine at position 10. We added a
hydrophobic leucine option at position 10 to increase library
diversity. Lys4 remains common to all sequences. This alignment
creates a library with one cationic and one non-cationic residue
possible at most positions. The three additional C-terminal resi-
dues of penetratin, Trp–Lys–Lys, were randomly present or
absent as a cassette, resulting in 13 variable positions in peptides
of 13 or 16 residues (Fig. 1c). SME is used here to identify CPP sequences capable of effi-
ciently delivering PNA, peptides, and other cargoes to living cells. PNAs are synthetic nucleic acid analogs possessing a peptide
bond
linked
N-(2-aminoethyl)
glycine
backbone
with
the
nucleobase (A/T/C/G) attached via methylene carbonyl bonds19. These molecules are resistant to enzymatic degradation, stably
bind complimentary nucleic acids with high specificity and high
affinity using Watson–Crick base pairing, and are easily con-
jugated to amino acid sequences because they share backbone
chemistry. As antisense gene therapy agents, PNAs can modulate
transcription, translation, splicing, and replication20–27. In this
work, we screened for CPPs capable of nuclear delivery of
PNA705, an 18-residue PNA sequence that sterically blocks an
aberrant splice site in an engineered luciferase transgene con-
taining an intronic insert with a T705G mutation28. Steric
blockage of the aberrant splice site drives the use of a cryptic site
which produces functional luciferase. The splice correcting
PNA705 sequence makes an ideal cargo for this study because
PNAs are not efficiently delivered to cells by classical CPPs. Further, once a delivery peptide is identified, PNA sequences can
likely be changed to target other DNA/RNA sequences without
significantly changing the physicochemical properties of the cargo
or the efficiency with which it is delivered by a PNA delivery
peptide (PDEP). g
We used a split and recombine, one-bead one-sequence solid
phase peptide synthesis strategy33 to synthesize the CPP–PNA
library on TentaGel Megabeads. C-terminal photo-labile linkers
were coupled to each synthesis bead, followed by the 18-residue
PNA705 sequence, followed by an AEAA PNA spacer, and then
the N-terminal library member (Fig. 1a). High-pressure liquid
chromatography (HPLC) and mass spectrometry on multiple
individual beads showed that the synthesis was successful. Synthetic molecular evolution of hybrid cell
penetrating peptides W. Berkeley Kauffman1, Shantanu Guha1 & William C. Wimley1 Peptides and analogs such as peptide nucleic acids (PNA) are promising tools and
therapeutics, but the cell membrane remains a barrier to intracellular targets. Conjugation to
classical cell penetrating peptides (CPPs) such as pTat48–60 (tat) and pAntp43–68 (penetratin)
facilitates delivery; however, efficiencies are low. Lack of explicit design principles hinders
rational improvement. Here, we use synthetic molecular evolution (SME) to identify gain-
of-function CPPs with dramatically improved ability to deliver cargoes to cells at low
concentration. A CPP library containing 8192 tat/penetratin hybrid peptides coupled to
an 18-residue PNA is screened using the HeLa pTRE-LucIVS2 splice correction reporter
system. The daughter CPPs identified are one to two orders of magnitude more efficient
than the parent sequences at delivery of PNA, and also deliver a dye cargo and an anionic
peptide cargo. The significant increase in performance following a single iteration of SME
demonstrates the power of this approach to peptide sequence optimization. 1 Department of Biochemistry and Molecular Biology, Tulane University School of Medicine, 1430 Tulane Avenue, New Orleans, LA 70112, USA. Correspondence and requests for materials should be addressed to W.C.W. (email: wwimley@tulane.edu) NATURE COMMUNICATIONS | (2018) 9:2568 | DOI: 10.1038/s41467-018-04874-6 | www.nature.com/naturecommunications 1 ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-04874-6 P
e
i
T P
eptides and peptide-like molecules are generating increas-
ing interest as biotech tools and therapeutic agents1, 2. There are currently 60+ FDA-approved peptide drugs
in the market with another 140+ in clinical trials and 500+ in
pre-clinical development. The majority of approved peptides
have extracellular targets because the cell membrane represents
a barrier to intracellular targeting3. Similarly, antisense DNA
analogs, including peptide nucleic acids (PNA) and phosphor-
odiamidate
morpholino
oligomers
(PMOs),
are
generating
growing excitement3–5, but have yet to fully overcome limitations
in the efficiency of delivery to the nuclei of the desired cells. Toward solving the delivery problem inherent to peptide, PNA,
and PMO cargoes, cell penetrating peptides (CPPs) have shown
promise as vehicles capable of transporting such cell-impermeant
cargo to cytosolic or nuclear targets. However, there remains a
need to identify CPPs with higher efficiencies, lower effective
treatment concentrations, decreased cytotoxicity, and alternative
mechanisms of action2, 6–8. mechanistic space. At low concentrations (<10 µM), the cationic
guanidinium-rich tat and its analogs, including nona-arginine
(Arg9), enter cells mostly by endocytosis31. Synthetic molecular evolution of hybrid cell
penetrating peptides At higher con-
centrations, a mostly energy-independent mechanism of entry
dominates as the peptide enters cells directly, perhaps after
accumulation at ceramide-rich nucleation zones on the plasma
membrane8. Penetratin is an amphipathic CPP that is capable
of either direct translocation through the plasma membrane or
translocation via the formation of a transient membrane
structure32. In this work, the hybrid library was screened for PNA delivery
efficiency, and PDEP daughter sequences are identified that
deliver PNA with greatly improved efficiency at low concentra-
tion, and that significantly outperform both parent sequences. PDEPs conjugated to peptides, PNAs, PMOs, or other cargoes
may represent powerful biotechnological tools. They may also
comprise therapeutic delivery strategies that are fast and efficient,
function at low micromolar concentrations in a variety of cell
types, and have low cytotoxicity. More broadly, SME is shown
here again to be a highly efficient approach toward the targeted
optimization of peptide sequences. Despite the need for improved CPPs, rational design is chal-
lenging due to the lack of explicit sequence–structure–function
relationship
rules9. In
this
work,
we
identify
gain-of-
function CPPs with useful properties using synthetic molecular
evolution (SME). SME is an iterative process of designing rational
combinatorial libraries that explore the sequence space around
known templates, and screening such iterative libraries, ortho-
gonally, to find members that display gain-of-function. It enables
the utilization of known information, and the simultaneous testing
of multiple hypotheses by rationally introducing constrained
amino acid variability at specific locations throughout a template
sequence. Previously, we have used SME to identify potent β-sheet
pore-forming
peptides10–12,
enhancers
of
receptor
tyrosine
kinase activation13, spontaneous membrane translocating pep-
tides14,
gain-of-function
and
loss-of-function
pore-forming
peptides15, 16, pH-triggered pore-forming peptides17, and anti-
microbial peptides18. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-04874-6 Basic amino acids are in blue
and polar amino acids are in orange. d Plot of relative luminescent units vs. µg protein from the screen shows the distribution of library members, blank
controls, PDEP-positive sequences, and four less active positive sequences. Peptides were photocleaved from the support resin, dissolved in ddH2O, and
added to cells in serum-free media. After 1 h, the cells were incubated in full media for 24 h before being analyzed by luciferase and BCA assays luciferase for P11-PNA705, P17-PNA705, and P40-PNA705,
while it had little effect on the delivery of P14-PNA705 suggesting
moderate and sequence-specific levels of endosomal entrapment. In addition to comparing PDEPs to the classical CPPs tat,
penetrating and Arg9, we also tested a peptide called Peptide B
which has recently been shown to drive efficient delivery of splice
correcting PMOs in vivo4, 34, 35. PepB is (RXRRBR)2 which
has eight arginines and four linear linkers, X is β-alanine, and B
is 6-amino-hexanoic acid. In our test system, peptide B has
relatively low PNA delivery efficiency; higher than that of tat, but
less than penetratin and Arg9 (Fig. 2a). luciferase for P11-PNA705, P17-PNA705, and P40-PNA705,
while it had little effect on the delivery of P14-PNA705 suggesting
moderate and sequence-specific levels of endosomal entrapment. level in HeLa pLuc705 cells that had been treated with a 2× serial
dilution of CPP-PNA705, starting at 5 µM. This concentration
range is lower than the range at which CPPs are usually tested
in vitro, providing a stringent test of delivery efficiency. PDEP–PNA conjugates are not toxic at this concentration range
(Supplementary Figure 1). Cells were treated for 30 min in serum-
free media at 37 °C, and then allowed to recover for 24 h in
complete media. To assess the relative impact of endosomal
uptake, which results in release to the cytosol, recycling, or
lysosomal degradation, some cells were co-treated with the
endosomal acidification inhibitor chloroquine (CQ) (120 µM),
which promotes release over degradation. After 24 h, cell lysates
were assayed for luciferase by luminescence (Fig. 2a) and for
splice corrected mRNA by quantitative PCR (Fig. 2b). To control
for total cell density, lysates were also analyzed for total protein
by the BCA assay. p
g
g
To quantify splice correction at the mRNA level, we designed
qRT-PCR primers to target the splice junction of the properly
spliced mRNA transcript. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-04874-6 ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-04874-6 Peptide
N-Terminus
C-Terminus
#
Da
ΔG
+/–
1
2
3
4
5
6
7
8
9
10 11 12 13 14 15 16
Tat
G
R
K
K
R
R
Q
R
R
R
P
P
Q
–
–
–
1718
Penetratin
R
Q
I
K
I
W
F
Q
N
R
R
M
K
W
K
K
16
Variable
–
–
–
–
–
–
–
–
–
–
–
–
–
–
–
L
P17
G
R
K
K
R
W
F
R
R
R
R
M
K
W
K
K
16
2303
4.8
+12
P14
–
R
K
K
R
W
F
R
R
R
R
P
K
W
K
K
15
2212
5.4
+12
P11
–
R
I
K
R
R
F
R
R
L
R
P
K
W
K
K
15
2124
5.4
+11
P40
R
R
K
K
I
W
F
R
R
L
R
M
K
–
–
–
13
1873
2.9
+9
Lucife-
-rase
T705G
Cryptic
Lucife-
-rase
Luciferase
PNA705
No treatment
Aberrant splicing
Correct splicing
a
c
+9
13
8.91
2245
4.31
+8
N
AEAA spacer
S
CCTCTTACCTCAGTTACA
C
UV light
PNA705
Photo linker
Megabead
Peptide
13–16 amino acid CPP
N
100,000
10,000
RLU
P40
P17
P14
P11
1000
100
10
1
10
100
μg protein
Library members
Blanks
Positives
False positives
b
d
Fig. 1 Selection of positive PNA delivery peptides (PDEPs). a Strategy for solid phase synthesis of photo-cleavable PDEP–PNA705 sequences onto
TentaGel-S-NH2 megabeads. b Screening system. HeLa pTRE-Luc IVS2-705 cells possess luciferase transgenes with mutant human β-globin IVS2 inserts
that introduce an aberrant splice site at position 705 resulting in non-functional luciferase. Binding of PNA705 to the pre-mRNA in the nucleus blocks this
splice site, enabling utilization of a cryptic splice site that restores functional luciferase production. c Split and combine synthesis outline. Each library bead
contains ~0.5 nmol of one peptide sequence, with randomly determined residues either from the sequence of tat or penetratin. Residues 14–16 were
randomly absent or present. At position 10, a hydrophobic leucine option was available. PDEP-positive sequences are in green. Basic amino acids are in blue
and polar amino acids are in orange. d Plot of relative luminescent units vs. µg protein from the screen shows the distribution of library members, blank
controls, PDEP-positive sequences, and four less active positive sequences. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-04874-6 Peptides were photocleaved from the support resin, dissolved in ddH2O, and
added to cells in serum-free media. After 1 h, the cells were incubated in full media for 24 h before being analyzed by luciferase and BCA assays a
N
AEAA spacer
S
CCTCTTACCTCAGTTACA
C
UV light
PNA705
Photo linker
Megabead
Peptide
13–16 amino acid CPP
N Lucife-
-rase
T705G
Cryptic
Lucife-
-rase
Luciferase
PNA705
No treatment
Aberrant splicing
Correct splicing
b b a 100,000
10,000
RLU
P40
P17
P14
P11
1000
100
10
1
10
100
μg protein
Library members
Blanks
Positives
False positives
d Peptide
N-Terminus
C-Terminus
#
Da
ΔG
+/–
1
2
3
4
5
6
7
8
9
10 11 12 13 14 15 16
Tat
G
R
K
K
R
R
Q
R
R
R
P
P
Q
–
–
–
1718
Penetratin
R
Q
I
K
I
W
F
Q
N
R
R
M
K
W
K
K
16
Variable
–
–
–
–
–
–
–
–
–
–
–
–
–
–
–
L
P17
G
R
K
K
R
W
F
R
R
R
R
M
K
W
K
K
16
2303
4.8
+12
P14
–
R
K
K
R
W
F
R
R
R
R
P
K
W
K
K
15
2212
5.4
+12
P11
–
R
I
K
R
R
F
R
R
L
R
P
K
W
K
K
15
2124
5.4
+11
P40
R
R
K
K
I
W
F
R
R
L
R
M
K
–
–
–
13
1873
2.9
+9
c
+9
13
8.91
2245
4.31
+8 d c Fig. 1 Selection of positive PNA delivery peptides (PDEPs). a Strategy for solid phase synthesis of photo-cleavable PDEP–PNA705 sequences onto
TentaGel-S-NH2 megabeads. b Screening system. HeLa pTRE-Luc IVS2-705 cells possess luciferase transgenes with mutant human β-globin IVS2 inserts
that introduce an aberrant splice site at position 705 resulting in non-functional luciferase. Binding of PNA705 to the pre-mRNA in the nucleus blocks this
splice site, enabling utilization of a cryptic splice site that restores functional luciferase production. c Split and combine synthesis outline. Each library bead
contains ~0.5 nmol of one peptide sequence, with randomly determined residues either from the sequence of tat or penetratin. Residues 14–16 were
randomly absent or present. At position 10, a hydrophobic leucine option was available. PDEP-positive sequences are in green. Results
b After
side-chain deprotection, beads were segregated into 96-well
plates. PDEP–PNA705 constructs were cleaved from the resin
with UV light, extracted into buffer, and incubated with HeLa
pLuc705 cells in serum-free media in 96-well plate format. Cells
were incubated with peptide-PNA solution for 1 h and then in full
media
for
24 h
before
being
analyzed
by
luciferase
and
bicinchoninic acid (BCA) assays. The initial PDEP–PNA705
concentration in each well was about 7.5 μM. After 24 h, cells
were lysed and analyzed for functional luciferase and total
protein. Positive PDEP sequences were defined as those that gave
relative luminescence units (RLU) µg−1 protein values that were
at least three standard deviations above the plate mean (Fig. 1d). Beads from which positive sequences were extracted contained
residual peptide that was sequenced by Edman degradation. Following a preliminary assessment of eight potential positives,
we selected four, called P11, P14, P17, and P40, for subsequent
detailed analysis (Fig. 1d). Two of the best known, classical CPPs are pTat48–60 (tat) and
pAntp43–68 (penetratin). Although they can deliver some cargoes
to cells under some conditions29, 30, their ability to deliver PNA at
low concentration is poor, as we show below. Here, we created a
hybrid library from the aligned sequences of tat and penetratin. While each of the parent sequences is a CPP, their mechanisms of
action differ, enabling the hybrid library to explore a broad PDEP–PNA705 mediated splice correction. To assess the effi-
ciency of nuclear PNA705 delivery and splice correction, we
quantified luciferase production at both the protein and mRNA NATURE COMMUNICATIONS | (2018) 9:2568 | DOI: 10.1038/s41467-018-04874-6 | www.nature.com/naturecommunications 2 NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-04874-6 PDEPs labeled with TAMRA cause diffuse cytosolic staining of
many cells within 15 min of incubations at any temperature
(Fig. 3), suggesting an energy independent mechanism of entry
directly through the plasma membrane. This is consistent with
the fact that similar delivery efficiency was measured at 37 °C,
permissive for endocytosis, and at 4 °C and 21 °C, conditions
under which endocytosis is inhibited. Cytotoxicity assays show no
acute lactate dehydrogenase (LDH) leakage and no reduction
metabolic potential or total protein in 24 h at concentrations ≤40
μM (Supplementary Figure 2). Inclusion of SYTOX Green in flow
cytometry
and
confocal
microscopy
show
that
PDEP-TA
conjugates enter cells without any membrane permeabilization. PDEPs labeled with TAMRA cause diffuse cytosolic staining of
many cells within 15 min of incubations at any temperature
(Fig. 3), suggesting an energy independent mechanism of entry
directly through the plasma membrane. This is consistent with
the fact that similar delivery efficiency was measured at 37 °C,
permissive for endocytosis, and at 4 °C and 21 °C, conditions
under which endocytosis is inhibited. Cytotoxicity assays show no
acute lactate dehydrogenase (LDH) leakage and no reduction
metabolic potential or total protein in 24 h at concentrations ≤40
μM (Supplementary Figure 2). Inclusion of SYTOX Green in flow
cytometry
and
confocal
microscopy
show
that
PDEP-TA
conjugates enter cells without any membrane permeabilization. While there was variability between cell types and incubation
temperatures, daughter PDEPs consistently delivered much more
TAMRA to a larger percentage of cells than either parent
sequence or Arg9. For example, P17 delivered TAMRA to >98%
of all four cell types, while tat and penetratin delivered TAMRA
to less than 10% of cells in three of the four cell types. Furthermore, at all temperatures, the average intensity of
intracellular TAMRA fluorescence is much higher for PDEPs
across four different cell types than for the parent sequences
(Fig. 3). For example, in HeLa cells at 21 °C, P14 and P17 deliver
TAMRA to average intensities 10–20-fold higher than tat and Unlike the luciferase splice correction assay where a single
corrected
mRNA
transcript
serves
as
template
for
many
molecules of functional luciferase, the split GFP assay is
stoichiometric; a single GFP11 peptide can bind to a single
GFP1–10 protein producing a small, finite fluorescent response. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-04874-6 At both temperatures, individual cells rapidly and
stochastically show the appearance of TAMRA with a diffuse
cytosolic distribution in addition to bright puncta. All PDEPs
behave similarly and maximum intensity is reached by 30 min at
all temperatures. Cell surface-bound peptide is not observed
under flow cytometry conditions (Fig. 3a). To test the efficiency under stringent conditions, we used peptide
concentrations of only 5 μM total containing 0.5 μM dye-labeled
peptide. Peptides were incubated with HeLa, RAW264.7, HepG2,
and MCF-7 cells for 30 min at 4 °C, 21 °C, or 37 °C, followed by
trypsinization to detach cells for counting and to digest any
externally bound peptide. PDEP-TA conjugates are not toxic at
this concentration range (Supplementary Figure 2). Flow cyto-
metric analysis (Fig. 3 and Supplementary Figure 4) was used to
count TAMRA-positive cells and to measure TAMRA intensity
distributions. Confocal microscopy was used to visualize peptide
distribution in cells for each cell type (Fig. 3). Time series con-
focal images of PDEP P17-TA incubated HeLa cells at 21 °C and
37 °C (Fig. 3a) show immediate punctate membrane association. At 37 °C, but not at 21 °C, uptake of dye in punctate structures is
observed. At both temperatures, individual cells rapidly and
stochastically show the appearance of TAMRA with a diffuse
cytosolic distribution in addition to bright puncta. All PDEPs
behave similarly and maximum intensity is reached by 30 min at
all temperatures. Cell surface-bound peptide is not observed
under flow cytometry conditions (Fig. 3a). PDEP delivery of GFP11 peptide. To test the ability of PDEPs to
deliver a protease-sensitive peptide cargo, we modified the well-
known split-green fluorescent protein (GFP) assay36 so that CPPs
could be tested for the ability to deliver the polar 16-residue
GFP11 peptide across the membrane barrier. The GFP11 peptide
rescues the fluorescence of cytosolic, non-fluorescent GFP1–10
protein which is missing the GFP11 strand. Here, we stably
transfected HeLa cells with a plasmid containing the full length
mCherry fused to the non-fluorescent GFP1–10. Following
incubation with PDEP-GFP11 constructs at multiple concentra-
tions and temperatures for 30 min in serum-free media, the cells
were analyzed by flow cytometry for mCherry and GFP fluores-
cence. Live single cells expressing mCherry (~50% of the total
cells) were gated (Supplementary Figure 5) and their GFP
fluorescence was analyzed (Fig. 4). NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-04874-6 Error bars are standard deviations of the data, which
are shown as open circles, with 3–6 data points, from independent experiments, per average Fig. 2 PDEP-mediated delivery of splice correcting PNA. a Luciferase expression. HeLa pTRE-LucIVS2-705 cells were incubated with varying concentrations
of PDEP-705 in serum-free media for 30 min and then incubated for 24 h in complete media. Cell lysates were analyzed for luminescence and standardized
by total protein content. The ratios of the RLU μg−1 protein for treated samples divided by untreated samples are plotted. To examine the degree of
endosomal entrapment, cells were co-incubated with 120 μM of the endosomolytic agent chloroquine. b mRNA correction. RNA was purified from lysates
of cells treated as above and analyzed by qRT-PCR to determine the fold increase in correctly spliced luciferase mRNA standardized to ACTB1. The relative
quantification of correctly spliced mRNA over untreated cells was calculated using the Pfafflmodel56. Error bars are standard deviations of the data, which
are shown as open circles, with 3–6 data points, from independent experiments, per average ecting PNA. a Luciferase expression. HeLa pTRE-LucIVS2-705 cells were incubated with varying concentrations
n and then incubated for 24 h in complete media. Cell lysates were analyzed for luminescence and standardized penetratin, and 4–6-fold higher than Arg9. In most experiments,
P17 >>P11 = P14 > P40 = Arg9 > tat = penetratin which is simi-
lar to the efficiency of PNA705 delivery. To test the efficiency under stringent conditions, we used peptide
concentrations of only 5 μM total containing 0.5 μM dye-labeled
peptide. Peptides were incubated with HeLa, RAW264.7, HepG2,
and MCF-7 cells for 30 min at 4 °C, 21 °C, or 37 °C, followed by
trypsinization to detach cells for counting and to digest any
externally bound peptide. PDEP-TA conjugates are not toxic at
this concentration range (Supplementary Figure 2). Flow cyto-
metric analysis (Fig. 3 and Supplementary Figure 4) was used to
count TAMRA-positive cells and to measure TAMRA intensity
distributions. Confocal microscopy was used to visualize peptide
distribution in cells for each cell type (Fig. 3). Time series con-
focal images of PDEP P17-TA incubated HeLa cells at 21 °C and
37 °C (Fig. 3a) show immediate punctate membrane association. At 37 °C, but not at 21 °C, uptake of dye in punctate structures is
observed. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-04874-6 We measured the levels of corrected
luciferase mRNA after 30-min incubations followed by a 24-h
recovery period with 5 µM, 2.5 µM, and 1.25 µM PDEP-705
(Fig. 2d). These data validate the luciferase assay results. We
observe a >100 fold increase in properly spliced luciferase mRNA
in cells treated with PDEP–PNA705 relative to control. At 5 μM,
the most efficient chimera, P14-PNA705, is 30-fold better than
tat, 7-fold better than penetratin, and 4-fold better than Arg9. Even at 1.25 µM P14-PNA705, the increase in corrected mRNA is
2–3 fold, while tat and penetratin and Arg9 are not measurably
higher than control. y
y
At 5 μM chimera, the parents do not efficiently deliver
PNA705. Tat–PNA705 produced a slight 3-fold increase in
luminescence over the background of untreated cells, while
penetratin–PNA705 delivery produced a 15-fold increase over
background (Fig. 2a). All four of the evolved PDEP daughter
sequences (Fig. 1c) deliver PNA705 much more efficiently than
the parent sequences, with P14 ≈P11 > P17 > P40 >>pen > tat. The top-performing daughter sequences, P11 and P14, increased
luciferase over background by more than 400-fold, which is more
than 100 times better than tat and 30 times better than penetratin. Even at 1.25 μM, PDEP–PNA705 chimeras increase the splice
corrected mRNA and functional protein over background by
several fold. Interestingly, the canonical tat analog Arg9, which
was not a member of the library, delivered PNA705 much better
than tat itself. Yet, PDEPs P11, P14, and P17 outperformed Arg9
by 2–3 fold at 5 μM. CQ treatment moderately increased PDEP-TAMRA delivery to multiple cell types. Parent and
daughter sequences lacking the PNA cargo were characterized to
determine the effect of the cargo on delivery. Sequences were
labeled with the fluorophore tetramethylrhodamine (TAMRA) on
a C-terminal cysteine residue (PDEP-TA) and their delivery to
multiple human cell types was measured by flow cytometry. NATURE COMMUNICATIONS | (2018) 9:2568 | DOI: 10.1038/s41467-018-04874-6 | www.nature.com/naturecommunications 3 ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-04874-6 NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-04874-6 tat
Pen
Arg9
P11
P14
P17
P40 PNA705
0
40
80
120
160
200
240
Fold increase in corrected mRNA
1.25 μM
2.5 μM
5.0 μM
tat
Pen Arg9 PepB P11
P14
P17
P40 PNA705
0
10
100
200
300
400
500
600
700
800
1.25 μM
2.5 μM
5.0 μM
5.0 μM + CQ
RLU/mg protein (treated/untreated)
a
b
Fig. 2 PDEP-mediated delivery of splice correcting PNA. a Luciferase expression. HeLa pTRE-LucIVS2-705 cells were incubated with varying concentrations
of PDEP-705 in serum-free media for 30 min and then incubated for 24 h in complete media. Cell lysates were analyzed for luminescence and standardized
by total protein content. The ratios of the RLU μg−1 protein for treated samples divided by untreated samples are plotted. To examine the degree of
endosomal entrapment, cells were co-incubated with 120 μM of the endosomolytic agent chloroquine. b mRNA correction. RNA was purified from lysates
of cells treated as above and analyzed by qRT-PCR to determine the fold increase in correctly spliced luciferase mRNA standardized to ACTB1. The relative
quantification of correctly spliced mRNA over untreated cells was calculated using the Pfafflmodel56. Error bars are standard deviations of the data, which
are shown as open circles, with 3–6 data points, from independent experiments, per average tat
Pen Arg9 PepB P11
P14
P17
P40 PNA705
0
10
100
200
300
400
500
600
700
800
1.25 μM
2.5 μM
5.0 μM
5.0 μM + CQ
RLU/mg protein (treated/untreated)
a tat
Pen
Arg9
P11
P14
P17
P40 PNA705
0
40
80
120
160
200
240
Fold increase in corrected mRNA
1.25 μM
2.5 μM
5.0 μM
b b a a Fig. 2 PDEP-mediated delivery of splice correcting PNA. a Luciferase expression. HeLa pTRE-LucIVS2-705 cells were incubated with varying concentrations
of PDEP-705 in serum-free media for 30 min and then incubated for 24 h in complete media. Cell lysates were analyzed for luminescence and standardized
by total protein content. The ratios of the RLU μg−1 protein for treated samples divided by untreated samples are plotted. To examine the degree of
endosomal entrapment, cells were co-incubated with 120 μM of the endosomolytic agent chloroquine. b mRNA correction. RNA was purified from lysates
of cells treated as above and analyzed by qRT-PCR to determine the fold increase in correctly spliced luciferase mRNA standardized to ACTB1. The relative
quantification of correctly spliced mRNA over untreated cells was calculated using the Pfafflmodel56. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-04874-6 Error bars are standard deviations of the data, wh
shown as open circles, with 3–4 data points, from independent experiments, per average 1 min
a
7 min
13 min
19 min
25 min
30 min
37 °C
21 °C 1 min
a
b
Tat-TA
Pen-TA
Arg9-TA
P11-TA
P14-TA
P17-TA
P40-TA
TAMRA
12.2%
20.3%
0.71%
74.0%
98.7%
1.99%
19.0%
98.4%
7 min
13 min
19 min
25 min
30 min
37 °C
21 °C a b c
Tamra
2
4
6
8
10
12
14
16
24
8.1
Fold increase over
TAMRA only
4.5
4.9
73.4
80.2
99.6
%+
1.6
2.8
61.7
86.3
98.3
%+
HeLa
4 °C
21 °C
37 °C
0
MCF-7
2
4
6
8
10
Fold increase over
TAMRA only
4 °C
21 °C
37 °C
Tat
Pen
Arg9
P11
P14
P17
P40
Tamra
Tat
Pen
Arg9
P11
P14
P17
P40
17.2
0.0
0.5
81.0
14.4 RAW
HEPG2
0
4
8
12
16
20
24
28
60
64.5
Fold increase over
TAMRA only
15.5
69.9
83.3
97.6
%+
4
8
12
16
20
16.6
Fold increase over
TAMRA only
6.3
16.5
84.6
99.5
%+
4 °C
21 °C
37 °C
4 °C
21 °C
37 °C
Tamra
Tat
Pen
Arg9
P11
P14
P17
P40
Tamra
Tat
Pen
Arg9
P11
P14
P17
P40
42.8
45.2
6.90
6.8
42.8
0.0 c Fig. 3 PDEP-mediated delivery of the fluorescent dye TAMRA. a Confocal microscopy images of HeLa cells incubated for 30-min with 4.5 µM P17-C + 0.5
μM P17-C-TA at either 37 °C or at room temperature (21 °C). The cytolysis-sensitive dye SYTOX Green was also added. Scale bar = 10 μM. b Example flow
cytometry results for peptide-TA conjugates. Cells were trypsinized to remove externally bound peptides and subjected to flow cytometry. Cells were
gated by scatter to select single viable cells. The very small fraction of SYTOX Green positive cells were excluded. The threshold for TAMRA positive
intensity was set to be just above that of cells treated with free TAMRA dye, which does not enter cells. c For the four cell types shown, the averages of
TAMRA fluorescence of live, SYTOX Green-negative cells were measured after treatment as above at 4 °C, 21 °C, and 37 °C. Averages are plotted as a
ratio of the intensity of peptide-TA-treated cells to the intensity of cells treated with free TAMRA. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-04874-6 Due to the decreased sensitivity for this system, we did not
observe a measurable signal at 5 μM PDEP-GFP11, so we tested
all peptides at 10–40 μM. Cytotoxicity assays show no LDH
leakage, reduction in metabolic potential, or reduction in total
protein at concentrations ≤160 μM except for P14D-GFP11,
which showed a reduction in metabolic activity determined by
alamarBlue assay at concentrations ≥20 μM despite also testing
negative for cytotoxicity in either the LDH leakage or BCA
protein assays (Supplementary Figure 3). j g
y
p
While there was variability between cell types and incubation
temperatures, daughter PDEPs consistently delivered much more
TAMRA to a larger percentage of cells than either parent
sequence or Arg9. For example, P17 delivered TAMRA to >98%
of all four cell types, while tat and penetratin delivered TAMRA
to less than 10% of cells in three of the four cell types. Furthermore, at all temperatures, the average intensity of
intracellular TAMRA fluorescence is much higher for PDEPs
across four different cell types than for the parent sequences
(Fig. 3). For example, in HeLa cells at 21 °C, P14 and P17 deliver
TAMRA to average intensities 10–20-fold higher than tat and At 40 μM, the parent peptide tat delivers GFP11 to 21% of
mCherry-positive cells at 37 °C, and to 7% of such cells at 21 °C
(Fig. 4a). Penetratin does not measurably deliver GFP11 under
any condition studied. The daughter PDEPs P11, P14, and P17
deliver GFP11 to more cells than the parents, at all concentra-
tions, and at both temperatures. P14-GFP11 delivered the peptide
to 59% and 46% of cells at 37°C and 21 °C, respectively. Even at
20 and 10 μM, where both parent peptides are essentially inactive,
PDEPs have a measurable GFP11 delivery capability (Fig. 4a). NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-04874-6 Error bars are standard deviations of the data, which are
shown as open circles, with 3–4 data points, from independent experiments, per average In addition to delivering peptide to more cells, flow cytometric
data show that the PDEPs deliver more peptide to each cell
(Fig. 4b). The average GFP fluorescence in PDEP-GFP11 treated
cells is 3–5-fold higher than background, while tat-GFP11 and
pen-GFP11 are similar to background even at 40 μM. At 20 µM,
P14-GFP11 and P17-GFP1 are up to 3-fold higher than
background at 37 °C and at 21 °C. At 10 µM, where most
conjugates exhibit background fluorescence levels, P14-GFP11
remains 44% above background at 37 °C and 72% above
background at room temperature. P14 is most efficient at
GFP11 delivery, followed by P11 and P17. Interestingly, like
penetratin, the PDEP P40 does not deliver GFP11 significantly,
although it successfully delivers PNA705 (Fig. 2). amount, indicating that proteolytic sensitivity has some effect on
delivery efficiency, although not a dominant one. At 40 µM, tat
(D)-GFP11 was delivered to more cells and at a higher
concentration that tat-GFP11 at both 37 °C and 21 °C. GFP
fluorescence just above background was observed at lower
concentrations for tat(D)-GFP11 but not for tat-GFP11. Simi-
larly, P14(D)-GFP11 outperformed P14-GFP11 under all other
conditions (Fig. 4). In fact, P14(D)-GFP11 was the only peptide
tested that had measurable activity at 10 µM, with a >2-fold
fluorescence increase, over background at both temperatures. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-04874-6 NATURE COMMUNICATIONS | (2018) 9:2568 | DOI: 10.1038/s41467-018-04874-6 | www.nature.com/naturecommunications 4 ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-04874-6 1 min
RAW
HEPG2
a
b
c
Tat-TA
Pen-TA
Arg9-TA
P11-TA
P14-TA
P17-TA
P40-TA
TAMRA
12.2%
20.3%
0.71%
74.0%
98.7%
1.99%
19.0%
98.4%
Tamra
2
4
6
8
10
12
14
16
24
8.1
Fold increase over
TAMRA only
4.5
4.9
73.4
80.2
99.6
%+
1.6
2.8
61.7
86.3
98.3
%+
0
4
8
12
16
20
24
28
60
64.5
Fold increase over
TAMRA only
15.5
69.9
83.3
97.6
%+
4
8
12
16
20
16.6
Fold increase over
TAMRA only
6.3
16.5
84.6
99.5
%+
7 min
13 min
19 min
25 min
30 min
37 °C
21 °C
HeLa
4 °C
21 °C
37 °C
0
MCF-7
2
4
6
8
10
Fold increase over
TAMRA only
4 °C
21 °C
37 °C
4 °C
21 °C
37 °C
4 °C
21 °C
37 °C
Tat
Pen
Arg9
P11
P14
P17
P40
Tamra
Tat
Pen
Arg9
P11
P14
P17
P40
Tamra
Tat
Pen
Arg9
P11
P14
P17
P40
Tamra
Tat
Pen
Arg9
P11
P14
P17
P40
17.2
0.0
42.8
45.2
6.90
0.5
81.0
14.4
6.8
42.8
0.0
Fig. 3 PDEP-mediated delivery of the fluorescent dye TAMRA. a Confocal microscopy images of HeLa cells incubated for 30-min with 4.5 µM P17-C
μM P17-C-TA at either 37 °C or at room temperature (21 °C). The cytolysis-sensitive dye SYTOX Green was also added. Scale bar = 10 μM. b Examp
cytometry results for peptide-TA conjugates. Cells were trypsinized to remove externally bound peptides and subjected to flow cytometry. Cells
gated by scatter to select single viable cells. The very small fraction of SYTOX Green positive cells were excluded. The threshold for TAMRA po
intensity was set to be just above that of cells treated with free TAMRA dye, which does not enter cells. c For the four cell types shown, the aver
TAMRA fluorescence of live, SYTOX Green-negative cells were measured after treatment as above at 4 °C, 21 °C, and 37 °C. Averages are plott
ratio of the intensity of peptide-TA-treated cells to the intensity of cells treated with free TAMRA. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-04874-6 21 °C
37 °C
a
c
b
tat
tat(D)
Pen
Arg9
P11
P14
P14(D)
P17
P40
GFP11
0
2
4
6
8
10
12
Fold increase over GFP11 only
10 μM
20 μM
40 μM
GFP11
0
2
4
6
Fold increase over GFP11 only
10 μM
20 μM
40 μM
Tat-GFP11
GFP+
0.10
GFP+
1.40
GFP+
0.23
GFP+
0.23
GFP+
2.10
GFP+
1.43
GFP+
9.38
GFP+
25.2
GFP+
65.9
GFP+
7.27
GFP+
31.6
GFP+
82.3
GFP+
32.8
GFP+
18.2
GFP+
6.45
GFP+
17.7
GFP+
4.99
GFP+
4.21
GFP+
0.21
GFP+
0.23
GFP+
1.10
GFP+
0.17
GFP+
0.15
GFP+
5.20
GFP+
0.60
GFP+
0.23
GFP+
0.05
GFP+
0.10
GFP+
0.20
GFP+
0.17
GFP+
0.05
GFP+
0.24
GFP+
0.10
GFP+
0.05
GFP+
0.13
GFP+
0.36
GFP+
12.5
GFP+
45.5
GFP+
0.78
GFP+
10.7
GFP+
59.1
GFP+
2.42
GFP+
31.1
GFP+
2.88
GFP+
3.12
GFP+
47.2
GFP+
2.99
GFP+
30.5
GFP+
0.38
GFP+
4.69
GFP+
47.8
GFP+
0.22
GFP+
0.93
GFP+
0.45
GFP+
0.54
GFP+
1.88
GFP+
2.41
GFP+
36.1
GFP+
0.79
GFP+
2.29
GFP+
43.9
GFP+
0.13
GFP+
7.45
GFP+
0.10
GFP+
0.25
GFP+
21.2
Tat(D)-GFP11
Pen-GFP11
Arg9-GFP11
P11-GFP11
P14-GFP11
P14(D)-GFP11
P17-GFP11
P40-GFP11
GFP11
H2O
10 μM
20 μM
40 μM
10 μM
20 μM
40 μM
21 °C
37 °C
tat
tat(D)
Pen
Arg9
P11
P14
P14(D)
P17
P40
ted delivery of an anionic peptide cargo. a Cells were transfected with a plasmid encoding for intact m
e incubated, either at room temperature or at 37 °C, with varying concentrations of Peptide-GFP11 for 3
gle, mCherry-positive cells were first gated. Within this population, mCherry and GFP intensities were me
he percentage of GFP-positive cells shown was determined by gating just above background GFP levels. Discussion g
y
g
To test the potential effect of CPP proteolysis on delivery
efficiency, we included in this assay D-amino acid versions of
both tat and P14, coupled to L-amino acid GFP11. In both cases,
the D-form CPPs outperformed the L-form CPPs by a moderate The global market for transfection reagents and equipment is
forecast to reach $1.02B in 2021, up from $715.4M in 2016
according to Markets Research global forecast report37. Interest in
lipidic and peptidic delivery strategies are expected to grow as NATURE COMMUNICATIONS | (2018) 9:2568 | DOI: 10.1038/s41467-018-04874-6 | www.nature.com/naturecommunications 5 5 ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-04874-6 NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-04874-6 C (b) and at 37 °C (c) with CPP-GFP11 constructs Averages are divided by the average intensity of cells t
NATURE COMMUNICATIONS | DOI: 1 a
Tat-GFP11
GFP+
0.10
GFP+
1.40
GFP+
0.23
GFP+
0.23
GFP+
2.10
GFP+
1.43
GFP+
9.38
GFP+
25.2
GFP+
65.9
GFP+
7.27
GFP+
31.6
GFP+
82.3
GFP+
32.8
GFP+
18.2
GFP+
6.45
GFP+
17.7
GFP+
4.99
GFP+
4.21
GFP+
0.21
GFP+
0.23
GFP+
1.10
GFP+
0.17
GFP+
0.15
GFP+
5.20
GFP+
0.60
GFP+
0.23
GFP+
0.05
GFP+
0.10
GFP+
0.20
GFP+
0.17
GFP+
0.05
GFP+
0.24
GFP+
0.10
GFP+
0.05
GFP+
0.13
GFP+
0.36
GFP+
12.5
GFP+
45.5
GFP+
0.78
GFP+
10.7
GFP+
59.1
GFP+
2.42
GFP+
31.1
GFP+
2.88
GFP+
3.12
GFP+
47.2
GFP+
2.99
GFP+
30.5
GFP+
0.38
GFP+
4.69
GFP+
47.8
GFP+
0.22
GFP+
0.93
GFP+
0.45
GFP+
0.54
GFP+
1.88
GFP+
2.41
GFP+
36.1
GFP+
0.79
GFP+
2.29
GFP+
43.9
GFP+
0.13
GFP+
7.45
GFP+
0.10
GFP+
0.25
GFP+
21.2
Tat(D)-GFP11
Pen-GFP11
Arg9-GFP11
P11-GFP11
P14-GFP11
P14(D)-GFP11
P17-GFP11
P40-GFP11
GFP11
H2O
10 μM
20 μM
40 μM
10 μM
20 μM
40 μM
21 °C
37 °C a
Tat-GFP11
GFP+
0.10
GFP+
1.40
GFP+
0.23
GFP+
0.23
GFP+
2.10
GFP+
1.43
GFP+
9.38
GFP+
25.2
GFP+
65.9
GFP+
17.7
GFP+
4.99
GFP+
4.21
GFP+
0.21
GFP+
0.23
GFP+
1.10
GFP+
0.10
GFP+
0.20
GFP+
0.17
GFP+
0.05
GFP+
0.24
GFP+
0.10
GFP+
12.5
GFP+
45.5
GFP+
2.42
GFP+
31.1
GFP+
2.99
GFP+
30.5
GFP+
0.22
GFP+
0.93
GFP+
2.41
GFP+
36.1
GFP+
0.13
GFP+
7.45
Tat(D)-GFP11
Pen-GFP11
Arg9-GFP11
P11-GFP11
P14-GFP11
P14(D)-GFP11
P17-GFP11
P40-GFP11
GFP11
H2O
10 μM
20 μM
40 μM
21 °C a 21 °C
37 °C
c
b
tat
tat(D)
Pen
Arg9
P11
P14
P14(D)
P17
P40
GFP11
0
2
4
6
8
10
12
Fold increase over GFP11 only
10 μM
20 μM
40 μM
GFP11
0
2
4
6
Fold increase over GFP11 only
10 μM
20 μM
40 μM
GFP+
0.23
GFP+
0.23
GFP+
2.10
GFP+
1.43
GFP+
9.38
GFP+
25.2
GFP+
65.9
GFP+
7.27
GFP+
31.6
GFP+
82.3
GFP+
32.8
GFP+
18.2
GFP+
6.45
GFP+
17.7
GFP+
4.99
GFP+
4.21
GFP+
0.21
GFP+
0.23
GFP+
1.10
GFP+
0.17
GFP+
0.15
GFP+
5.20
GFP+
0.60
GFP+
0.23
GFP+
0.05
GFP+
0.10
GFP+
0.20
GFP+
0.17
GFP+
0.05
GFP+
0.24
GFP+
0.10
GFP+
0.05
GFP+
0.13
GFP+
0.36
GFP+
12.5
GFP+
45.5
GFP+
0.78
GFP+
10.7
GFP+
59.1
GFP+
2.42
GFP+
31.1
GFP+
2.88
GFP+
3.12
GFP+
47.2
GFP+
2.99
GFP+
30.5
GFP+
0.38
GFP+
4.69
GFP+
47.8
GFP+
0.22
GFP+
0.93
GFP+
0.45
GFP+
0.54
GFP+
1.88
Pen-GFP11
Arg9-GFP11
P11-GFP11
P14-GFP11
P14(D)-GFP11
P17-GFP11
P40-GFP11
GFP11
H2O
tat
tat(D)
Pen
Arg9
P11
P14
P14(D)
P17
P40
ed delivery of an anionic peptide cargo. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-04874-6 a Cells were transfected with a plasmid encoding for intact mCherry and non-fluorescent
incubated, either at room temperature or at 37 °C, with varying concentrations of Peptide-GFP11 for 30 min and analyzed by flow
gle, mCherry-positive cells were first gated. Within this population, mCherry and GFP intensities were measured for about 10,000 cells
e percentage of GFP-positive cells shown was determined by gating just above background GFP levels. b, c Average GFP intensity for
C (b) and at 37 °C (c) with CPP-GFP11 constructs. Averages are divided by the average intensity of cells treated with the GFP11 peptide
ns of tat and P14 conjugated to an L-form GFP11 peptide were also analyzed. Error bars are standard deviations of the normalized data,
open circles, with three data points, from independent experiments, per average 21 °C
37 °C
c
b
tat
tat(D)
Pen
Arg9
P11
P14
P14(D)
P17
P40
GFP11
0
2
4
6
8
10
12
Fold increase over GFP11 only
10 μM
20 μM
40 μM
GFP11
0
2
4
6
Fold increase over GFP11 only
10 μM
20 μM
40 μM
0.23
GFP+
0.23
GFP+
2.10
GFP+
1.43
GFP+
9.38
GFP+
25.2
GFP+
65.9
GFP+
7.27
GFP+
31.6
GFP+
82.3
GFP+
32.8
GFP+
18.2
GFP+
6.45
GFP+
17.7
GFP+
4.99
GFP+
4.21
GFP+
0.21
GFP+
0.23
GFP+
1.10
GFP+
0.17
GFP+
0.15
GFP+
5.20
GFP+
0.60
GFP+
0.23
GFP+
0.05
GFP+
0.10
GFP+
0.20
GFP+
0.17
GFP+
0.05
GFP+
0.24
GFP+
0.10
GFP+
0.05
GFP+
0.13
GFP+
0.36
GFP+
12.5
GFP+
45.5
GFP+
0.78
GFP+
10.7
GFP+
59.1
GFP+
2.42
GFP+
31.1
GFP+
2.88
GFP+
3.12
GFP+
47.2
GFP+
2.99
GFP+
30.5
GFP+
0.38
GFP+
4.69
GFP+
47.8
0.22
0.93
0.45
0.54
1.88
Pen GFP11
Arg9-GFP11
P11-GFP11
P14-GFP11
P14(D)-GFP11
P17-GFP11
P40-GFP11
GFP11
H2O
tat
tat(D)
Pen
Arg9
P11
P14
P14(D)
P17
P40
Fig. 4 PDEP-mediated delivery of an anionic peptide cargo. a Cells were transfected with a plasmid encoding for intact mChe
GFP1–10. Cells were incubated, either at room temperature or at 37 °C, with varying concentrations of Peptide-GFP11 for 30 m
cytometry. Live, single, mCherry-positive cells were first gated. Within this population, mCherry and GFP intensities were measu
for each sample. The percentage of GFP-positive cells shown was determined by gating just above background GFP levels. b, c
cells treated at 21 °C (b) and at 37 °C (c) with CPP-GFP11 constructs. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-04874-6 A relationship likely exists between
hydrophobicity and amphipathicity, driven by the number and
location of Trp in the peptide sequence, with increasing hydro-
phobicity being associated with more efficient membrane trans-
location and amphipathicity with increasing cytotoxicity50. Taken
together, these observations suggest the possibility for further
fine-tuning of the cargo-delivery capabilities of CPPs by allowing
the location and number of Trp residues in the sequence to vary
in a new round of molecular evolution. efficiencies improve and costs decrease. Similarly, the peptide
therapeutics market was valued at $17.5B in 2015 and is expected
to increase at a compound annual growth rate of ~10% through
2025 as researchers and drug companies look to bypass impedi-
ments that arise with small-molecule therapeutics from off-target
interactions, low response rates, and drug resistance2, 38. While
antisense oligomers have not yet reached the therapeutic mar-
ketplace, the potential for a substantial market is clear3, 39. The
development of peptide, PNA, PMO, or other polymer drugs
targeting intracellular ligands requires that they efficiently enter
cells. While peptide and polymer conjugation, micro-reservoir
delivery systems, and cell type-specific targeting moieties exist
and address some pharmacokinetic impediments to such drugs40,
effective strategies and new modalities for efficient intracellular
delivery of macromolecules are still needed to advance the fields. 41
42 CPPs as biotechnological tools41 and in therapeutic delivery42
constitute a valuable and growing strategy toward solving the
problem of intracellular delivery of membrane impermeant car-
goes. There are examples of successful delivery of some cargo
types, especially fluorescent dyes that are covalently attached to
CPPs9, and oligonucleotide cargoes that are non-covalently
complexed with CPPs41. However, delivery of other classes of
cargoes, including proteins, peptides, PNA, PMO, and others will
benefit from improvements in CPP efficiency in vitro and in vivo. Further, the field will benefit from new processes for rapidly
improving upon known CPPs, building on some successes in
screening and algorithm-aided design43, 44. The PNA705 model ultimately requires nuclear delivery of the
18-residue PNA to target pre-splice luciferase mRNA (Fig. 1b). Cytosolic delivery is achieved via a combination of direct plasma
membrane translocation and endocytosis and escape, while
nuclear delivery from the cytosol is likely achieved via passive
diffusion through the nuclear pore, and perhaps some nuclear
localization signal-like activity encoded in the cationic CPP
sequence. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-04874-6 While the magnitude of the PDEP improvement over
the commonly used tat and penetratin parent sequences observed
at 5 µM is dramatic, perhaps even more promising is that we
observe increases in corrected luciferase mRNA for 1.25 μM
PDEP–PNA705 (Fig. 2d), a concentration at which few CPPs,
including the parent sequences, deliver any cargo measurably. While this level of response means incorrectly spliced mRNA is
still dominant, in many diseases, including cystic fibrosis,
hemophilia B, F7 deficiency, Fanconi anemia, Bardet-Biedl syn-
drome, propionic acidemia, retinitis pigmentosa, and Duchenne
muscular dystrophy, the production of even a small amount of
functional protein has the potential to dramatically improve the
phenotype3. The emerging consensus on the efficiency and mechanism of
action of classical CPPs such as tat and penetratin9, 45, 46 is that
direct translocation and endocytosis-dependent uptake and
escape both occur in parallel, but at rates that depend on CPP
sequence and concentration, cell type, cargo properties, buffer,
temperature, and other experimental variables. Efficient delivery
of cargo with these classical CPPs in vitro often requires high
concentration that leads to direct translocation across the mem-
brane, but simultaneously can also cause membrane disruption
and toxicity47. The lack of simple sequence–function relationship
rules has impeded the engineering and design of CPPs with
higher efficiencies, or with altered reliance on specific mechan-
isms of entry. With a few exceptions, discovery of new CPPs is
driven by trial and error experimentation. We anticipate that the PDEP–PNA constructs developed in
this work may help to catalyze, for PNA, additional progress like
that made in the application of CPP–PMO chimeras toward the
correction of splice defects in vivo4, 39, 51, 52. In the PMO field,
development of some CPPs, mostly by trial and error, has resulted
in CPP–PMO chimeras that correct splice defects in small animal
models of diseases such as Duchenne muscular dystrophy35, 53–55. In the absence of explicit sequence–structure–function rela-
tionships to guide rational improvements, we reasoned here that
SME would be a powerful strategy for systematically discovering
more efficient CPPs. We thus synthetically evolved a family of
peptides for efficient delivery of an 18-residue PNA to cells. PNA
is a class of non-natural antisense oligomer that binds with high
sequence specificity to DNA and RNA and can modulate tran-
scription, translation, splicing, and replication20–27 and can have
such activity in vivo26, 27. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-04874-6 Averages are divided by the average intensity of cells trea
alone. D-form versions of tat and P14 conjugated to an L-form GFP11 peptide were also analyzed. Error bars are standard deviatio
which are shown as open circles, with three data points, from independent experiments, per average
6
NATURE COMMUNICATIONS | (2018) 9:2568 | DOI: 10.1038/s41467-018-04874-6 | www.nature.com/naturecomm 21 °C
b
GFP11
0
2
4
6
Fold increase over GFP11 only
10 μM
20 μM
40 μM
tat
tat(D)
Pen
Arg9
P11
P14
P14(D)
P17
P40 b b 37 °C
c
tat
tat(D)
Pen
Arg9
P11
P14
P14(D)
P17
P40
GFP11
0
2
4
6
8
10
12
Fold increase over GFP11 only
10 μM
20 μM
40 μM c Fig. 4 PDEP-mediated delivery of an anionic peptide cargo. a Cells were transfected with a plasmid encoding for intact mCherry and non-fluorescent
GFP1–10. Cells were incubated, either at room temperature or at 37 °C, with varying concentrations of Peptide-GFP11 for 30 min and analyzed by flow
cytometry. Live, single, mCherry-positive cells were first gated. Within this population, mCherry and GFP intensities were measured for about 10,000 cells
for each sample. The percentage of GFP-positive cells shown was determined by gating just above background GFP levels. b, c Average GFP intensity for
cells treated at 21 °C (b) and at 37 °C (c) with CPP-GFP11 constructs. Averages are divided by the average intensity of cells treated with the GFP11 peptide
alone. D-form versions of tat and P14 conjugated to an L-form GFP11 peptide were also analyzed. Error bars are standard deviations of the normalized data,
which are shown as open circles, with three data points, from independent experiments, per average NATURE COMMUNICATIONS | (2018) 9:2568 | DOI: 10.1038/s41467-018-04874-6 | www.nature.com/naturecommunications 6 ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-04874-6 present. The third most active PDEP, P11, has only the Trp
containing terminal cassette with an Arg at Pos6, but is otherwise
similar to P14. P40 consistently outperforms the parent sequences
but underperforms the other PDEP positives. It contains the Trp
at Pos6 but lacks the Trp containing cassette at Pos14–16. None
of the less active positive sequences rejected for further testing
(Fig. 1) contained a Trp in either position 6 or the cassette. In
synthetic vesicles, the tryptophans in penetratin have been shown
to insert themselves into the membrane and their degree of
evolutionary conservation among homeoproteins suggests func-
tional importance48, 49. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-04874-6 Specifically, the
insights gained in this study will inform the design of iterative
libraries to generate PDEPs with additional desirable traits such
as cell and tissue targeting, resistance to serum inhibition,
increased circulation, and more as we continue to work toward
the dual goals of developing (i) useful tools for the biotechnology
lab, and (ii) useful delivery vehicles for systemic therapeutics. Generation of HeLa p_mCherry-GFP1–10 cells. HeLa cells were transfected with
2500 ng of linearized (BamH1) mCherry-GFP1–10 (Addgene Plasmid #78591)
using Lipofectamine 3000 following standard protocols and maintained under
G418 selection at 900 µg ml−1; 106 cells were analyzed by flow cytometry using a
BD FACSARIA III and individual cells expressing high mCherry concentrations
were sorted one cell per well into 96-well plates. Stable clones were selected,
expanded, and frozen. Cell culture. HeLa pTRE-LucIVS2-705 cells in this study were generously donated
by Dr. Rudolf Juliano (University of North Carolina, Chapel Hill). HeLa pTRE-
LucIVS2-705, HeLa p_mCherry-GFP1–10, HeLa, RAW264.7, HepG2, and MCF-7
cells were obtained from ATCC. Cells were cultured at 37 °C with 5% CO2 in
Dulbecco’s Modified Eagle’s Medium (DMEM) (Gibco) supplemented with 10%
fetal bovine serum (FBS) (Gibco), 1% antibiotic–antimycotic (Gibco), and 1% non-
essential amino acids (Gibco). Cells were passaged 1:5 at 90% confluency. All assays
were conducted on cells passaged fewer than 10×. Cell culture. HeLa pTRE-LucIVS2-705 cells in this study were generously donated
by Dr. Rudolf Juliano (University of North Carolina, Chapel Hill). HeLa pTRE-
LucIVS2-705, HeLa p_mCherry-GFP1–10, HeLa, RAW264.7, HepG2, and MCF-7
cells were obtained from ATCC. Cells were cultured at 37 °C with 5% CO2 in
Dulbecco’s Modified Eagle’s Medium (DMEM) (Gibco) supplemented with 10%
fetal bovine serum (FBS) (Gibco), 1% antibiotic–antimycotic (Gibco), and 1% non-
essential amino acids (Gibco). Cells were passaged 1:5 at 90% confluency. All assays
were conducted on cells passaged fewer than 10×. PNA705 mediated luciferase splice correction. HeLa pTRE-LucIVS2-705 cells
were seeded on flat-bottom 96-well plates at 10,000 cells per well in 200 µl complete
DMEM. The following day, cells were washed in phosphate buffered saline and
topped with premixed 50 µl 2× serum/phenol red-free DMEM (Gibco) + 50 µl
peptide cleavage solution (ddH2O + peptide). Cells were transfected for 30 min at
37 °C with 5% CO2. The transfection solution was removed, cells were topped with
100 µl complete DMEM. The next day (24-h recovery) cells were washed in PBS. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-04874-6 The power of the technique is derived from the ability to
design a screen to best select the desired traits and from the ability
of the library to reflect current knowledge such that variations in
the library can represent testable hypotheses about the mechan-
ism of action. By identifying optimal sequences to overcome
specific delivery challenges, SME has the potential to redefine the
way CPPs are generated, optimized, and used in both the
laboratory and the clinic moving forward. High-pressure liquid chromatography. All PNA and peptide–PNA constructs
were analyzed and purified by reversed-phase chromatography. The stationary
phase was a 100 mm × 4.6 mm C-18 column from Kromasil. The mobile phase was
composed of a gradient of distilled water (0.1% trifluoroacetic acid) and acetonitrile
(0.1% trifluoroacetic acid) with a flow rate of 1 ml min−1. Where possible, peptide
and peptide fragments were analyzed using tryptophan fluorescence (285ex/
340em) and PNA-containing compounds were analyzed using absorbance at 260
nm. In the absence of tryptophan or PNA residues, peptide was analyzed by
absorbance at 220 nm. MALDI mass spectrometry. PNA and peptide–PNA constructs were mass
verified using a Bruker Autoflex III MALDI–TOF mass spectrometer (Bruker
Daltonics). Mass spectra data were collected in both linear and reflector mode with
positive ion detection. Typical sample preparation for MALDI–TOF data was
performed by making stock solutions of 70% acetonitrile: H2O + 30% H2O with
0.1% trifluoroacetic acid saturated with α-Cyano-4-hydroxycinnamic acid matrix
(20 mg ml−1). Ten microliters of the stock solution was mixed with
1 μl PNA/peptide–PNA solution at 10–1000 µM, deposited onto the MALDI target
plate and allowed to evaporate via the dried droplet method. As macromolecular tools and therapeutics become more pre-
valent and the demand for intracellular delivery of macro-
molecules increases, the need for efficient delivery strategies is
becoming more pressing. Natural selection has produced CPP
sequences, such as tat and penetratin, which function to deliver
particular cargoes to cells. Yet, they are often not efficient enough
to be useful as generic delivery vehicles in the lab or clinic. Here,
we have used SME to identify gain-of-function CPPs with dra-
matically improved ability to deliver PNA, peptide, and other
cargoes to cells in culture. Thus, SME is shown to be a powerful
technique for rapidly improving upon existing functional peptide
sequences, not only in the field of CPPs and delivery, but in all
fields in which bioactive peptides are studied. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-04874-6 NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-04874-6 is supported by confocal microscopy measurements showing
rapid appearance of diffuse cargo directly in the cytosol after
peptide addition. Endocytosis-dependent uptake of CPP-cargo
molecules is evidenced by some punctate intracellular fluores-
cence and by moderately increased delivery at 37 °C compared to
lower temperatures. This is presumably observed because the
relative contribution of endocytosis is increased at 37 °C, but
perhaps also because the membrane physical properties become
more permissive for translocation at 37 °C. Some contribution of
endosomal uptake is also supported by the fact that the degree of
PNA705 delivery is moderately enhanced, for some, by co-
treatment with the endosomolytic agent CQ. Finally, D-amino
acid tat and PDEP P14 both delivered protease-sensitive, L-amino
acid GFP11 with somewhat increased efficiency, suggesting a role
for endosomal, lysosomal, or cytosolic proteases. until completely dry. Cleaved peptide–PNA sequences were dissolved in 50 µl
ddH2O and were added to cells that were used in subsequent luciferase/BCA assays. Peptide-PNA705 conjugates were synthesized as described above using Tentagel
XV-NH2 resin (Rapp Polymere XV18130.002) starting from the C-terminal residue
of the PNA. Conjugates were acid cleaved, ether precipitated, dissolved in glacial
acetic acid and lyophilized. Purity was assessed on HPLC and mass was verified by
MALDI mass spectrometry. TAMRA labeling. Amidated peptide sequences with a C-terminal cysteine were
ordered from Biosynthesis (www.biosyn.com) and dissolved at 2 mg ml−1 in
degassed PBS at pH 7. A 100× molar excess of tris-carboxyethylphosphine (TCEP)
was added to ensure complete reduction of the C-terminal thiol group. Tetramethylrhodamine-5-Maleimide was dissolved in degassed dimethylforma-
mide (DMF) and added to the peptide solution at 10× molar excess. The reaction
mixture was topped with nitrogen gas and stored overnight at 4 °C. Excess dye was
removed using cationic exchange resin (PolyLC TT1000CAT). Labeled peptide was
eluted in 25% glacial acetic acid in ddH2O and lyophilized. Purity and mass were
verified by HPLC and MALDI-TOF. Concentrations were determined by absor-
bance at 556 nm using Ɛ = 89 L mmol−1 cm−1. y
y
p
The SME screen in this study was specifically designed to
identify sequences capable of delivering PNA cargo, although the
sequences identified proved capable of delivering other cargoes. SME generates the most active sequences from the queried
sequence space for satisfying the specific requirements of the
screen. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-04874-6 Cells were lysed in 20 µl reporter lysis buffer (Promega E4030) following the
manufacturer’s protocol. A volume of 10 μl of lysate from each well was transferred
to a 96-well solid black plate; 100 μl of luciferase assay reagent from the Luciferase
Assay System (Promega E1500) was added, the plate was agitated for 10 s, and
luminescence was measured with a BioTek Synergy 2 plate reader with injector
ports. Total protein was measured with a BCA assay (described below). Data were
expressed as RLU per µg protein (RLU (µg protein)−1). During screening, positive
wells were defined as those whose RLU per µg protein values exceeded the average
for the plate by at least three standard deviations. Subsequent PNA705 delivery
experiments were conducted as described above except that volumes were scaled
for 24-well plate format. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-04874-6 While these properties make PNA an
exciting candidate biotechnological tool and therapeutic, efficient
and routine intracellular delivery remains a challenge. y
p y
To assess the degree to which the improved performance of the
PDEP daughter sequences over the parent sequences, and the
mechanism of entry, was specific to the PNA cargo used in the
screen, we tested delivery of peptides labeled with the dye
TAMRA and peptides conjugated to the anionic GFP11 peptide. Daughter PDEPs effectively deliver GFP11 and TAMRA to
multiple cell types at multiple temperatures with efficiencies that
are much higher than the parent peptides. However, the rank
order is not the same for all cargoes. For example, P17 is the most
efficient PDEP for TAMRA delivery, but is outperformed by P11
and P14 for PNA705 and GFP11 delivery. P40 delivers PNA705
efficiently, but does not measurably deliver GFP11. These
observations of some cargo dependence on delivery efficiency,
even among very similar CPPs is an argument for screening for
delivery using the intended cargo, or a close physical chemical
analog, rather than a surrogate cargo such as a fluorescent dye. y
g
We simultaneously optimized for efficient delivery of a polar
PNA cargo of 5 kDa, low toxicity, and solubility of the CPP-PNA
chimera using a hybrid library. The daughter PDEPs identified in
the screen (Fig. 1d) are more than two orders of magnitude more
active than the parent sequences at 5 μM, despite the fact that all
daughter sequences are 50–60% identical to the parents. The
daughters are more cationic than the parent CPPs, with charges
ranging from +9 to +12. The polar residues Asn and Gln, pos-
sible in five different positions in the library, are completely
excluded from the positive sequences in favor of basic residues
Lys and Arg, or the non-polar Phe. The two top-performing
sequences selected from the library only differ at Pos12, Pro/Met,
and Pos1-/Gly. In both sequences, Trp was selected over Arg at
Pos 6 and the Trp-containing terminal cassette at Pos14–16 is PDEP enter cells by multiple mechanisms simultaneously. Direct plasma membrane translocation of PDEPs with cargo is
evidenced by efficient delivery at 21 °C (room temperature) and at
4 °C, where energy-dependent endocytosis is slow or absent, and NATURE COMMUNICATIONS | (2018) 9:2568 | DOI: 10.1038/s41467-018-04874-6 | www.nature.com/naturecommunications 7 7 ARTICLE ¼ PDEP Control treated LDH Activity
ð
Þ ðSpontaneous LDH ActivityÞ
Maximum LDH Activity
ð
Þ ðSpontaneous LDH ActivityÞ
´ 100: 139, 937–945 (2016). Confocal microscopy. Cells were treated as described above for the TAMRA
delivery assay and immediately imaged to avoid artifacts resulting from fixation. The distribution of TAMRA and Sytox Green was analyzed using a confocal
scanning Nikon Eclipse Ti2 inverted microscope using a 40× oil-immersion
objective. Sytox Green was excited using the 488 nM laser and TAMRA was excited
using the 543 nM laser. 18. Rathinakumar, R. & Wimley, W. C. High-throughput discovery of broad-
spectrum peptide antibiotics. FASEB J. 24, 3232–3238 (2010). 19. Nielsen, P. E., Egholm, M., Berg, R. H. & Buchardt, O. Sequence-selective
recognition of DNA by strand displacement with a thymine-substituted
polyamide. Science 254, 1497–1500 (1991). p y
20. Cutrona, G. et al. Effects in live cells of a c-myc anti-gene PNA linked to a
nuclear localization signal. Nat. Biotechnol. 18, 300–303 (2000). Split GFP assay. HeLa cells were transfected with p_mCherry-GFP1–10(29)
(Addgene plasmid #78591) using Lipofectamine 3000 (ThermoFisher). Single
mCherry-positive cells were sorted into 96-well plates using a BD FacsAria cell
sorter and colonies were maintained under G418 selection at 600 nM. Stably
transfected cells were plated in 12-well plates at 100,000 cells/well and grown
overnight in complete DMEM. Cells were washed in PBS and incubated in 500 µl of
PDEP-GFP11 solution at variable concentrations at 23 °C and 37 °C for 30 min. The PDEP-GFP11 solution was aspirated and 100 µl of 0.025% trypsin solution was
added to each well. After detachment, cells were suspended in 500 µl of PBS + 2%
FBS and 20 mM HEPES. Cells were analyzed using a BD LSRII flow cytometer. Cells displaying a normal morphology were gated and first analyzed for mCherry
fluorescence using the 543 nM laser. mCherry+ cells were used to generate a
histogram of GFP fluorescence measured with the 488 nM laser. The calculated
mean of this distribution and the percentage of cells exhibiting GFP fluorescence
values higher than 103 were recorded. 21. Chen, J., Peterson, K. R., Iancu-Rubin, C. & Bieker, J. J. Design of embedded
chimeric peptide nucleic acids that efficiently enter and accurately
reactivate gene expression in vivo. Proc. Natl Acad. Sci. USA 107,
16846–16851 (2010). 22. Pooga, M. et al. Cell penetrating PNA constructs regulate galanin receptor
levels and modify pain transmission in vivo. Nat. Biotechnol. 16, 857–861
(1998). 23. Muratovska, A. et al. ¼ PDEP Control treated LDH Activity
ð
Þ ðSpontaneous LDH ActivityÞ
Maximum LDH Activity
ð
Þ ðSpontaneous LDH ActivityÞ
´ 100: ¼ PDEP Control treated LDH Activity
ð
Þ ðSpontaneous LDH ActivityÞ
Maximum LDH Activity
ð
Þ ðSpontaneous LDH ActivityÞ
´ 100: py
y
p
4. Moulton, H. M. In vivo delivery of morpholino oligos by cell-penetrating
peptides. Curr. Pharm. Des. 19, 2963–2969 (2013). 5. Nielsen, P. E. & Shiraishi, T. Peptide nucleic acid (PNA) cell penetrating
peptide (CPP) conjugates as carriers for cellular delivery of antisense
oligomers. Artif. DNA PNA XNA 2, 90–99 (2011). ð2Þ g
f
6. Dissanayake, S., Denny, W. A., Gamage, S. & Sarojini, V. Recent developments
in anticancer drug delivery using cell penetrating and tumor targeting
peptides. J. Control Release 250, 62–76 (2017). AlamarBlue assay. A total of 24 h after PDEP treatment, HeLa cells in 100 μl
media were treated with 10 μl of 10× alamarBlue reagent and incubated for 2 h
at 37 °C. Fluorescence at ex570/em585 was measured and standardized to
untreated wells. 7. Kristensen, M. & Nielsen, H. M. Cell-penetrating peptides as tools to enhance
non-injectable delivery of biopharmaceuticals. Tissue Barriers 4, e1178369
(2016). 8. Wallbrecher, R. et al. Membrane permeation of arginine-rich cell-penetrating
peptides independent of transmembrane potential as a function of lipid
composition and membrane fluidity. J. Control Release 256, 68–78 (2017). qRT-PCR. HeLa pTRE-LucIVS2 cells were treated as described above with
PDEP–PNA705 constructs at varying concentrations. RNA was extracted using the
Direct-ZolTM RNA purification system (Zymo Research) and reverse transcribed
with the iScript cDNA synthesis kit (Bio-Rad), and mRNA splice correction was
detected using PowerUp SYBR Green master mix (ThermoFisher) on an Applied
Biosystems QuantStudio 6 using the following primers sets: 9. Kauffman, W. B., Fuselier, T., He, J. & Wimley, W. C. Mechanism matters:
a taxonomy of cell penetrating peptides. Trends Biochem. Sci. 40, 739–764
(2015). 10. Rausch, J. M., Marks, J. R., Rathinakumar, R. & Wimley, W. C. Beta-sheet
pore-forming peptides selected from a rational combinatorial library:
mechanism of pore formation in lipid vesicles and activity in biological
membranes. Biochemistry 46, 12124–12139 (2007). y
g
g
ACTB1: 5′-CCTTGCACATGCCGGAG-3′ ACTB2: 5′-ACAGAGCCTCGCCTTTG-3′ RE-Luc IVS2 Downstream: 5′- TCAATCAGAGTGCTTTTGGCG pTRE-Luc IVS2 Downstream: 5′- TCAATCAGAGTGCTTTTGGCG-3′
pTRE-Luc IVS2-Bridge: 5′-TTACGATCCCTTCAGGATTACAA-3′ pTRE-Luc IVS2 Downstream: 5′- TCAATCAGAGTGCTTTTGGCG-3′
pTRE-Luc IVS2-Bridge: 5′-TTACGATCCCTTCAGGATTACAA-3′ p
pTRE-Luc IVS2-Bridge: 5′-TTACGATCCCTTCAGGATTACAA-3′ pTRE-Luc IVS2-Bridge: 5′-TTACGATCCCTTCAGGATTACAA-3′ The relative quantification of correctly spliced mRNA (90 bp amplicon) over
background was calculated using the Pfafflmodel56. 11. Rathinakumar, R. & Wimley, W. C. ¼ PDEP Control treated LDH Activity
ð
Þ ðSpontaneous LDH ActivityÞ
Maximum LDH Activity
ð
Þ ðSpontaneous LDH ActivityÞ
´ 100: Biomolecular engineering by
combinatorial design and high-throughput screening: small, soluble peptides
that permeabilize membranes. J. Am. Chem. Soc. 130, 9849–9858 (2008). The relative quantification of correctly spliced mRNA (90 bp amplicon) over
background was calculated using the Pfafflmodel56. The relative quantification of correctly spliced mRNA (90 bp amplicon) over
background was calculated using the Pfafflmodel56. 12. Krauson, A. J., He, J., Hoffmann, A. R., Wimley, A. W. & Wimley, W. C. Synthetic molecular evolution of pore-forming peptides by Iterative
combinatorial library screening. ACS Chem. Biol. 8, 823–831 (2013). TAMRA delivery assay. HeLa, RAW264.7, HCT116, HepG2, and MCF-7 cells
were plated in 12-well plates at 100,000 cells/well. After 24 h, cells were
gently washed in PBS, topped with 500 µl of PDEP-TA solution containing 0.5 µM
PDEP-TA + 4.5 µM PDEP-C in sfDMEM without phenol red, and incubated
for 30 min at either 4 °C, 23 °C, or 37 °C. The incubation solution was aspirated
and cells were treated with 100 µl 0.025% Trypsin for 3 min at 23 °C; 500 µl DMEM
containing 2% FBS, 125 nM Sytox Green, and 20 mM HEPES was used to
suspend the cells. Cells were transferred to a filter-topped flow cytometry tube
and analyzed on a BD LSR II flow cytometer. Cells displaying a normal mor-
phology were gated and first analyzed for GFP fluorescence using the 488 nM laser. GFP-negative cells were used to generate a histogram of TAMRA fluorescence,
measured with the 543 nM laser. The calculated mean of this distribution and
the percentage of cells exhibiting TAMRA fluorescence values higher than 103 were
recorded. 13. He, L., Hoffmann, A. R., Serrano, C., Hristova, K. & Wimley, W. C. High-
throughput selection of transmembrane sequences that enhance receptor
tyrosine kinase activation. J. Mol. Biol. 412, 43–54 (2011). y
14. Marks, J. R., Placone, J., Hristova, K. & Wimley, W. C. Spontaneous
membrane-translocating peptides by orthogonal high-throughput screening. J. Am. Chem. Soc. 133, 8995–9004 (2011). 15. Krauson, A. J. et al. Conformational fine-tuning of pore-forming peptide
potency and selectivity. J. Am. Chem. Soc. 137, 16144–16152 (2015). 16. Krauson, A. J., He, J. & Wimley, W. C. Gain-of-function analogues of the
pore-forming peptide melittin selected by orthogonal high-throughput
screening. J. Am. Chem. Soc. 134, 12732–12741 (2012). 17. Wiedman, G., Kim, S. Y., Zapata-Mercado, E., Wimley, W. C. & Hristova, K. PH-triggered, macromolecule-sized poration of lipid bilayers by synthetically
evolved peptides. J. Am. Chem. Soc. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-04874-6 NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-04874-6 Data availability. All data are available from the corresponding author upon
request. manufacturer’s protocol. Absorbance at 562 nm was measured using a measured
with a BioTek Synergy 2 plate reader. Received: 16 December 2017 Accepted: 24 May 2018 LDH assay. HeLa cells were treated for 30 min at 37 °C with 100 μl of a 2× serial
dilution of PDEP constructs ranging from 160 μM to 1.25 μM in serum-free
DMEM. As a positive control for LDH release, cells were treated with lysis buffer. Cells incubated in serum-free DMEM lacking peptide were used as a negative
control, 50 μl of the incubation solution was transferred to a separate 96-well plate,
50 μl of the reaction mixture was added to each well and incubated for 30 min at
room temperature in the dark, and 50 μl of stop solution was added to each well
and absorbance was read at 490 and 680 nm. % cytotoxicity was calculated as
follows: References 1. Ellert-Miklaszewska, A., Poleszak, K. & Kaminska, B. Short peptides
interfering with signaling pathways as new therapeutic tools for cancer
treatment. Future Med. Chem. 9, 199–221 (2017). LDH@490 nm
ð
Þ LDH@680 nm
ð
Þ
½
¼ LDH Activity;
ð1Þ Methods
PDEP–PNA PDEP–PNA synthesis. PDEP–PNA library synthesis was performed using a split
and combine synthesis strategy on TentaGel MB NH2 resin (MB300_002) loaded
with Fmoc-photolabile linker (Advanced ChemTech RT1095) using standard Solid
Phase Peptide Synthesis (SPPS) protocols. FMOC protected peptide (Advanced
ChemTech)/PNA monomers (PNABio FMA001, FMT001, FMG001, FMC001,
FMO001) were dissolved in DMF at 3× molar excess relative to the manufacturer’s
stated loading capacity. The reaction was catalyzed by the addition of 0.9× molar
HBTU/HOBt or 0.9× molar HATU for peptides and PNAs respectively. All bases
were double coupled (2×20-min reactions) and reaction completion was demon-
strated with the Kaiser test for amines. Following the addition of each base,
remaining reactive sites were capped with 50× molar acetic anhydride and DIPEA. Between the peptide and the PNA, two [2-(2-(Fmoc-amino) ethoxy) ethoxy] acetic
acid spacer moieties were added. Following acid deprotection in Reagent B (88% v/
v trifluoroacetic acid, 5% v/v phenol, 5% v/v ddH2O, 2% v/v triisopropylsilane)
supplemented with 2.5% v/v m-cresol, beads were washed thoroughly in dime-
thylformamide and dichloromethane and dry-cleaved from the solid support under
UV light for 4 h to produce amidated sequences. Synthesis quality was verified by
performing HPLC, mass spectrometry, and Edman sequencing on the peptide
released from individual beads. Individual beads were placed in 96-well plates,
suspended in 200 μl hexafluoro-2-propanol, and placed under UV light at 365 nm BCA assay. The remaining 10 µl of lysate from the splice correction assay was
combined with 100 µl of the BCA reagents and incubated for 1–4 h at 37 °C per the NATURE COMMUNICATIONS | (2018) 9:2568 | DOI: 10.1038/s41467-018-04874-6 | www.nature.com/naturecommunications 8 ARTICLE LDH@490 nm
ð
Þ LDH@680 nm
ð
Þ
½
¼ LDH Activity; 2. Fosgerau, K. & Hoffmann, T. Peptide therapeutics: current status and future
directions. Drug Discov. Today 20, 122–128 (2015). 3. Havens, M. A., Duelli, D. M. & Hastings, M. L. Targeting RNA splicing for
disease therapy. Wiley Interdiscip. Rev. RNA 4, 247–266 (2013). NATURE COMMUNICATIONS | (2018) 9:2568 | DOI: 10.1038/s41467-018-04874-6 | www.nature.com/naturecommunications LDH@490 nm
ð
Þ LDH@680 nm
ð
Þ
½
¼ LDH Activity;
ð1Þ ð1Þ NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-04874-6 NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-04874-6 (MEL) cells. Int. J. Mol. Med. 34, https://doi.org/10.3892/ijmm.2014.2005
(2014). 49. Christiaens, B. et al. Tryptophan fluorescence study of the interaction of
penetratin peptides with model membranes. Eur. J. Biochem. 269, 2918–2926
(2002). 49. Christiaens, B. et al. Tryptophan fluorescence study of the interaction of
penetratin peptides with model membranes. Eur. J. Biochem. 269, 2918–2926
(2002). (MEL) cells. Int. J. Mol. Med. 34, https://doi.org/10.3892/ijmm.2014.2005
(2014). 25. Shiraishi, T., Eysturskarth, J. & Nielsen, P. E. Modulation of mdm2 pre-
mRNA splicing by 9-aminoacridine-PNA (peptide nucleic acid) conjugates
targeting intron-exon junctions. BMC Cancer 10, 342 (2010). 50. Jobin, M. L. et al. The role of tryptophans on the cellular uptake and
membrane interaction of arginine-rich cell penetrating peptides. Biochim. Biophys. Acta 1848, 593–602 (2015). g
g
j
26. Ivanova, G. D. et al. Improved cell-penetrating peptide-PNA conjugates for
splicing redirection in HeLa cells and exon skipping in mdx mouse muscle. Nucleic Acids Res. 36, 6418–6428 (2008). p y
51. Boisguarin, P. et al. Delivery of therapeutic oligonucleotides with cell
penetrating peptides. Adv. Drug Deliv. Rev. 87, 52–67 (2015). 27. Gao, X. et al. Peptide nucleic acid promotes systemic dystrophin expression
and functional rescue in dystrophin-deficient mdx mice. Mol. Ther. Nucleic
Acids 4, e255 (2015). 52. Nizzardo, M. et al. Morpholino-mediated SOD1 reduction ameliorates an
amyotrophic lateral sclerosis disease phenotype. Sci. Rep. 6, https://doi.org/
10.1038/srep21301 (2016). 28. Kang, S. H., Cho, M. J. & Kole, R. Up-regulation of luciferase gene expression
with antisense oligonucleotides: implications and applications in functional
assay development. Biochemistry 37, 6235–6239 (1998). p
53. Shabanpoor, F. et al. Identification of a peptide for systemic brain delivery of
a morpholino oligonucleotide in mouse models of spinal muscular atrophy. Nucleic Acid. Ther. 27, 130–143 (2017). 54. Betts, C. et al. Pip6-PMO, a new generation of peptide-oligonucleotide
conjugates with improved cardiac exon skipping activity for DMD treatment. Mol. Ther. Nucleic Acids 1, e38 (2012). 29. Dupont, E., Prochiantz, A. & Joliot, A. Penetratin story: an overview. Methods
Mol. Biol. 683, 21–29 (2011). 30. Rizzuti, M., Nizzardo, M., Zanetta, C., Ramirez, A. & Corti, S. Therapeutic
applications of the cell-penetrating HIV-1 Tat peptide. Drug Discov. Today 20,
76–85 (2015). 55. Gao, X. et al. Effective dystrophin restoration by a novel muscle-homing
peptide-morpholino conjugate in dystrophin-deficient mdx mice. Mol. Ther. 22, 1333–1341 (2014). 31. Wender, P., Galliher, W. C., Goun, E., Jones, L. R. & Pillow, T. H. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-04874-6 The design
of guanidinium-rich transporters and their internalization mechanisms. Adv. Drug Deliv. Rev. 60, 452–472 (2008). 56. Pfaffl, M. W. A new mathematical model for relative quantification in real-
time RT-PCR. Nucleic Acids Res. 29, e45 (2001). 32. Guo, Z., Peng, H., Kang, J. & Sun, D. Cell-penetrating peptides: possible
transduction mechanisms and therapeutic applications. Biomed. Rep. 4,
528–534 (2016). Acknowledgements The authors wish to thank Rudolf Juliano at the University of North Carolina for kindly
providing HeLa pLuc705 cells. We also thank Scott Grayson for assistance with MALDI
mass spectrometry, and Dorota Wyczechowska at the Louisiana State University core
facility for assistance with flow cytometry. Funded by NIH NIGMS R01GM111824 and
by the Louisiana Board of Regents Support Fund. 33. Lam, K. S. et al. Synthesis and screening of “one-bead one-compound”
combinatorial peptide libraries. Methods Enzymol. 369, 298–322 (2003). 34. Yin, H. et al. A fusion peptide directs enhanced systemic dystrophin exon
skipping and functional restoration in dystrophin-deficient mdx mice. Hum. Mol. Genet. 18, 4405–4414 (2009). 35. Du, L. et al. Arginine-rich cell-penetrating peptide dramatically enhances
AMO-mediated ATM aberrant splicing correction and enables delivery to
brain and cerebellum. Hum. Mol. Genet. 20, 3151–3160 (2011). Author contributions W.B.K. designed and performed most of the experiments. S.G. designed and performed
the experiments. W.B.K., S.G., and W.C.W. analyzed the data. W.B.K. drafted the
manuscript which was edited and revised with W.C.W. and S.G. W.B.K. designed and performed most of the experiments. S.G. designed and performed
the experiments. W.B.K., S.G., and W.C.W. analyzed the data. W.B.K. drafted the
manuscript which was edited and revised with W.C.W. and S.G. 36. Milech, N. et al. GFP-complementation assay to detect functional CPP and
protein delivery into living cells. Sci. Rep. 5, https://doi.org/10.1038/srep18329
(2015). 37. Markets and Markets. Transfection Reagents and Equipment Market by
Method (Biochemical (Calcium Phosphate, Lipofection, Dendrimers), Physical
(Electroporation, Nucleofection), Viral)), Application (Biomedical, Protein
Production), End User - Global Forecast to 2021. https://www. marketsandmarkets.com/Market-Reports/transfection-reagents-equipment-
market-139141146.html (2018). ARTICLE ARTICLE Additional information Supplementary Information accompanies this paper at https://doi.org/10.1038/s41467-
018-04874-6. marketsandmarkets.com/Market-Reports/transfection-reagents-equipment-
market-139141146.html (2018). Competing interests: W.B.K. and W.C.W., together with Tulane University, have
applied for a patent based on the intellectual property contained herein. The remaining
authors declare no competing interests. 38. Daliri, E. B., Lee, B. H. & Oh, D. H. Current trends and perspectives of
bioactive peptides. Crit. Rev. Food Sci. Nutr. 12, 1–12 (2017). 39. Moulton, H. M. Cell-penetrating peptides enhance systemic delivery of
antisense morpholino oligomers. Methods Mol. Biol. 867, 407–414 (2012). Reprints and permission information is available online at http://npg.nature.com/
reprintsandpermissions/ ¼ PDEP Control treated LDH Activity
ð
Þ ðSpontaneous LDH ActivityÞ
Maximum LDH Activity
ð
Þ ðSpontaneous LDH ActivityÞ
´ 100: Targeting peptide nucleic acid (PNA) oligomers to
mitochondria within cells by conjugation to lipophilic cations: implications for
mitochondrial DNA replication, expression and disease. Nucleic Acids Res. 29,
1852–1863 (2001). 24. Montagner, G. et al. Peptide nucleic acids targeting the marine beta-globin
mRNAs selectively inhibit hemoglobin production in Marine Erythroleukemia 24. Montagner, G. et al. Peptide nucleic acids targeting the marine beta-globin
mRNAs selectively inhibit hemoglobin production in Marine Erythroleukemia URE COMMUNICATIONS | (2018) 9:2568 | DOI: 10.1038/s41467-018-04874-6 | www.nature.com/naturecommunications 9 © The Author(s) 2018 Reprints and permission information is available online at http://npg.nature.com/
reprintsandpermissions/ 40. Torchilin, V. P. & Lukyanov, A. N. Peptide and protein drug delivery to and
into tumors: challenges and solutions. Drug Discov. Today 8, 259–266 (2003). Publisher's note: Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. 41. Ezzat, K. et al. PepFect 14, a novel cell-penetrating peptide for oligonucleotide
delivery in solution and as solid formulation. Nucleic Acids Res. 39, 5284–5298
(2011). 42. Nasrollahi, S. A., Taghibiglou, C., Azizi, E. & Farboud, E. S. Cell-penetrating
peptides as a novel transdermal drug delivery system. Chem. Biol. Drug Des. 80, 639–646 (2012). Open Access This article is licensed under a Creative Commons
Attribution 4.0 International License, which permits use, sharing,
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the copyright holder. To view a copy of this license, visit http://creativecommons.org/
licenses/by/4.0/. 43. Lin, Y. C. et al. Multidimensional design of anticancer peptides. Angew. Chem. Int. Ed. Engl. 54, 10370–10374 (2015). g
44. Wolfe, J. M. et al. Machine learning to predict cell-penetrating peptides for
antisense delivery. ACS Cent. Sci. 4, 512–520 (2018). 45. Takeuchi, T. & Futaki, S. Current understanding of direct translocation of
arginine-rich cell-penetrating peptides and its internalization mechanisms. Chem. Pharm. Bull. (Tokyo) 64, 1431–1437 (2016). 46. Mager, I., Langel, K., Lehto, T., Eiriksdottir, E. & Langel, U. The role of
endocytosis on the uptake kinetics of luciferin-conjugated cell-penetrating
peptides. Biochim. Biophys. Acta 1818, 502–511 (2012). 47. Saar, K. et al. Cell-penetrating peptides: a comparative membrane toxicity
study. Anal. Biochem. 345, 55–65 (2005). 48. Gehring, W. J., Affolter, M. & Burglin, T. Homeodomain proteins. Annu. Rev
Biochem. 63, 487–526 (1994). 10 NATURE COMMUNICATIONS | (2018) 9:2568 | DOI: 10.1038/s41467-018-04874-6 | www.nature.com/naturecommunications
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Coping with Library Anxiety Using Interactive Technology
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Abstract A library has been viewed as a place for learning outside of the classroom. The informa
tion technology that has resulted in digital library does not replace a library as a place. It enhances the library’s role as a learning place. However, students often experience
what is called as “library anxiety” when visiting a library, especially when they visit it
for the first time. Adding more technological applications will make current users get
better information. And it will also help cope with any library anxiety. Keywords:
coping, library anxiety, interactive technology PUSTABIBLIA: Journal of Library and Information Science; Vol. 1 No. 1, Juni 2017
DOI: http://dx.doi.org/10.18326/pustabiblia.v1i1.1-6 PUSTABIBLIA: Journal of Library and Information Science; Vol. 1 No. 1, Juni 2017
DOI: http://dx.doi.org/10.18326/pustabiblia.v1i1.1-6 Coping with Library Anxiety Using Interactive Technology Ida F Priyanto
Universitas Gadjah Mada Introduction Technology has brought changes to the ways libraries serve users. It
also affects the way librarians provide instruction to users. The libraries began
their big change with the use of computerized catalogs in the 1980s-1990s. This change affected the way libraries provided services. Library automation
has changed the way a library serves the users. In addition, the presence
of Internet in the libraries also affects the way libraries provide services. Currently information technology has become an important part of a library. Libraries have continuously developed their online services and
resulted in the existence of digital libraries. However, digital libraries do not
make the library space unimportant. Lippincott (2005) said that physical
spaces are still important in higher education including libraries. She Vol. 1 No. 1, Juni 2017 1 1 Ida F Priyanto further stated that libraries could be viewed as learning spaces outside of the
classrooms where students could study both individually and together with
other students. The emergence of bookless libraries nowadays also emphasizes
the importance of library space in the real world besides virtual one. Library Anxiety: Past and Present Matthews (2013) identified that library users have three potential
reasons for using a library or information service, they go to the library
to do their assignments or projects, for personal reasons, to fulfill their
information needs or for doing any activities. Therefore, it is understandable
that academic libraries need to learn the characteristics of the users and
what and how to fulfill their needs. This is emphasized by Fidishun (2007)
who viewed the importance of librarians to understand why and how users
come to the library; while Bolan, Canada, and Cullin, (2007) suggested
that “librarians have to listen more, trust more, and be willing to relinquish
some control to allow customers of all ages and backgrounds to have the
best library experience possible” (p.41). In this way, librarians may learn
the views of their libraries from the perspective of their users and the users’
ideas of a good library. There are students who do not know anything about library services
and when they have to go to the library, they will feel so worried. This
behavior was studied by Constance Mellon (1986) who found out that
four causes of the students’ uncomfortable feelings, i.e. “(1) library size, (2)
lack of knowledge about location of things in the library, (3) how to begin
a library works, and (4) what to do in the library” (p. 162). Mellon’s study
shows that the first two causes are from the physical space of the library;
while the other two causes are from research process. In other words, being
in a library without knowing the location of things will result in lack of
confidence; so are lack of understanding of what to do and how to begin in
the library. The uncomfortable feeling appears when students have to visit
the library or when they have assignments relating to library services. Jiao
and Onwuegbuzie (2004) mentioned that library physical comfort related PUSTABIBLIA: Journal of Library and Information Science 2 Coping with Library Anxiety Using Interactive Technology to students’ comfort with the library and satisfaction of space access. New
students have to familiarize themselves with the library environment. They
should learn how they can benefit from the library services. Robertson and
Jones (2007) stated that “walking into a physical library for the first time
and attempting to locate a particular area within the facility can potentially
be a frustrating experience” (p.60). Library Anxiety: Past and Present Swigon (2011) emphasized that library
anxiety “certainly exists and should be recognized as a potential barrier to
access to information in libraries” (p. 149). Lee (2012) stated that students
“were not aware of what the academic library had to offer them and were
provided limited or no opportunities to learn” (p. 84). There is another consideration about users. Krotoski (2010)
mentioned the importance of understanding current library users. He
stated that “library visitors of the future will be demanding. They will expect
interactive catalogues to contain every permutation of possible data, and for
it to be accessible on multiple devices at any time” (p. 633). Shafique, Shafiq-
ur-Rehman, & Mahmood (2012) also stated that “information needs and
expectations are continuously changing in the rapidly changing information
scenario. Libraries need to re-orient their collections, services, and facilities
to keep pace with these advancements” (p. 3). Technology has been with the
new generation of students and they can adapt with it easily. By implementing
technology to guide and help them when they visit the library, they will have
less anxiety when visiting the library. Library and Current Users Current academic library users sometimes still experience library
anxiety due to the library size and lack of knowledge about the library facilities,
besides not knowing what to do and how to begin in the library. Therefore,
the best way of helping and attracting current students who are digital
natives is by applying technology in the library in new and innovative ways. Technology will enhance library instruction and information. Technology
can be a good medium to share information with students nowadays because
they are familiar with technology and therefore the library information will Vol. 1 No. 1, Juni 2017 3 Ida F Priyanto be more engaging and entertaining for them. Beard and Bawden (2012)
stated that the library of the future must be a place of study that is equipped
with excellent computing facilities, common spaces for collaborative work
and adequate silent space; while Niegaard (2011) said that the library should
be an “intelligent space” (p. 180). Lippincott (2005) emphasized that “the
library offers a venue where academic work can be carried out in a social
context. As libraries renovate facilities to incorporate technology, they are also
making them more suitable for student group work, informal socializing, and
ubiquitous computing” (p. 56). Some libraries in Asia have even developed
entertainment facilities that are enjoyed by users and the libraries are
equipped with gaming areas, gym rooms, and XD theaters. Some people also
use a library as a place for their pre-wedding photo taking. Today’s libraries will be appropriate if they implement technology for
various services and information for users. Niegaard (2011) mentioned three
conditions to consider in relation to the implementation of technology for
library facilities and information: (1) users who have new media habits and
changes in behavior; (2) changes in the library’s resources and tasks; and (3)
the growth in self-service facilities. Library space for users is more important
than that for collections nowadays. Haas and Stillwell (2010) stated that one
of the major concerns in the library is “Space, students want more room to
work on their projects” (p. 163). Rasul and Sahu (2011) considered the use of
IT has become imperative for the efficient management of modern libraries. In other words, collaboration among librarians, IT people, and architects
will help formulate the needs of today’s users. Niegard (2011) stated the
importance of librarians to work with architects “to accommodate new digital
technologies (p, 175). Library and Current Users In this case, the library functions and design and the
IT placement are better accommodated and managed. Application of Interactive Technology to Enhance Library Information Based on the need to help and fulfill the needs of library users, the
library can enhance its services by developing interactive and real-time
information about the library where users can check the number of discussion PUSTABIBLIA: Journal of Library and Information Science 4 Coping with Library Anxiety Using Interactive Technology rooms available and can then book the room from the website or their
smartphones. This will help students plan their visit to the library. As library
seats and computer terminals are limited, real-time information about the
number and location of available seats and computer terminals is important. Students can check how many and which seats and computer terminals are
available from the interactive screen in the library lobby or via smartphones
and tablets. This is useful when the library has many floors. Users can check
the available seats and computer terminals before going up and downstairs
of the library to look for the free seats and computers. An interactive and directive catalog will save time too. The library
catalog is added with an application that provides shelf information where
users can get the collection. Users can check the catalog about the availability
of books and other printed materials and the interactive computer screen will
show the collection’s location. When this is connected with smart shelves,
not only the map that a user may get, but the shelf will also notify the user
by sound or light. This sort of technology is appropriate for libraries in a
developing countries. Some libraries in China have already implemented
this technology. It is hoped that the application of such simple technology will help
library users in coping with their confusion when visiting the library and
save their time by knowing the location of the room or seat to sit; to find
library collection, and possibly to cope with disaster. Conclusion Library as a place still plays an important role. Library users make
use of the library to study, to have discussion with others, and to enjoy other
library services and activities. The application of such simple technology will
definitely help users to save time and cope with their anxiety when they visit
the library, especially when they visit the library for the first time. Indeed
libraries should bear in mind that the focus of the library is not on the library
collection anymore, but “on the user’s stay in the library and on the user
having access to both physical and digital resources” (Niegaard, 2011, p. 174). Vol. 1 No. 1, Juni 2017 5 Ida F Priyanto PUSTABIBLIA: Journal of Library and Information Science References Beard, C. & Bawden, D. (2012). University libraries and the postgraduate student:
physical and virtual spaces. New Library World, 113(9/10), 439-447. Bolan, K. Canada, M, and Cullin, R. (2007). Web, library, and teen Services 2.0. Young Adult Library Services. 40-43. Fidishun, D. (2007). Women and the Public Library: Using Technology, Using the
Library. Library Trends, 56(2), 328-343. Haas, L. & Stillwell, A. (2010). The library–information technology partnership:
Challenges and solutions. Journal of Library Administration, 50, 51–66.h Jiao, Q. and Onwuegbuzie, A. (2004). The impact of information technology on
Library Anxiety: The role of computer attitudes. Information Technology
and Libraries, 23(4), 138-144. Krotoski, A. (2010). Libraries of the future. Nature, 468, 633. Lee, S. (2012). An Exploratory study of library anxiety in developmental education
students. Community & Junior College Libraries, 18, 67–87. Lippincott, J. (2005). Net generation students and libraries. Educause. Retrieved
from http://www.educause.edu/educatingthenetgen/. Matthews, R. (2013). Valuing Information, Information Services, and the Library:
Possibilities and realities. Portal: Libraries and the Academy, 13(1), 91–112. Mellon, C. (1986). Library anxiety: A grounded theory and its development. College
and Research Libraries, 47(2), 160-165. Niegaard, H. (2011). Library Space and Digital Challenges. Library Trends, 60(1),
174-189. Rasul, G. & Sahu,A. (2011). Use of IT and Its Impact onService Quality in an
AcademicLibrary. Library Philosophy and Practice. Retrieved from http://
unllib.unl.edu/LPP/ Roberson, J. & Jones, J.G. (2009). Exploring academic library users’ preferences of
delivery methods for library instruction: Webpage, digital Game, and other
modalities. Reference & User Services Quarterly, 48(3), 259–269.ii Shafique, F., Shafiq-ur-Rehman, & Mahmood, K. (2012). A Macro Sketch of Users’
Needs, Satisfaction, and Library Performance: A Survey of University
Libraries in Pakistan. Library Philosophy and Practice. Retrieved from
http://digitalcommons.unl.edu/libphilprac/ Swigon, M. (2011). Library anxiety among Polish students: Development and
validation of the Polish library anxiety scale. Library & Information Science
Research, 33, 144–150 PUSTABIBLIA: Journal of Library and Information Science 6
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Experiences and Perception Towards Reproductive Health Education Among Secondary School Teachers in South India
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Experiences and Perception Towards Reproductive Health Education Among
Secondary School Teachers in South India
Nitin Joseph
(
drnitinjoseph@gmail.com
)
Kasturba Medical College Mangalore Experiences and Perception Towards Reproductive Health Education Among
Secondary School Teachers in South India Experiences and Perception Towards Reproductive Health Education Among
Secondary School Teachers in South India Nitin Joseph
(
drnitinjoseph@gmail.com
)
Kasturba Medical College Mangalore
Vaibhav Mahato
Kasturba Medical College Mangalore
Akhil Pandey
Kasturba Medical College Mangalore
Shikha Mishra
Kasturba Medical College Mangalore
Garima Prakash
Kasturba Medical College Mangalore
Rishika Gandhi
Kasturba Medical College Mangalore Experiences and Perception Towards Reproductive Health Education Among
Secondary School Teachers in South India
Nitin Joseph
(
drnitinjoseph@gmail.com
) Experiences and Perception Towards Reproductive Health Education Among
Secondary School Teachers in South India
Nitin Joseph
(
drnitinjoseph@gmail.com
) Research Keywords: Experiences, Perception, Reproductive health education, Secondary school teachers, Urban area DOI: https://doi.org/10.21203/rs.3.rs-648838/v1 License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License Version of Record: A version of this preprint was published at Reproductive Health on August 26th, 2021. See the published version at
https://doi.org/10.1186/s12978-021-01224-6. Page 1/14 Abstract Background: Reproductive health education (RHE) is an important component of school curricula. It helps students in the decision-making process regarding
several issues concerning reproductive health. However delivering RHE at schools is a difficult task for the teachers. Methods: This study was conducted to assess the experiences and perceptions towards reproductive health education (RHE) among 236 secondary school
teachers in January 2019. Data were collected using a self-administered questionnaire. Results: Only 21(8.9%) were trained in RHE. Majority [179(75.8%)] identified cultural barriers as the major challenge involved in its implementation. 95(40.3%)
teachers felt that the provision of sexual education as a part of RHE will promote pre-marital sexual activity among the students. Of the total, 185 (78.4%) had
average while 51 (21.6%) participants had a good perception towards RHE. It was taught in only 3(16.7%) out of the 18 schools surveyed. Only 11(4.7%)
participants felt that the availability of teaching aids to conduct RHE classes at their schools was adequate. Hardly 14(5.9%) teachers had taken RHE classes
for students. Among the rest, 135(60.8%) expressed their willingness to take RHE classes with appropriate training. In multi variable analysis, participants
aged ≤40 years (p=0.031), those belonging to nuclear families (p=0.013), and those who had taken classes in RHE (p=0.037) had significantly good
perception level towards RHE. Conclusions: Teachers therefore need to be trained and given more opportunities to take RHE sessions which will help improve their perception towards RHE. Schools need to be better equipped with resources and various perceived barriers need to be overcome before RHE can be successfully implemented. Plain English Summary This study was conducted to assess the experiences and perceptions towards reproductive health education (RHE) secondary school teachers. The
participants provided the required information by filling a questionnaire. Hardly one in ten of them had prior training in RHE and one in twenty had taken RHE
classes at schools. More than three-fourth of them felt that cultural barriers could pose problems in its implementation at schools. One in four teachers had
good perception towards RHE and two in three teachers expressed their willingness to take RHE classes with appropriate training. Favourable perception
towards RHE were expressed by teachers who were young, from small families and those who had taken RHE classes before. Introduction Reproductive health education (RHE) is an important component of school curricula. It helps students in the decision-making process regarding several issues
concerning reproductive health [1, 2]. The international community has always lent its support for the implementation of RHE at schools thereby protecting the
rights of the adolescent population [3]. The importance of RHE has been acknowledged in the Sustainable Development Goals Agenda so as to ensure that the
necessary knowledge and skills in this area are acquired by all learners. This would support the efforts aimed at ending all forms of violence against girls and
women everywhere [4]. The scenario of its implementation in schools in developing countries like India has not been fully explored within academic literature. The Adolescence
Education Program (AEP) in India was launched in 2005 to cover all secondary schools [5]. However, several political, religious leaders and teachers
themselves opined that the AEP was against Indian cultural and moral values. Critics also felt that its introduction might encourage sexual activity among
adolescent population. It was therefore banned across several states in India, including the state of Karnataka in 2007 [6–8]. The current state of RHE in schools across India appears to be in a disorganized manner. Most teachers do not teach RHE due to reasons such as
embarrassment, or it not being part of the curriculum [9]. Studies have also observed that most parents are hesitant to discuss reproductive health-related
issues with their children [10]. Moreover the information on these matters obtained from mass media and society, although easily accessible, are not always
accurate and reliable. Family, society and schools all have a responsibility in providing RHE to the adolescent population. Since teachers spend a considerable amount of time with
the students, it is easier for them to implement RHE in the teaching curriculum. Hence, schools become an ideal and reliable setting to offer RHE for the young
population [11]. For this to materialize, the teachers need to be first equipped with the necessary knowledge, skills and comfort level to effectively deliver RHE. For effective implementation of sessions on any sensitive topics such as RHE, the concerns and the expectations desired by teachers for teaching RHE in the
classroom set-up, needs to be well understood. This study was hence designed to study the experiences and perceptions towards RHE among secondary school teachers. Methods This included various aspects like their perceptions on the necessity of RHE at schools, regarding topics to be covered under RHE,
right class to introduce RHE, whether these classes need to be taken separately for boys and girls, need of permanent personnel at schools to teach RHE,
barriers involved in teaching RHE at schools and likely problems if there were no RHE for school students. Additionally, teachers’ perception towards a
sensitive question, namely, whether the provision of sexual education as a part of RHE at the school level would promote early sexual activity among the
learners, was also enquired under this section. Section B focused on implementation of RHE at the surveyed schools. Teachers in this section were enquired about, the details of personnel taking RHE
classes, the availability of teaching aids to conduct RHE and the adequacy of the content related to RHE taught at their schools. Section C consisted of questions to teachers to enquire their experiences of teaching RHE, the comfort level experienced by them whilst teaching, incidents of
any disruptive behavior by students during sessions and any report of objections by the parents for teaching RHE at schools. The various topics under RHE for
which the teachers felt that they needed more training were also enquired. For those teachers who had not taken any RHE classes so far, their willingness to
teach RHE, if the required training was offered to them, was enquired from them. The questionnaires took approximately 20 minutes for each respondent to fill. The investigators were present at the venue to respond to any clarifications
from the study participants during the data collection phase. Perception level towards RHE was assessed based on the responses to seven questions designed
in a five-point Likert scale which comprised of five positively worded questions: whether teachers felt RHE is necessary for school students, should RHE be
placed as a separate chapter in science textbooks, should RHE classes be taken separately for boys and girls, whether there is a need for permanent personnel
to be employed at schools to exclusively deal with problems on reproductive health among students and whether they were willing to take classes on RHE with
appropriate training. Five points were awarded for a “strongly agree ”, 4 for “agree”, 3 for “neutral”, 2 for “disagree” and 1 for “strongly disagree” response. Methods This cross-sectional study was conducted in Mangalore city situated on the western coast of South India in January 2019. The Institutional Ethics Committee
granted ethical clearance. Adopting a simple random sampling technique, six secondary schools (8th to 10th standard) each from government, aided (institute
owned by private management but receives aid from the government) and private schools situated within the city limits were chosen for this study. The permission to conduct the study at the government and the aided schools was taken from the Block Education Officer of Dakshina Kannada District. Further, permission to conduct the study at the school was taken from the respective school principals. Later the school teachers were approached and were
informed of the nature and the purpose of the study. The school principals and teachers were assured complete anonymity of the information which were to
be collected. Informed consent for participation was taken in writing from all the consenting teachers. Page 2/14 Page 2/14 Based on the findings of a previous study done in Chandigarh, India [12] where 88% of school teachers were reported to have favorable perception towards
RHE; the sample size using the formula Zα
2pq/d2 at 95% confidence intervals, 5% relative precision and adding a non-response rate of 10%, was calculated as
231. Teachers were approached in their waiting rooms at schools. They were enrolled using the convenience sampling method. Teachers with a minimum of one-
year teaching experience and those consenting for participation were included in this study. Data were collected using a self-administered questionnaire. The
questionnaire was content validated with the help of subject experts. In the government and aided schools, the Kannada version of the questionnaire was
used. It was language validated by translation and back translation with the help of language experts. Pre-testing of the questionnaire was done based on the responses of 10 teachers chosen non-randomly from a private school which was not included in the
main study. Cronbach’s alpha value for the reliability of the questionnaire (after excluding the sociodemographic information of the teachers) was 0.88. The questionnaire was semi-structured with both open and closed-ended questions. The initial part of the questionnaire was designed to obtain
sociodemographic information and details of prior training in RHE amongst the teachers. Section A consisted of questions assessing the views and opinions
of teachers regarding RHE. Methods In
lieu of the last question, for those teachers who had already taken RHE classes earlier, 5 points meant for the “strongly agree” response, were awarded to each
of them. For the other two questions which were negatively worded: whether RHE classes should be taken by same-gender teachers to the same-gender
students and whether sexual education will promote early sexual activity among students, reverse scoring was done. The minimum attainable score based on
the responses to these seven questions was 7 and the maximum was 35. Therefore, scores ranging from 7 to 16 were considered as poor, 17 to 26 as average and 27 to 35 as good perception level towards RHE among the teachers. herefore, scores ranging from 7 to 16 were considered as poor, 17 to 26 as average and 27 to 35 as good perceptio e considered as poor, 17 to 26 as average and 27 to 35 as good perception level towards RHE among the teachers Data entry and analysis were done using IBM SPSS for Windows version 25.0, Armonk, New York. Chi-square test and Binary logistic regression analysis were
used to determine the variables associated with good perception towards RHE among school teachers. The p < 0.05 was taken as the cut-off for statistical
significance. Only 21 (8.9%) teachers were trained in RHE. Overall, the training in RHE was observed to be inadequate among the participants. (Table 3) Results A total of 257 teachers were eligible to take part in this study. However, only 236 (91.8%) of them returned satisfactorily filled questionnaires. The mean age of the teachers was 40.3 ± 9.5 years. (Table 1) Only 60 (25.4%) taught science-related subjects while the rest taught other subjects. The mean
years of teaching experience among the participants were 11.9 ± 7.1 years. The years of teaching experience ranged from 1 to 33 years. (Table 2) Page 3/14 Page 3/14 Table 1
Socio demographic distribution of school
teachers (n = 236). Characteristics
Number
Percentage
Age (years)
≤ 25
7
3.0
26–30
39
16.5
31–35
37
15.7
36–40
40
16.9
41–45
46
19.5
46–50
29
12.3
51–55
14
5.9
> 55
24
10.2
Gender
Males
88
37.3
Females
148
62.7
Type of family
Nuclear
138
58.5
Joint
98
41.5
Native place
Urban
189
80.1
Rural
47
19.9
Total
236
100.0 Table 1 Table 1
Socio demographic distribution of school
teachers (n = 236). Characteristics
Number
Percentage Page 4/14 Table 2 Table 2
Distribution of teachers based upon school related characteristics (n = 236). Characteristics
Number
Percentage
Type of school (based on ownership)
Government
80
33.9
Aided
81
34.3
Private
75
31.8
Type of school (based on co-education status)
Co-educational school
227
96.2
All-boys school
3
1.3
All-girls school
6
2.5
Educational background
Science
93
39.4
Arts
143
60.6
Subjects taught at school
Science related
60
25.4
Others
176
74.6
Teaching experience (years)
1–5
53
22.5
6–10
71
30.1
11–15
46
19.5
16–20
35
14.8
21–25
21
8.9
> 25
10
4.2
Total
236
100.0 Page 5/14 Table 3
Characteristics related to reproductive health education (RHE) training among school teachers. As many as 215 (91.1%) of the total participants agreed/strongly agreed that there was a necessity for RHE for school students. Overall, the teachers had a
favorable perception of RHE. (Table 4) Results Characteristics
Number
Percentage
Trained in RHE (n = 236)
Yes
21
8.9
No
215
91.1
Number of training sessions attended (n = 21)
1
8
38.1
2
10
47.6
3
3
14.3
The time gap between the most recent training session with the present time (n = 21)
≤ 2 years
4
19.1
2.1-3 years
5
23.8
3.1-5 years
3
14.2
5.1–10 years
4
19.1
> 10 years
5
23.8
Personnel who conducted the most recent training (n = 21)
Medical professionals
15
71.4
Teachers
6
28.6
The venue of training (n = 21)
At the school
21
100.0
Certified training (n = 21)
Yes
2
9.5
No
19
90.5
Other sources of information about RHE (n = 236)†
Textbooks
183
77.5
Internet
141
59.7
Television
137
58.0
Colleagues
119
50.4
†Multiple responses
1%)
f th t t l
ti i
t
d/ t
l
d th t th
it f
RHE f
h
l t d
t
O
ll th As many as 215 (91.1%) of the total participants agreed/strongly agreed that there was a necessity for RHE for school students. Overall, the teachers had a
favorable perception of RHE. (Table 4) Page 6/14 Page 6/14 Page 6/14 Perception regarding reproductive health education among school teachers. Results The other personnel identified by participants suitable for this task were student counsellors [88 (37.3%)], obstetricians [83 (35.2%)], any trained personnel [83
(35.2%)], medical officers [66 (28%)], teachers [47 (19.9%)], pediatricians [41 (17.4%)], parents [38 (16.1%)], class teachers [29 (12.3%)], senior teachers [10
(4.2%)] and school principals [10 (4.2%)]. Reasons for these preferences were: due to their proficiency in knowledge regarding reproductive health [223
(94.5%)], their accessibility [32 (13.6%)] and familiarity [25 (10.6%)] with the students, as stated by the participants. The common topics under RHE to be covered at schools as opined by the participants were concepts of puberty [209 (88.6%)], awareness of good/bad touch
[177 (75%)], menstrual hygiene [174 (73.7%)], information on sexually transmitted diseases (STDs) [159 (67.4%)], description and functions of reproductive
organs [143 (60.6%)], benefits of ideal family size [140 (59.3%)], information about right age at marriage [139 (58.9%)], concept of menarche [136 (57.6%)],
information about right age at pregnancy [134 (56.8%)], sexual abuse/harassment [133 (56.4%)] and about contraceptives [38 (16.1%)]. Topics under RHE which the participants specifically suggested to be introduced before secondary school were: awareness of good/bad touch [55 (23.3%)],
about concepts of puberty [20 (8.5%)], description and functions of reproductive organs [13 (5.5%)] and menstrual hygiene [6 (2.5%)]. Topics under RHE which the participants specifically suggested to be introduced after secondary school were: issues concerning teenage pregnancies [48
(20.3%)], about contraceptives [33 (14%)], information on STDs [5 (2.1%)] and description and functions of reproductive organs [5 (2.1%)]. The common challenges involved in teaching RHE in schools as opined by teachers were: cultural barriers [179 (75.8%)], parental objections [94 (39.8%)], lack
of a standardized teaching module [61 (25.8%)], teachers not being trained in RHE [52 (22%)], school administrators not recognizing the importance of RHE [15
(6.4%)] and unavailability of sufficient resource materials at schools to conduct RHE sessions [(11 (4.7%)]. The common problems that would be encountered if there were no RHE at schools as perceived by the participants were: students ending up acquiring
incorrect information about reproductive health from various informal sources [109 (46.2%)], students ending up in an anxious state when they encounter
issues concerning reproductive health [102 (43.2%)], greater risk of teenage pregnancies [45 (19.1%)], more chances of premarital sexual experiences [39
(16.5%)], more instances of abortions [16 (6.8%)] and risk of having an unsuccessful marital life in future [15 (6.4%)]. Results Characteristics
Number
Percentage
The necessity of RHE for school students
Strongly agree
67
28.4
Agree
148
62.7
Neutral
14
5.9
Disagree/strongly disagree
7
3.0
When should it be introduced for school children (n = 215)
1st to 5th standard
23
10.7
6th to 7th standard
88
40.9
8th to 10th standard
104
48.4
When should it be introduced if not during schooling years (n = 7)
During pre-university course
6
85.7
Before marriage
1
14.3
RHE should be introduced to which gender
Both boys and girls
222
94.1
Only girls
14
5.9
Should RHE sessions be taken separately for boys and girls
Strongly agree
82
34.8
Agree
92
39.0
Neutral
14
5.9
Disagree
42
17.8
Strongly disagree
6
2.5
The same gender teacher should teach RHE to the same gender students
Strongly agree
13
5.5
Agree
65
27.5
Neutral
70
29.7
Disagree
73
30.9
Strongly disagree
15
6.4
Suitable teaching aids to conduct RHE at schools†
Posters
130
55.1
Flip charts
112
47.5
Video films
91
38.6
Models
66
28.0
RHE should be a separate chapter in science textbooks
Strongly agree
48
20.3
Agree
108
45.8
Neutral
48
20.3
Disagree
31
13.2
Strongly disagree
1
0.4
RHE classes to be taught after usual teaching hours at schools Page 7/14 Page 7/14 Characteristics
Number
Percentage
No
142
60.2
Not sure
65
27.5
Should curriculum makers take teacher’s suggestions while preparing a RHE module
Yes
230
97.5
No
6
2.5
Reasons for the same (n = 230)
Teachers directly deal with students
69
30.0
Teachers understand students the best
7
3.0
Need for permanent personnel at schools to exclusively deal with reproductive health-related problems among students
Strongly agree
15
6.4
Agree
106
44.9
Neutral
98
41.5
Disagree
12
5.1
Strongly disagree
5
2.1
Provision of sexual education as a part of RHE will promote premarital sexual activity among the students
Strongly agree
7
3.0
Agree
88
37.3
Neutral
72
30.5
Disagree
67
28.4
Strongly disagree
2
0.8
Total
236
100.0
†Multiple responses When the teachers were asked regarding who they felt were the right persons to teach RHE to the students, the majority [156 (66.1%)] stated biology teachers. A total of 14 (5.9%) teachers had taken classes on RHE. Overall, the majority of the participants felt that the resource materials for conducting RHE classes at
the surveyed schools were not adequate. (Table 5) Results Out of the 215 teachers who agreed/strongly agreed with the introduction of RHE in schools, 76 (35.3%) felt that it would help students to understand more
about themselves and 29 (13.5%) felt that it would benefit students in getting all their misconceptions cleared regarding this topic. Among the 14 teachers
who felt that RHE is to be introduced only for the girls, 6 (42.9%) thought so because girls need to be aware of consequences following sexual misadventures. Page 8/14 Page 8/14 The cumulative perception scores of the participants ranged from 17 to 30. Among them, 185 (78.4%) had average while 51 (21.6%) had a good perception
towards RHE. Implementation of RHE at schools was done in only 3 (16.7%) out of the 18 schools. Implementation of RHE was observed in a government, aided and private
school. All these were co-educational schools. Formal RHE classes were given only in the private school and it was for students from 6th to 10th standard. Sessions were taken by both teachers from the same institute and by teachers from other institutes. In the other two schools, RHE sessions were offered
informally for only 10th standard students and the resource persons were teachers from the same institution. A total of 14 (5.9%) teachers had taken classes on RHE. Overall, the majority of the participants felt that the resource materials for conducting RHE classes at
the surveyed schools were not adequate. (Table 5) Page 9/14 Table 5 Table 5
Experiences of teachers with reproductive health education sessions at the surveyed schools. In multivariable analysis, participants aged ≤ 40 years (p = 0.031), those belonging to nuclear families (p = 0.013) and those who had taken classes in RHE (p
= 0.037), had significantly good perception level towards RHE as compared to others (Table 7). Results Characteristics
Number
Percentage
Content of RHE delivered at the school
Adequate
18
7.6
Inadequate
88
37.3
Not sure
130
55.1
Availability of teaching aids at schools to conduct RHE
Adequate
11
4.7
Inadequate
90
38.1
Not sure
135
57.2
Taken classes on RHE
Yes
14
5.9
No
222
94.1
If not, willingness to take with appropriate training (n = 222)
Agree
135
60.8
Neutral
54
24.3
Disagree
12
5.4
Strongly disagree
21
9.5
Topics under RHE for which additional training is required†
Sexually transmitted diseases
56
23.7
Counseling children with issues related to RHE
53
22.5
Physiology of menstruation
21
8.9
Feeling of uneasiness while taking classes on RHE (n = 14)
Neutral
1
7.1
Disagree
7
50.0
Strongly disagree
6
42.9
Feeling of uneasiness while taking classes on RHE to the opposite gender (n = 14)
Neutral
3
21.4
Disagree
7
50.0
Strongly disagree
4
28.6
Disruptive behavior by students during RHE sessions (n = 14)
Yes
2
14.3
No
12
85.7
Parental objection for taking classes on RHE (n = 14)
Yes
4
28.6
No
10
71.4
Total
236
100.0
†Multiple responses
who underwent training in RHE in the past, 3 (14.3%) had taken classes on RHE for the students. Among the 215 te
aining in RHE, 11 (5.1%) had taken classes on RHE for the students (p = 0.116). Out of the 14 teachers who had tak Out of the 21 teachers who underwent training in RHE in the past, 3 (14.3%) had taken classes on RHE for the students. Among the 215 teachers who did not
undergo any form of training in RHE, 11 (5.1%) had taken classes on RHE for the students (p = 0.116). Out of the 14 teachers who had taken classes in RHE,
11 (78.6%) did not undergo any form of training in RHE. Some of the open suggestions/observations given by teachers regarding reproductive health were: school students often find it uncomfortable in accepting
their bodily changes during puberty (5), the current teaching of RHE at schools is inadequate (3), provision of sexual education as a part of RHE may promote Page 10/14 Page 10/14 Page 10/14 premarital sexual activity among the students (3), the mass media have promoted obscenity leading to promiscuous behavior among the students (1) and
that there are several misconceptions present regarding menstruation among girls (1). Discussion The proportion of teachers who underwent training in RHE was only 8.9% in the present study in comparison to 25.8–70% reported in previous studies [2, 3, 13,
14]. Considering the multidisciplinary nature of RHE, all teachers during their preservice and in-service training years need to be given training in reproductive
health. Close to three-fourth of teachers in the present study felt that RHE sessions need to be taken separately for boys and girls. In co-education RHE sessions,
students might experience discomfort as learners of one gender may feel embarrassed to discuss with their teachers, certain topics under reproductive health
in the presence of students of the opposite gender. More than three-fourth of teachers in this study felt that the cultural barriers were the main challenges involved in teaching RHE at schools. In previous studies,
teachers listed religion, culture, restrictive policies, inadequate time being allotted, untrained teachers, lack of confidence among teachers, lack of
infrastructure, lack of teaching aids, lack of support from teachers, objections raised by students, parents or school administrators, as the potential barriers for
the same [2, 14–20]. A total of 40.3% teachers in this study and 39–71.7% in previous studies felt that sex education as a part of RHE would promote early sexual activity among
the students [2, 3, 21]. These misconceptions need to be addressed in training sessions for teachers in order to bring a more favorable perception towards
RHE. Implementation of RHE was seen merely among three of the surveyed schools in the present study. Moreover, just one out of these three schools had sessions
taken by teachers from other institutions. In the South African study, it was observed that outside personnel like the Department of Health Officials and school
nurses were occasionally invited to take RHE classes for the students [14]. Teachers at these schools felt that this initiative made RHE classes more effective
because learners could relate and discuss sensitive issues concerning reproductive health better with outsiders than with their educators [14]. In this study, hardly 8% of respondents felt that the content of RHE sessions and hardly 5% felt that the teaching aids to conduct these sessions were
adequate at their schools. Similarly, in the South African study, hardly 10% of teachers felt that the schools had adequate resources to enable them to take
RHE classes [14]. In this study, hardly 6% of teachers had taken classes in RHE. Results Participants aged ≤ 40 years, females, those belonging to nuclear families, those who underwent training in RHE and those who had taken classes in RHE, had
significantly good perception level towards RHE as compared to the rest (Table 6). Participants aged ≤ 40 years, females, those belonging to nuclear families, those who underwent training in RHE and those who had taken classes in RHE, had
significantly good perception level towards RHE as compared to the rest (Table 6). Table 6
Association between determinants and perception level towards reproductive health
education among school teachers. Characteristics
Perception level towards RHE
Total
Good No. (%)
Average No. (%)
Age group
≤ 40 years
36(29.3)
87(70.7)
123
> 40 years
15(13.3)
98(86.7)
113
X2 = 8.893, p = 0.003
Gender
Male
12(13.6)
76(86.4)
88
Female
39(26.4)
109(73.6)
148
X2 = 5.267, p = 0.022
Type of family
Nuclear
40(29)
98(71)
138
Joint
11(11.2)
87(88.8)
98
X2 = 10.671, p = 0.001
Underwent training in RHE
Yes
9(42.9)
12(57.1)
21
No
42(19.5)
173(80.5)
215
X2 = 6.143 p = 0.013
Taken classes on RHE
Yes
8(57.1)
6(42.9)
14
No
43(19.4)
179(80.6)
222
X2 = 11.092, p = 0.001
Total
51
185
236
rticipants aged ≤ 40 years (p = 0.031), those belonging to nuclear families (p = 0.013) and those who had taken class Page 11/14 Page 11/14 Table 7 Table 7
Binary logistic regression analysis of variables associated with good perception level towards reproductive health education among the
school teachers (n = 236). Characteristics
Unadjusted OR
95% CI for unadjusted OR
P value
Adjusted OR
95% CI for adjusted OR
P value
Lower
Upper
Lower
Upper
Age (years)
≤ 40
2.703
1.386
5.272
0.003
2.147
1.073
4.299
0.031
> 40
1
1
Gender
Males
1
1
Females
2.266
1.114
4.61
0.022
1.014
0.429
2.396
0.975
Type of family
Nuclear
3.228
1.56
6.679
0.001
2.579
1.219
5.459
0.013
Joint
1
1
Underwent training in RHE
Yes
3.089
1.222
7.812
0.013
2.163
0.813
5.751
0.122
No
1
1
Taken classes in RHE
Yes
5.55
1.83
16.835
0.001
3.4
1.08
10.709
0.037
No
1
1 Funding: No funding was acquired for this study. Limitations There is a possibility of under reporting of information on this sensitive topic by participants of this study. Availability of data and materials: The SPSS spread sheet containing the data of this research study has been uploaded as a supplementary file. Authors’ contributions: NJ: guarantor of this research work, concept, design, literature search, proforma preparation, data collection, data entry, data analysis, manuscript preparation,
revising the work critically for important intellectual content VM: literature search, manuscript preparation, interpretation of data, revising the work critically for important intellectual content, manuscript editing
AP d
i
i
f d
i i
h
k
i i
ll f
i
i
ll
l
i
di i VM: literature search, manuscript preparation, interpretation of data, revising the work critically for important intellectual content, manuscript editing
AP: data entry, interpretation of data, revising the work critically for important intellectual content, manuscript editing
SM: literature search, interpretation of data, revising the work critically for important intellectual content, manuscript editing
GP: interpretation of data, revising the work critically for important intellectual content, manuscript editing
RG: interpretation of data, revising the work critically for important intellectual content, manuscript editing
All authors approved the final manuscript before submission VM: literature search, manuscript preparation, interpretation of data, revising the work critically for important intellectual content, manuscript editing
AP: data entry, interpretation of data, revising the work critically for important intellectual content, manuscript editing
SM: literature search, interpretation of data, revising the work critically for important intellectual content, manuscript editing VM: literature search, manuscript preparation, interpretation of data, revising the work critically for important intellectual content, manuscript editing
AP: data entry, interpretation of data, revising the work critically for important intellectual content, manuscript editing All authors approved the final manuscript before submission Consent for publication: This was taken from the co-investigators of this study. Discussion Among them, most were not even trained in RHE. This dismal picture was also reported in a
study done in four countries of pacific islands where a significant number of teachers taught RHE without any training [2]. Prior research has shown that
training has a major influence on the confidence levels of teachers teaching sensitive topics like RHE. Lack of the required training was found to negatively
impact their quality of teaching [18, 19]. Among the teachers who had taken RHE classes for students in this study, more than one-fourth of them reported parental objection to the conduct of these
classes. In the South African study, 90% of teachers reported a lack of support from parents [14]. Parental counseling on the importance of RHE might help in
addressing these issues before initiating RHE sessions at schools. Page 12/14 Certain variables were found to be associated with good perception level towards RHE among participants in this study. In other studies, teachers with more
than four years of teaching experience [22], science teachers [22], the gender of the teacher [23], trained teachers [23] and teachers teaching RHE [23] had a
more positive attitude towards the importance of sex education at schools. Declarations
Ethics approval: The study protocol was approved by the Institutional Ethics Committee. The ethics approval number was IECKMCMLR/012/2019 on 14th January 2019. Conclusions It is evident from the findings of this study that few teachers were trained in RHE. Similarly, few teachers had taken classes on RHE. Teachers therefore need to
be trained during the pre and in-service training programs and need to be given more opportunities to take RHE sessions. This would benefit them in having a
good perception of RHE, as supported by the observations of this study. Schools need to be better equipped with resources for the successful implementation
of RHE. The authors declare that they have no competing interests. The authors declare that they have no competing interests. References Perception of Parent’s And Teacher’s Towards Introduction Of Sex Education In Senior Secondary Schools I
Bauchi State, Nigeria. IOSR JRME. 2018;8:20–5. 21. Mohammed M, Sadiq AM, Mohammed K. Perception of Parent’s And Teacher’s Towards Introduction Of Sex Education In Senior Secondary Schools In
Bauchi State, Nigeria. IOSR JRME. 2018;8:20–5. 22. Fentahun N, Assefa T, Alemseged F, Ambaw F. Parents’ perception, students’ and teachers’ attitude towards school sex education. Ethiop J Health Sci. 2012;22:99–106. 23. Esimai A. Introduction of sex education into Nigerian schools: the Parents’, Teachers’ and students' perspectives [Dissertation]. Ile-Ife: Obafemi Awolowo
University;2003. Acknowledgements: We authors of this study thank the Block Education Officer of Dakshina Kannada District for permitting us to do the study at the various Government and
Aided schools at the setting. We also thank the Principals of the respective schools for granting us the permission. Finally we thank all the teachers who
enthusiastically took part in this study. Page 13/14 SchooldataRHE.sav References Emerging Evidence from National Surveys. PLoS ONE. 2013;8:e71584. 8. Tripathi N, Sekher TV. Youth in India Ready for Sex Education? Emerging Evidence from National Surveys. PLoS 9. Thirunavukarasu A, Simkiss D. Developments in Reproductive Health Education in India. J Trop Pediatr. 2013;59:255–7. 9. Thirunavukarasu A, Simkiss D. Developments in Reproductive Health Education in India. J Trop Pediatr. 201 0. Lebese RT, Davhana-Maselesele M, Obi CL. Sexual health dialogue between parents and teenagers: an imperat
2010;33:33–42. ;
11. Wilson SF, Strohsnitter W, Baecher-Lind L. Practices and perceptions among pediatricians regarding adolescent contraception with emphasis on
intrauterine contraception. J Pediatr Adolesc Gynecol. 2013;26:281–4. 1. Wilson SF, Strohsnitter W, Baecher-Lind L. Practices and perceptions among pediatricians regarding adolescent
intrauterine contraception. J Pediatr Adolesc Gynecol. 2013;26:281–4. 12. Parwej S, Kumar R, Walia I, Aggarwal AK. Reproductive health education intervention trial. Indian J Pediatr. 2005;72:287–91. 2. Parwej S, Kumar R, Walia I, Aggarwal AK. Reproductive health education intervention trial. Indian J Pediatr. 200 13. Ramiro L, Reis M, de Matos MG. Health and Sexuality Education in Portugal: Principal’s, Teacher’s, Parent’s and Student’s Perception. J Healthc Commun. 2015;1:1–10. 13. Ramiro L, Reis M, de Matos MG. Health and Sexuality Education in Portugal: Principal’s, Teacher’s, Parent’s and Student’s Perception. J Healthc Commun. 2015;1:1–10. 3. Ramiro L, Reis M, de Matos MG. Health and Sexuality Education in Portugal: Principal’s, Teacher’s, Parent’s and
2015;1:1–10. 14. Mchunu NJ. Teachers' perceptions of the teaching of sexuality education in secondary schools in the Pinet
of KwaZulu-Natal; 2007. 14. Mchunu NJ. Teachers' perceptions of the teaching of sexuality education in secondary schools in the Pinetown district [Dissertation]. Pinetown: University
of KwaZulu-Natal; 2007. 14. Mchunu NJ. Teachers' perceptions of the teaching of sexuality education in secondary schools in the Pinetown district [Dissertation]. Pinetown: University
of KwaZulu-Natal; 2007. 15. United Nations Educational, Scientific, and Cultural Organization. Levers of Success: Case studies of Natio
UNESCO; 2010. Available from: http://unesdoc.unesco.org/images/0018/001884/188495e.pdf. 15. United Nations Educational, Scientific, and Cultural Organization. Levers of Success: Case studies of National Sexuality Education Programmes. Paris:
UNESCO; 2010. Available from: http://unesdoc.unesco.org/images/0018/001884/188495e.pdf. 15. United Nations Educational, Scientific, and Cultural Organization. Levers of Success: Case studies of National Sexuality Education Programmes. Paris:
UNESCO; 2010. Available from: http://unesdoc.unesco.org/images/0018/001884/188495e.pdf. Kumi-Kyereme A, Awusabo-Asare K, Stillman M. Perceptions about sexuality education in Ghana. 2017. Available 16. Esia-Donkoh K, Kumi-Kyereme A, Awusabo-Asare K, Stillman M. Perceptions about sexuality education in G
https://iussp.confex.com/iussp/ipc2017/mediafile/Presentation/Paper2807/Perceptions%20about%20sex 16. Esia-Donkoh K, Kumi-Kyereme A, Awusabo-Asare K, Stillman M. References 1. Breuner CC, Mattson G, AAP Committee on Adolescence, AAP Committee on Psychosocial Aspects of Child and Family Health. Sexuality Education for
Children Adolescents Pediatrics. 2016;138:e20161348. 2. United Nations Educational Scientific and Cultural Organization. Attitudinal Survey Report on the Delivery of HIV and Sexual Reproductive Health
Education in School Settings in Nauru, Niue, Palau and Samoa. Paris: UNESCO; 2015. 3. United Nations Educational, Scientific, and Cultural Organization. Implementation of sexuality education in middle schools in China. Paris: UNESCO; 2018. Educational, Scientific, and Cultural Organization. Implementation of sexuality education in middle schools in Chin 3. United Nations Educational, Scientific, and Cultural Organization. Implementation of sexuality education in 4. United Nations. Transforming Our World: The 2030 Agenda for Sustainable Development. A/RES/70/1. UN; 20
https://sustainabledevelopment.un.org/content/documents/21252030%20Agenda%20for%20Sustainable%20 ns. Transforming Our World: The 2030 Agenda for Sustainable Development. A/RES/70/1. UN; 2015. Available at 4. United Nations. Transforming Our World: The 2030 Agenda for Sustainable Development. A/RES/70/1. UN; 2015. Available at:
https://sustainabledevelopment.un.org/content/documents/21252030%20Agenda%20for%20Sustainable%20Development%20web.pdf. 4. United Nations. Transforming Our World: The 2030 Agenda for Sustainable Development. A/RES/70/1. UN; 2015. Available at:
https://sustainabledevelopment.un.org/content/documents/21252030%20Agenda%20for%20Sustainable%20Development%20web.pdf. ainabledevelopment.un.org/content/documents/21252030%20Agenda%20for%20Sustainable%20Development% 5. National AIDS Control Organization. Adolescent Education Programme. Life Skills Development. Available from:
http://164.100.130.11:8091/webarsh/Resources%20on%20ARSH/Adolescent%20Education%20Programme%20Facilitators%20Guide.pdf Accessed July
27 2020. S Control Organization. Adolescent Education Programme. Life Skills Development. Available from: http://164.100.130.11:8091/webarsh/Resources%20on%20ARSH/Adolescent%20Education%20Programme%20Facilitators%20Guide.pdf Accessed July
27 2020. 6. Balasubramanian P, Prakash RR, Srilakshmi N. Religious Fundamentalism and Comprehensive Sexuality Education in South India. Building New
Constituencies for Women’s Sexual and Reproductive Health (SRHR) and Rights: Interlinkages Between Religion and SRHR Karumarapakkam Village: 6. Balasubramanian P, Prakash RR, Srilakshmi N. Religious Fundamentalism and Comprehensive Sexuality Education in South India. Building New
Constituencies for Women’s Sexual and Reproductive Health (SRHR) and Rights: Interlinkages Between Religion and SRHR. Karumarapakkam Village:
Rural Women’s Social Education Centre; 2016. 6. Balasubramanian P, Prakash RR, Srilakshmi N. Religious Fundamentalism and Comprehensive Sexuality Educa 6. Balasubramanian P, Prakash RR, Srilakshmi N. Religious Fundamentalism and Comprehensive Sexuality Educa
Constituencies for Women’s Sexual and Reproductive Health (SRHR) and Rights: Interlinkages Between Religio Constituencies for Women’s Sexual and Reproductive Health (SRHR) and Rights: Interlinkages Between Religion an Rural Women’s Social Education Centre; 2016. 7. No sex education in Karnataka schools now: Minister. OneIndia. 2007 April 18 Available from: https://www.oneindia.com/2007/04/18/no-sex-education-
in-karnataka-schools-now-minister-1176893759.html Accessed July 29 2020. 7. No sex education in Karnataka schools now: Minister. OneIndia. 2007 April 18 Available from: https://www.one
in-karnataka-schools-now-minister-1176893759.html Accessed July 29 2020. 8. Tripathi N, Sekher TV. Youth in India Ready for Sex Education? References Perceptions about sexuality education in Ghana. 2017. Available at:
https://iussp.confex.com/iussp/ipc2017/mediafile/Presentation/Paper2807/Perceptions%20about%20sexuality%20education%20in%20Ghana_extended p.confex.com/iussp/ipc2017/mediafile/Presentation/Paper2807/Perceptions%20about%20sexuality%20educatio 7. Yusran S, Sabilu Y, Yuniar N, Hanafi H, Badara H. The Needs of Sexual and Reproductive Health Education for S
Southeast Sulawesi, Indonesia. Indian J Sci Technol. 2018;11:1–9. 17. Yusran S, Sabilu Y, Yuniar N, Hanafi H, Badara H. The Needs of Sexual and Reproductive Health Education for Secondary School in Kendari City,
Southeast Sulawesi, Indonesia. Indian J Sci Technol. 2018;11:1–9. 17. Yusran S, Sabilu Y, Yuniar N, Hanafi H, Badara H. The Needs of Sexual and Reproductive Health Education for Secondary School in Kendari City,
Southeast Sulawesi, Indonesia. Indian J Sci Technol. 2018;11:1–9. 18. Eisenberg ME, Madsen N, Oliphant JA, Sieving RE. Barriers to Providing the Sexuality Education That Teachers Believe Students Need. J Sch Health. 2013;83:335–42. 18. Eisenberg ME, Madsen N, Oliphant JA, Sieving RE. Barriers to Providing the Sexuality Education That Teachers Believe Students Need. J Sch Health. 2013;83:335–42. 19. Kibombo R, Neema S, Moore AM, Ahmed FH. Adults’ Perceptions of Adolescents’ Sexual and Reproductive Health: Qualitative Evidence from Uganda,
(Occasional Report No. 35). New York: Guttmacher Institute; 2008. 19. Kibombo R, Neema S, Moore AM, Ahmed FH. Adults’ Perceptions of Adolescents’ Sexual and Reproductive Health: Qualitative Evidence from Uganda,
(Occasional Report No. 35). New York: Guttmacher Institute; 2008. 9. Kibombo R, Neema S, Moore AM, Ahmed FH. Adults’ Perceptions of Adolescents’ Sexual and Reproductive Hea
(Occasional Report No. 35). New York: Guttmacher Institute; 2008. 20. Herman L, Ovuga E, Mshilla M, Ojara S, Kimbugwe G, Adrawa AP, Mahuro N. Knowledge. Perceptions and Acceptability to Strengthening Adolescents’
Sexual and Reproductive Health Education amongst Secondary Schools in Gulu District. World Acad Sci Eng Technol. 2013;7:1787–802. 0. Herman L, Ovuga E, Mshilla M, Ojara S, Kimbugwe G, Adrawa AP, Mahuro N. Knowledge. Perceptions and Accep
Sexual and Reproductive Health Education amongst Secondary Schools in Gulu District. World Acad Sci Eng T 20. Herman L, Ovuga E, Mshilla M, Ojara S, Kimbugwe G, Adrawa AP, Mahuro N. Knowledge. Perceptions and Acceptability to Strengthening Adolescents’
Sexual and Reproductive Health Education amongst Secondary Schools in Gulu District. World Acad Sci Eng Technol. 2013;7:1787–802. 20. Herman L, Ovuga E, Mshilla M, Ojara S, Kimbugwe G, Adrawa AP, Mahuro N. Knowledge. Perceptions and Acceptability to Strengthening Adolescents
Sexual and Reproductive Health Education amongst Secondary Schools in Gulu District. World Acad Sci Eng Technol. 2013;7:1787–802. 21. Mohammed M, Sadiq AM, Mohammed K. Supplementary Files This is a list of supplementary files associated with this preprint. Click to download. Page 14/14 Page 14/14 Page 14/14
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1. Bildsäule, Raumgestalterin, Readymade,
Living Sculpture oder Biofakt: Theorien und
Diskurse
Die Geschichte der (lebenden) Skulptur im 20. und 21. Jahrhundert
Begriffe und Kanon
Vor einer Darstellung der Geschichte der Bildhauerei im 20. und 21. Jahrhundert ist die
terminologische Unterscheidung von ‚Skulptur‘/‚skulptural‘ und ‚Plastik‘/‚plastisch‘ sowie
deren Diskursgeschichte zu klären. Während die beiden Begriffe ursprünglich zwei Herstellungsweisen bezeichnen, nämlich für die Plastik (griech. platto = formen, bilden) eine additive Akkumulation von Material, wohingegen die Skulptur (sculpere = schneiden, stechen,
schnitzen) ein subtraktives Verfahren verlangt, ist diese Differenzierung heute obsolet, weil
beide Termini meistens synonym verwendet werden.1 1958 verweist Werner Hofmann in
Die Plastik des 20. Jahrhunderts auf Plinius d. Ä., der „statuarius“ den Künstler nenne, der
in Metall gießt, und „sculptor“ den Arbeiter mit dem Meißel.2 Letzterer sei der eigentliche
Bildhauer bzw. Bildschnitzer, je nachdem ob er in Stein und Marmor oder in Holz arbeitet.
Auf einer theoretischen Ebene sei, so Hofmann, die begriffliche Differenzierung durchaus
anzuwenden, jedoch entstehen spätestens dann Probleme, wenn Künstler*innen beide Verfahren nutzen.3 In seiner Publikation habe er sich mehrheitlich für ‚Plastik‘ entschieden,
„weil es im Deutschen bildkräftiger wirkt als die ‚Skulptur‘ und weil es überdies das Merkmal
der Dreidimensionalität, das allem plastischen Gestalten gemeinsam ist, besonders sinn
1
2
3
Vgl. u.a. Stefanie Heckmann, Figur – Struktur – Index: Zur Modernität des Steins in der Skulptur der
Gegenwart, Freiburg im Breisgau: Rombach 1999, S. 15: „Da eine eindeutige Definition aufgrund der
gewachsenen und etablierten Bedeutungsdoppelung kaum mehr möglich ist, kann dies nur bedeuten,
auf das Problem selbst hinzuweisen.“
Werner Hofmann, Die Plastik des 20. Jahrhunderts, Frankfurt am Main: Fischer 1958, S. 18. „Im Deutschen spricht man ohne eindeutige Unterscheidung vom Bildhauer und vom Plastiker, von Skulptur und
Plastik. Die bedenkenlose Vertauschung dieser Ausdrücke ist so lange unvermeidlich, als man übersieht,
daß diese ursprünglich Verschiedenes bezeichnen sollten.“ (Ebd.)
Ebd., S. 18f.
Open Access. © 2024 bei der Autorin, publiziert von der Walter de Gruyter GmbH, Berlin/Boston.
Dieses Werk ist lizenziert unter der Creative Commons Namensnennung 4.0 International Lizenz.
https://doi.org/10.1515/9783111027159-002
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
fällig zum Ausdruck bringt.“4 Angesichts der Entgrenzung des Mediums Skulptur und eines
fehlenden „gemeinsamen Dachbegriff[s]“ schlägt er „plastisches Gebilde“ vor, „da damit
sowohl die menschliche Gestalt als auch die sogenannte ‚gegenstandslose‘ Formerfindung
bezeichnet ist.“5 Seiner Ansicht nach ist es widersinnig, von gegenstandsloser Plastik zu
sprechen, da Skulpturen immer einen physischen Gegenstand beinhalten, d.h. „neue drei
dimensionale Wirklichkeiten“.6 Zur physischen Faktizität zitiert er Charles Baudelaire, der der
Bildhauerei eine „brutale Tatsächlichkeit“ mit seinem (oftmals Ad Reinhardt zugeschriebenen) Ausspruch attestiert habe, wonach Skulptur das sei, woran man sich stoße, wenn man
zurücktrete, um ein Gemälde zu betrachten.7
Kurt Badt weist in Wesen der Plastik (1962) auf die doppelte Bedeutung von ‚plastisch‘
hin, zum einen als Verfahren, zum anderen als gattungsübergreifende Eigenschaft – wie
bei Heinrich Wölfflin – in Musik, Malerei und Literatur und damit als positive „Wertbezeichnung“, wenn etwas plastisch hervortritt.8 Erstgenanntes gehe auf Albertis Traktat De
Statua (1464) zurück, der zwischen per via di porre und per via di levare unterscheidet und
auf die Gleichwertigkeit beider Verfahren pocht.9 Sein epochenübergreifendes Verständnis
des „plastischen Verfahrens“ im Sinne einer organisch-evolutionären Oberflächengestaltung
veranschaulicht Badt an der „Künstlern vertrauten“ Natur:
Nicht leicht wird etwas eine Mohnkapsel, eine Melone, eine Zwiebel, eine geschlossene Tulpenblüte an Plastizität überbieten, woran sich zeigt, daß die geschlossene, sich nach außen vorwölbende, die konvex begrenzte Masse das Charakteristische der Plastizität ausmacht.10
4
5
6
7
8
9
10
Ebd., S. 19.
Ebd., S. 25. „Alle diese Vorstöße in Neuland lassen es ratsam erscheinen, die künstlerischen Ergebnisse
des Suchens unserer Gegenwart möglichst umfassend als ‚plastische Gebilde‘ zu umschreiben, da damit sowohl die menschliche Gestalt als auch die sogenannte ‚gegenstandslose‘ Formerfindung bezeichnet ist. […] Im Augenblick besitzt die Plastik das Selbstbewußtsein einer reifen Geschichtsstunde, und
sie weiß, ihre Chance zu nützen.“ (Ebd., S. 161.) Auch gebe es eine Gebrauchsplastik, etwa Keramiken.
Ebd., S. 26.
Ebd.; vgl. John Thompson, „New times, new thoughts, new sculpture“, in: Marianne Ryan (Hg.), Gravity and Grace. The Changing Condition of Sculpture, 1965–1975, Ausst.-Kat. Hayward Gallery London,
London: The South Bank Centre 1993, S. 11–34, S. 11: „There is a very amusing apocryphal story
which has it that when asked to define sculpture, the French Symbolist poet Charles Baudelaire replied
by saying that ‚it was something that you fell over when you stepped back to look at a painting‘.“ Ein
Nachweis mit Zuschreibung zu Reinhardt findet sich als Anfangszitat bei Lucy R. Lippard, „‚As Painting
is to Sculpture: A Changing Ratio‘“, in: Maurice Tuchman (Hg.), American Sculpture of the Sixties,
Ausst.-Kat. Los Angeles County Museum of Arts, Philadelphia Museum of Art, Los Angeles: Anderson,
Ritchie & Simon 1967, S. 31–34, S. 31: „Ad Reinhardt: ‚A definition of sculpture: something you bump
into when you back up to look at a painting.‘“
Kurt Badt, Raumphantasien und Raumillusionen, Köln: DuMont Schauberg 1963, S. 135. Ursprünglich
handelt es sich um einen Vortrag 1940 am Warburg Institute London. „Plastisch – als Werturteil – weist
auf ein beschlossenes Gebilde der Fülle, lebendig aus einer seine Materie voll durchwirkenden Kraft, die
in das Gebilde bis zu dessen äußersten Grenzen, diese erfüllend und spannend, hinaussteht, sei diese
Materie Wort oder Ton, Farbzusammenstellung oder selbst ein Körper, derart, daß die Kraft den Stoff
für den Verstehenden seiner schweren und bloßen Materialität beraubt und ihn zum Ausdrucksträger
ihrer eigenen Gewalt macht.“ (Ebd., S. 136.)
Ebd., S. 138.
Ebd., S. 136.
20
Begriffe und Kanon
Plastizität formuliert sich Badt zufolge in der „Eindringlichkeit“, im „Auf-uns-Eindringen“
der Erscheinungen, in ihrem „Von-innen-nach-außen-Drängen“.11 Er resümiert: „Plastisch
nennt man also eine Form, in welcher sich Leben körperbildend wahrnehmbar anzeigt“, d.h.
es sind Gebilde, deren Kraft sich an den Grenzen ihrer Erscheinung ausdrückt – Plastizität als
ein Merkmal des Körperlichen mit Wachstumsprozessen.12
Durch die wachsende Bedeutung angelsächsischer Forschung seit Ende der 1950er-Jahre verlagert sich der Fokus erneut auf den Terminus ‚Skulptur‘/‚sculpture‘. Während in der
deutschen und englischen Version von Carola Giedion-Welckers erstem Band Moderne
Plastik. Elemente der Wirklichkeit, Masse und Auflockerung (1937), der direkt übersetzt
wurde als Modern Plastic Art. Elements of Reality, Volume and Disintegration (1937), von
‚Plastik‘ bzw. ‚plastic art‘ die Rede ist, tragen ihre Nachfolgepublikationen den Titel Plastik
des XX. Jahrhunderts. Volumen- und Raumgestaltung (1955) und in der Übersetzung Contemporary Sculpture. An Evolution in Volume and Space (1955).13 Eine Differenzierung
fehlt, da in der englischen Einführung von Contemporary Sculpture mehrfach „plastic art“
bzw. „plastic medium“ oder „plastic principle“, aber auch „Age of Sculpture“ auftaucht.14
Bei Michel Seuphor, einem belgisch-französischen Kunstkritiker und Künstler, steht
‚Sculpture‘ im Titel der französischen Erstausgabe und ‚Plastik‘ in der deutschen Übersetzung.15 Udo Kultermann bemerkt 1967 in Neue Dimensionen der Plastik, dass „die spitzfindigen Definitionen der Skulptur und der Plastik von der Namensgenese oder von der Technik
her […] illusorisch geworden“ seien.16 Gemeint sei die Gesamtheit der mit Massen im Raum
arbeitenden Verfahren.17 Zahlreiche Maler*innen bedienten sich heute plastischer Wirkungselemente. Die Plastik sei eine künstlerische Sprache, die Skulptur oder Bildnerei mittels „Masse, Hohlraum, Linie und Farbe“ hervorbringe, d.h. mit „vorfixierten gebrauchten oder neuen
Gegenständen“, und die seit den 1960er-Jahren an Bedeutung gewinne.18 Im „Streben nach
größerer Authentizität“ greift Seuphor den von Johann Gottfried Herder und Adolf von
Hildebrand mit der Aufwertung des Tastsinns untermauerten Topos des Wahrhaftigen der
Skulptur auf.19 Seine Einteilung erfolgt nach der klassischen Gattungshierarchie: Mensch,
11
12
13
14
15
16
17
18
19
Ebd., Herv.i.Orig.
Ebd., S. 137, Herv.i.Orig.
Carola Giedion-Welcker, Moderne Plastik. Elemente der Wirklichkeit, Masse und Auflockerung, Zürich:
Girsberger 1937; dies., Plastik des XX. Jahrhunderts. Volumen- und Raumgestaltung, Stuttgart: Gerd
Hatje 1955 (= 1955a); dies., Contemporary Sculpture. An Evolution in Volume and Space, London: Faber
and Faber 1955 (= 1955b). Eine überarbeitete und erweiterte Ausgabe veröffentlicht sie dort 1961.
Giedion-Welcker 1955a, S. XIf., XIV, XXIII.
Michel Seuphor, La sculpture de ce siècle. Dictionnaire de la sculpture moderne, Neuchâtel: Édition
du Griffon 1959. Deutsche Übersetzung: Die Plastik unseres Jahrhunderts. Wörterbuch der modernen
Plastik, übers. von Henri Holz-Fay, Köln: M. Dumont Schauberg 1959.
Udo Kultermann, Neue Dimensionen der Plastik, Tübingen: Wasmuth 1967, S. 5.
Dieser hier zum Ausdruck kommenden begrifflichen Problematik soll nachgegangen werden. Ferner
stellen für diese und weitere Fragen die Kataloge der Skulptur Projekte Münster (1977–2017) eine
wichtige Quelle dar.
Kultermann 1967, S. 5.
Ebd.
21
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
Tier, Pflanze, Stillleben, Gebrauchsgegenstände etc. Althergebrachte Techniken werden
ergänzt durch „hinzugetretene Mittel (Collage, Körperabguß, Formung von Kunststoffen,
Magnetismus, Elektrizität, Luftdruckunterschiede)“.20 Seuphors Ziel besteht darin, über die
abstrakte Plastik hinauszugehen, um die Bandbreite der künstlerischen Möglichkeiten zu
demonstrieren. Er hebt – das ist für den vorliegenden Kontext wichtig – die Entgrenzung
des Mediums durch eine enge Bindung an Musik, Tanz, Theater und Happening und die
Verzeitlichung der ‚neuen‘ Plastik hervor: „Man versucht, Lebendiges, Prozesse in die Arbeit
einzubeziehen, und nicht mehr allein mit den Mitteln der Illusion.“21 Die „heilsame Offenheit
und Freiheit“ anerkennend, fährt er fort:
Idole der Höhlenmenschen, Fetische aus Afrika und Polynesien, Skulpturen der Antike und der
Renaissance, aber auch Warenhausreklame und Fernseharrangements, Industrieprodukte und
Autofriedhöfe – alles ist Stoff für den Bildhauer unserer Zeit geworden, sei es im Sinne der Übernahme des Materials, der Paraphrase, der Anähnlichung der Form oder der zitathaften oder vergewaltigenden Aneignung.22
Auch Eduard Trier differenziert zwischen beiden Verfahren. Da der „Bild-Hauer“ Material
weghauen müsse, sei für das Ergebnis dieses Tuns der Terminus ‚Skulptur‘ besser geeignet.23
Ulrich Gertz spricht in Plastik der Gegenwart (1964) die begriffliche Pluralität an: „Plastik,
Skulptur, Bildhauerei […], Bezeichnungen, die in unserer Zeit nicht mehr den Wirklichkeiten
gerecht werden. Und es ist mehr eine Gewohnheit, wenn diese Begriffe weiterhin angewendet werden.“24
Auch wenn skulpturale Praktiken und verwendete Materialien seit den 1960er-Jahren
expandierten, finden in der Forschungsliteratur die Termini ‚Skulptur‘ und ‚Plastik‘ weiterhin
synonym Verwendung. Meines Erachtens bietet sich diese Differenzierung in erster Linie für
historische Werke an.25 Rosalind Krauss verwendet „sculptural“ im Kontext von „sculptural
production“, „sculptural project“ und „sculptural art“, ohne dies terminologisch zu reflektieren oder zu präzisieren.26 Die beiden Pole ihres poststrukturalistischen Diagramms benennt
20
21
22
23
24
25
26
Ebd.
Ebd., S. 6.
Ebd.
Eduard Trier, Moderne Plastik von Rodin bis Marini, Berlin: Gebr. Mann 1954, S. 10.
Ulrich Gertz, Plastik der Gegenwart. Zweite Folge, Berlin: Rembrandt 1964, S. 6.
Vgl. auch Heckmann 1999, S. 17f.: „Obwohl immer präzisere, den Arbeitsprozeß berücksichtigende Bezeichnungen mit den neuen künstlerischen Ausdrucksformen entstanden – wie zum Beispiel Assemblage, Materialcollage, Objekt oder Konstruktion –, fehlte nach wie vor ein plausibler Oberbegriff, um die
entstandene Vielfalt der dreidimensionalen Ausdrucksformen zusammenzufassen. Statt dessen behielt
man Skulptur und Plastik bei, die nun – ihrer ursprünglichen Bedeutung enthoben, da jede Rücksicht
auf ihre Etymologie angesichts der neuen Verfahren sinnlos geworden war – nur mehr als gleichwertige
Gattungsbezeichnungen weiterexistierten.“
Krauss 1979, S. 34, 37. Krauss begegnet 1979 dieser inflationären Nutzung mit ihrem Diagramm
„Sculpture in the Expanded Field“, dessen Struktur und Rezeption im Abschnitt „Von der Skulptur zum
Skulpturalen: Rosalind Krauss“ noch ausführlicher besprochen werden.
22
Skulpturhistoriographie
sie: „Landscape and architecture – terms that could function to define the sculptural […]
only in their negative or neuter condition.“27
Skulpturhistoriographie
Die Geschichte der Bildhauerei des 20. und 21. Jahrhunderts wird oft als teleologisches
modernistisches Narrativ anhand eines europäischen und nordamerikanischen Kanons
vorwiegend männlicher, weißer Künstler erzählt. Die Gliederung erfolgt nach Herkunfts
ländern – noch immer werden in der Regel Geburts- und Arbeitsort/-land von Künstler*innen
angegeben –, wodurch die Werke geographisch verortet werden und die Rezeption direktiv
in eine Perspektive gelenkt wird. Ausgehend von den großen Macht- und Kunstzentren
Berlin, London, New York und Paris richtet sich bis heute oftmals die Aufmerksamkeit auf
eine wiederholt rezipierte Selektion an Werken, die die Infrastrukturen der Moderne entscheidend mitbestimmen. Selten werden bestehende Verflechtungen kritisch reflektiert;
ein forschender Blick hinter die etablierten Positionen fehlt. Ein in Paris angesiedeltes Forschungsprojekt namens AWARE Archives of Women Artists, Research and Exhibitions informiert in einer online frei zugänglichen Datenbank über unbekannte, in Forschung, Museum
und Kunstmarkt marginalisierte Künstlerinnen des 20. Jahrhunderts aus einer transnationalen Perspektive.28 Auch zu queeren Bildhauer*innen fehlen bislang umfassende Datenbanken und Überblickswerke. Ansätze finden sich u.a. bei Terry Berlier, Queer Art History
und Queerbio.com, im GLBTQ Encyclopedia Project, bei Queerate Tate und The Museum
of Transgender History & Art (MOTHA).29 Ähnlich wie bei den Bildhauerinnen richten Forschende und Ausstellungen den Blick auf Einzelphänomene, etwa Cassils, Felix Gonzalez-
Torres, George Segal und Renée Sintenis.30 Oftmals werden die Bildhauer*innen und ihre
Werke unabhängig von genderbezogenen Ausrichtungen und Fragestellungen diskutiert
und in den Kanon eingereiht. Oder aber die genderbezogene Individualität blieb aufgrund
27
28
29
30
Ebd., S. 38. Siehe auch Dobbe/Ströbele 2020.
Https://awarewomenartists.com/en/artistes_femmes/ (19.8.2019). Siehe auch das Ad Hoc Woman
Artist Committee, das u.a. Lucy R. Lippard 1970 mitbegründete; die Mitglieder brachten das Whitney
Museum dazu, mehr Frauen in Ausstellungen zu integrieren.
Https://exploreintrosems.stanford.edu/news/artstudi-150n-queer-sculpture; https://www.queerarthistory.
com/tag/sculpture/; https://queerbio.com/wiki/index.php/LGBTQ_Sculptors; http://www.glbtqarchive.com;
https://www.tate.org.uk/art/queerate-tate; https://www.motha.net/about (7.2.2023). Sofia Gonzalez-
Rodriguez, „Clayman Institute spotlights Terry Berlier’s wordlessly eloquent conceptual sculpture“, in:
The Stanford Daily, 9.2.2022, https://stanforddaily.com/2022/02/09/clayman-institute-spotlights-terryberliers-wordlessly-eloquent-conceptual-sculpture/ (10.2.2023).
David Getsy, Abstract bodies. Sixties sculpture in the expanded field of gender, New Haven: Yale
University Press 2015; https://www.mmk.art/de/whats-on/felix-gonzalez-torres/ (7.2.2023); Joseph
Disponzio, „George Segal’s Sculpture on a Theme of Gay Liberation and the Sexual-political Equivocation of Public Consciousness“, in: Harriet Senie/Sally Webster (Hg.), Critical Issues in Public Art: Content,
Context, and Controversy, New York: Oxford University Press 1992, S. 199–214; Alexandra Demberger/
Julia Wallner (Hg.), Zwischen Freiheit und Moderne. Die Bildhauerin Renée Sintenis, Ausst.-Kat. Kunstforum Ostdeutsche Galerie Regensburg, Georg Kolbe Museum Berlin, Berlin: Edition Cantz 2019.
23
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
von intersektionalen Restriktionen im Hintergrund. Zunehmend wird dem zwischenzeitlich
gleichfalls ‚kanonisierten‘ Titel des Essays von Linda Nochlin „Why Have There Been No
Great Women Artists?“ (1971), in dem sie institutionellen Widerständen und Hindernissen
nachgeht, produktiv begegnet.31 Ausgehend von diesen Überlegungen intendiert das Forschungsprojekt zum Thema Que(e)rschnittsgeschichte, Revision des Skulpturenkanons und
Erweiterung medienspezifischer Termini eine andere ,Erzählung‘, d.h. eine Transformation
des Kanons und vernetzt auf Basis genderübergreifender, skulpturtheoretischer und künstlerischer Begriffscluster die Künstler*innen, die in der tradierten Skulpturgeschichte niemals
aufeinander treffen.32
Im Kontext der beiden Künstler Hans Haacke und Pierre Huyghe tritt durch künstlerische Gesten der Domestizierung, Zähmung und Unterwerfung nicht-menschlicher Lebewesen und damit durch ein erweitertes Verhältnis zwischen ‚Material‘ und Autor eine Spannung auf, die werkspezifisch zu reflektieren ist. Beide rekurrieren auf ein westlich geprägtes
Konzept von Skulptur, daher sind zunächst dessen wesentliche Narrative und Paradigmen
im Hinblick auf zeitbasierte lebende skulpturale Arbeiten zu skizzieren.
Überblickswerke zur Geschichte der Bildhauerei beginnen ihre Darstellung größtenteils
mit den ‚impressionistischen‘ Skulpturen Auguste Rodins als ‚Vater der Moderne‘ und setzen
sie bis zur abstrakten Plastik der 1950er- und 1960er-Jahre fort – die faschistische Skulptur
ausklammernd.33 Alex Potts versucht in The Sculptural Imagination. Figurative, Modernist,
31
32
33
Linda Nochlin, „Why Have There Been No Great Women Artists?“ (1971), in: dies., Women, Art, and
Power, New York: Harper & Row 1988, S. 145–178. Zwei exemplarisch genannte Ausstellungen mit
begleitenden Publikationen im Berliner Georg Kolbe Museum Die erste Generation. Bildhauerinnen der
Berliner Moderne (2018) und dem Bremer Gerhard-Marcks-Haus Bildhauerinnen in Deutschland (2019)
widmen sich im deutschsprachigen Raum weiblichen Künstlerinnen und der Aufarbeitung dieses
Desiderats. Vgl. auch frühere Ausstellungen der 1970er-Jahre, etwa: California Girls (Richmond Art Center 1971); 26 Contemporary Women Artists (kuratiert von Lucy R. Lippard, Aldrich Museum of Contemporary Art, Ridgefield, Connecticut 1971); American Woman Artist Show (kuratiert von Sybille Niester,
Hamburger Kunsthaus 1972). Außerdem erschienen Publikationen wie: Renate Kroll (Hg.), Künstlerinnen schreiben. Ausgewählte Texte zur Kunsttheorie aus drei Jahrhunderten, Berlin: Reimer 2018; Anja
Cherdron-Modig, ‚Prometheus war nicht ihr Ahne‘. Berliner Bildhauerinnen der Weimarer Republik,
Marburg: Jonas 2000. Im Kunstmagazin Avalanche (Winter 1971, S. 5) findet sich ein kurzer Abschnitt
zum Thema Frauenausstellungen bzw. eine Ankündigung von California Girls, kuratiert von Lippard. Hier
ist interessant zu sehen, dass Frauenkunst, wenn überhaupt, insbesondere mit einem feministischen
Hintergrund der 1970er-Jahre, separat als eigenes ‚Phänomen‘ gezeigt wurde und Genderfragen dabei
programmatisch verhandelt wurden. Seit einigen Jahren werden erneut bisher marginalisierte weibliche
Positionen ausgestellt, im Versuch, den Kanon zu hinterfragen bzw. zu erweitern.
Es handelt sich um ein neues Forschungsprojekt https://www.zikg.eu/forschung/projekte/projekte-zi/
skulptur-1900-2000 (16.5.2023).
Siehe u.a. William Tucker, The Language of Sculpture, London: Thames and Hudson 1977; Rosalind
Krauss, Passages in Modern Sculpture, New York: Viking Press 1977 (im Folgenden zit. n. der 1981
bei MIT Press erschienenen Ausgabe); Andrew Carnduff Ritchie, Sculpture of the Twentieth Century,
Ausst.-Kat. MoMA New York 1952. Hier findet sich auch wieder die bekannte Gliederung: „The object
in relation to light: Rodin and his influence, The object idealized: Maillol and related sculptures, The object purified: Brancusi and organic abstraction“. Eine Ausnahme bildet Penelope Curtis, die sich diesem
Phänomen aus der Perspektive des „celebratory body“ und der „statuemania“ widmet (Penelope Curtis,
Sculpture 1900–1945: After Rodin, Oxford: Oxford University Press 1999, S. 238, 38).
24
Skulpturhistoriographie
Minimalist (2000), die Hegemonie Rodins zu relativieren. Er verweist auf die ausgestellten
Antikenfunde fragmentierter Körper, die bereits vor Rodin eine Exponierung des Torso provozierten, während Rodins Werke (Homme qui marche, 1907) im Vergleich zu den ‚Objekten‘ Constantin Brancusis aus teils gefundenen Materialien (Torso of a young man, 1916)
deutlich einer figurativen Formensprache verhaftet bleiben.34 In seiner epochenübergreifenden Argumentation führt Potts vor, wie ein Rückgriff auf die klassizistische Skulptur für ein
Verständnis moderner Skulptur fruchtbar gemacht werden kann, und stellt Antonio Canova
Robert Morris, einem Künstler des 20. Jahrhunderts, gegenüber, indem er ihr „play of surface“, d.h. ihren Umgang mit Oberflächen und Texturen sowie ihre wirkungsästhetische
Konzeption in der Nah- und Fernsicht vergleicht.35
Auswahlkriterien der Überblickswerke für die Gliederung und formal-analytische Perspektiven sind material-, länder- oder technikbezogene Kapitel, skulpturspezifische Parameter wie Volumen, Platzierung im Raum und Oberflächenbearbeitung oder eine motivische Unterteilung ähnlich der klassischen Gattungshierarchie Mensch, Tier, Pflanze und
Gebrauchsgegenstände.36 Der Vergleich mit der Malerei und erneut bemühte Paragone-
Argumente führen in diesen Texten häufig zu einer zu engen, starren Definition von Skulptur.37 Ein wesentliches Narrativ beschreibt die Entwicklung moderner Skulptur in zwei
Hauptsträngen: erstens zur Öffnung der Form bzw. Aufsplitterung in konstruktivistische
Materialassemblagen, deren entmaterialisierte, bewegliche und transparente Objekte mit
virtuellem Volumen (László Moholy-Nagy, Naum Gabo, Antoine Pevsner, Alexander Calder)
in den Raum ausgreifen und die plastische Masse auflösen; zweitens zu einer abstrahierten
kompakten plastischen Masse, etwa bei Aristide Maillol oder Henry Moore.38
Die Einbeziehung des lebenden Körpers und organischen Materials ab den 1960er-Jahren leitet einen Paradigmenwechsel ein, der bis heute wirkt. Neue Materialien wie Kunststoffe oder Gene finden Verwendung. Skulptur vereint unterschiedlichste Kunstformen und
erlebt eine zunehmende Entgrenzung, die aktuell in neuen Technologien wie Virtual Reality,
Augmented Reality und 3D-Druck andauert. Und doch fehlt bislang ein Überblicksband zur
(Non-Human) Living Sculpture und zur skulpturalen Ästhetik des Lebendigen. Der Fokus der
vorliegenden Untersuchung auf zeitbasierten, lebenden Skulpturen, insbesondere system
ästhetischen und situationsästhetischen Konzepten bestimmt die Auswahl an Publikationen,
die nun in einem vergleichenden Close-Reading und einer detaillierten Literaturexegese in
34
35
36
37
38
Alex Potts, The Sculptural Imagination. Figurative, Modernist, Minimalist, New Haven [u.a.]: Yale University Press 2000, S. 5.
Ebd., S. 13.
Kultermann 1967.
Seuphor 1959, u.a. S. 219–222.
Weitere deutschsprachige Publikationen, die für den Kanon der Bildhauerei der Moderne maßgeblich waren, seien hier nur kurz genannt: Hans Platte, Die Kunst des 20. Jahrhunderts. Plastik (Bd. 2),
Hamburg: Standard 1957; Franz Roh, Deutsche Plastik von 1900 bis heute mit Selbstbekenntnissen
der Bildhauer, München: Bruckmann 1963; Hanns Theodor Flemming, Figur und Raum in der Plastik
der Gegenwart, Bremen: Angelsachsen-Verlag 1964; Abraham Marie Hammacher, Die Entwicklung der
modernen Skulptur. Tradition und Erneuerung, Berlin: Propyläen 1973.
25
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
den Blick genommen werden, um die Spuren zu verfolgen, die zu einer skulpturalen Ästhetik des Lebendigen führen.
Moderne Plastik als Volumen- und Raumorchestrierung: Carola Giedion-Welcker
Das 1937 im Girsberger Verlag erschienene Buch Moderne Plastik. Elemente der Wirklichkeit, Masse und Auflockerung von Carola Giedion-Welcker steht exemplarisch am Anfang der modernen Skulpturgeschichte. Die Autorin denkt Plastik „sichtbar und abtastbar“
ausgehend von der „Gestaltung realer Körper“.39 Mit Beginn der Renaissance konstatiert
sie das „künstliche Piedestal“, das sich zwischen Kunst und Leben geschoben habe bis
zur „völligen Lebensentfremdung“ in der Kunst des 19. Jahrhunderts, wohingegen das
20. Jahrhundert eine „veränderte (plastische) Sprache“ präge, deren „große, durchgehende und bindende Linien“ und historische, teils außereuropäische Verankerung Giedion-
Welcker nachzuzeichnen versucht.40 Für sie bilden Körperlichkeit und physische Faktizität
ein entscheidendes Merkmal plastischer Kunst, die damit der Lebenswelt näherkomme als
andere Kunstformen:
Schon die körperliche Realität des Menschen lebt aktiv im Raum, in einer Welt von statistischen
und dynamischen Körpern. Aus der Bewegung mit ihnen, mit dem lebendig Wachsenden eines
Baumstammes oder künstlich Hergestellten eines Verkehrszeichens bis zum alltäglichen Umgang
mit Teller, Tasse, Frucht, Ei etc. entstehen ununterbrochen Beziehungen, die auch zum Wesenskern
der plastischen Gestaltung gehören. Statik und Dynamik, Volumen in Raum und Zeit, Masse und
ihre Auflösung – von allem literarischen und psychologischen Ballast befreit – erhalten nun eine
neue und direkte Bedeutung. Die heutige Plastik geht von diesen elementaren Emotionen aus.
Es sind ihre unverhüllten Fundamente. Das bedeutet eine bewußte Verwurzelung in dem Boden
unserer realen Existenz, gleichzeitig eine Betonung des Allgemeinen und Objektiven.41
Damit begründet Giedion-Welcker ihre durch das Studium bei Heinrich Wölfflin geprägte
formal-gestalterische Perspektive auf die sogenannten geometrischen und organischen künstlerischen Ausdrucksmittel. Ihre Geschichte beginnt mit Aristide Maillol, führt über Auguste
Rodin, Honoré Daumier, Edgar Degas und Henri Matisse zu den Avantgarden (Kubismus,
Futurismus, Dadaismus, Surrealismus, Neoplastizismus, Suprematismus, Konstruktivismus),
unterbrochen von einzelnen Abschnitten zu Hans Arp und Constantin Brancusi. Das Abbildungsverzeichnis setzt mit Daumiers Ratapoil (1848) ein, dessen expressive Silhouette und
Körperhaltung sie als Beispiel des frühen Impressionismus in der Skulptur anführt. Sie ordnet
die Protagonisten in das dualistische Modell Barock („barocke Welle“ mit Daumier, Rodin
und Degas) versus Klassik („klassische Tradition“ bei Boccioni und Maillol) ein.42 Skulptur
spezifische und entwicklungsgeschichtliche Aspekte wie Bewegungs- und Lichtprobleme,
Innenmodellierung, Masse-Raumbeziehungen, Vereinfachung des Volumens, Auflockerung
des Massivs sowie „Simultanisierung (Durchdringung) der verschiedenen Raumqualitäten“
39
40
41
42
Giedion-Welcker 1937, S. 5.
Ebd., S. 5f.
Ebd., S. 6, Herv.i.Orig.
Ebd., S. 7f.
26
Skulpturhistoriographie
und Verzeitlichung der Plastik zählen zu den stilistischen Merkmalen, die die Autorin heraus
arbeitet.43 Mit dem Kubismus, darunter Duchamp-Villon, verändere sich das ‚statische Volumen‘ sukzessive zu einem ‚kinetischen Volumen‘ zugunsten der plastisch-kinetischen
Substanz.44 Die entmaterialisierten, beweglichen und transparenten Objekte mit teils virtuellem Volumen u.a. von László Moholy-Nagy, Naum Gabo, Antoine Pevsner, Alexander
Michailowitsch Rodschenko, Julio González und Alexander Calder greifen anschließend, so
die teleologisch ausgerichtete Erzählung Giedion-Welckers, in den Raum aus, beziehen Luftvolumen ein und lösen die plastische Masse auf.
Die Suggestion von Lebendigkeit erfolgt nun über die Abstraktion, vermittelt in organistisch-vitalistischen bzw. tektonisch-architektonischen Metaphern der Autorin, so in ihren
Notizen zu Arps „Naturverdichtungen“:
Weniger erstaunt wäre man, würde man diesen ungewöhnlichen Körperballungen Arps in einsamen Gegenden begegnen, völlig in sich versponnenen und gleichzeitig doch verwachsen mit
dem Naturganzen. So scheinen sie auch ihre plastische Prägung eher von einem jahrtausend alten
Gletscherschliff als von einer menschlichen Hand empfangen zu haben.45
Die ‚unterbewussten, direkten Naturbeziehungen‘ der Künstler*innen durchziehen den
gesamten Band, sei es bei einem inmitten der Landschaft platzierten Werk von Lipchitz
oder in der Abbildung prähistorischer, ritueller Steinfragmente aus Cornwall (Men-an-Tol)
bzw. „plastischer Schneebildungen“, die gleichberechtigt neben afrikanischen oder frühchristlichen Skulpturen in die Bilderfolge eingereiht sind, dabei den lebensweltlichen Bezug
unterstreichen sollen.46 Zwar kommuniziert Giedion-Welcker die Naturphänomene nicht
als eigenständige, quasi lebende Kunstwerke einer ‚bildhauernden‘ Natur, doch verweisen
sie auf deren formende und gestaltende Kraft (natura naturans), die die Künstler*innen
nachzuahmen suchen. In der Ausgabe von 1937 sind winterliche Schneeformationen in
einem Flussbett der Concrétion Humaine (1933) Hans Arps auf einer Doppelseite gegenübergestellt (Abb. 3).47 Eine Abbildung aus dem Gletschergarten Luzern platziert Giedion-
Welcker neben Arps Configurations (1932) (Abb. 4).48 Natur dient als Vorbild, hier aus
43
44
45
46
47
48
Ebd., S. 8, Herv.i.Orig.
Ebd., S. 52.
Ebd., S. 10.
Ebd., S. 81, 90. Diese sind ohne die Angabe von Künstler*innennamen abgebildet.
Ebd., S. 90f.
Ebd., S. 88f. Ein Vergleich der beiden Abbildungsverzeichnisse (1937 und 1955) zeigt, dass sie größtenteils dieselben Werke aufnimmt, 1955 zusätzliche Fotografien anderer Perspektiven und Werke eines
Künstlers integriert und angesichts des späteren Erscheinungsdatums Skulpturen Ende der 1940er- bis
Mitte der 1950er-Jahre ergänzt. Medardo Rosso, Antoine Bourdelle, Karl Burckhardt, Wilhelm Lehmbruck und Otto Freundlich zählen u.a. zu den Künstlern, die erst in der Ausgabe von 1955 erscheinen.
Zu Giedion-Welcker und ihrem Verhältnis zur Skulptur siehe in jüngster Zeit u.a. Nikola Doll, „Carola
Giedion-Welcker (1893–1979), Moderne Plastik: Elemente der Wirklichkeit, Masse und Auflockerung,
Zürich: H. Girsberger, 1937“, in: K. Lee Chichester/Brigitte Sölch (Hg.), Kunsthistorikerinnen 1910–1980,
Berlin: Reimer 2021, S. 168–187; Megan R. Luke, „Formlinge. Carola Giedion-Welcker, Hans Arp, and
the prehistory of modern sculpture“, in: Elisa Tamaschke/Jana Teuscher/Loretta Würtenberger (Hg.),
27
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
3
Carola Giedion-Welcker, Moderne Plastik, Zürich: Girsberger 1937, S. 90f.
4
Carola Giedion-Welcker, Moderne Plastik, 1937, S. 88f.
28
Skulpturhistoriographie
einer vitalistischen Tradition heraus, so will der bildimmanente Vergleich zeigen. Ab den
1960er-Jahren hinterlässt die Land Art von Agnes Denes, Mary Miss oder Richard Long und
später Andy Goldsworthy ihre plastischen Spuren direkt in der Landschaft oder erfasst diese
ephemeren, skulpturalen Formationen selbst fotografisch und überführt sie in den White
Cube. Auch Haacke stellt physikalische und biologische Naturphänomene nach bzw. rahmt
diese, erfasst sie anschließend fotografisch, doch ist eine Distanz zur vitalistisch-organistischen Herkunft deutlich erkennbar.
In der erweiterten Publikation Plastik des XX. Jahrhunderts. Volumen- und Raumgestaltung von 1955 mit der Einleitung der früheren Ausgabe kontrastiert Giedion-Welcker
die Schneeformationen mit Arps Konfiguration (1932) (Abb. 5): Drei kleinere organische
Gebilde aus Gips liegen auf einer größeren, durch sanfte Rundungen bestimmten Form
und können bewegt werden, wodurch Zeitlichkeit und Performativität in den Vordergrund
rücken.49 Ergänzt ist der begleitende Text durch Zitate des Künstlers, die sein Werk in der
„großen Werkstatt der Natur“ verorten.50 Sein Wolkenhirte (1949–1953) wird auf der folgenden Doppelseite von der Fotografie eines in seinem Nest schlafenden Schwans begleitet (Abb. 6): „Der ruhende, schlummernde Ausdruck aneinandergeschmiegter Formen in
der Natur findet bei Arp sein künstlerisches Echo in den ‚Concrétions Humaines‘.“51 Dem
Formenrepertoire der Natur versucht Giedion-Welcker mit der Kamera nachzugehen, so
auch bei Frucht eines schwarzen Steins, deren wellenförmige Binnenmodellierung ihr in
einer beleuchteten, dadurch plastisch erscheinenden Schneedüne begegnet.52 Ähnlich kontrastiert sie – in der Ausgabe von 1937 – Brancusis Poisson mit den Dolmen des Marchands
in der Bretagne (Abb. 7), um auf die „gemeinsame Wirkung dieser großen Monolithe und
ihrer ruhigen Proportionen in der Natur“ hinzuweisen.53 Brancusis Werk hebe sich durch die
spezifische Oberflächenbehandlung und „handwerkliche Vollendung“ von den ungeschliffenen Felsen des Hünengrabs ab, womit die Autorin den Topos künstlerischer Virtuosität als
legitimatorisches Argument erneut aufruft.54
Die Monolithen aus Stonehenge und der Bretagne „im Zusammenhang mit Kult, Raum,
Natur“ konterkarieren diese Leichtigkeit und Auflösung der Masse, wirken abrupt, beenden
den ersten Band zur Bildhauerei im 20. Jahrhundert und schließen den Kreis zu den Anfängen plastischen Gestaltens bzw. verweisen indirekt auf zukünftige Tendenzen der Kunst.
49
50
51
52
53
54
Hans Arp and other masters of 20th century sculpture (Stiftung Arp e.V. papers, 3), Remagen 2020,
S. 54–67.
Giedion-Welcker 1955a, S. 100f.
Ebd., S. 100.
Ebd., S. 102f.
Ebd., S. 106f.
Giedion-Welcker 1937, S. 102f.
Im ersten Buch sind mit Katharina Kobro und Barbara Hepworth lediglich zwei Frauen vertreten, während 1955 neun Künstlerinnen hinzukommen. Die Construction dans l’espace (1933) von Kobro kommentiert eine Fotografie Palucca Sprung im Raum – eine in die Luft springende Frau mit ausgestreckten
Gliedmaßen –, wodurch Bewegungs- und Richtungsdimension der gebogenen, nach außen geöffneten
Plastiken markiert werden.
29
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
5
Carola Giedion-Welcker, Plastik des XX. Jahrhunderts, Stuttgart: Gerd Hatje 1955, S. 100f.
6
Carola Giedion-Welcker, Plastik des XX. Jahrhunderts, 1955, S. 102f.
30
Skulpturhistoriographie
7 Carola Giedion-Welcker, Moderne Plastik, 1937, S. 102f.
In ihrem Resümee vor dem Bildteil fasst Giedion-Welcker die Gemeinsamkeiten der
heterogenen plastischen Tendenzen der ersten drei Jahrzehnte zusammen, indem sie ihre
formal-essenzialistische Perspektive auf die Gattung Skulptur fortsetzt, die „Grundlagen und
Gesetze des eigenen Ausdrucksgebietes“ im Sinne einer Volumengestaltung im und durch
Raum erörtert, ferner eine Abkehr von „illusionistischen und imitativen Bestrebungen“ zugunsten einer eigenen plastischen Realität und Verzeitlichung vermerkt sowie die Beziehung
der Skulptur zu anderen Disziplinen wie Architektur, Dichtung, Malerei, Musik, Philosophie,
Physik, ferner zur „modernen Civilisation“, zum „Prähistorischen, Archaischen und Primitiven“ anspricht.55
Im Annex der Einleitung von Plastik des XX. Jahrhunderts, die Abbildungen von Werken im Außenraum innerhalb einer landschaftlichen Umgebung enthält, beschreibt Giedion-
Welcker die „heutige Situation“ und stellt eine positive Verschiebung zur Plastik, gar „ein
plastisches Zeitalter“ fest, bestimmt durch Entmaterialisierung und Berücksichtigung der
Eigengesetze des Materials, durch dynamische Räumlichkeit und Öffnung des skulpturalen
Korpus nach außen („Volumen- und Raumorchestrierung“).56 Sie vergleicht wiederholt die
„lebendige Gegenwartsplastik“ mit Sprache,57 wodurch die Verbundenheit von Betrachter*in
55
56
57
Ebd., S. 17.
Giedion-Welcker 1955a, S. XXIII, XXIV, XXVI.
Auch William Tucker betitelt sein 1977 erschienenes Buch: The Language of Sculpture.
31
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
und Kunst als Spiegelbild eines dynamischen Weltbilds deutlich hervortrete.58 Metaphernreich beschreibt Giedion-Welcker die Formentwicklungen der Plastik, d.h. die Raumkon
struktionen Pevsners und Gabos als „vibrierendes Leben eines nervösen Blattgeäders“, und
integriert Marcel Duchamp, der sich mit seiner Stimulierung durch die Technik in eine „Symbiose des Biologisch-Wachsenden und Technisch-Konstruierten“ begebe.59
Figuren im Raum: Eduard Trier
Eduard Trier veröffentlichte mehrere gattungsbezogene Bücher (und Aufsätze) und verfasste
1959 als Ausstellungskurator der Documenta 2 unter Arnold Bode einen Einleitungstext für
den Katalog zur Skulptur, die in einer eigenen Ausstellung in der Orangerie „kein Lücken
büßer zwischen Gemälden“ mehr sein musste.60 In seinen Publikationen Moderne Plastik
von Rodin bis Marini (1954), Figur und Raum. Die Skulptur des XX. Jahrhunderts (1960) und
Bildhauertheorien im 20. Jahrhundert (1971) versammelt Trier für eine medienspezifische
Theorie wegweisende Ansätze. Demzufolge gipfelt die Entwicklungsgeschichte der Bild
hauerei in einer Auflösung des Körperlichen und der Verzeitlichung als Grundlage, die für
die heterogenen künstlerischen Praktiken einer „Skulptur im erweiterten Feld“ (Krauss 1979)
und darüber hinaus für die Gegenwartskunst gelten kann.
In Moderne Plastik von Rodin bis Marini (1954) erzählt Trier (s)eine Geschichte der
Bildhauerei von der Naturdarstellung/Mimesis, d.h. in einem dichotomen Modell von der
Figuration zur Abstraktion – ähnlich wie Giedion-Welcker – aus der Perspektive formal-
kompositorischer Gestaltung und ihrer Beziehung zur Natur. Gegliedert ist sein Überblick
chronologisch, sortiert nach Ländern mit einem Schwerpunkt auf Deutschland.61 Plastik versteht er als Körperkunst, allgemein ein dreidimensionales, geformtes Ding, d.h. etwas Gemachtes, Gefertigtes. Dies inkludiert Artefakte unterschiedlicher Art, nicht Gefundenes im
Sinne eines Objet Trouvé, das er neben Duchamps Readymade später allerdings aufnimmt.
Die Adressierung des Tastsinns und die von Herder formulierte Umkehrung der Gattungshierarchie schildert Trier zu Beginn seines Textes in einer Anekdote über den Besuch einer
Henry-Moore-Ausstellung durch eine „Blindengruppe“, die das „Ertasten als menschliches
Grundbedürfnis“ sowie „das plastische Empfinden“ nahelegt.62 Doch fügt er ergänzend hinzu: „Plastik ist auch für die Augen da. Unsere optischen Erfahrungen ersetzen dann das Tastgefühl.“63 Plastik sei eine Besitzergreifung des Raums, beinhalte die Konstruktion eines Dings
58
59
60
61
62
63
Giedion-Welcker 1955a, S. XXVI. Historisch geht sie hier weiter zurück als im ersten Buch.
Ebd., S. XXXIX, XXXI. Die Plastik des Faschismus klammert sie aus.
Eduard Trier/Arnold Bode (Hg.), Skulptur. Orangerie, Ausst.-Kat. Documenta 2, Kassel 1959, S. 10.
Trier 1954. Bei ihm liegt der (formal-analytische) Fokus auf deutscher bzw. europäischer Bildhauerei,
mehr als bei Giedion-Welcker. Ein Beispiel für Triers formale Beschreibungen: „Zueinander von gebauten Formen in architektonischen Innenräumen; Figur statisch in einem Netz räumlicher Beziehungen“
(ebd., S. 52).
Ebd., S. 7.
Ebd., S. 8.
32
Skulpturhistoriographie
mittels Hohlräumen und Volumen, Masse und Leere, ferner deren Änderung, Kontraste,
ständige und wechselseitige Spannung und Gleichgewicht.64
In Triers Werkbeschreibungen stehen architektonisch-gebaut-tektonische und organisch-
fließend-gewachsene Formen dialektisch gegenüber. Das bildhauerische Paradigma Materialgerechtigkeit begreift er trotz Verwendung neuer Stoffe wie Kunstharzen, Eisen, Aluminium und Plexiglas weiterhin als vorherrschend, da das Material auch hier über seine
Eigenschaften den Gestaltungsprozess vorgebe. Form und Material stehen, so Trier, in einer
direkten Wechselbeziehung. Eine skulpturtheoretische Ästhetik des Lebendigen hingegen,
wie sie hier erörtert wird, relativiert dieses seit dem Neoplatonismus vorherrschende und
einseitig gerichtete Verhältnis zwischen Idee und Material, indem Pflanzen und Tiere als
Ko-Akteure die Gestaltung des Werks mitbestimmen können (agency).
Trier und Giedion-Welcker skizzieren die Entwicklung der Skulptur als Befreiung von
ihrer Masse und Schwerkraft, als Emanzipation von Trägergrund und Verzeitlichung. Diese
Perspektive durchzieht die kunstgeschichtliche und -wissenschaftliche Literatur als roter Faden, etwa nachfolgend bei Krauss in Passages in Modern Sculpture (1977).65 Einen entscheidenden Schritt vollziehen Pevsner, Gabo und Calder, indem sie Luft als Gestaltungselement
integrieren, so Trier, und sich vom Körpervolumen zum Raumvolumen wenden: „Wir betrachten Raum als neues, absolut skulpturales Element, […] für uns ist er kein Abstraktum.“66
Auch wenn es sich noch um deutlich konturierte Objekte handelt, kann diese Aufnahme
des Raums als wegweisend für erweiterte Konzepte des Skulpturalen seit der Post-Minimal
Art gelten – so Environment und Land Art mit ihren skulpturalen Situationen und relationale
Konzepte von Skulptur, die sich über die Einbeziehung der Umgebung schon andeuten.
In seinem sechs Jahre später veröffentlichten Band Figur und Raum. Die Skulptur des
XX. Jahrhunderts (1960) setzt Trier seine formale Untersuchung zur Typologie neuer ‚Skulptur‘ – nun verwendet er diesen Begriff im Titel – fort und gliedert diese in die dreifache
Frage nach Form, Bedeutung (oder Sinn) und Aufgabe.67 Hier versteht er den Leerraum
als ‚skulpturales Material‘, spricht von Lochplastik bzw. transparenter Plastik seit Alexander
Archipenko und Jacques Lipchitz, von „immateriellen Raumzeichen“ bei González bis zu
einem „auf ein Minimum eingeengten Körpervolumen“ und konstatiert statt formaler Konzentration nun Exzentrik68: „Die Plastik ‚entäußert‘ sich im wahrsten Sinne des Wortes ihrer
Körperlichkeit, um sich in den Raum zu projizieren.“69 Licht avanciert mit Nicolas Schöffer
zum neuen skulpturalen Material, so auch Burnham 1968 in Beyond Modern Sculpture.
Trier berücksichtigt neueste Tendenzen, die kinetische Plastik Jean Tinguelys ebenso wie die
„plastischen Situationen“ der magnetischen Arbeiten Takis’ und sogenannte „Konglomerat
volumen“, d.h. die „‚Ansammlung‘ gefundener Dinge“ wie Jean Dubuffets Der Zauberer
64
65
66
67
68
69
Ebd., S. 9.
Trier 1954, u.a. S. 70. Siehe auch Krauss 1981.
Zit. n. Trier 1954, S. 73.
Eduard Trier, Figur und Raum. Die Skulptur des XX. Jahrhunderts, Berlin: Gebr. Mann 1960.
Ebd., S. 13, 12, Herv.i.Orig.
Ebd., S. 12.
33
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
8 Jean Dubuffet, Der Zauberer, 1954,
Lavaschlacke, Wurzelholz, H. 110cm
(1954) – eine Figur aus Lavaschlacke und Wurzelholz (Abb. 8)70: „Sein bildnerischer Akt
besteht nur darin, daß er die vorhandene unerkannte Form erkennt und zur Plastik erklärt,
außerdem andere gefundene Formen hinzufügt.“71 Auch Dubuffets ‚Schwammfiguren‘
(Saimiri, 1954) demonstrieren dieses Konzept von Skulptur als entscheidenden Schritt zum
Umgang mit lebendem, organischen Material und damit zu einer skulpturalen Ästhetik des
Lebendigen. Tiere treten bei Trier (noch) als dargestellte Sujets auf, doch erwähnt er am
Schluss seiner Geschichte den Garten Isamu Noguchis vor dem UNESCO-Gebäude (1958),
„in dem skulptierte und natürliche Steinformen mit Wasserläufen, modelliertem Gelände,
70
71
Ebd., S. 16, 18, Herv.i.Orig.
Ebd., S. 19, Herv.i.Orig. Dubuffet locke die immanenten Formwerte durch ‚assemblage‘ hervor. Zu den
Schwammfiguren: Jean Dubuffet, Heulsuse, 1960, Schwamm und Stein, 41 x 15 x 16 cm, Sammlung
Michael und Illeana Sonnabend, New York, Abbildung in Margit Rowell (Hg.), Skulptur im 20. Jahrhundert. Figur – Raumkonstruktion – Prozeß, Ausst.-Kat. Centre Georges Pompidou, Musée National d’Art
Moderne, Paris 1986, München: Prestel 1986, S. 189.
34
Skulpturhistoriographie
9 Isamu Noguchi, Japanischer Garten, 1958, UNESCO-Gebäude, Paris
Pfaden und Pflanzen zu einer künstlerischen Einheit arrangiert werden […].“72 (Abb. 9) Das
Werk könne folglich als begehbare skulpturale Situation betrachtet werden, die mit Bäumen, Gräsern und Wasser eine Synthese mit der benachbarten Architektur eingeht:
In der phantasievollen Leichtigkeit der Formen und Bewegung kontrastiert der Garten mit dem
strengen Grundmuster der Architektur; er nimmt den Menschen auf, um ihm beim Wandel und
Betrachten seine plastisch-räumlichen Formen zum Erlebnis werden zu lassen –, also Plastik im
weitesten Sinne als ein Umwelterlebnis des Menschen.73
Auch wenn kanonische, größtenteils anthropomorphe, figurative Werke dominieren, führt
Trier weitere Untergattungen von Skulptur ein, etwa „Plastik als Landschaft“, die er mit
barocken Attributen wie Gianlorenzo Berninis Wolken- und Felsendarstellungen historisch
72
73
Trier 1960, S. 58.
Ebd., S. 58f., Herv.i.Orig.
35
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
10 Bernard Rosenthal, Riverrun, 1959
verankert.74 In der Moderne avancierten diese Attribute eines Stilllebens isoliert zum eigenständigen Bildthema.75 Es handle sich um ‚Naturelemente‘, beispielsweise eine abstrahierte
„Vogelschau der fruchtbaren oder in Trockenheit zerrissenen Erde“ wie Bernard Rosenthals
Relief Riverrun (1959) (Abb. 10).
In Triers Bildhauertheorien im 20. Jahrhundert (1971) kommen wiederum die bereits diskutierten Künstler zu Wort.76 Um ein eigenes Kapitel hat er mit Kinetischer Plastik, Objet Trouvé
und Readymade seinen Kanon erweitert. Unter „Formen veränderter stofflicher Konsistenz“
74
75
76
Ebd., S. 52.
Ebd.
Trier 1971a. Ebenfalls 1971 veröffentlicht Trier in einer Ausgabe der Zeitschrift für Ästhetik und Allgemeine Kunstwissenschaft, die sich schwerpunktmäßig „einem in der Kunsttheorie weithin vernachlässigten Thema: der Frage nach dem Wesen und den Möglichkeiten der Plastik“ widmet, einen an
seine Publikation anknüpfenden umfassenden Beitrag (Eduard Trier, „Formprobleme der Plastik im
20. Jahrhundert in Selbstzeugnissen der Künstler“, in: Zeitschrift für Ästhetik und Allgemeine Kunstwissenschaft, 16, 2, 1971, S. 135–212 (= 1971b)). Ursula Aldinger konstatiert in ihrem dort ebenfalls
erschienenen Text „Neue Materialien in der Plastik des 20. Jahrhunderts. Zum Problem: Werkstoff und
Kunstwerk“ die ‚notwendige‘ Abkehr von obsolet gewordenen „ästhetischen Bestimmungen“, bevor
neue Materialien in der Skulptur verwendet wurden, darunter „Altmaterialien“, alltägliche Gegen
stände und Materialien der Architektur und Technik (ebd., S. 242–259). Doch auch sie geht nicht auf
lebende Skulpturen ein.
36
Skulpturhistoriographie
erlangen auch Haacke, David Medalla und Les Levine Gehör. Im Kontext pneumatischer
Plastik, die Trier als Teilbereich zur kinetischen Kunst zählt und deren unvorhersehbare
Formdynamik er unterstreicht, zitiert er Haacke und Jack Burnham, bevor er zu Medallas ‚Plastik‘ aus Seifenschaum übergeht. ‚Plastik‘ setzt er in Anführungszeichen, vermutlich
um zu untermauern, dass der Begriff die Tragweite dieser Entgrenzung nur unzureichend
erfasst. Die Auflösung einer konturierten Gestalt belegt Trier mit Les Levine und schließt
den Abschnitt mit den raucherfüllten Räumen Preston McClanahams, die sich einem klassischen Konzept von Bildhauerei diametral entgegenstellen. Interessanterweise nennt Trier
im Unterkapitel „Die Identität von Urheber und Bildwerk“ das Magnetische Manifest von
Takis und zitiert aus diesem Text: Am 29. November 1960 ließ der griechische Bildhauer
den südafrikanischen Dichter der Beat Generation Sinclair Beiles in der Pariser Galerie Iris
Clert kurzfristig in der Luft ‚hängend‘ sein Magnetisches Manifest rezitieren: L’impossible:
l’homme dans l’espace. Der Dichter verwandelt sich in eine sprechende Living Sculpture.
Literatur in Form eines künstlerischen Manifests dient als selbsterklärender Kommentar „Ich
bin eine Skulptur“ mit einer Kritik an Atomwaffen in Zeiten militärischer Aufrüstung. Der
scheinbar schwebende, der Schwerkraft entfliehende, mit einem Schutzhelm ausgestattete
Poet bringt Takis’ Faszination für das Unsichtbare zum Ausdruck und ermöglicht den Betrachter*innen neue skulpturspezifische, gesellschaftspolitische Reflexionen.77 In der nachträglichen Rezeption erfolgt das Zusammenspiel von Bild und Text sukzessive – es existieren
wenige Schwarz-Weiß-Aufnahmen, u.a. von Hans Haacke, durch die die Performance nur
annähernd rekonstruiert werden kann, und das Manifest. Trier benennt die ‚Verwandlung‘
des Dichters in eine lebende Skulptur nicht explizit.
Elf Jahre nach Figur und Raum entwickelt Trier eine Geschichte der Bildhauerkunst auf
Basis einer Zitatsammlung, die er aus Publikationen, Broschüren und Zeitschriften zusammengetragen habe, um der Gefahr eines Authentizitätsverlustes durch „bestellte Theorien“
seitens der Künstler*innen zu entgehen.78 Als „bestellte Theorien“ betrachtet Trier Wortmeldungen, die für einen bestimmten Anlass, sei es Interview oder Katalogtext, eingeholt
werden, folglich inszeniert und konstruiert seien. Doch sind die gesammelten Beiträge meist
in ähnlichen Situationen entstanden, weshalb ihre Authentizität und die inszenatorischen
77
78
Der Manifesttext lautet wie folgt: „I am a sculpture. There are other sculptures like me. The main difference is that they cannot speak. When some of the sculptures try to speak they explode. They cause
death. When I speak ‚Bomb‘ by Gregory Corso I am speaking life and death and no one is getting hurt.
Two kinds of images can be made of me. One has already been made. This is the nuclear bomb. The
other is a long-lived machine man, sub-human or super-human I cannot say. Super-humans would be
difficult to conceive since we humans of flesh are super-mirrors for all organic life. I am a sculpture. I am
here to be bought. I hope that the person who buys me will transport me to Hiroshima to witness Takis
making another sculpture from the actual mechanism of a hydrogen bomb. I would like to see all the
nuclear bombs on earth turned into sculptures. Guns and bayonets? … Stage stuff for history pageants
played by the armies of the world.“ (Takis, „Magnetic Manifesto“, in: Signals, 1, 3–4, 1964, S. 6.)
Trier 1971a, S. 1.
37
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
Strategien quellenkritisch beleuchtet werden müssten.79 Trotz der Problematik der Verlässlichkeit einer Künstleraussage sei jedoch gerade ihre Subjektivität geeignet, so Trier, daraus
‚Bildhauertheorien‘ abzuleiten. Dieser Plural zeigt Vielfalt und Heterogenität der ‚theoretischen‘ Anschauungen, die der Autor kommentiert, aber nicht kritisch reflektiert, und zu
einem skulpturtheoretischen Konzept zusammenfasst. Im ersten Kapitel verwendet er noch
den Singular: „Zur Theorie der Bildhauerkunst im 20. Jahrhundert“. Nach einem Einstieg
über Herder, Goethe, Schmarsow, Sedlmayr und Hildebrand gliedert er das ‚Textmaterial‘ in
weitere neun Kapitel, die neben Vorbereitung und Entstehung, Material und Technik sowie
Inhalt auch die Plastik und ihr Gegenüber, das Verhältnis zu den anderen bildenden Künsten
und zur Architektur sowie Plastik als öffentliche Kunst thematisieren. Haacke wird ein zweites Mal im Abschnitt über die Plastik und ihr Gegenüber zitiert, da seine frühen Objekte mit
Flüssigkeiten auf aktive Rezipient*innen angewiesen seien:80
Ich liebe dieses körperliche Beteiligtsein. Es stellt eine Interdependenz zwischen Betrachter und
Objekt her. In größeren Arbeiten, die eine Handhabung nicht zulassen, würde ich Fotozellen nutzen, um diese intime Beziehung herzustellen.81
Der seit den Ursprüngen der Bildhauerei wiederholt bemühte Topos der Verlebendigung
besteht auch im 20. Jahrhundert, so belegen Zitate in Triers ‚Lesebuch‘. „Natur als Thema“ und Formenrepertoire diskutiert er in einem Unterkapitel und konstatiert eine fehlende
Definition von Natur.82 Die dort versammelten künstlerischen Aussagen verbindet ein ähn
liches Naturverständnis: Arp vergleicht den künstlerischen Akt mit natürlichem Wachstum,
versteht Kunst analog zur Natur und kehrt einem mimetischen Ideal den Rücken. Während
zur modernen Plastik „das Zufällige, das Viel- oder Mehrbedeutsame und die Variabilität
der Materialien“ gehöre, so Calders Mobile, die Leben darstellen, indem sie sich bewegen,
und unterschiedliche Bildhauer, etwa Ossip Zadkine, das Eigenleben der Materie als „wesentliche Bedeutung des Plastischen“ berücksichtigen, ist dieses Paradigma in der lebenden
Skulptur ab den 1960er-Jahren vollständig umgesetzt.83
Neue Dimensionen der Skulptur: Michel Seuphor, Ulrich Gertz, Herbert Read,
Udo Kultermann, Hans Joachim Albrecht, Lucie Schauer
Nach dem Zweiten Weltkrieg entstanden zahlreiche Übersichtsdarstellungen zur Bildhaue
rei in der Kunstgeschichte. Die Erweiterung des Mediums und die Bandbreite an technischen Möglichkeiten sowie die Präsenz der Skulptur im Öffentlichen Raum mögen das rege
Interesse der Kunstwissenschaft an diesem Gegenstand erklären, wie die im Folgenden ge79
80
81
82
83
Auch in der hier vorgenommenen Untersuchung zu Hans Haacke und Pierre Huyghe fließen Aussagen
der beiden Künstler ein, doch sind sie methoden- und quellenkritisch genau zu befragen.
Trier 1971a, S. 176.
Ebd., zit. n. Jack Burnham, „Hans Haacke. Wind and water sculpture“, in: Tri-Quarterly Supplement, 1,
1967, S. 1–24, S. 8.
Trier 1971a, S. 138–144.
Ebd., S. 207, 225.
38
Skulpturhistoriographie
nannten Autor*innen demonstrieren. So veröffentlichte Michel Seuphor 1959 La sculpture
de ce siècle, das den Untertitel Dictionnaire de la sculpture moderne trägt.84 Sein ‚Lexikon‘
ist, wie oft üblich, nach Namen und Ländern mit eigenen Kapiteln zur aktuellen Situation in
Frankreich, Italien und England gegliedert; deutsche Künstler*innen werden marginal, zusammengefasst mit Österreich, Schweiz und Jugoslawien erwähnt. Sein innovativer Ansatz
zeigt sich unter anderem darin, dass mit 24 Bildhauerinnen von über zweihundert künstlerischen Positionen sein ‚Kanon‘ deutlich mehr weibliche Positionen (darunter einige südamerikanische Bildhauerinnen) als die Darstellungen von Trier und Giedion-Welcker enthält.
Seuphor kritisiert das bipolare Verhältnis von abstrakt und gegenständlich und begründet
dies mit dem veränderten Naturverständnis seiner Zeit: „Die Ausdrücke abstrakt und gegenständlich werden allmählich ihre gegensätzliche Bedeutung verlieren. Seit langem ist die
Natur durch das Mikroskop und das Teleskop abstrakt geworden.“85 Das klassische Narrativ
der Skulpturhistoriographie einer teleologisch bedingten Entwicklung von der Figuration
zur Abstraktion greife zu kurz, denn mit dem dialektischen Begriffspaar richte sich der Blick
primär auf die Naturnachahmung, auf variierende Grade der Verfremdung und den (historischen) Topos der Mimesis.
Ulrich Gertz publizierte 1953 Plastik der Gegenwart; eine zweite Folge erschien 1964.
Ein eigenes Kapitel widmet er in der Erstausgabe „plastischen Mitteln der Tiergestaltung“,
wohingegen er später Tierplastik und Menschendarstellungen unter „das Geistige und das
Kreatürliche“ zusammenfasst.86 Seine Geschichte der Bildhauerei folgt einem ähnlichen Narrativ wie Giedion-Welcker und Trier (die er beide erwähnt): Das künstlerische Medium strebe
im Verlauf des 20. Jahrhunderts zu Verräumlichung, Entkörperlichung und Entgrenzung.
Gertz formuliert sein Interesse für die „Zwittersituation der Künste“ und konstatiert eine
„Tendenz zum Gesamtkunstwerk“.87 Von besonderer Relevanz ist angesichts heutiger digitaler Medienpräsenz von Kunstwerken in sozialen Netzwerken und Online-Ausstellungen
sein Credo: Die Aufgabe eines Kunstwerks liege nicht darin, ein fotogenes Objekt zu sein.88
Herbert Read gliedert seine Concise History of Modern Sculpture (1964) nach Stilen, die
im 20. Jahrhundert zu einer „diffusion of style“ ohne „coherent movement“ führen.89 Sein
Skulpturenverständnis, das er zwischen „mannerism“ und „romanticism“ ansiedelt, bleibt
84
85
86
87
88
89
Sein Autorenname ist ein Pseudonym als Anagramm von ‚Orpheus‘.
Seuphor 1959, S. 57. Seuphor verweist auf Calders Atelier, in dem lauter Pflanzen standen: „Das eine ist
voller lebender Pflanzen. Sie kriechen an der [sic!] Mauern hoch, hängen von den Glasscheiben herab,
begraben unter sich das Klavier und verschonen nur die Feuerstelle, wo das Holzfeuer in so lebhaftem
Rot brennt, dass es in all diesem Grün aussieht, als sei es künstlich“ (ebd., S. 89).
Ulrich Gertz, Plastik der Gegenwart, Berlin: Rembrandt 1953, Vorwort n.p. Er nennt Platte, Giedion-
Welcker, Hofmann und Trier. Ders. 1964, S. 12–24.
Ebd., S. 242.
Ebd., S. 126.
Herbert Read, A Concise History of Modern Sculpture, London: Thames and Hudson 1964. 1954 veröffentlichte er The Art of Sculpture (The A.W. Mellon Lectures in the Fine Arts, National Gallery of
Art, Washington), London: Faber and Faber limited 1954. Hier zeigt er Degas’ Tänzerin, aber auch
chinesische und andere außereuropäische Skulpturen. Er geht bis in die Antike zurück, integriert
afrikanische Masken und Statuetten aus Ägypten, von den Azteken oder aus Mesopotamien mit
39
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
dem dichotomen Modell verankert, indem er das virtuose Können einer skulpturalen Objekt
ästhetik verfolgt:90
The sculptor cannot paraphrase Pollock’s well-known statement and say: ‚When I am in my sculpture, I am not aware of what I’m doing.‘ The sculptor (despite some brave attempts by Étienne-
Martin) must inevitably remain outside his sculpture, a conscious craftsman.91
Innerhalb seiner positivistischen Argumentation interessiert sich Read für Metall- und Eisen
skulpturen aufgrund der Ubiquität des Materials (geeignet für die skulpturspezifische Dauer
haftigkeit) als Spiegel eines ‚New Iron Age‘. Ein wichtiger Vertreter sei Eduardo Paolozzi, der
technoide Wesen entworfen habe, auch wenn diese Annäherung an das kommende Computerzeitalter (nur) motivisch erfolgt.92 Read fragt nach dem ontologischen Status gegenwärtiger Skulptur angesichts der Aufgabe einer geschlossenen Form und Masse zugunsten
von Offenheit und Dynamik:
One must then ask a devastating question: to what extent does the art remain in any traditional
(or semantic) sense sculpture? […] What has been gained, and what has been lost, by this transition to a linear sculpture?93
Während Read organische, vitalistische Skulpturen favorisiert, sieht er mit den konstruktivisti
schen Tendenzen linearer, transparenter und offener Gebilde das Fortbestehen der Skulptur
in Gefahr.94 Dass in seiner Darstellung Living Sculptures fehlen, ist dem frühen Erscheinen
seines Buches geschuldet.
Udo Kultermanns Neue Dimensionen der Plastik (1967) sei für den vorliegenden Kontext der Living Sculpture ebenso genannt, da er sich im Abschnitt „Elementare Medien“
ephemeren, zeitbasierten, kinetischen Plastiken, Wasser-, Luft- und Licht-Skulpturen teils
aus organischen Materialien widmet. Auf einer Doppelseite zeigt er Hans Haackes (Blaues)
Segel (Abb. 11) neben Keith Sonniers Untitled (1966) und Andy Warhols Silver Clouds aus
demselben Jahr, ferner Haackes Brett Klar/Klar (1965) u.a. neben Yutaka Ohashis Rain Box
(1964) und Pino Pascalis An der Wand: 1 Kubikmeter Erde, 2 Kubikmeter Erde; auf der Erde:
12 Kubikmeter Pfützen (1967).95 Medalla hat mit The First Sand Machine (1964) und Cloud
Canyons no. 2 (1964) sowie Alain Jacquet mit seinem kaum konturierbaren, alles andere als
90
91
92
93
94
95
egenüberstellungen verschiedener Epochen (etwa Tierplastik von Balla und Duchamp mit zwei Reliefs
G
aus Mesopotamien).
Ebd., S. 232. „What is distinctive about the post-war situation, particularly in sculpture, is a determination to belong to no movement, an artistic ‚free thinking‘“ (ebd., S. 230); „complexity of the modern
scene is partly due to the co-existence of such movements and counter-movements“ (ebd.).
Ebd., S. 229. Das trifft für die entgrenzte Skulptur nicht mehr zu.
Ebd., S. 234. Zur Metallskulptur: „the prevalence of metalwork“ (ebd., S. 237), „metal is so docile that
it will submit to any formal conception the sculptor may have“ (ebd., S. 247).
Ebd., S. 250, Herv.i.Orig.
Ebd., S. 250–255. Causey zufolge habe sich Read auf seine drei Freunde Hepworth, Moore und Gabo
konzentriert (Andrew Causey, Sculpture since 1945, Oxford [u.a.]: Oxford University Press 1998, S. 63).
Kultermann 1967, S. 176f., 180f.
40
Skulpturhistoriographie
11 Hans Haacke, Blaues Segel, 1966, in: Udo Kultermann, Neue Dimensionen des Plastischen, Tübingen:
Wasmuth 1967, S. 180f.
objekthaften Grey Smoke (1967) Eingang in den Kanon der Skulptur gefunden. Wasser als
skulpturales Material, das Haacke seit seinem Condensation Cube nutzt, bringt Kultermann,
der 1968 seine Dissertationsschrift zum Barockbildhauer Gabriel Grupello verfasste,96 mit
„barocken Gestaltungsformen“ in Verbindung.97 Die Integration lebender Tiere in die Kunst
führt er auf die barocken Kunst- und Raritätenkabinette des 16. und 17. Jahrhunderts zurück, „eine erneute Hinwendung zur barocken Universalität“.98
Kultermann konstatiert, dass „die schwimmende Plastik“ noch in ihren Anfängen stecke,
„obgleich gerade hier viele unausgeschöpfte Möglichkeiten liegen“.99 Neben Haackes Segel
trage auch Piero Manzoni mit Fiato d’artista dazu bei, dass „sich die Skulptur vom Erdboden
löste“. Kultermann verfolgt diese Entwicklung bis zu Charles Fraziers „flying sculptures“ und
den Aktionen von Gutai.100 Seine Geschichte der Skulptur mündet in skulpturale Räume,
Happenings und Environments. Er sieht darin die größten Innovationen seit 1960, „eine immer stärker werdende Tendenz zum Plastisch-Räumlichen beherrscht unsere Kultur“.101 Zu
96 Udo Kultermann, Gabriel Grupello, Berlin: Deutscher Verein für Kunstwissenschaft 1968.
97 Kultermann 1967, S. 173–201, S. 173.
98 Ebd., S. 62f.
99 Ebd., S. 175.
100 Ebd.
101 Ebd., S. 5.
41
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
bemerken sei überdies die „Neigung zur Synthese“.102 In ihrer Annäherung an die Wirklichkeit versuchten Künstler*innen, Lebendiges, Prozesse einzubeziehen.103 Sein Buch erschien,
als er bereits in die USA gezogen war und nach seiner Tätigkeit als Direktor des Leverkusener
Museum Schloss Morsbroich seit 1967 eine Professur für Kunstgeschichte und Architekturtheorie an der Washington University in St. Louis innehatte, woraus sich sein transnationaler Fokus begründet.
Im selben Jahr wie Krauss’ Passages in Modern Sculpture erschien 1977 von Hans
Joachim Albrecht Skulptur im 20. Jahrhundert. Raumbewußtsein und künstlerische Gestaltung. In seiner wahrnehmungsbezogenen und phänomenologischen Abhandlung konstatiert er eine Veränderung der dreidimensionalen Gestaltung zugunsten einer Überwindung
der Schwerkraft und Auflösung des „Massenvolumens“.104 Er rekurriert wie Gertz auf die
kanonischen Beobachtungen Giedion-Welckers und Triers und kritisiert den häufig verwendeten Begriff der Entmaterialisierung.105 Vielmehr sei, so Albrecht, selbst Künstler, die „ausschließliche Herrschaft des ‚festen‘ Körpers zu Ende gegangen“, wozu Licht und Luft als
skulpturale Materialien entschieden beigetragen hätten, wie die kinetische Kunst mit ihrer
verselbstständigten Bewegung demonstriere.106 Sein „Bildteil: Beispiele skulpturaler Kunst“
enthält die reflektierte Vermittlung einer (bestimmten) Seherfahrung von Skulptur durch
Fotografie, indem er von Julio González’ Palettentänzerin (1933) eine Abfolge von zwölf
Bildern aus unterschiedlichen Ansichten integriert und Ausleuchtung, Blickwinkel, Entfernung, Perspektive und Hintergrund befragt.107 Seine Lektüre von Burnhams Beyond Modern
Sculpture spiegelt sich in der Nennung von Kybernetik und Biotechnologie als skulpturale
Orientierung, seinem Schwerpunkt auf kinetischer („motorisierter“) Plastik und skulpturaler
Lichtkunst. Er konstatiert die fehlende Tragweite des Begriffspaars Skulptur – Plastik und
schlägt den Terminus „dreidimensional bildende Kunst“ vor.108
Einen umfassenden Anspruch erhebt der Katalog Bildhauertechniken. Dimensionen des
Plastischen (1981): In ihrem Einführungstext erläutert Lucie Schauer die Intention der Ausstellung im Neuen Berliner Kunstverein, „den Gesamthabitus plastischer Arbeiten“ und drei-
102 Ebd., S. 211. Kultermanns Darstellung beinhaltet eine größere Anzahl an Frauen als Seuphors; Kultermann erwähnt allerdings nicht die amerikanischen (Post-)Minimal-Künstler*innen. 1966 veröffentlicht
er einen kurzen Aufsatz „Junge deutsche Bildhauerinnen“ in: Das Kunstwerk, 19, S. 14–18.
103 Kultermann 1967, S. 6: „Nach der zeitweiligen Verengung der Horizonte im Bereich der von doktrinären Ideologien beherrschten abstrakten Plastik hat sich heute eine Freiheit künstlerischer Möglichkeiten
eröffnet […].“
104 Hans Joachim Albrecht, Skulptur im 20. Jahrhundert. Raumbewußtsein und künstlerische Gestaltung.
Köln: DuMont 1977, S. 102.
105 Ebd., S. 103. Albrecht favorisiert den Terminus ‚Skulptur‘ (ebd., S. 9), möchte keine Entwicklung zeitgenössischer Skulptur skizzieren, sondern den Fokus auf Einzelwerke legen. Am Ende des 19. Jahrhunderts habe es zwei differierende Auffassungen des skulpturalen Raums gegeben, deren Vertreter Rodin
und Hildebrandt seien (ebd., S. 12f.).
106 Ebd., S. 103, 124. Zur plastisch-räumlichen Funktion von Licht und als eigenständige, raum-zeitliche
Qualität siehe ebd., S. 124–129.
107 Ebd., S. 147f.
108 Ebd., S. 10.
42
Skulpturhistoriographie
12 Gilbert & George,
The Singing Sculpture, 1970
dimensionale Gestaltungsmöglichkeiten zu thematisieren.109 Ausgehend von M
aterialien
und Techniken ist der Band in elf Kapitel gegliedert: Stein, Terrakotta, Holz, Bronze, Eisen,
Kunststoffe, Fundstücke, Lichtkinetik, sogenannte Nichttraditionelle Materialien, Land Art
und Konzeptuelle Plastik. Mit Verweis auf Seuphor und den Futuristen Filippo Tommaso Marinetti stellt Schauer die Signifikanz der vierten Dimension Zeit und die Integration des Luftraums als mitgestaltendes Moment heraus, die eine „gewaltige Explosion der
gestalterischen Möglichkeiten innerhalb der Moderne“ bewirken.110 Neben der Nutzung
„nichttraditioneller Materialien“ belegt der Band die Erweiterung der „plastischen Dimension“ zugunsten von Prozessualität und Performativität. Räumliche, plastische Situationen
entstehen, in denen Betrachter*innen eigene Erfahrungen machen, etwa wenn César
Polyurethanschaum ausströmen lässt, dessen amorphe Expansionen nicht planbar sind.111
Im Zusammenhang mit Barry Flanagan, Robert Morris und Reiner Ruthenbeck thematisiert Jürgen Schilling, einer der Autor*innen, das Eigenleben des Werks, auch wenn die
von ihm genannten Künstler keine lebenden, organischen Materialien nutzen. Unter die
109 Lucie Schauer, „Kunst dreidimensional – Die Eroberung des Raumes“, in: dies. (Hg.), Bildhauertechniken. Dimensionen des Plastischen, Ausst.-Kat. Neuer Berliner Kunstverein e.V. in der Staatlichen Kunsthalle, Berlin: Frölich & Kaufmann 1981, S. 6–10, S. 6.
110 Ebd., S. 7.
111 Jürgen Schilling, „Nichttraditionelle Materialien – der erweiterte Spielraum“, in: Schauer 1981, S. 138–
151, S. 138, 140.
43
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
13 Haackes Condensation Cube,
1963–1965, Acrylglas, Wasser,
30 x 30 x 30 cm
14 Hans Haacke, Eisring,
1970, Kühlmotor, Wasser,
Plexiglas, 20 x 120 x 200 cm
nichttraditionellen Materialien fasst Schilling die Living Sculpture von Gilbert & George
(Abb. 12):
[…] ja selbst der menschliche Körper, wie im Falle von Gilbert & George, die sich als Human Sculpture präsentieren und sämtliche, noch so alltäglich erscheinende Aktivitäten als Teil dieser Skulptur
verstehen, also Kunst und Leben in ihrem Auftritt miteinander verschmelzen.112
112 Ebd., S. 141f. „Ein entscheidendes Moment liegt in der Prozeßhaftigkeit und Instabilität nichttraditioneller Materialien, Zeit und Raum wachsen Bedeutung zu und der künstlerische Akt beruht häufig darin, durch minimale Eingriffe Bewußtwerdungsprozesse nicht nur ästhetischer Art in Gang zu setzen.“
(Ebd., S. 142).
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Zur skulpturalen Ästhetik des Lebendigen
Unter dem Titel Human Sculpture adressierte das britische Künstlerduo eine Postkarte
an den Autor „A small sculpture for you“, auf deren Vorderseite die beiden in einem Garten
posieren. „Nichttraditionell“ impliziert das Neue, Ungewohnte. Auch die biologischen, physikalischen und sozialen Realzeitsysteme Haackes finden Erwähnung, sein Condensation
Cube (Abb. 13) und Eisring (Abb. 14). Betont wird die charakteristische wesenskonstituierende, dynamische Veränderung des Aggregatzustandes dieser ‚Objekte‘. Zwar deutet
Schilling auf die rationale Nachvollziehbarkeit der technischen, physikalischen Vorgänge wie
Kühlung und Gefrieren, doch fehlt eine Erklärung, welche „weiterreichenden Erlebnisse“
diese „medialen Objekte“ vermitteln.113 Die Hinwendung zur Natur belegt der Abschnitt zur
„Land Art. Vorstoß in andere Dimensionen“ von Rolf Wedewer.114 Bereits Krauss situierte die
plastische Dimension dieser Kunstrichtung in ihrem grundlegenden Diagramm zur Skulptur
im erweiterten Feld.
Zur skulpturalen Ästhetik des Lebendigen
Von der Objektästhetik zur Systemästhetik: Jack Burnham
In seinem Buch Beyond Modern Sculpture. The effects of science and technology on the
sculpture of this century (1968) bezieht sich Jack Burnham auf skulpturale Randphänomene
und zielt auf die Verbindung von Skulptur und Technik im Zuge einer Lösung vom Anthro
pomorphismus.115 Eine detaillierte Untersuchung seiner Schrift im Kontext der Skulpturforschung blieb bisher aus und soll hier nun erfolgen. Wenngleich auch er kaum organische Werke
einschließt, versteht er Skulptur als Spiegel des jeweiligen Kenntnisstands in der Biologie (und
Technik) mit der Option, Leben simulierende Systeme in der Kunst zu entwerfen. Burnhams
teleologische Entwicklungsgeschichte, die für ihn in einem produktiven Austausch mit den
zeittypischen technologisch-naturwissenschaftlichen Errungenschaften gipfelt, nimmt Positio
nen jenseits des Kanons in den Blick: Gliederpuppen, Automaten, Kinetik, Lichtskulpturen und
kybernetische Kunst. Krauss reagiert in Passages in Modern Sculptures (1977) auf Burnhams
113 Ebd., S. 142. Eine maßgebliche Rolle für den Umgang mit „nichttraditionellen“ Materialien spielt Joseph
Beuys mit seiner Sozialen Plastik und dem ‚Prozess des pädagogischen und sozialen Modellierens‘, s.u.
den Exkurs „Joseph Beuys – Soziale Plastik“.
114 Rolf Wedewer, „Land Art. Vorstoß in andere Dimensionen“, in: Schauer 1981, S. 152–159. Skulpturale
Qualitäten in Form von Markierungen und Einschneidungen erläutert Wedewer exemplarisch an Jan
Dibbets, Michael Heizer und Richard Long. Ähnlich wie in Burnhams Beyond Modern Sculpture (1968)
bildet das Kapitel zur „Lichtkinetik – das dynamische Raumzeitkontinuum“ von Hannah Weitemeier ein
eigenes Thema (in: Schauer 1981, S. 127–137).
115 Rezensionen etwa bei Norbert Lynton, „Rezension zu Jack Burnham, Beyond Modern Sculpture, New
York: Braziller 1968“, in: Leonardo, 3, 1970, S. 108f.; Jonathan Benthall, „Whose move?“, in: Studio
International, 177, 1969, S. 148–150. Beide merken die programmatische, manifestartige Rhetorik der
Schrift an, loben aber die Auseinandersetzung mit dieser relevanten, vernachlässigten Thematik.
Burnham nennt nur wenige skulptural arbeitende Künstlerinnen, darunter Barbara Hepworth, Yayoi
Kusama und Germaine Richier, zudem einige, die über den klassischen Kanon hinausgehen, namentlich
Martha Boto, Chryssa, Deborah de Moulpied, Anne Truitt und Grazia Varisco.
45
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
Argumentation, der vom October-Kreis kritisiert, von Krauss und Benjamin Buchloh als technokratisch, von Thierry de Duve als kiffender „eco-sensitive enthusiast of technology“ und
„utopianist of art’s dissolution into life“ degradiert wurde.116 Burnham ist den technischen
Möglichkeiten gegenüber aufgeschlossen, doch wäre es verfehlt, ihm blinde Technikeuphorie
zu attestieren, die jegliche ideologische Gefahren ausblendet. Seine Schrift ist durch kunsthistorische Ansätze etwa von Alois Riegl, Gottfried Semper, Wilhelm Worringer und Herbert
Read bis zu philosophischen, soziologischen, naturwissenschaftlichen, informations-technologischen, biologischen und psychologischen Theorien geprägt. Er verfasste sein Buch bereits 1967, als wesentliche Meilensteine einer „Sculpture in the Expanded Field“ wie Richard
Longs Line made by walking, Richard Serras Splashings und Robert Morris’ Felt Pieces noch
nicht realisiert waren und Burnham vermutlich die Arte Povera und erste Ansätze einer digi
talen Kunst, beispielsweise Herbert W. Frankes Überlegungen zur virtuellen Skulptur, nicht
kannte.117 Mit seiner Erweiterung des Kanons und seiner Forderung einer Ästhetik künstlicher
Intelligenz bewegt sich Burnham nah an heute relevanten Themen. Ähnlich wie nach ihm
Krauss diagnostiziert er einen Identifikationsverlust des ontologischen Status von Skulptur
und präzisiert das titelgebende „beyond“ als Fortsetzung:
Already as a means of description, the term ‚sculpture‘ has lost its identity; it has become a misnomer for an art once concerned with carving and modeling for the purpose of simulating biological
appearances, but which now generically designates all three-dimension art construction. […] It
116 Thierry de Duve, Kant after Duchamp, Cambridge, Mass: MIT Press 1996, S. 285f. Erst Burnhams
Schriften ab den 1970er-Jahren mit seiner Hinwendung zur Kabbala muten kryptisch an. Für Beyond
Modern Sculpture macht György Kepes am MIT Werbung. Zur Rezeption siehe u.a. Luke Skrebowski,
„The Artist as Homo Arbiter Formae: Art and Interaction in Jack Burnham’s Systems Aesthetics“, in:
Samuel Bianchini/Erik Verhagen (Hg.), Practicable: From Participation to Interaction in Contemporary
Art, Cambridge, Mass.: MIT Press 2016, S. 39–54.
117 Vgl. u.a. Herbert W. Franke, „Virtual Sculptures“, in: Michele Emmer (Hg.), Mathematics and Culture II,
Berlin & Heidelberg: Springer 2005, S. 145–149, http://www.zi.biologie.uni-muenchen.de/~franke/
VirtS1.html (17.9.2019). Siehe auch Simon Penny, „Systems Aesthetics + Cyborg Art: The Legacy of
Jack Burnham“, in: Sculpture Magazine, 18, 1, 1999, https://sculpturemagazine.art/systems-aestheticscyborg-art-the-legacy-of-jack-burnham/ (5.3.2023). Neben seiner kritischen Lektüre Burnhams fragt
Penny nach den skulpturalen Möglichkeiten im Zeitalter des Digitalen. „The problematic discontinuity
between the tangibility of sculpture and sculptural practice and the ephemeral temporality of informatics is a case study in the cultural phasetransition of our times. […] Although he sensed the force
of systems theory, Burnham, perhaps limited by his fixation on sculpture, was unable to foresee many
dimensions of the integration of sculpture with electronic and digital media. […] Not only has CAD
revolutionized drawing and modeling, but the utilization of computer controlled milling, stereolithography, and so forth has changed the actual creation of conventional sculpture. More importantly,
microprocessors have transformed the language of spatial art practice into a temporal and interactive
practice. While Burnham wrote of body art and environmental and site-specific working styles, we now
witness the disembodiment and deterritorialization of virtualized and Net-based practice. Whereas video remained primarily an image medium, albeit technologized, cyber art is concerned with simulated
behavior and the building of virtual machines as artworks. ‚Code‘ is the ephemeral structuring system
of the work. Code is an enigmatic and paradoxical phenomenon: a text that is simultaneously a (virtual)
machine is a long step from the pragmatic materiality of sculpture.“ Trotz dieser neuen, „numerous
explorations into virtual sculpture“ sei daraus bisher keine neue Ästhetik des Digitalen entstanden.
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Zur skulpturalen Ästhetik des Lebendigen
becomes important, therefore, that we look upon sculpture as an indication of man’s changing
conception of biology […] and especially as a form of biological activity itself.118
Burnham beschreibt den Weg vom Anthropomorphen zum Verdinglichten und Modellhaften, ferner die Hinwendung zum Material zugunsten eines technikinspirierten Artefakts. Aus
der Sackgasse des Vitalismus und Formalismus führe nur die sogenannte post-formalistische
Kunst, die er als systemästhetische Auffassung von Skulptur zu etablieren sucht. So besteht
der Band aus den Abschnitten „Sculpture as Object“ und „Sculpture as System“ mit insgesamt acht Kapiteln.
Im ersten Kapitel befasst er sich mit den Funktionen (etwa Verbildlichung) und dem Verschwinden des Sockels in der Moderne zugunsten neuer Präsentationsformen und differenziert zwischen floor-bound sculpture, ceiling-bound sculpture, floating, flying und air-borne
sculpture (u.a. Haackes Sphere in Oblique Air Jet, 1967). Das zweite Kapitel „The Biotic
Sources of Modern Sculpture“ thematisiert den Einfluss des Vitalismus und Neo-Vitalismus
(u.a. Henri Bergson, Herbert Read, Henri Focillon) auf die Skulptur, den pygmalionischen
Topos von Lebensnähe durch Virtuosität und Adaption von Naturformen und wie sich dieses
Bestreben im Zeitalter zunehmender Technologisierung und neuer Erkenntnisse in Chemie,
Medizin und Biologie (Ernst Haeckel, Rudolf Virchow, Friedrich Wöhler etc.) ändert.
Aus dem naturwissenschaftlichen Verständnis eines Organismus als „network of inter
related systems“ leitet Burnham seine Systemästhetik ab; der Vitalismus fungiere (nur) als
Zwischenschritt vom unbelebten Objekt zum System.119 Charakteristisch für Burnhams
Herangehensweise ist seine Herleitung der (abstrakten) Kunsttendenzen aus technischen
Entwicklungen: „The neo-vitalist aesthetics, as embodied in Bergson’s élan vital, was ready-
made for a sculpture that seemed not to be carved but to grow from an inner direction.“120
Über seine Herbert-Read-Lektüre verweist er auf die Polarität von organisch (bzw. repräsentativ/amorph) versus geometrisch (bzw. linear/abstrakt): „the apparent schism between organic and constructive (i.e., geometric) sculpture“.121 Dieses „Schisma“ relativiere sich in der
Moderne dank Kybernetik, Informationstheorie und Systemanalyse, präge aber weiterhin die
Überblickswerke zur Skulptur. Dem „anachronistischen“ Vitalismus – das ist für die system
ästhetische Living Sculpture wichtig – setzt Burnham die „aesthetic of true organicism“
entgegen, d.h. die „organization of processes and interacting systems“, und problematisiert
im Hinblick auf Henry Moores Plastik die Heterogenität des Naturbegriffs („‚Natural‘ is a
diabolic term.“).122
118 Burnham 1968, S. 5f.
119 Ebd., S. 65f., 76. Burnham bezieht sich hier u.a. auf den Physiologen Claude Bernard, der einen Organismus als Netzwerk miteinander agierender Systeme beschrieb (ebd., S. 61).
120 Ebd., S. 68, Herv.i.Orig.
121 Ebd., S. 74.
122 Ebd., S. 94, 96. Die Kinetik führe zu einer veränderten Haltung gegenüber unbeweglichen Objekten:
„Increasingly we will regard the traits of vitalistic sculpture with the same amused tolerance that we
now reserve for obvious antiquing nineteenth-century Neoclassical sculpture.“ (Ebd., S. 96) Zwar gesteht er dem Vitalismus eine Grundvoraussetzung für die Avantgarde-Skulptur zu, doch rechnet er
47
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
Im dritten Kapitel skizziert Burnham die naturwissenschaftlichen und kunsthistorischen
Hintergründe des Formalismus in der Skulptur. Bereits hier verweist Burnham auf sein bis Anfang der 1970er-Jahre relevantes systemtheoretisches Denken. Mit zunehmender Prägung
durch die Technik entfalte sich eine systemästhetische Konzeption in der Skulptur, die das
konturierte, singuläre Objekt ablöse.123 An künstlerischen Beispielen (u.a. De Stijl, Konstruktivismus) belegt Burnham die „love-hate relationship with science“, die zu einer der Geometrie entlehnten Formensprache, zur visuellen Anknüpfung an wissenschaftliche Modelle
und industrielle Materialien, zur „open-sculpture“, Oberflächen ohne individuellen Duktus
und zur Öffnung der Gestalt (Gabo, Pevsner, Archipenko) führe, aber nie als „scientific art“
zu bezeichnen sei, sondern ihren ontologischen Status gerade ihrer ‚kreativen Freiheit‘ verdanke.124 So avancierte die Topologie zur Grundlage des neuen skulpturalen Formalismus.125
Die Skulpturen von Max Bill demonstrieren, wie das Möbiusband in unterschiedlichem Material, Positionierung und Format aufgegriffen wird, weshalb die Skulpturen an die seriellen
Objekte der Minimal Art erinnern, an die monumentalen topologischen Skulpturen Serras,
in denen der Raum zur plastischen Kategorie mutiert – anders als bei den im Inneren offenen Skulpturen Archipenkos („penetration“) und Barbara Hepworths.126 Der Formalismus als
„proto-mechanization“ führe zu einer Optiziät der Skulptur.127
Das vierte Kapitel „Form Exhaustion and the Rise of Phenomenalism“ thematisiert die
Rezeption der 1962 auf Englisch erschienenen Phänomenologie der Wahrnehmung Maurice
Merlau-Pontys und leitet zum Systembegriff im zweiten Teil über. In der Moderne oszilliere
die Skulptur zwischen Statuarik und Bewegung/Vergänglichkeit mit zunehmender Räumlichkeit.128 Das Objekt verlange, so Burnham, eine veränderte Form des Sehens, wofür die
Phänomenologie mit ihrer leiblichen Wahrnehmung einstehe. Zugleich rechnet er mit dem
Biomorphismus in der Skulptur ab, der ähnlich wie der Formalismus in eine künstlerische
Sackgasse geführt habe.
gleichermaßen mit dieser „metaphysischen Doktrin“ ab (ebd., S. 100): „Vitalism, based as it is on nonphysical substances and states of life, is a metaphysical doctrine concerned with the irreducible effects
and manifestations of living things.“ (Ebd., S. 94.) Er fragt: „Why, if vitalism played such a reactionary
role in the biological sciences, did it provide some of the most advanced justifications for avant-garde
sculpture?“ (Ebd., S. 56.)
123 Ebd., S. 114: „The demands of technology are such that separate, unique entities are a cardinal sin
against the technological strategy of duplication and interchangeability.“
124 Ebd., S. 116, 128. „The sculptor […] was fascinated by the model because it seemed to represent the
creation of form purely through mental activity with no reference to visible reality.“ (Ebd., S. 126.)
125 Ebd., S. 142.
126 Ebd., S. 150. Burnham resümiert: „Sculpture, moreover, has always been dominated by image makers –
and the more immaterial sculpture became, the more important seemed the concept of the iconic
‚image‘.“ (Ebd., S. 152.) Siehe auch Eric de Bruyn, „Topologische Wege des Post-Minimalismus“, in:
Wolfram Pichler/Ralph Ubl (Hg.), Topologie. Falten, Knoten, Netze, Stülpungen in Kunst und Theorie,
Wien: Turia & Kant 2009, S. 361–404.
127 Burnham 1968, S. 218.
128 Die Parameter klassischer Skulptur seien überholt, der Objektbegriff (weight, mass, form) passe nicht
mehr (ebd., S. 167).
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Zur skulpturalen Ästhetik des Lebendigen
Kapitel 5 „Sculpture and Automata“ beschreibt die ‚Subskulptur‘ der Automaten und
Gliederpuppen als Vorgeschichte kinetischer Skulptur und, so ließe sich fragen, als Vorläufer
der Living Sculpture?129 In diesem Kapitel holt Burnham weit aus, wenn er die Geschichte der
Zeitmessung, Descartes’ mechanisches Körperbild, Vaucansons komplexe Automaten aus
dem 18. Jahrhundert bis zu den ersten Robotern des 20. Jahrhunderts, Oskar Schlemmers
roboterhafte Kostüme oder Hans Bellmers Dolls resümiert.130
Im sechsten, ausführlich und reich bebilderten Kapitel rückt er die Kinetische Kunst als
‚unerwiderte‘, vernachlässigte („unrequited“) Kunstform ins Zentrum, die sich durch Realzeit, Bewegung (als „passion of twentieth-century artists“) und Ungegenständlichkeit auszeichne, auf keinem traditionellen Handwerk wie noch die vorangegangenen Automaten
basiere, sondern auf einer ‚Abhängigkeit‘ von der Technik, die deren „relative aesthetic
failure“ begründe.131 Der Autor skizziert die Entwicklungs- und Rezeptionsgeschichte, die
aufgrund technischer, finanzieller und legitimatorischer Schwierigkeiten bis Anfang der
1960er-Jahre gebremst und damit verspätet einsetzte, obgleich mit Marcel Duchamp,
Umberto Boccionis Technisches Manifest der futuristischen Plastik (1912) und Naum Gabos
Das Realistische Manifest (1920) deutlich früher entscheidende Fundamente gelegt worden
waren.132 Neben der Technisierung der Skulptur beschreibt Burnham skulpturale Positionen, die, wie Calder, externe Bewegung, etwa einen Luftzug in das Werk integrieren, bis
zu Victor Vasarely, Lucio Fontana, Yves Klein und Jean Tinguely, der die Maschine nahezu
vermenschlichte.133 Burnham führt diesen Werdegang auf technologische und naturwissen
schaftliche Neuerungen zurück. Insbesondere die physikalischen Feldtheorien prägten eine
relational, systemästhetisch ausgelegte Kunst. Die kinetische Kunst stellt für ihn den Übergang von einer Objektästhetik zu einer Systemästhetik dar, weshalb er ihr einen großen
Stellenwert einräumt. Auch Haackes Water Boxes mit ihrem „natural movement“ integriert
Burnham in die Kinetik, die er als „radical departure from all past forms of sculpture“ klassifiziert, weshalb neue Begrifflichkeiten notwendig seien.134
Der Verwendung neuer Materialien und den Immaterialisierungstendenzen begegnet
Burnham im siebten Kapitel „Light as Sculpture Medium“. Dessen räumliche, plastische Quali
tät sah bereits Moholy-Nagy, indem er die nächtliche Stadt als pulsierende Lichtskulptur
129 Ebd., S. 186. „But suppose automata had been raised to the level of a fine art thousands of years ago,
would we today have an aesthetic of moving statuary?“ (Ebd., S. 187.)
130 Ebd., S. 213. Einen indirekten Hinweis auf die lebende Skulptur findet sich in Burnhams Kommentar zu
Oskar Schlemmer: „In fact, Schlemmer found his real medium for sculpture only when he was able to
create choreography and costumes for his dancers.“ (Ebd., S. 214.)
131 Ebd., S. 219. „Kinetic artists, until recently, have not considered the construction of machines by themselves as representing sculpture.“ (Ebd., S. 224.)
132 Umberto Boccioni, „Technisches Manifest der futuristischen Plastik“ (1912), in: ders., Futuristische Malerei und Plastik (Bildnerischer Dynamismus), hg. von Astrit Schmidt-Burkhardt, Dresden: Verlag der
Kunst 2002, S. 237–249; Naum Gabo, „The Realistic Manifesto“, in: Martina Hammer/Christina Lodder
(Hg.), Gabo on Gabo. Texts and Interviews, Forest Row: Artists Bookworks 2000, S. 20–35. Das Manifest wurde von Gabos Bruder, später bekannt als Antoine Pevsner, mitsigniert.
133 Burnham 1968, S. 245.
134 Ebd., S. 279, 280.
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1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
betrachtete.135 Burnham greift erneut auf Light-Space Modulator als wichtigen Prototyp für
Lichtskulptur zurück. Bei Otto Piene, Nicolas Schöffer, Frank Malina, Group de Recherche
d’Art Visuel und Dan Flavin macht Burnham in seiner Europa und die USA umfassenden
Auflistung (die ihn als Künstler inkludiert) einen Trend zur schwindenden Haptizität („intangibility“) aus.
Das letzte Kapitel nimmt die „Robot and Cyborg Art“ in den Blick, die mit dem „cybernetic changeover“ (vgl. Norbert Wiener, Ludwig von Bertalanffy, Ross Ashby) einhergehe
und eine bidirektionale Kommunikation zwischen Werk und Betrachter*in anstrebe, wie
sie auch für die Living Sculpture virulent wird.136 Cyborg Art vermutet Burnham als letzten
konsequenten Schritt in der Entwicklung der Skulptur und bindet sie an den historischen
Topos des sculptor deus und das Faustische Drama des 20. Jahrhunderts zurück. Burnhams
Konzept deutet auf ein realzeitliches System, wie er es in der Folge in seinen im Artforum
publizierten Aufsätzen genauer erläutert. Mit der Verzeitlichung der Skulptur gehe eine be
grenzte Lebensdauer einher, die die traditionelle memoriale Funktion und Überzeitlichkeit
des Kunstwerks konterkariert. Legitimation erfährt Burnhams systemtheoretische, kybernetische Herangehensweise durch die gesellschaftliche Ubiquität von Systemen bis zu künst
lichen, intelligenten Lebensformen: „everyone lives intermeshed daily with a hierarchy of synthetic systems dominating the quality of life. This in effect is the new biological reality which
both man and art must abide by.“137 Burnhams Fortschrittsglaube und seine Technikeuphorie spiegeln sich in der Entwicklungsgeschichte des Roboters, „to interact convincingly and
intelligently with human beings – not to frighten them as do apparitions of the Frankenstein
variety.“138 Erneut sei das Ziel der Bildhauer*innen die menschliche Figur. Mehrfach klingt
die Benachteiligung der nicht über dasselbe technische Know-How wie Ingenieur*innen
und Programmierer*innen verfügenden Bildhauer*innen an, die in schwächere Nachahmungen münde: Variationen von ‚Subskulptur‘ wie Puppen als Fetischobjekte, Wachsfiguren,
Schaufensterpuppen, hyperrealistische Figuren (u.a. George Segal, Edward Kienholz, Frank
Gallo) – ‚Protoroboter‘.139 In der Gegenwartskunst spielt die Verschaltung von Maschine und
Körper, die Kreation von hybriden Wesen eine große Rolle.140 Eine von Burnhams (nicht ganz
neuen) Thesen besteht im fortlaufenden Anthropomorphismus der Skulptur. Neu sei an der
Cyborg Art und Post-Kinetic Art der Versuch, die Struktur des Lebens zu simulieren oder wie
Schöffer mit CYSP I (1956) quasi handelnde/reagierende Skulpturen zu entwerfen.141 In der
135 Ebd., S. 290.
136 Ebd., S. 312.
137 Ebd., S. 320.
138 Ebd., S. 324.
139 Ebd., S. 327.
140 Vgl. Donna Haraway, „Ein Manifest für Cyborgs. Feminismus im Streit mit den Techno-Wissenschaften“
(1985), in: dies., Die Neuerfindung der Natur. Primaten, Cyborgs und Frauen, hg. von Carmen Hammer
und Emmanuel Stieß, übers. von B. Ege, D. Fink, H. Kelle, C. Hammer, A. Scheidhauer, Immanuel Stieß,
F. Wolf, Frankfurt am Main & New York: Springer 1995, S. 33–72.
141 Burnham 1968, S. 332f. „The term cyborg refers to both electromechanical systems with lifelike behavior and man-made machine systems which parallel (through feedback) some of the properties of single
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Zur skulpturalen Ästhetik des Lebendigen
15
Hans Haacke, Ant Coop, 1969, Ameisen, Acrylglas, Sand, zerkleinerte Getreidekörner
Living Sculpture entfällt diese Simulation; das Leben wird selbst ins Werk geholt. Burnham
stellt die entscheidende Frage nach der Autorschaft, d.h. wo endet die Kreativität der Maschine und wo beginnt die menschliche Erfindung? Für die vorliegende Untersuchung sind
die von Burnham in diesem Zusammenhang aufgelisteten Projektideen Medallas mit lebenden Organismen wie Schnecken, Shrimps und Ameisen interessant:
(1) ‚Collapsible Sculptures‘ or forms […]. Snails would move over touch-sensitive plates setting
off different tones; or shrimps could be induced to perform an underwater ballet; or ants could
be made part of a magnified pattern of shapes in a glass farm; (2) ‚Hydrophonic Rooms‘ would
be rooms with walls and ceilings of special porous rock on which thousands of edible mushrooms could be grown; (3) ‚Transparent Sculptures that Sweat and Perspire‘; these would be heatand light-sensitive masses whose shape and pulsation could be controlled by the environment;
(4) ‚Radio-controlled Flying Sculptures‘ would consist of objects which could fly from a ‚hive‘ to all
parts of a city, returning with various non-valuable objects.142
Sie demonstrieren ein Weiterdenken von Skulptur und Ansätze einer Non-Human Living
Sculpture avant la lettre. Haackes Ant Coop (Abb. 15) wird bereits als Idee genannt;
Burnham hebt dieses neue Level der systemischen Environmental Art hervor. Haackes physikalische Arbeiten folgen in Burnhams Auflistung; „living system“ nennt er dessen Grass
biological organisms.“ (Ebd., S. 333.) Das Kapitel enthält eine umfassende Bibliographie zur Kybernetik.
142 Ebd., S. 346.
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1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
ube.143 Dem Vorwurf des Didaktischen entgegne Haacke mit der Verflochtenheit seiner
C
Werke mit größeren Systemen außerhalb des White Cube als Teil einer „environmental
systems philosophy“.144 In seinem vorletzten Abschnitt über die Zukunft responsiver Systeme
in der Kunst und sogenannte „systems sculptures“ nennt Burnham E.A.T. und prophezeit,
„that electronical technicians will become regular members of museum staffs.“145 Die von
Fried kritisierte Theatralität (Art and Objecthood, 1967) sieht er als Schritt zur Systemkunst.146
Selbst der Mensch stehe durch die Bakterien seines Organismus mit seiner Umgebung im
Austausch und sei Teil eines größeren Systems – ein Thema, das beispielsweise Annika Yi
in der Gegenwartskunst skulptural umsetzt.147 Beyond Modern Sculpture endet mit einer
(teleologischen) Theorie moderner Skulptur und dem konstatierten Verlust des Objekts.148
Die ‚Skulpturbildnerei‘ sieht Burnham als anthropologische Grundkonstante, indem er sie
parallel zu technologischen, naturwissenschaftlichen und psychologischen Entwicklungen
erfasst. Während die klassische Skulptur durch einen Ortsbezug, die Einbindung in ein
bauliches Ensemble und ihre rituelle Funktion charakterisiert sei, kennzeichne seine eigene Gegenwart das Systemische, das die vormals starre Werk-Betrachter*innen-Dichotomie
in ein interaktives Gefüge einbindet. Es werden sein naturwissenschaftliches, hier explizit
neurowissenschaftliches, molekularbiologisches Interesse und sein Glauben an Evolutions
geschichte und Fortschritt deutlich; er gesteht der Skulptur eine aufklärerische Schlüsselfunktion zu, da diese in ihrer engen Anbindung an technologische Neuerungen einem
‚Frühwarnsystem‘ ähnlich fungiere.149
143 Ebd., S. 347.
144 Ebd., S. 349.
145 Ebd., S. 363. Ebenso hellsichtig urteilt Burnham über die Auswirkungen des technischen Fortschritts:
„So far the motive forces behind technology have made life comfortable for a relatively few humans
while they have unintentionally but progressively destroyed the biosphere, that thin film of organic life
covering the earth.“ (Ebd., S. 371.)
146 Michael Fried, „Kunst und Objekthaftigkeit“ (1967), in: Gregor Stemmrich (Hg.), Minimal Art. Eine kritische Retrospektive, Dresden: Verlag der Kunst 1998, S. 334–374; ders., Art and Objecthood. Essays
and Reviews, Chicago & London: Chicago University Press 1997.
147 Vgl. https://www.anickayistudio.biz/series/bacteria-cultures (25.2.2023).
148 Dabei denkt Burnham über gesellschaftliche Zukunftsszenarien („a world controlled by superintelligent
automata“) und das Wesen des Menschen nach (Burnham 1968, S. 375).
149 Ebd., S. 371, 376. Die freistehende Rundplastik habe sich in Griechenland auch parallel zum Aufkommen der Wissenschaft herausgebildet, so Burnham, und er fragt, ob Kunst nicht eine Art biologisches
Signal sei (ebd., S. 374). Siehe auch ders., „Some thoughts on systems methodology applied to art“ –
ein Text, den er mit einem Brief (datiert 17.11.1967) an György Kepes schickt (Archiv Center for Advanced Visual Studies, Special Collection, J_0012, MIT, Program in Art, Culture & Technology, Cambridge,
Mass., S. 1–9: „The system approach does not retard creativity in any way – once the artist has an idea.
What it can provide is a method for developing an idea into alternative physical systems. It defines
known and unknown factors, constraints, boundaries, desired outputs, and the means for locating
optimum solutions. Moreover, the systems approach allows the artist to consider viewer interaction
and environmental conditions within the scope of his thinking. It is a way of thinking logically which
the artist will evaluate intuitively.“ (Ebd., S. 4, Herv.i.Orig.)) Trotzdem sei nie der gesamte Entstehungsprozess von Kunst zu verstehen; wichtig ist Burnham dabei die Integration der Betrachtenden und der
Umgebung. „Ecological systems are prime open systems, as are all individual forms of plant and animal
52
Zur skulpturalen Ästhetik des Lebendigen
16
Pierre Huyghe, Untilled, 2011–2012, Lebewesen und unbelebte Dinge, gemacht und nicht gemacht
Burnhams Abkehr von einem objektästhetischen zugunsten eines systemästhetischen
Ansatzes betont die Relationalität einer entgrenzten, aus mehreren Elementen bestehenden
Skulptur, „an order that cannot be described in terms of length, width, and height“, so Hans
Haacke 1967.150 Neben dem Potenzial eines systemischen Verständnisses, das im zweiten
Kapitel der vorliegenden Untersuchung an Haackes Franziskanischer Serie erörtert wird,
rückt die Frage in den Blick, inwiefern Skulptur zu einer Situation wird, wenn sie im Beziehungsgefüge mehrerer Objekte und Ko-Akteure (drittes Kapitel Pierre Huyghe) (Abb. 16)
entsteht. Wird Skulptur damit selbst zum Handlungsfeld?
life. Unlike closed systems (i.e. art objects) which demand empathetic appreciation, open systems as
works of art can be enjoyed on the level of constant interaction. This is very much the potential of computer art. […] Artistic objectives can never be set down with any serious precision. Neither should the
artist plan his art system in terms of some desired human response. Interesting systems always evolve
multi-layered and unexpected responses.“ (Ebd., S. 5f.) Und doch solle der Künstler die technologischen
Potenziale nicht mit der „rigor of an engineer“, sondern mit der „naturalness of instinctive attitude“
verfolgen (ebd., S. 9).
150 Hans Haacke, Untitled Statement, „For some years …“ (1967), in: Alexander Alberro (Hg.), Working
Conditions. The Writings of Hans Haacke, Cambridge, Mass.: MIT Press 2016, S. 10.
53
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
Willoughby Sharp, der Haacke zu einigen Ausstellungen einlud, greift diesen Gedanken
eines systemästhetischen Konzepts in seinem Ausstellungskatalog Air Art (1968) auf, indem
er einen Abschnitt mit „Sculpture as System“ betitelt und die Obsoletheit des klassischen
Skulpturverständnisses deklariert. Für die von ihm ausgestellte zeitbasierte kinetische Kunst
sei der Terminus ‚Skulptur‘ unzureichend – hier ist er mit Burnham einer Meinung: „Kinetic
works are more accurately described as systems.“151 Wenige Jahre vor Burnhams Buch war
1962 Umberto Ecos Opera Aperta (Das offene Kunstwerk) erschienen, das zu einem veränderten relationalen Verständnis von Kunst beitrug.152
Von der Skulptur zum Skulpturalen: Rosalind Krauss
Rosalind Krauss hat entscheidende Schriften zur Skulptur vorgelegt, die für die vorliegende
Untersuchung von zentraler Bedeutung sind und daher im Hinblick auf eine skulpturale
Ästhetik des Lebendigen nun genauer beleuchtet werden.
Seit ihrer Dissertation zu David Smith (1969/1971) befasst sich die amerikanische
Kunstkritikerin und -theoretikerin mit Skulptur.153 1973 veröffentlicht sie im Artforum den
Beitrag „Sense and Sensibility – Reflections on Post ’60s Sculpture“.154 Zwar reflektiert sie
keineswegs, wie der Titel vermuten ließe, die Kategorie Skulptur in ihrer ontologischen Ausprägung, sondern widmet sich dem Bezug zur Geschichte der Kunst der 1960er-Jahre am
Beispiel der proklamierten Differenz bzw. konzeptuellen Markierung zwischen Minimalismus und Post-Minimalismus sowie Lippards Credo der Dematerialisierung.155 Bereits hier
zeichnen sich Krauss’ phänomenologisch und strukturalistisch geprägte Herangehensweise
und ihr Umgang mit begrifflichen Negationen ab, wie sie dies in „Sculpture in the Expanded Field“ (1979) fortsetzt.156 Das Präfix ‚Post-‘ impliziere einen „unterstellten historischen
Zeitsprung mit Veränderung der Sensibilität“, wobei ihre Bezugnahme auf Jean-Luc Godard
und dessen Ablehnung von Geschichte als erzählter Vergangenheit auf ihre eigene Kritik an
einem teleologischen Geschichtsverständnis deutet. Doch wie begründet sie ihre Ablehnung
einer „hermetischen Logik der Vaterschaft“, wenn sie sich wenige Jahre später in ihrem poststrukturalistischen Diagramm einer ‚Skulptur im erweiterten Feld‘ trotzdem auf einen historisch determinierten Begriff stützt – zweifach im Titel des Essays und des Diagramms und
151 Willoughby Sharp (Hg.), Air Art, Ausst.-Kat. Arts Council Philadelphia, New York: Kineticism Press 1968,
S. 6.
152 Umberto Eco, Das offene Kunstwerk, Frankfurt am Main: Suhrkamp 1977, u.a. S. 154. Statt eines
eindimensionalen Beziehungsverhältnisses ruft Eco in seiner Betrachtung abstrakter Kunst (u.a. Calder,
Dubuffet) ein vielschichtiges Feld auf, das, so könnte man argumentieren, bei Burnham zum System
und schließlich zu einem die Skulptur bis heute prägenden relationalen Gefüge ausgedehnt wird.
153 Vgl. Rosalind Krauss, „The Essential David Smith, Part I“, in: Artforum, 7, 6, 1969, S. 43–49; dies., „The
Essential David Smith, Part II“, in: Artforum, 7, 8, 1969, S. 34–41.
154 Im Folgenden zit. n. der deutschen Version: Rosalind Krauss, „Sinn und Sinnlichkeit. Reflexionen über
die nachsechziger Skulptur“, in: Stemmrich 1998, S. 471–497.
155 Ebd., S. 476f.
156 Krauss 1979. Im Folgenden wird vor allem die deutsche Übersetzung zitiert: Rosalind E. Krauss, „Skulptur im erweiterten Feld“, in: dies., Die Originalität der Avantgarde und andere Mythen der Moderne,
hg. von Herta Wolf, Dresden: Verlag der Kunst 2000, S. 331–346.
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Zur skulpturalen Ästhetik des Lebendigen
in diesem selbst als Verortung an der Peripherie zwischen (Nicht-)Landschaft und (Nicht-)
Architektur?157 Erst auf Seite 18 von „Sinn und Sinnlichkeit“ fällt der Begriff ‚Skulptur‘, wenn
Krauss retrospektiv auf Konzeptkünstler wie Mel Bochner, Douglas Huebner, Joseph Kosuth
und Robert Barry blickend schreibt: „Während der gleichen Zeitspanne gibt es ein paralleles
Projekt in den Arbeiten anderer Skulpturkünstler: die Entdeckung des Körpers als eine vollständige Veräußerlichung des Selbst.“158 Ihr einerseits von Merleau-Ponty, andererseits von
Sprachtheorien und der Wittgenstein’schen Philosophie geprägter methodischer Hinter
grund führt dazu, dass Krauss die Subjektivität der Wahrnehmung für die Kunst im Sinne der
‚erfahrenen Form‘ unterstreicht. Sinneseindrücke seien subjektiv; das Kunstwerk bedürfe
einer künstlerischen Intention, um sich als „Index eines Schaffensaktes“ realiter zu manifestieren.159 Der künstlerischen Idee, weniger der materiellen Ausprägung gebührt eindeutig
Vorrang. „Sinn und Sinnlichkeit“ beleuchtet die Aufgabe des Illusionismus und damit einen
erweiterten Sinnzusammenhang im Werk wie in der aktiven, individualisierten Rezeption,
die eine kontextabhängige gesamtkörperliche Erfahrung verlange und eine Reflexion über
die Prozesshaftigkeit des Materials forciere.
1977 gibt Krauss David Smiths Catalogue Raisonné heraus und veröffentlicht Passages
in Modern Sculpture, worin sie die Entwicklung der Skulptur von der Denkmalplastik des
19. Jahrhunderts bis zu den performativ erfahrbaren Werken der Minimal Art und Land Art
als modernistische, formalästhetische Geschichte einer zunehmenden Verzeitlichung des
Mediums, das auf ein aktives Publikum angewiesen ist, beschreibt.160 Vor dem Hintergrund
der Lessing’schen Trennung zwischen Raum- und Zeitkünsten und der Vernachlässigung des
Temporalen in der Geschichte moderner Bildhauerei bei Giedion-Welcker (Jack Burnham
nennt Krauss in ihrer Einführung nicht) kritisiert sie deren Fokus auf Räumlichkeit und Materialbehandlung und plädiert für eine enge Verzahnung beider Pole.161 Skulptur beinhalte die Verbindung von „stillness“ und „motion“.162 Rodins Werk bezeichnet auch für sie
den Beginn der Moderne, da beim Höllentor eine kohärente narrative Sequenz im Bildfeld
und klassische Figur-Grund-Trennung fehlen, es mit der dreifachen Figur des Schatten eine
157 Krauss 1998, S. 473.
158 Ebd., S. 488, Herv.i.Orig.
159 Ebd., S. 479.
160 Rosalind E. Krauss, The Sculpture of David Smith: A Catalogue Raisonné, New York: Garland 1977; dies.
1981. Ihre entwicklungsgeschichtliche Argumentation von Passages in Modern Sculpture scheint damit
fast im Widerspruch zu „Sinn und Sinnlichkeit“ zu stehen.
Als modernistisch versteht Krauss vor allem die Kunstauffassungen im Umfeld von Clement Greenberg,
insbesondere die Kunst von der historischen Moderne bis zu den 1960er-Jahren. Vgl. Clement Greenberg, „Modernistische Malerei“ (1960), in: Karlheinz Lüdeking (Hg.), Clement Greenberg. Die Essenz
der Moderne. Ausgewählte Essays und Kritiken, Dresden: Verlag der Kunst 1997, S. 265–278. Vgl.
ebenso seine Texte „Die neue Skulptur“ (1949), „Skulptur in unserer Zeit“ (1958) und „Neuerdings die
Skulptur“ (1967). Auch Krauss listet nur wenige Bildhauerinnen auf, namentlich Louise Bourgeois, Eva
Hesse, Barbara Hepworth und Louise Nevelson.
161 Krauss 1981, S. 3–5. „Into any spatial organization there will be folded an implicit statement about the
nature of temporal experience.“ (Ebd., S. 4.)
162 Ebd., S. 5.
55
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
17 Auguste Rodin,
Höllentor, 1880–1917
serielle Aneinanderreihung (Abb. 17) gebe, das Tor jeglicher Funktion entbehre und zur
ortsungebundenen Plastik avanciere, der Bildhauer explizit Spuren seiner Bearbeitung auf
der Oberfläche sichtbar lasse. In Anlehnung an literarische Konzepte (u.a. Raymond Roussel)
differenziert Krauss unterschiedliche Auffassungen von Zeit, doch bleibt sie dem Narrativ
moderner Skulptur verhaftet: Nach einem Kapitel zum Futurismus und Konstruktivismus
folgen Duchamp und Brancusi als Vertreter des Readymade, Skulptur im Surrealismus, die
neue Eisen- und Metallskulptur („welded image“), ein Kapitel zu „Light, motion, theater“,
das Kinetik, ZERO, Happening, Performance und Haackes physikalisches System wie erneut dessen Condensation Cube enthält. Das Schlusskapitel versammelt zeitgenössische
(US-amerikanische) Positionen, darunter Land Art, Pop Art, Abstrakter Expressionismus,
Post-Minimal Art.
Ein Beispiel für die reale Erlebniszeit und Aktivierung der Betrachter*innen seien Gia
comettis skulpturale Spielbretter, Tischskulpturen und Käfige, da sie ihr Gegenüber zur
Handlung („physical immediacy“) einladen, eine reale Bewegung synchron zur individuellen
Erfahrung stattfinde, ähnlich bei Arps Concrétions und ab Mitte der 1960er-Jahre im Ersten
Werksatz Franz Erhard Walthers (Abb. 18), den Krauss jedoch nicht nennt.163 Ein dialektischer
163 Krauss 1981, S. 118, 120, 138f.
56
Zur skulpturalen Ästhetik des Lebendigen
18 Franz Erhard Walther, Elfmeterbahn, 1964, Vorführung in der Aula der Kunstakademie Düsseldorf mit
Sigmar Polke im Mai 1967
Dualismus spiegelt sich in der die Skulpturgeschichte der Moderne durchziehenden Gegen
überstellung von Gabo („virtual volume“) bzw. Pevsner und Moore: Erstere konstruierten ein
Volumen, Letzterer modellierte einen Körper („carver’s instinct“).164 Mit „Tanktotem: welded
images“ widmet Krauss der Eisen- und Stahlplastik seit den 1950er-Jahren ein eigenes Kapitel, insbesondere Smith. An Caros Early One Morning (Abb. 19) beschreibt sie die piktoriale
Erfahrung, die die auf zwei Wahrnehmungsperspektiven – frontal, d.h. flächig/piktorial und
seitlich, d.h. räumlich-physisch – angelegte, farbig gefasste Skulptur bietet.
Das sechste Kapitel nimmt die skulpturalen Erweiterungen der Minimal Art in Richtung Theater, Tanz und Performance beginnend mit Morris’ Aufführung Columns (1961)
(Abb. 20), die damit verbundene Verzeitlichung der Skulptur und Frieds Kritik an der
Theatralisierung zum Ausgangspunkt. Theatralität fungiere, so Krauss, als Dachbegriff für
eine Kritik an einem neuen Skulpturverständnis und vereine künstlerische Ausprägungen wie
Kinetik, Licht- und Klangarbeiten, Performance, Happening, „environmental and tableau
sculpture“.165 Zur historischen Kontextualisierung einer „theatrical sculpture“ zieht sie frühe
Beispiele des Theatralen und Kinetischen heran, wie Francis Picabias Bühnensetting Relâche
164 Ebd., S. 134, 143.
165 Ebd., S. 204.
57
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
19 Anthony Caro, Early One Morning,
1962, lackierter Stahl, Aluminium,
289,6 x 619,8 x 335,3 cm, Tate Gallery,
London
20 Robert Morris, Columns, 1961,
Sperrholz, 5,33 x 5,33 x 5,33 cm
und Moholy-Nagys Light-Space Modulator (1923–1930), der wie ein mechanischer Akteur
Licht als zeitbasiertes, räumliches Medium nutze. Mit einem Verweis auf Pierre-Jacques Droz’
mechanische Puppen des 18. Jahrhunderts führt Krauss ihre Kritik an Burnhams Fokus auf
das mimetische Bestreben in der Bildhauerei, „the imitation, simulation, and non-biological
58
Zur skulpturalen Ästhetik des Lebendigen
re-creation of life“, ein.166 Allerdings analysiert auch Burnham keineswegs nur figurative
Werke, so dass Krauss, wenn sie ihren Fokus auf die ungegenständliche Skulptur des Mini
malismus und Post-Minimalismus legt, das Feld des Nicht-Anthropomorphen zu Unrecht
von Burnham vernachlässigt sieht. Sie und Burnham vergleichen ähnliche Objekte, etwa
Moholy-Nagys Light-Space Modulator, Calders Bicycle und Morris’ Columns. Ihr Skulpturenkanon unterscheidet sich (bis auf den Surrealisten-Teil in den Passages) weniger, als
Krauss es vermutlich favorisieren würde. Sie unterstellt Burnham einen technokratischen
Ansatz, mechanistische Weltsicht und Vernachlässigung der ideologischen Kontexte, doch
attestiert sie seinem Buch, „one of the most extensively and closely argued presentations of
sculpture“ zu sein.167 Im Vergleich zu ihren Passages ist Burnhams Beyond Modern Sculpture theoretischer mit einer Vielzahl an interdisziplinären Referenzen. Einige bildhauerische
Positionen werden von beiden behandelt, wie Nicolas Schöffer, der ‚animierte‘ Skulpturen
mit computergesteuerten Interfaces konzipiert; die mechanisierte kinetische Plastik der
1960er-Jahre „is meant to ‚enact‘ itself“ und übernehme die Rolle von quasi selbst handelnden Ko-Akteuren. Zu fragen wäre, ob es sich hierbei um eine Vorform der Living Sculpture
handelt.168
Haackes Condensation Cube ist auf einer Doppelseite mit Tinguelys Homage to New
York und Pol Burys 18 Superimposed Balls abgebildet (Abb. 21), findet jedoch im Text keine
Erwähnung.169 Die Bildzusammenstellung belegt den Kontext der Kinetik, in dem die Autorin Haacke verankert sieht, ohne den nicht-mechanischen Charakter des Werks zu berücksichtigen. Claes Oldenburg zieht Krauss heran, um anhand von „gigantism“ und „softness“
die Theatralisierung der Umgebung durch das Objekt zu erläutern: Seine Soft Sculptures,
die überproportional groß Objekte aus der Konsum- und Alltagskultur wie Hamburger, Tortenstück, Sandwichtoaster oder Toilette darstellen, affizieren ihr Gegenüber durch einen
Wiedererkennungseffekt und vermitteln über das Weiche, Nachgebende eine Nähe zur eigenen Körperlichkeit.170 Oldenburgs Soft Sculptures dienen ihr ähnlich wie Morris’ Columns
und dessen Verbindung zum Judson Church Dance Theater als Beispiel für eine Art Anthropomorphisierung bzw. Verlebendigung der Skulptur und deren Affinität zum Theater. Eine
Aktivierung erfolgt auf beiden Seiten: beim Objekt und bei den Rezipient*innen, erkennbar
am Beispiel von Bruce Naumans Corridor (1968–1970), der auch Krauss’ Cover ziert und in
dem die Körper der durch die ‚Passage‘ Schreitenden über die Abbildung auf zwei Bildschirmen doppelt integriert werden.171
166 Ebd., S. 211. Krauss spricht von Vaucanson, zeigt aber Bilder von Droz.
167 Ebd., S. 212.
168 Ebd., S. 220.
169 Ebd., S. 224f. Vgl. Burnham 1968, S. 272f.
170 „These objects, staged, like lugubrious obstructions in our space, do theatralize their environment, do
render us participants or actors in the drama of their presentation.“ (Krauss 1981, S. 229.)
171 Ebd., S. 242. „[…] yet another attack on the convention of sculpture […] essential here is that kind of
theatricality one finds in the work of Oldenburg, Morris, and Nauman is central to the reformulation of
the sculptural enterprise […].“
59
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
21 Jean Tinguely, Pol Bury und Hans Haacke in: Rosalind Krauss, Passages in Modern Sculpture,
Cambridge, Mass.: MIT Press 1981, S. 224f.
Das letzte Kapitel „The Double Negative: a new syntax for sculpture“ widmet sich der
Minimal Art und Post-Minimal Art, etwa Wiederholung als Kompositionsprinzip in Form
serieller Reihung bei Judd, Serra und Morris, Negation von Bedeutung als Abkehr vom
abstrakten Expressionismus und Illusionismus sowie von der Logik des organischen Wachstums, wie es für die moderne Skulptur Moores, Arps oder Hepworths charakteristisch war.
Im russischen Konstruktivismus sieht Krauss – auch das ist ein sich fortsetzender Topos, der
die politischen, ideologischen Hintergründe ausklammert – einen Vorläufer für die amerikanischen Künstler*innen der 1960er- und 1970er-Jahre, da Tatlin, Gabo und Pevsner präfabrizierte Materialien (Plastik und Plexiglas) nutzten, die additive, konstruktive Herangehensweise der Ablösung des hermetisch geschlossenen, monolithischen Körpers proklamierten und
der Bedeutungsgenerierung aus dem Inneren heraus eine Absage erteilten. Die Bedeutung
der L-Beams von Morris liege nicht mehr in einer manuell bearbeiteten Oberflächenstruktur
wie bei Rodin, sondern verlagere sich vom individuellen Gestus ins Öffentliche, in den Raum
und zu den Betrachtenden. Durch die variierende Positionierung dreier identischer weiß
lackierter Balken treten die Betrachter*innen in eine Beziehung zum skulpturalen Objekt:
60
Zur skulpturalen Ästhetik des Lebendigen
„This difference is their sculptural meaning.“172 Signifikant ist Krauss’ Sprachmetaphorik,
die das Prozessuale und Handlungsbezogene spiegelt und auf Serras Verb List (1967) („list
of behavioral attitudes“) bzw. seinen Film Hand Catching Lead (1969) anspielt.173 Dass der
Körperbezug trotz Abstraktion und einer kontinuierlichen Dezentralisierung in der Skulptur bestehen bleibe, zeigt sie abschließend in einer phänomenologischen, psychologischen
Lesart an Michael Heizers Double Negative (1969), Smithsons abschreitbarer Spiral Jetty
(1970) und Serras Landschaftsskulptur Shift (1970), womit die Monumentalität der drei
dimensionalen, den Körper in sich aufnehmenden Form (Passage) die Betrachter*innen auf
sich selbst zurückwirft, eine Außenperspektive ausschließt und Skulptur zum temporalen
Medium avanciert.
Diese Prozessästhetik – in Abgrenzung zur Objektästhetik – impliziert eine rezeptionsbezogene Form von Zeitlichkeit, die sich erst im Dialog zwischen Artefakt und Rezipient*in
entfaltet.174 Auf der Produktionsebene prägen die von Krauss und Burnham genannten frühen Rotoreliefs Duchamps (1935) und seiner Nachfolger aus der kinetischen und kybernetischen Kunst sowie auto-generative Werke das vom Topos der fixierten statua befreite skulpturale Erscheinungsbild. Temporalität meint hier eine Abkehr von der traditionellen durata.175
Die von Krauss vorgenommene Situierung einer ‚Skulptur im erweiterten Feld‘ zwischen Architektur – Landschaft und deren Negation leistet einen grundlegenden Beitrag für
die Ortsspezifik und das Raum-Zeit-Verhältnis des Post-Minimalismus. Der Aufsatz erschien
1979 in der achten Ausgabe der von Krauss mitbegründeten Zeitschrift October und erfuhr eine vielfache Rezeption. Ihr in Skulpturtheoriekreisen ‚berühmtes‘ Diagramm (Abb. 22)
wird hier im Hinblick auf eine skulpturale Ästhetik des Lebendigen befragt. Angesichts der
inflationären Verwendung des Begriffs ‚Skulptur‘ strebt Krauss eine terminologische Neu
definition dieses „kategorialen Niemandslands“ an.176
Krauss begreift Skulptur als „historisch determinierte“, nicht „universelle Kategorie“
und wendet sich in ihrer Kritik an Clement Greenbergs essenzialistischem, medienspezifischem Konzept von Skulptur einem strukturellen Verständnis von Skulptur, genauer dem
Skulpturalen zu.177 Das Skulpturale ist nicht „die Definition eines bestimmten Mediums auf
172 Ebd., S. 267.
173 Ebd., S. 275f.
174 Vgl. auch Gerhard Graulich, Die leibliche Selbsterfahrung des Rezipienten – ein Thema transmodernen
Kunstwollens, Essen: Blaue Eule 1989. Eine Dynamisierung und Verzeitlichung der Form strebten bereits die Bildhauer des Futurismus und Kubismus an. Vgl. Umberto Boccioni: „In der Plastik wie in der
Malerei kann man nichts erneuern, wenn man nicht den Stil der Bewegung sucht […]. Werfen wir also
alles über den Haufen und proklamieren wir die absolute und vollständige Abschaffung der Linie und
der in sich geschlossenen Statue. Reißen wir die Figur auf, und schließen wir die Umgebung in sie ein.“
(Boccioni 2002, S. 243f.)
175 Siehe auch u.a. Naum Gabos kinetische Plastiken der 1920er-Jahre und Alexander Rodtschenkos
Hängekonstruktion (1920).
176 Sie ist nicht die Einzige, vgl. u.a. André Bloc 1956, zit. n. Trier 1971a, S. 67: „Man verwendet immer
noch das ‚Wort‘ Skulptur, um die verschiedenartigen Erzeugnisse abstrakter Künstler zu bezeichnen.
[…] [W]ir schlagen […] vor: ‚Die Kunst, Raum einzunehmen‘“.
177 Krauss 2000, S. 334, 345. Vgl. auch Dobbe/Ströbele 2020, S. 3.
61
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
22
Rosalind Krauss, Sculpture in the Expanded Field, 1979
der Basis des Materials“ oder dessen Wahrnehmung, sondern fungiert als Herangehens
weise, die einen bestimmten Umgang mit den Dingen benennt und Plastizität, Räumlichkeit,
Ikonizität und Zeitlichkeit heraushebt.178 Damit richtet Krauss sich gegen ihre frühere essenzialistische Auffassung von Skulptur, ebenso gegen ihre entwicklungsgeschichtlich geprägte
Argumentation in Passages in Modern Sculpture, d.h. gegen eine historistische Einbettung
von Skulptur allgemein.
Rodin fungiert bei Krauss als Repräsentant des Übergangs zur Moderne, die neben einer verzeitlichten Skulptur durch einen Verlust der Memorial- und Repräsentationsfunktion
sowie einen Ortsverlust aufgrund von Selbstreferenzialität (Denkmalsplastik, etwa Höllentor und Balzac) charakterisiert ist. Das von Krauss skizzierte Feld ist nicht nur ein Diskursfeld, sondern konkret als räumliche Erweiterung zu verstehen, insofern mit der Skulptur
der 1960er- und 1970er-Jahre ein Wandel einsetzt, diese sich in der Landschaft entfaltet,
neue Räume zwischen Kultur und Natur, zwischen Gebautem und Nicht-Gebautem in einem
relationalen Gefüge von Betrachter*in, Ort und Werk eröffnet und die site-specificity der
Land Art und Post-Minimal Art virulent wird. Zwischen Architektur – Landschaft und deren
Negation eröffnen sich vier neue Unterkategorien von Skulptur:179 1. „Orts-Konstruktion“
als Verbindung von Landschaft und Architektur, beispielsweise Smithsons Partially Buried
Woodshed (1970) oder Morris’ Observatory (1977); 2. „markierte Orte“ zwischen Landschaft und Nicht-Landschaft, etwa Christo & Jeanne-Claudes Running Fence (1972/76) bzw.
178 Vgl. Ausrichtung des Wissenschaftlichen Netzwerks Theorie der Skulptur: http://theoriederskulptur.de/
projekt/ (19.9.2019).
179 Marta Pan verortet die Bildhauerei gleichfalls zwischen Natur und Architektur (1961), siehe Trier 1971a,
S. 195.
62
Zur skulpturalen Ästhetik des Lebendigen
Smithsons Spiral Jetty; 3. „axiomatische Strukturen“ als Verbindung von Architektur und
Nicht-Architektur, Werke, die architektonische Erfahrungen ermöglichen, etwa Naumans
Green Light Corridor (1970) oder Serras raumumspannende, begehbare Werke. Die vierte,
an die Peripherie gerückte Kategorie bildet die Skulptur in einer doppelten Negativität von
Nicht-Landschaft und Nicht-Architektur, u.a. Morris’ grau lackierte geometrische Sperrholzobjekte, eine „quasi architektonische Einheit“, und seine Mirrored Boxes (1965), die die umgebende Landschaft spiegeln, aber selbst nicht Teil der Landschaft sind.180 Damit hatte die
Skulptur „den vollständigen Zustand ihrer inversiven Logik erreicht und war reine Negativität
geworden […] eine ontologische Abwesenheit“.181 Sie tritt nun zweifach auf, als Oberbegriff
im Titel und innerhalb des erweiterten Felds als eigene Kategorie.182 Die Originalität dieses
Ansatzes liege Krauss zufolge darin, „logische Operationen mit einer Reihe kultureller Begriffe, für die jedes Medium […] verwendet werden kann“, materialunabhängig zu nutzen,
so dass sich das Feld für diverse Techniken und Stofflichkeiten – ephemere, immaterielle
Phänomene inbegriffen – öffnet: „Somit sorgt das Feld […] für eine erweiterte, aber endliche Reihe miteinander verbundener Positionen, die ein bestimmter Künstler besetzen und
erforschen kann“.183
Krauss’ Schwerpunkte, die auf der Logik des Denkmals basieren, führen aber dazu, dass
der lebende Körper, d.h. die Human und Non-Human Living Sculpture und die Soziale Plastik
vernachlässigt werden, obgleich sich Walther zwischen 1967 und 1971, Rebecca Horn zwischen 1972 und 1981 in New York aufhielten und Gilbert & George 1970 ihre Singing
Sculpture vorstellten. Diese Versuche, den Körper als plastisches Material einzusetzen, lassen sich kaum zwischen Landschaft und Architektur bzw. ihrer inversiven Umkehrung verorten. Die einzige Möglichkeit besteht in einer Zuordnung zum Bereich der ‚klassischen‘
Skulptur als Nicht-Landschaft und Nicht-Architektur zusammen mit Morris’ L-Beams oder
Judds Specific Objects. Führt dies aber nicht zu einer erneut inflationären Verwendung des
Begriffs ‚Skulptur‘?
Benjamin Buchloh bemerkt in einer Paneldiskussion 2007 zu Krauss’ Skulpturfeld, dass
Raum dort eine abstrakte Kategorie bleibe und nicht den sozialen Raum mitdenke.184 Hal
Foster unterstreicht:
Artists like Serra do not simply privilege the tectonic in a reactive mode. They are also concerned
about recovering a bodily experience, which cannot be fitted into the diagram. We have mentioned the commodity, but where is the body?185
180 Krauss 2000, S. 337f.
181 Ebd., S. 338.
182 Auch Michael Lüthy hat darauf verwiesen: Michael Lüthy, „Expanded Field/Rosalind Krauss“, in: Brigitte
Franzen/Kasper König/Carina Plath (Hg.), skulptur projekte münster 07, Köln: Walther König 2007,
S. 356f.
183 Krauss 2000, S. 345. Siehe auch Dobbe/Ströbele 2020, S. 4.
184 Benjamin Buchloh, in: „The Expanded Field Then: A Roundtable Conversation“, in: Spyros Papapetros/
Julian Rose (Hg.), Retracing the Expanded Field. Encounters between Art and Architecture, Cambridge,
Mass.: MIT Press 2014, S. 1–46, S. 13.
185 Hal Foster, in: ebd., S. 27, Herv.i.Orig.
63
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
23
Claire Bischop & Joe Scanlan, WANDERERS in the Expanded Field, 2014
Über eine Erweiterung des Diagramms nachdenkend, fragt Yve-Alain Bois: „The notnot-body and the not-person?“186 Unterschiedliche Raumkonzepte werden in Krauss’ Diagramm relativiert, weshalb Philip Ursprung Smithsons site/non-site und Serra’s site-specificity
fruchtbarer findet.187 Einen Versuch der Erweiterung unternimmt der Künstler Joe Scanlan
zusammen mit Claire Bishop, indem sie ein eigenes Strukturmodell zum ‚Gehen‘ als künstlerische Praxis entwickeln (Abb. 23):
At first glance, the expanded field doesn’t account for the artist’s body as sculptural site. However, on closer examination, the diagram would seem to posit all artists as sculptures, since their
bodies are neither landscape nor architecture. If the artist’s body can explicitely be a site marker
(Mendieta), a constructed site (Oiticica), or an axomatic structure (Nauman), then the body of
every artist must implicitly be a sculpture.188
186 Yve-Alain Bois, in: ebd., S. 125. Buchloh ergänzt: „I think there is an axis from Graham to Nauman that
is important to recognize.“ (Ebd., Herv.i.Orig.)
187 „In her diagram, there is no place for the performative, or for video work. […] Performance, moving
images, the ephemeral – in other words, the issues of temporality – are not part of the picture.“ (Ebd.,
S. 194.)
188 In Kooperation mit Claire Bishop, anlässlich der Ausstellung zum Thema 2009, in: ebd., S. 226,
Herv.i.Orig. Wie berücksichtigt Krauss den Körper in Bewegung? Sie zeigt dokumentarische Fotos des
Gehens in Bezug auf das erweiterte Feld, aber sie erwähnt nicht, wie mit dem Akt des Gehens an sich
umzugehen sei.
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Zur skulpturalen Ästhetik des Lebendigen
24 Franz Erhard Walther, Speier
(Versuch, eine Skulptur zu sein),
1958, Wasser, Milch, Backpulver,
Blechschüssel
Droht auch hier eine inflationäre Zuschreibung zur (lebenden) Skulptur? Scanlans und Bishops
Interesse liegt in den „wandering artists“ und einer Integration von „uncertainty“ und
„doubt“, zwischen den vier Polen „Hunter/Gatherers“ (Thoreau), „Cyborgs“ (The Terminator),
„Flaneurs“ (Baudelaire) und „Pilgrims“ (Jesus) verortet.189 Die einzelnen Künstler*innen scheinen innerhalb des Feldes gemäß ihren Bewegungsabsichten und Gehverhalten zugeordnet
zu werden. Valie Export beispielsweise findet in der rechten äußeren Hälfte nahe „Cyborg“
und neben Janet Cardiff Erwähnung.
Wie aber könnte ein Körper als plastisches Material in anderen Bewegungsmodi als
dem Gehen oder im Moment des Stillstands, wie Walthers Versuch, eine Skulptur zu sein
(1958) (Abb. 24), graphisch veranschaulicht werden? Bietet es sich an, Joseph Beuys’ Konzept der sozialen Plastik einzubeziehen? Bereits Duchamp verwandelte sich zur Skulptur, als
er in Monte Carlo Bond 1924 sein Gesicht mit Schaum bedeckte und sich selbst ausstellte
(Medallic sculpture).190 In Walthers Blindobjekt (1964) (Abb. 25) agiert ebenfalls eine Person
als Skulptur: Verhüllt, blind tastend, unterliegt sie einer physisch-haptischen Erfahrung, mit
der eine veränderte Raum-Zeit-Vorstellung einhergeht.191
Miwon Kwon resümiert: „It is actually quite partial – as it tells only one story about sculpture among many others that could be told […] along the lines of commodity culture, or
the body, or the phenomenological, for instance.“192 Ausgehend von Krauss’ Überlegungen
könnte neben der Integration des lebenden Körpers eine Erweiterung bzw. Neuformulierung für digitale, virtuelle Skulpturen entwickelt werden.193
189 Ebd..
190 Abb. in: Sharp 1968a, S. 5.
191 Siehe Ursula Ströbele, „OBJEKTE, benutzen. Angewandte(s in der) Kunst seit Franz Erhard Walther und
Hans Haacke“, in: Hans Körner/Manja Wilkens (Hg.), Angewandte Kunst und Bild, München: Morisel
2018, S. 134–151.
192 Miwon Kwon, in: Papapetros/Rose 2014, S. 33.
193 Einen ersten Versuch siehe Ursula Ströbele/Andreas Greiner, „Notes on Sculpture“, in: dies./Jan-Philipp
Sexauer (Hg.), 24 h Skulptur. Notes on Time Sculptures, Berlin: Distanz 2015, S. 16–36.
65
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
25 Franz Erhard Walther,
Blindobjekt, 1966, Filz
Auch in ihrem Essay „A Voyage on the North Sea. Art in the Age of the Post-Medium Condition“ wendet sich Krauss vom Primat der Medienspezifik und einem essenzialistischen Kunstbegriff ab.194 Am Beispiel der Konzeptkunst, Marcel Broodthaers und seinen
‚Mixed-Media Installationen‘, etwa seinem Musée d’Art Moderne, Département des Aigles,
erörtert sie das Ende der Medienspezifik und unser Zeitalter einer „Post-Medium Condition“,
das zum einen durch die Absage der Postmoderne an eine „purity of an artistic medium“
herbeigeführt wurde, zum anderen durch die Verwendung der Handkamera im Medium
Video, die in Kunst bzw. Fernsehen Optizität erzeugte:195 „in the ‚60s‘ ‚opticality‘ was also
serving as more than just a feature of art; it had become a medium of art.“196 Es bleibt zu
fragen, inwiefern Krauss’ Konzept eines erweiterten skulpturalen Feldes, das verschiedene
Formen von Materialität und Medien inkludiert, wie bei Smithsons Spiral Jetty, die neben
der Arbeit im Salzsee Karten, Fotografien, Film und Text vereint, sich mit der Post-Medium
Condition in Einklang bringen lässt.
194 Rosalind Krauss, A Voyage on the North Sea. Art in the Age of the Post-Medium Condition, London &
New York: Thames & Hudson 2000.
195 Ebd., S. 12, 32f.
196 Ebd., S. 30. „The specificity of mediums, even modernist ones, must be understood as differential,
self-differing, and thus as a layering of conventions never simply collapsed into the physicality of their
support.“ (Ebd., S. 53, Herv.i.Orig.)
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Zur skulpturalen Ästhetik des Lebendigen
Wenn Krauss Broodthaers als Gewährsmann für Intermedia-Kunst betrachtet, erinnert dies an Dick Higgins’ gleichnamigen Text „Intermedia“, der Mitte der 1960er-Jahre
die bestehenden Gattungsgrenzen kritisierte und die Kunst von Claes Oldenburg, Robert
Rauschenberg, Allan Kaprow und Wolf Vostell, wie es später Juliane Rebentisch formulierte,
„neuartig hybriden Bereichen zwischen den Künsten“ zuschreibbar sieht.197 Die Verwendung ungewöhnlicher Materialien, die räumliche Erweiterung und kulturelle Veränderungen
lösten den bestehenden Kanon ab, wie Higgins vorschlägt: „I would like to suggest that the
use of intermedia is more or less universal throughout the fine arts, since continuity rather
than categorization is the hallmark of our new mentality.“198 Er unterscheidet ‚mixed-media‘,
das ihn weniger interessiert. Das Happening sei ein Beispiel für „intermedium“ zwischen
Collage, Musik und Theater. Intermedia behält gedanklich die einzelnen Medien bei, während Post-Medium Condition temporal, entwicklungsgeschichtlich zu verstehen ist und bei
Mixed-Media oder Multi-Media verschiedene Medien zusammengesetzt werden. Reben
tisch verweist auf die Emanzipation der Kunst von den traditionellen Gattungsgrenzen, die
erst eine Reflexion der Medienspezifika ermöglichte und die von Greenberg mit einer essenzialistischen Kunst in eine bestimmte Richtung gelenkt wurde.199 Bishop sieht die Installation
als ein Beispiel von „post-medium specific art“, die verschiedene Medien in sich vereine,
aus mehreren Elementen bestehe und die Betrachter*innen immersiv in sich aufnehme:
„Installation art creates a situation into which the viewer physically enters, and insists that
you regard this as a singular totality.“200 Ähnlich einer Installation adressiert auch die erweiterte Skulptur multisensorische Ebenen und geht von einem aktivierten, dezentrierten
„embodied viewer“ aus, die/der das Werk komplettiert.201
In seinem 2001 publizierten Aufsatz „Installation and Sculpture“ versucht Alex Potts
eine konzeptuelle, historische und terminologische Differenzierung zwischen den beiden
Kunstformen. Er betont strukturelle Affinitäten zwischen der Barockplastik etwa in Sakral
ensembles und klassizistischen Skulpturen Canovas auf der einen Seite sowie Serras und
Andres’ begehbaren Objekten und Installationskunst auf der anderen Seite im Hinblick auf
die Integration des Umraums, Aktivierung des Publikums und skulpturales „staging“: „the
idea of a non-installation art would be something of an oxymoron.“202 Dabei insistiert Potts
197 Ebd., S. 45, Herv.i.Orig. Dick Higgins, „Intermedia“ (1966), in: ders., Horizons. The Poetics and Theory
of the Intermedia, Carbondale [u.a.]: Southern Illinois University Press 1984, S. 18–28; Juliane Rebentisch, Ästhetik der Installation, Frankfurt am Main: Suhrkamp 2003, insbesondere Kapitel II. „Inter
medialität“, S. 79–231.
198 Higgins 1984, S. 22f.
199 Rebentisch 2003, S. 81.
200 Claire Bishop, Installation Art. A Critical History, London: Tate Publications 2005, S. 6. Nicht ganz nachvollziehbar ist ihre Differenzierung: „Installation art therefore differs from traditional media (sculpture,
painting, photography, video) in that it addresses the viewer directly as a literal presence in the space.“
(Ebd.)
201 Ebd., S. 6, 11, Herv.i.Orig. Die Entstehung der Installationskunst verortet Bishop zwischen 1965 und
1975.
202 Alex Potts, „Installation and Sculpture“, in: The Oxford Art Journal, 24, 2001, 2, S. 5–24, S. 7f.
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1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
auch auf die Affinitäten zwischen Installation und Skulptur. So habe die Installationskunst
keineswegs zur „dissolution of the sculptural object“ geführt; neu sei ab den 1960er-Jahren
„a more cinematic, way of staging work“.203 Benjamin Buchloh bezeichnet Hans Haackes
Germania (1993) im deutschen Pavillon der Biennale di Venezia sogar als „Installations
skulptur“, um den raumzeitlichen und performativen Charakter zu unterstreichen.204 Insbesondere die realzeitlichen Systeme Hans Haackes oder die situationsästhetischen Skulpturen
Pierre Huyghes verkörpern, so ließe sich ergänzen, eine strukturelle Nähe zu raumspannenden Werken der Installationskunst und zur erweiterten Modalität des Kinematographischen,
„which encloses rather than faces the viewer.“205 In der vorliegenden Untersuchung werden
Skulptur und das Skulpturale als ein methodischer Ansatz erörtert, auf den einerseits die hier
analysierten Künstler*innen explizit rekurrieren, der andererseits in den skizzierten Theo
rien verhandelt wird und historisch auf den traditionellen Gattungskategorien und deren
Grenzen fußt.
Skulptur nach 1945
Andrew Causey, Richard J. Williams, Alex Potts
Der folgende Abschnitt widmet sich zum Abschluss des Überblicks über die Konzepte und
Historiographie von Skulptur drei Bänden aus dem angelsächsischen Raum, die als gemeinsamen Schwerpunkt die Skulptur nach 1945 im Hinblick auf deren Entgrenzung und ontologischen Status beleuchten: Andrew Causeys Sculpture since 1945 (1998), Richard J. Williams’
After Modern Sculpture. Art in the United States and Europe 1965–1970 (2000) und Alex
Potts’ The Sculptural Imagination. Figurative, Modernist, Minimalist (2000).206
Während der britische Kunsthistoriker Andrew Causey, der als Doktorvater die Schrift
von Williams betreute, das Phänomen des lebenden Körpers in der Skulptur am Beispiel von
Robert Rauschenberg und Gilbert & George erörtert, finden Werke mit lebenden Organismen bei Richard J. Williams und Alex Potts nur marginal Erwähnung. Causey unterrichtete
von 1953 bis 1967 an der Londoner St. Martins School of Art, bevor er als Professor for
Modern Art History an der University of Manchester lehrte. Er war daher mit den Aktionen
von Gilbert & George sowie mit den Walking Sculptures von Richard Long vertraut. Alle
drei Künstler absolvierten an der St. Martins School ihr Studium – vermutlich ein Grund,
warum Causey „the body as sculpture“ einen eigenen Abschnitt widmet, gleichermaßen
203 Ebd., S. 1, 8. „We could think of installation as sculpture that has now been fully absorbed within the
modern, or post-modern, society of the spectacle.“ (Ebd., S. 19.)
204 Benjamin H.D. Buchloh, „Hans Haacke. Von der faktographischen Skulptur zum Gegendenkmal“, in:
Matthias Flügge/Robert Fleck (Hg.), Hans Haacke. Wirklich. Werke 1959–2006, Berlin: Akademie der
Künste, Ausst.-Kat. Deichtorhallen Hamburg, Akademie der Künste Berlin, 2006, S. 42–59, S. 57.
205 Ebd., S. 16.
206 Fast zeitgleich erschien auch: Thomas McEvilley, Sculpture in the age of doubt, New York: Allworth
Press 1999. Etwas früher mit einem spezifischen Fokus auf weiche, nachgebende Materialien in der
Skulptur: Maurice Fréchuret, Le mou et ses formes. Essai sur quelques catégories de la sculpture du
XXe siècle, Paris: École Nationale Supérieure des Beaux-Arts 1993.
68
Zur skulpturalen Ästhetik des Lebendigen
die zeitbasierten, teils ephemeren Werke von Piero Manzoni, Klein, Nauman, Horns Körper
prothesen und die frühen skulpturalen Choreografien Rauschenbergs mit lebenden Tieren
(Kuh, Schildkröten) – exemplarisch Elgin Tie (1964) und Pelican (1963) – sowie Beuys verhandelt.207 Er greift nicht auf den Terminus Living Sculpture zurück, auch nicht, wenn er
Manzonis Aktion des Signierens seiner sculture vivente erwähnt, spricht stattdessen von
Body Art „as sculptural category of that moment“.208 Die Integration des lebenden Körpers,
das zeigt Causey anschaulich, erfolgt über die Verbindung Bildender Künstler wie Robert
Morris und Robert Rauschenberg mit dem Judson Church Dance Theatre, respektive Tänzerinnen wie Yvonne Rainer, Carolee Schneemann und Simone Forti – eine Verbindung, die
auch Potts für seine „sculptural imagination“ seit Mitte der 1960er-Jahre fruchtbar macht.209
Causey erläutert:
The change in the 1960s in performance/dance, and Rainer’s equation of body and object brought
the practice closer to sculpture, especially in the work of artists like Gilbert & George’s The Singing
Sculpture, where movement is ritualized and common style of dress reduces the separatedness of
the two artists’ identities.210
In seiner Werkbeschreibung der als Rebellion gegen das traditionelle Skulpturverständnis
des zwischen 1953 und 1981 an der St. Martins School lehrenden Anthony Caro programmatischen Arbeit ruft Causey skulpturspezifische Parameter auf, wenn er den Tisch als (notwendiges) Podium bzw. Sockel deklariert, die mechanisch wiederholten Handlungen als
Geste der Objekt-Werdung oder ihre Stasis als Mittel „to enforce the image that they are
not people but sculptures, not private but public“ versteht.211 Gleichzeitig gehe das Skulpturale mit einer Einbettung des Körpers in soziale Räume und gesellschaftspolitische Kontexte
einher. Allerdings nimmt Causey keine werkspezifische skulpturtheoretische Perspektive ein.
Zwar integriert er ein Kapitel „Natural Materials“, doch präsentiert er, wie so häufig in den
wiederkehrenden Narrativen der Bildhauereigeschichte, keine Non-Human Living Sculptures, sondern Land Art- und Earth Art-Künstler*innen, etwa den eher selten genannten
Briten Andy Goldsworthy. Trotzdem begreift Causey, wie er an Morris’ Continuous Project
Altered Daily (1969) (Abb. 26) belegt, die Erweiterung von Skulptur und deren Verzeit
lichung durchaus in diesem Sinne:
207 Causey 1998, S. 99f. Benjamin Buchlohs Schriften zur Skulptur werden im nachfolgenden Kapitel zu
Hans Haacke rezipiert.
208 Ebd., S. 133. Causey erwähnt die Arbeit Manzonis mit der Signatur lebender Körper, verwendet aber
den Skulpturenbegriff hierfür nicht. Auch Manzonis Magic Base nennt er ohne den expliziten Kontext
der Living Sculpture: „[…] plinths for non-existant statues bear the idea of the monumental, and of the
heroic status of the artist.“ (Ebd., S. 91.)
209 Siehe zuletzt die Ausstellung Judson Dance Theater. The Work Is Never Done (MoMA New York 2019),
https://www.moma.org/calendar/exhibitions/3927 (17.5.2023).
210 Causey 1998, S. 156.
211 Ebd., S. 162. Causey vergleicht Gilbert & George mit Marilyn Monroe, von der wir eigentlich nur Bilder
kennen; sie seien ihr eigenes Simulakrum. „Their work comments on the accessibility of reality and the
real individual in a world saturated by the media with secondary imagery.“
69
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
26 Robert Morris, Continuous Project
Altered Daily, 1969, Erde, Ton, Baumwolle,
Wasser, Fett, Kunststoff, Filz, Holz, Fadenabfall, Licht, Fotografien, Tonbandgerät,
Leo Castelli Warehouse, New York
At the extreme, late 1960s sculptures could be made from earth and sand, growing plants, live
birds and animals, fabric, classical fragments, architectural structures, neon tubes, light beams,
and the human body itself. There were hard and soft components; materials like sand, liquids,
and air that need containment to give them form; living materials, which relate a sculpture to the
time-scales of the organic world […]. The consensus that sculpture was generally made from a
single material collapsed.212
Die Nennung von lebenden ‚Vögeln‘ als plastischem Material mag auf Jannis Kounellis’
Senza Titolo (1967) zurückgehen, das Causey wie später auch John Thompson im Kontext
der Arte Povera mit einer Farbabbildung in sein Buch aufnimmt und das neben einer Ansammlung von Kakteen einen Papagei enthält.213
Zwei Jahre später erschien Richard J. Williams’ After Modern Sculpture. Art in the United
States and Europe 1965–70. Williams grenzt den Untersuchungszeitraum auf fünf Jahre ein
mit der Begründung: „This book is about the end of modern sculpture.“214 Seine Geschichte
212 Ebd., S. 131, Herv.i.Orig. Veränderung habe es seit den 1960er-Jahren auch im skulpturalen Vokabular
gegeben, nun existieren Environment, Happening, Performance und Installation, „groups of objects
in real space“ (ebd., S. 9). „In so far that a performance or happening can be regarded as sculpture,
sculpture might now have a short life and, therefore, exist in the same time-frame as the audience.“
213 Ebd., S. 152.
214 Richard J. Williams, After Modern Sculpture. Art in the United States and Europe 1965–70, Manchester
[u.a.]: Manchester University Press 2000, S. 1.
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Zur skulpturalen Ästhetik des Lebendigen
27 Robert Morris, Untitled (Dirt),
1968, Erde, Fett, Torfmoos, Ziegel,
Stahl, Kupfer, Aluminium, Messing,
Zink, Filz
nachmoderner bzw. postmodernistischer Skulptur beginnt mit einer Gegenüberstellung von
US-amerikanischer Post-Minimal Art und italienischer Arte Povera. Dass er den bestehenden künstlerischen Kanon fortschreibt, zeigt sich an seiner Lektüre etablierter Autor*innen
aus dem Umkreis der Zeitschriften October und Artforum.215 Ähnlich wie bei Causey fehlen Burnhams Beyond Modern Sculpture (1968) und seine systemästhetischen Schriften zur
Skulptur. Williams’ Moderneverständnis beinhaltet die Skulptur vor der Minimal Art von kanonisierten Künstlern wie Caro und Smith und die Minimal Art selbst, vertreten durch Judd
und den frühen Morris. Williams’ Fokus liegt auf der zeitgenössischen Kunstkritik, insbesondere einer Rezeptions-, Institutions-, Diskurs- und Ausstellungsgeschichte der (vorwiegend)
in den USA zwischen 1965 und 1970 produzierten und präsentierten skulpturalen Praktiken
ausgehend von Maurice Tuchmans kontrovers debattierter Schau Sculpture of the Sixties
(1967 LACMA Los Angeles) bis zur Amsterdamer Ausstellung Op Losse Schroeven: Situaties
en cryptostructures (1969). Lebendes Material in Form von Ko-Akteuren taucht bei Williams
nur peripher und unkommentiert auf, so in seiner Erörterung der Earthworks-Ausstellung
bei Virginia Dawn 1968 am Beispiel von Morris’ Dirt (Abb. 27), das der Künstler selbst als
„amorphous sculpture“ kategorisierte: Ein Erdhaufen auf Plastikfolie mit abfallartigen Residuen und Moos sowie eine Pflanze, ungeplant aus dem Erdboden sprießend. In dieselbe
Kategorie fällt Oldenburgs Worm Earth Piece, dessen kriechende Protagonisten in ihrem
Plexiglaskasten nicht überlebten.216
Ein übergreifendes Narrativ der Skulpturgeschichte seit den 1960er-Jahren betrifft die
Abkehr vom singulären, konturierten, monolithischen Objekt, die parallel mit Environment,
Performance, Happening und Installation, aber auch in der „negated presence of sculpture“
bzw. einem „undoing of sculpture as plastic shape“ etwa bei Eva Hesse stattfindet.217 Dass
die gattungsspezifischen Grenzen fließend sind und Zuordnungen variieren, zeigt sich bei
215 „I have not, for example, discovered new artists who were somehow omitted from earlier versions of
the story.“ (Ebd., S. 2.)
216 Ebd., S. 128. Williams weist zu Recht darauf hin, dass bei Morris’ Dirt Piece Plastikfolie unter dem
Haufen hervorlugt, die Trennung zwischen Kunst- und Betrachter*innensphäre dadurch zusätzlich betont wird. Anders verhält sich dies bei Haacke, der Bowery Seeds (1970) direkt auf seinem Atelierdach
installierte.
217 Potts 2000, Kapitel 9, S. 311–356; Einleitung S. 8.
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Williams, wenn er Allan Kaprows Yard (1961) in seine Sammlung aufnimmt, ohne die skulpturalen Qualitäten dieser Arbeit und des Happenings zu reflektieren.
Zu den Themen Verzeitlichung, Ephemeralisierung von Skulptur und die Involvierung
der Betrachter*innen liegt inzwischen Forschungsliteratur vor.218 Alex Potts rekurriert in
The Sculptural Imagination auf diese Phänomene, indem er unterschiedliche Formen des
„staging“ und „modes of viewing“ problematisiert – Skulptur, die begehbar ist oder sich verändert, wie Continuous Project Altered Daily zeigt, dessen Materialzusammenstellung und
Gestalt Morris täglich veränderte, sowie Skulptur, die sich erst über ihre physische Faktizität
(„akwardness“) in der Interaktion mit den Rezipient*innen konstituiert.219 Potts’ epochenübergreifende, phänomenologische Herangehensweise, die die jeweilige Ausstellungsgeschichte mit ihren Displays integriert, ist für die vorliegende Untersuchung von Interesse,
da er skulpturale/plastische Probleme verhandelt, die in der zunehmend unabhängig von
architektonischen Rahmen, Park- oder Kirchenensembles agierenden Bildhauerei des späten 18. Jahrhunderts (Canova) und in der Moderne (Rodin, Brancusi) sowie in der (Post-)
Minimal Art (Andre, Morris, Hesse) virulent sind. Zudem benennt Potts skulpturtheoretische
218 Krauss 1981. Mittlerweile ist die Verbindung von Skulptur und Zeit ein etabliertes Thema in der Forschungsliteratur, siehe zuletzt u.a. Paul-Louis Rinuy, La sculpture contemporaine, Saint-Denis: Presses Universitaires de Vincennes 2016, Kapitel 3 „Espace, temps, mouvement“, S. 66–88. Siehe auch
Guido Reuter/Ursula Ströbele (Hg.), Skulptur und Zeit im 20. und 21. Jahrhundert, Köln: Böhlau 2017;
Martina Dobbe, „Das Ephemere und das Skulpturale“, in: Petra Maria Meyer (Hg.), Ephemer, Paderborn: Wilhelm Fink 2020, S. 225–250.
219 Potts 2000, S. 4. Zwar konstatiert Alex Potts die Bedeutung von Künstlerinnen, doch integriert er in sein
Buch nur wenige Beispiele, die bereits dem Kanon angehören, wie Louise Bourgeois und Eva Hesse:
„Nowadays, not only are many if not most of the more significant artists working in three dimensions
female, but the general character of ambitious sculpture no longer has the masculine resonances it
retained as late as the 1960s when making a serious piece of sculpture was still generally considered man’s work.“ (Ebd., S. XIf.) Siehe auch die konzisen Rezensionen von Stefan Neuner, in: Kritische
Berichte, 30, 3, 2002, S. 86–91 und Pamela M. Lee, „Rezension von Alex Potts, The sculptural imagination: figurative, modernist, minimalist. – New Haven: Yale University Press 2001“, in: The Art Bulletin,
84, 2002, S. 392–396.
Ausgehend von Lippard und Donald Judd verfolgt Jo Applin mit ihrer Methodik die Analyse skulpturaler Objekte, die nicht der vorherrschenden minimalistischen Ästhetik der 1960er-Jahre entsprachen.
Sowohl Lippard als auch Judd interessierten sich für ähnliche Künstler*innen, die den modernistischen
Grundsätzen in der Bildhauerei zuwiderliefen. In Eccentric Objects: Rethinking Sculpture in 1960s America (2012) erläutert Jo Applin „this new and eccentric mode of thinking about sculpture“, ihren ‘unsicheren Zustand‘ und ihre Destabilisierung am Beispiel des „in-between status“ von Lee Bontecous
Wandreliefs, Claes Oldenburgs Soft Sculptures, die sich auf die Pop Art beziehen und eine körper
liche Identifikation anstreben, Lucas Samaras‘ „materialised secrecy“ seiner Boxen, H. C. Westermanns
Bricolage in seinen autobiografischen Skulpturen und Bruce Naumanns Verweise auf die Werke von
Kollegen wie Henry Moore und Constantin Brancusi. Wie Applin zeigt, sind ihre Werke von Ambivalenz
und Brüchen geprägt. Dabei verweist sie auf die Beziehungen und Allianzen zwischen den Künstler*innen, die in den 1960er-Jahren die klassische Objektästhetik in Frage stellten. In ihrer Analyse des Spezifischen, Exzentrischen, Erotischen, Körperlichen und Feierlichen problematisiert Applin darüber hinaus
die einschränkende Fokussierung der Kunstliteratur auf einige wenige, kanonisierte Namen, indem sie
einen Blick auf marginalisierte Positionen wirft und die Linearität des modernistischen Diskurses verweigert. (Jo Applin, Eccentric Objects: Rethinking Sculpture in 1960s America, New Haven, Conn.: Yale
Univ. Press 2012, S. 5–7, S. 139–140, S. 11)
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Schriften, die den Beginn einer skulpturalen Ästhetik im 18. Jahrhundert untermauern.220
Seine gattungsspezifische historische Rückbindung an Canova, an die skulpturtheoretischen
Abhandlungen wie Herders Traktat Plastik, Hildebrands Problem der Form in der Bildenden
Kunst und an Rilkes Texte zu Rodin resultieren aus seiner Forschung zum Neoklassizismus
und Winckelmann.221 Potts’ gewinnbringende Lektüre der Schriften Merleau-Pontys aus
skulpturtheoretischer Sicht und die Miteinbeziehung von Künstler*innentexten eröffnen Perspektiven auf physische, sensuelle und affektive Dimensionen in der Begegnung mit Skulptur
und deren Fokus auf die leibliche, kinästhetische Wahrnehmung, folglich keinen „disembodied gaze“. Doch bleibt auch Potts einer Medienspezifik von Skulptur im Vergleich zur Malerei sowie modernistischen Narrativen (Schwerpunkt Minimal Art), ihrer Rezeption inklusive
Formalismusdebatte und dem October-Kreis verbunden, ohne die außerhalb der USA, zum
Beispiel in Deutschland erschienene Forschung umfassend zu berücksichtigen.222 Ähnlich
wie Krauss schätzt er die Schriften zur Skulptur von Burnham als reinen „techno-utopianism“ mit einer „intringuely eccentric analysis“ ein.223 Seine Gegenüberstellung von Herbert
Read und Jack Burnham fällt kurz aus, ihre Gemeinsamkeit liege in ihrer „fascination with
sculpture as concretised fantasy“.224 Auch Potts konstatiert mit Arte Povera, Minimalismus
und Neo-Dada eine Vorherrschaft dreidimensionaler Kunst seit den 1960er-Jahren.
Die Skizzierung ausgewählter Positionen der Skulpturhistoriographie hat gezeigt, dass
eine skulpturale Ästhetik des Lebendigen in diesen Abhandlungen nur peripher berücksichtigt wurde und keine umfassende Reflexion erfuhr, eine einheitliche Terminologie und umfassende ontologische Analyse fehlen. Erste künstlerische Ansätze finden sich etwa in der
Nutzung organischer Materialien und der Konzeption kinetischer Objekte.
Die (Human) Living Sculpture
Eine Ästhetik des Lebendigen beschreibt den Umgang mit Menschen, Pflanzen und Tieren als lebendes ‚Material‘ bzw. als Ko-Akteure von künstlerischen Arbeiten. Der folgende
Abschnitt, dessen Titel der gleichnamigen Publikation von Cord Riechelmann und Brigitte
Oetker (2015) entlehnt ist, erörtert materialhistoriographisch, -ikonographisch und typo
220 Potts würdigt Krauss’ Ansatz und betont in diesem Zusammenhang seine eigene historische Rückführung bis Canova (Potts 2000, S. 12).
221 Vgl. Alex Potts, Flesh and the Ideal. Winckelmann and the Origins of Art History, New Haven: Yale
University Press 1994.
222 Potts 2000, S. 3f. Mehrfach betont er die räumliche, kinästhetische und intellektuelle Involvierung der
Betrachtenden durch Skulptur.
223 Ebd., S. 147.
224 Ebd. „In making this unlikely juxtaposition between Read’s lumbering plastic forms and Burnham’s sci-fi
automata, I was also intrigued by the possibility of evoking two very different variants of modernist
sculptural nightmare, with Moore’s wombless, faceless megalithis mothers stirring into life and confronting the relentless drive of some terminator cyborgs.“ (Ebd., S. 148.)
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logisch Geschichte und Vielfalt lebender Skulpturen.225 Historischer Vorläufer für die Integration lebender organischer Entitäten ist die Gartenkunst, damit verbunden die Grotten- und
Brunnenplastik sowie Bosquette und Labyrinthe, wie sie aus dem Park von Versailles bekannt
sind und in Renaissance und Barock wesentliche Ausstattungsensembles höfischer Machtdemonstration darstellen.226 In multisensorischen Inszenierungen ergeben Pflanzen, Tiere,
Wasser, Muscheln, Felsgestein, Marmor- und Bronzefiguren meist mythologischer Herkunft
eine skulpturale Situation, deren evozierte Metamorphose durch die transformierende Kraft
des bewegten Wassers und die Eigenzeitlichkeit des Naturrahmens hervorgehoben wird.
Dynamik und Veränderung des lebenden Stoffes sind Bestandteile des jeweiligen Konzepts.
Anders als im 16. bis 18. Jahrhundert geht es im 20. Jahrhundert um die Ausweitung des
Kunstbegriffs, die von den Surrealisten in polysensuellen, raumumfassenden Ausstellungen
angedacht und materialiter umgesetzt wurde, etwa mit der Internationalen Surrealistenausstellung 1938 in der Pariser Galerie Beaux-Arts.227 Eine Inkorporation lebenden organischen
‚Materials‘ als Objet Trouvé bzw. Naturobjekt erfolgte im Taxi Pluvieux (Regentaxi) (Abb. 28)
von Salvador Dalí, das mit Flechten und anderen Pflanzen innen ausgekleidet und mit
zwei verfremdeten Schaufensterpuppen, künstlichem Regen und kriechenden Weinberg
schnecken ausstaffiert war.228 Eine weitere Inszenierung bestand aus e inem kleinen Teich
225 Cord Riechelmann/Brigitte Oetker (Hg.), Toward an aesthetics of living beings. Zu einer Ästhetik des
Lebendigen, Berlin: Sternberg Press 2015. Bei dem Buch handelt es sich um eine Textanthologie mit
Abbildungen zu einzelnen künstlerischen Beispielen, etwa Pierre Huyghe. Was genau eine Ästhetik
des Lebendigen charakterisiert, wird eher zwischen den Zeilen deutlich; thematisiert werden u.a. das
Verhältnis Tier – Mensch, die Darstellung von Tieren in der Kunst, die Problematik taxonomischer Zuordnungen, Fragen der Evolution, Wachstumsprozesse. In der Ästhetik des Lebendigen, wie es auch in
der vorliegenden Untersuchung verstanden wird, geht es um die Art des Aufeinandertreffens und den
Rhythmus, der die Wechselbeziehung zwischen den Lebewesen und ihrer Umwelt kennzeichnet.
226 Siehe hierzu die Forschung von Jürgen Wiener, u.a. „Natur als Skulpturenrahmen, Skulptur als Naturrahmen, Rahmen als Naturskulptur“, in: Hans Körner/Karl Möseneder (Hg.), Rahmenphänomene in der
Gartenplastik und das Labyrinth von Versailles, Berlin: Reimer 2010, S. 31–68; ders., „Die Tränen der
Verliebten. Wasser und andere mimetische Materialien in der frühneuzeitlichen Gartenskulptur“, in:
Andrea von Hülsen-Esch (Hg.), Ephemere Materialien, Düsseldorf: Düsseldorf University Press 2015,
S. 79–144; ders., „In der Natur versteckt: Dissimulative Strategien in der frühneuzeitlichen Gartenskulptur“, in: Astrid Lang/Wiebke Windorf (Hg.), Blickränder. Grenzen, Schwellen und ästhetische Randphänomene in den Künsten. Liber amicorum für Hans Körner, Berlin: Lukas 2017, S. 417–451. Vgl. auch
Stephanie Hank, „‚Ars‘ und ‚natura‘ in Genueser Grotten des 16. bis 20. Jahrhunderts. Beobachtungen
zu Materialität und Raumstruktur“, in: Uta Hassler (Hg.), Felsengärten, Gartengrotten, Kunstberge. Motive der Natur in Architektur und Garten, München: Hirmer 2014, S. 222–243; dies., „Water in baroque
garden“, in: John D. Lyons (Hg.), The Oxford Handbook of the Baroque, Oxford: Oxford University Press
2019, S. 88–118.
227 Auch Schwitters beherbergte in seinem Merzbau Meerschweinchen, wie überlieferte Schilderungen
und ein Foto preisgeben. Alles konnte bei ihm zur Kunst werden, auch plante er von Mäusen bewohnte
konstruierte Merzbilder. Vgl. Sabine Bartelsheim, Pflanzenkunstwerke. Lebende Pflanzen in der Kunst
des 20. Jahrhunderts, München: Silke Schreiber 2001, S. 22–24.
228 Ebd., S. 25f. Eine Beschreibung des Kunstwerks in eigenwilliger Rechtschreibung von Dalí selbst findet sich bei Georges Hugnet, Pleins & Déliés. Souvenirs et Témoignages 1926–1972, La Chapelle-sur-
Loîre: Guy Authier 1972, S. 339: „Commisariat General de l’imagination publique. Le ‚Taxi pluvieux‘
pour dame esnob et surréaliste comportera: de ‚l’obscurité bégétale‘, instalation de plui intériere,
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28 Salvador Dali, Taxi Pluvieux, 1938,
Exposition Internationale du Surréalisme,
Galerie Beaux-Arts, Paris
und Wasserlilien (Abb. 29), umgeben von Schilf, Moos, Farn und Rosen, neben Betten,
einer Schale mit Kohleglut und an der Wand hängenden Bildern, der Boden ausgelegt mit
getrocknetem Laub, das unter den Füßen der Besucher*innen raschelte und die Schritte
dämpfte – intendiert als Verschmelzung von Kunst und Leben.229 Während die Pflanzen eine
surrealistische Traumwelt evozieren, Natur als dunkle, dämonische, mythisch-unbewusste
Instanz fungiert, nimmt seit Mitte der 1960er-Jahre mit der wachsenden Bedeutung
‚lebender Kunstwerke‘ und dem Rückgriff auf ‚Naturmaterialien‘ der ökologische Impetus
zu.230 Wie die Analysen zu Hans Haacke und Pierre Huyghe zeigen, können auch Pflanzen
200 escargots de bourgogne vibants, 12 grenoilles lilputicienes, portan chacune delles une très fine
courone d’or agripé sur la tête. Le chofeur portera un casque construit avec une machoire de roquin.
La d’Ame s’habillera de préférence avec une cretone sordide ou sera imprimé l’estigmate de l’Angélus
de Millet et de ces sansationnelles glaneuses. Bon pour toute l’Ane 1938. – Salvador Dali.“ Das finale
Kunstwerk enthielt allerdings keine Frösche.
229 Eine Abbildung und Schilderung findet sich etwa in Bishop 2005, S. 20–22. Sie schreibt den ‚Teich‘ Dalí
zu.
230 Siehe auch Bartelsheim 2001, S. 28f., zu Robert Rauschenbergs Growing Painting (1953) und Dirt
Painting (for John Cage) mit Erde, Flechten und Schimmelpilzen. Während der Ausstellung habe der
Künstler sein Werk regelmäßig bewässert. Bartelsheim bezeichnet es als „living painting“.
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29 Rauminstallation mit
Teich, 1938, Exposition Internationale du Surréalisme,
Galerie Beaux-Arts, Paris
oder Tiere ein ‚präformiertes Fundstück‘, d.h. ein „(un)assisted biological ready-made“ sein.231
„Originalität beruhte nicht mehr auf einer spezifischen Bearbeitung des Materials, sondern
auf der Herstellung des Beziehungsgefüges“, konstatiert Sabine Bartelsheim in Pflanzenkunstwerke (2001).232 Auch wenn Bartelsheim nicht dezidiert auf das Skulpturale und die
Living Sculpture rekurriert, versammelt ihr Buch eine gewinnbringende Zusammenstellung
pflanzenbasierter künstlerischer Arbeiten im 20. Jahrhundert. Passend zur wachsenden Ökologiebewegung seit den 1960er-Jahren offeriert Haackes Rheinwasseraufbereitungsanlage
(Abb. 30) ein skulpturales Lösungsmodell, das die Entgrenzung der Kunst (Skulptur) zugunsten einer Ästhetik des Lebendigen demonstriert. Das Interesse an Verzeitlichung, Prozessualität und Wachstumsprozessen mündet in Formen der Bio Art oder Transgenen Kunst, indem
Veränderungen auf genetischer Ebene erfolgen oder aber in gemeinsamen Baumpflanzaktionen bei Antje Majewski. Urban-Gardening-Strategien, Indoor-Gardening bzw. hydroponische Strukturen („Utility sculptures“) leben nach einer ‚Blüte‘ in den 1970er-Jahren (Helen
231 Vgl. Edward Fry, „Hans Haacke – Realzeitsysteme“, in: ders. (Hg.), Hans Haacke. Werkmonographie,
Köln: Dumont 1972, S. 8–22, S. 14–16.
232 Ebd., S. 10. Bartelsheim verhandelt diese Werke nicht aus der Perspektive des Skulpturalen, versammelt
aber in ihrer – wie sie es versteht – Grundlagenforschung eine Vielzahl unterschiedlicher Pflanzenkunstwerke und bietet einen historischen Überblick. Haacke nennt sie auch mit Grass Grows und Bowery
Seeds.
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30 Hans Haacke, Rheinwasseraufbereitungsanlage, 1972, Glas- und Acrylbehälter, Pumpe, Rheinwasser,
Schläuche, Filter, Chemikalien und Goldfische, Installationsansicht, Museum Haus Lange, Krefeld
Mayer Harrison and Newton Harrison, Portable Orchard, 1972–1973) aktuell wieder auf, so
in Nick Laessings Plant Orbiter (2017) (Abb. 31).
Die lebenden Kunstwerke variieren durch den Einsatz unterschiedlicher Lebewesen und
sozialgesellschaftlicher, ökologischer Hintergründe, die in einem systemästhetischen Geflecht wie bei Haacke oder Huyghe zusammen auftreten, weshalb eine taxonomische Unterscheidung nach Spezies entfällt. Das breite Spektrum spiegelt sich in der terminologischen,
historisch, konzeptuell, geographisch und ideologisch zu differenzierenden Vielfalt wider:
Pflanzenkunst firmiert unter Plant Art und Vegetal Art, Kunstwerke mit Tieren werden als
Animal Art bezeichnet und im Rahmen der Animal Studies wissenschaftlich untersucht. Weitere gebräuchliche Begriffe für lebende Kunstwerke sind u.a. Environmental Art, Eco Art, Organic Art, Life Art, Live Art, Natur-Kunst, Living Painting bzw. Living Sculpture.233 Auch Land
233 Siehe u.a. Barbara Nemitz (Hg.), trans plant. Living vegetation in contemporary art, Ostfildern-Ruit: Hatje
Cantz 2000. Die Künstlerin hat das Projekt KünstlerGärten Weimar initiiert (https://www.barbaranemitz.
de/static/kuenstlergaerten/index.html, 5.10.2019); Prudence Gibson, The Plant Contract. Art’s Return
to Vegetal Life, Leiden & Boston: Brill Rodopi 2018; Wodek Majewski, De l’animal et du végétal dans
l’art belge contemporain, Ausst.-Kat. Atelier 340, Brüssel 1985; Jessica Ullrich (Hg.), Tiere erzählen
(Tierstudien, 15), Berlin: Neofelis 2019; Anna Barcz (Hg.), Animals and their people connecting East and
West in cultural animal studies, Leiden & Boston: Brill 2019; Linda Kalof (Hg.), The Oxford handbook
of animal studies, Oxford: Oxford University Press 2017; Reingard Spannring et al. (Hg.), Disziplinierte
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31 Nick Laessing, Plant Orbiter, 2017,
133 x 82 x 185 cm
Art oder Earth Art greifen auf lebende Organismen zurück und modellieren die Landschaft.234
Aus den vorherrschenden Narrativen und der im ersten Teil des Kapitels skizzierten modernistischen Erzählung von Skulptur lassen sich entwicklungsgeschichtlich – so die These – für
eine Ästhetik des Lebendigen drei Hauptstränge herauskristallisieren:
T iere? Perspektiven der Human-Animal Studies für die wissenschaftlichen Disziplinen, Bielefeld: transcript 2015; Linda Weintraub, To Life! Eco art in pursuit of a sustainable planet, B
erkeley [u.a.]: University of California Press 2012; Viktorija Vesna Bulajić, „Mel Chin. Provocative eco-art in action“, in:
Art Journal, 65, 1, 2006, S. 63f.; Jeffrey Kastner, Land and environmental art, London: Phaidon 1998;
Marc A. Cheetham, Landscape into eco art: articulations of nature since the ’60s, Pennsylvania: The
Pennsylvania State University Press 2018; T. J. Demos, Decolonizing Nature. Contemporary Art and
the Politics of Ecology, Berlin: Sternberg Press 2016; Timothy Morton, Ecology Without Nature: Rethinking Environmental Aesthetics, Havard: Harvard University Press 2007; James Nisbet, Ecologies,
environments, and energy systems in art of the 1960s and 1970s, Cambridge, Mass.: MIT Press 2014;
Malcolm Miles, Eco-Aesthetics (Radical Aesthetics – Radical Art), London & New York: Bloomsbury
2014; Philippe Descola, Jenseits von Natur und Kultur, Frankfurt am Main: Suhrkamp 2011; ders., Die
Ökologie der Anderen, Berlin: Matthes & Seitz 2014; Louis Bec, „Life Art“, in: Kac 2007, S. 83–92; Cindy
Nemser, „The Alchemist and the Phenomenologist“, in: Art in America, 59, 1971, S. 100–103.
234 Siehe u.a. Burcu Dogramaci, Fotografie der Performance. Live Art im Zeitalter ihrer Reproduzierbarkeit,
Paderborn: Wilhelm Fink 2018; Anne Hoormann, „Von der Landschaft zum öffentlichen Raum. Natur-
Kunst in der Stadt“, in: Falko Herlemann/Michael Kade (Hg.), Kunst in der Öffentlichkeit. Ästhetisierung, Historisierung, Medialisierung, Frankfurt am Main [u.a.]: Lang 1996, S. 199–219; dies., Land Art.
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Die (Human) Living Sculpture
32
Senga Nengudi, Studio performance with R.S.V.P., 1976
1. Materialhistoriographische Ebene: Die Verwendung von Naturmaterial wie Holz, Felsgestein und Erde, amorphe Figurationen u.a. im Biomorphismus Hans Arps, Louise Stomps
oder Maria Papa Rostkowskas, Taxidermie, organische Fundstücke im Umfeld des Surrealismus oder bei Jean Dubuffet, der an Fantasiewesen erinnernde Naturspolien wie Schwämme
einsetzt. Die Abkehr vom Topos der durata, von Härte und Dauerhaftigkeit des Materials
hin zu nachgebenden, elastischen Arbeiten, etwa Claes Oldenburgs Soft Sculptures oder
Magdalena Abakanowiczs Textilarbeiten bzw. Mária Bartuszovás Objekte aus Gips, Holz
und Garn.
2. Technologische Ebene: Faktische Bewegung und Zeitlichkeit über technische Apparate und eine kinetische, teils mechanische Plastik bzw. Mobiles von Jean Tinguely, Alexander
Calder, Alicia Penalba und Louise Bourgeois bzw. modularisierte, form- und gestaltbare,
Kunstprojekte zwischen Landschaft und öffentlichem Raum, Berlin: Reimer 1996; Sandra Shapshay/
Levi Tenen (Hg.), The Good, the Beautiful, the Green: Environmentalism and Aesthetics (Themenheft).
The journal of aesthetics and art criticism, 76, 4, 2018; Philip Kaiser/Miwon Kwon (Hg.), Ends of the
Earth. Land Art to 1974, Ausst.-Kat. The Museum of Contemporary Art, Los Angeles, The Geffen
Contemporary, MOCA, Haus der Kunst München, München: Prestel 2012; Udo Weilacher, Zwischen
Landschaftsarchitektur und Land Art, Basel [u.a.]: Birkhäuser 1996; Amanda Boetzkes, The Ethics of
Earth Art, Minneapolis, MN [u.a.]: University of Minnesota Press 2010; John Beardsly, Earthworks and
beyond. Contemporary art in the landscape, New York: Abbeville Press 1984; Barbara C. Matilsky,
Fragile ecologies. Contemporary artists’ interpretations and solutions, Ausst.-Kat. The Queens Museum, New York: Rizzoli 1992.
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1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
33 Rosemary Mayer, Shekinah, 1973, Stoffe, Kupfer, Holz,
Schnur, 213,4 × 518,2 × 365,8 cm
Rezipient*innen aktivierende Skulpturen, so William Turnbulls Permutation Sculpture (1956)
oder Wolf Vostells ‚Erlebnis-Plastiken‘.
3. Diskursanalytische Ebene: Die Expansion des Skulpturbegriffs seit den 1960er-Jahren mit einer Prozess- oder Systemästhetik, die fest konturierte Gefüge durch zunehmende
Ephemerisierung auflöste, etwa Robert Morris’ Begriff Anti-Form, Fujiko Nakayas Nebel
skulpturen der 1960er-Jahre, performative Kunstpraktiken (Performing the making) sowie
die Verbindung skulpturaler Praktiken mit Performance, Tanz und Happening, etwa Senga
Nengudis Objekte aus Strumpfhosen der 1970er-Jahre, die sie in tänzerischen Choreografien
formt (Abb. 32), dehnt und zieht, oder Rosemary Mayers Textilskulpturen wie Hroswitha
(1973) und Shekinah (1973) (Abb. 33).
Die Entwicklung vollzieht sich von der Skulptur in der Landschaft wie Henry Moores
Sheep Piece (1971/72) – Skulptur mit darunter stehenden Schafen – bis zur Verwendung
von unbearbeiteten Felsbrocken, die Morris 1977 in der Kasseler Karlsaue für die Documenta 6 platzierte (Abb. 34), zugunsten eines relationalen Charakters von Skulptur, wie er
für Haacke und Huyghe signifikant ist. Es ging nicht mehr um eine mimetisch Leben und
Bewegung nachahmende Figur, sondern um eine per se lebendige Skulptur mit prozessualer
Plastizität. Mit der Integration diverser Lebewesen hielt das ‚Echte‘, ‚Unverfälschte‘, Unmittelbare, Natürliche, ‚Wahrhaftige‘ erneut Einzug in Praxis und Theorie des Skulpturalen und
knüpft an das traditionelle Bildhauereiparadigma seit dem Paragone und Herders Umkehrung der Sinneshierarchie zugunsten von Haptizität an. Seine Betonung der Faktizität und
Dreidimensionalität räumt der (in Anlehnung an Winckelmann anthropomorphen) Skulptur
einen Vorrang ein, da „das Gesicht uns nur Gestalten, das Gefühl allein, Körper zeige.“235
235 Herder 1969, S. 34, Herv.i.Orig.
80
Die (Human) Living Sculpture
34 Robert Morris,
Untitled, 1977, Feldsteine,
140 x 110 x 2 m,
Documenta 6, Kassel
„Der Körper, den das Auge sieht, ist nur Fläche; die Fläche, die die Hand tastet, ist Körper.“236
Dieses historische Ideal eines durch die modellierende Kraft der Bildhauer*innen beseelten
Bildwerks bzw. Bildsäule ist für die lebendige Skulptur relevant, da hier nun ein faktisch
atmender Körper eines (menschlichen) Wesens zum Kunstwerk erklärt wird.
Die Menschen, Tiere oder Pflanzen – organische Materialien – machen per se noch nicht
das Werk aus. Ihre Bedeutung ergibt sich aus dem jeweiligen Kontext, der Differenz von Natur und Kunst im Werk beziehungsweise aus der Verbindung beider Ebenen. Als natürliche
Readymades wie bei Hans Haacke werden die Naturmaterialien zu selbstreferenziellen Zeichen und Versatzstücken einer gesellschaftspolitischen Realität. Sie sind Natur und verweisen
auf ein Naturphänomen oder Umweltproblem. Materialikonographische und -ästhetische
Fragestellungen sind für die vorliegende Untersuchung relevant, da sie für die skulpturale
Problematisierung von Plastizität und Räumlichkeit Gültigkeit besitzen. Die Rückbindung an
die Materialität, wie sie in der Forschung u.a. von Ann-Sophie Lehmann, Dietmar Rübel und
Monika Wagner erörtert wurde, ermöglicht eine historische Kontextualisierung und ästhetische Erfahrungen in der Auseinandersetzung mit immersiven, die Betrachter*innen involvierenden, sich prozessual entfaltenden Formen.237 Sie macht eine künstlerische Entscheidung
236 Ebd., S. 37.
237 Vgl. Monika Wagner, „Gras, Steine, Erde. Naturspolien in der zeitgenössischen Kunst“, in: Museumskunde, 61, 1, 1996, S. 26–36; dies., Das Material der Kunst. Eine andere Geschichte der Moderne
(2001), München: Beck 2013; Rübel 2012; Ann-Sophie Lehmann, „Taking fingerprints. The indexical affordances of artworks’ material surfaces“, in: Magdalena Bushardt/Henrike Haug (Hg.), Spur der Arbeit,
Köln: Böhlau 2018, S. 199–218; dies., „The matter of the medium. Some tools for an art-theoretical
interpretation of materials“, in: Christy Anderson/Anne Dunlop/Pamela H. Smith (Hg.), The matter of
art. Materials, practices, cultural logics, c. 1250–1750, Manchester: Manchester University Press 2015,
S. 21–41.
81
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
sinnfällig. Doch verlangen lebende ‚Materialien‘ eine Berücksichtigung ihrer agency, wie sie
im New Materialism von Karen Barad, Rosi Braidotti oder auch Susanne Witzgall und Kerstin
Stakemeier thematisiert wird,238 jedoch ohne ein Formverständnis, das sich kontinuierlich
(nur) positiv weiterschreibt, wie es Catherine Malabou mit ihrem Plastizitätskonzept unterstreicht.239 Neuer Materialismus und Agentieller Realismus gestehen dem Material per se
eine gewisse agency, das heißt Wirkmächtigkeit zu. Karen Barads aus der Physik stammende
Erweiterung des Materialbegriffs hin zu Trans*materialitäten umfasst beispielsweise die experimentelle agency und Bewegung von Materie, „promiscuous and inventive in its agential wanderings“ mit „capacities for imaginative, desiring, and affectively charged forms of
bodily engagements“.240 Übertragen auf die Bildhauerei erlaubt dieses Materialverständnis
einer „ongoing trans*formation“ ein fruchtbares Weiterdenken von Materie als Kondensation einer „(entangled) respons-ability“: „Materiality in its entangled psychic and physical
manifestations is always already a patchwork, a suturing of disparate parts.“241 Barads Konzept der Intra-Aktion eröffnet somit neue erkenntnistheoretische Perspektiven, indem Materielles – hier Bronze, Stein, Werkzeuge – und Diskurse verflochten, bedeutungsgenerierend
und nicht als a priori existente, voneinander getrennte Entitäten aufgefasst werden. Das
plastische Material ist ohne die Künstler*innenhand, die historischen und soziopolitischen
Voraussetzungen seiner Entstehung und Produktion, das korrelierende Werkzeug und die
jeweilige Umgebung inklusive Rezipient*innen nicht zu denken. Barad betont, dass Apparate
und Werkzeuge, hier unter anderem Meißel und Gussofen, keine „passiven Beobachtungsinstrumente“ seien. Im Gegenteil, so Barad, bringen sie die Phänomene hervor und seien
Teil derselben.242 In diesem Sinn erlaubt das feministisch beziehungsweise posthumanistisch
erweiterte Materialverständnis eine andere Sichtweise auf das Medium Skulptur.
238 Siehe etwa Karen Barad, Agentieller Realismus. Über die Bedeutung materiell-diskursiver Praktiken,
Berlin: Suhrkamp 2012; Rosi Braidotti, Nomadic Subjects. Embodiment and sexual difference in contemporary feminist theory, New York: Columbia University Press 1994; Susanne Witzgall/Kerstin Stakemeier (Hg.), Macht des Materials, Politik der Materialität, Zürich: Diaphanes 2014; Friedrich Weltzien,
„‚Material Agency‘ und die Lebendigkeit der Dinge“, in: ders./Martin Scholz (Hg.), Die Sprachen des
Materials. Narrative – Theorien – Strategien, Berlin: Reimer 2016, S. 229–242. Weltzien verhandelt die
Konsequenzen einer ‚material agency‘ für Designpraktiken und Entwurfsstrategien und fragt nach den
Herausforderungen, d.h. wie sei die agency eines Materials produktiv zu machen, wenn es nicht instru
mentalistisch genutzt wird? Wie lasse sich die Widerständigkeit des Materials zeigen? „Gäbe es das
Produkt, das Artefakt, das gemachte Werk nicht – wir wären gar nicht im Stande, Material als solches
zu erkennen. Daraus lässt sich der Schluss ziehen, dass nicht das Ding aus einem Material hergestellt
wird, sondern dass umgekehrt Design das Material des Dinges erst kenntlich macht.“ (Ebd., S. 232.)
239 Catherine Malabou, Ontologie des Akzidentiellen. Über die zerstörerische Plastizität des Gehirns, hg.
von Frank Ruda/Jan Völker, Berlin: Merve 2011; dies., „Plastizität des Leibes. Eine zweifache Annäherung“, in: Kirsten Maar/Frank Ruda/Jan Völker (Hg.), Generische Formen. Dynamische Konstellationen
zwischen den Künsten, Paderborn: Wilhelm Fink 2017, S. 211–224.
240 Karen Barad, „TransMaterialities. Trans*/Matter/Realities and Queer Political Imaginings“, in: GLQ, 21,
2–3, 2015, S. 387–422, S. 387f.
241 Ebd., S. 411.
242 Dies., Agentieller Realismus. Über die Bedeutung materiell-diskursiver Praktiken, Berlin: Suhrkamp,
2012, S. 24.
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Die (Human) Living Sculpture
Im Fokus der vorliegenden Untersuchung steht die Analyse der Materialität (und Media
lität) lebender Skulpturen und wie sich der ontologische Charakter solch organischer, teils
computergestützter Werke definiert. Dies schließt die Frage ein, wie sich das Verhältnis
zwischen Faktizität als dem tatsächlich Gegebenen und Faktualität im Sinne einer Aktualisierung des Faktischen im Rezeptionsprozess und auf produktionsästhetischer Seite beschreiben lässt. Diskursanalytisch befragt wird Burnhams Zeitlichkeitskonzept von ‚Realzeit‘,
insbesondere sein Bezug zur ‚Presentness‘ der Minimal Art, zu computerbasierten Echtzeitprozessen und zur Produktions- bzw. Rezeptionszeit von Skulptur.243
Günter Bandmann betont in seinen Überlegungen zu einer Ikonologie des Materials am
Beispiel frühneuzeitlicher und barocker Ausstattungs- und Sakralensembles deren sinnliche
Qualitäten, semantische Zuschreibungen und stilbildende Eigenschaften und fragt, welche
Bedeutung das Material eines Werks besitzt.244 Die Auffassung von Material in seiner F unktion
als Informationsträger und zugleich Medium, das seit Niklas Luhmanns soziologischer System
theorie und dessen Verständnis von Kommunikation als Trias Information – Mitteilung –
Verstehen seine Neutralität verloren hat, ist für die Analyse skulpturaler Situationen und
systemästhetischer Konzepte eine gewinnbringende Theorie.245 Auch wenn es bei tierlichen
und pflanzlichen Ko-Akteuren schwerfällt, von Material oder Stoff zu sprechen, spiegelt
es einerseits die Tatsache, dass sie Veränderungen bzw. einer ‚Bearbeitung‘ unterliegen,
damit historisch an die Tradition der Bildhauerei anknüpfen, andererseits die Machtrelation zwischen Künstler*in und Material, explizit die Frage nach der Materialgerechtigkeit.
Ausgehend von einer idealistisch geprägten Ästhetik und dem Primat der idea mit ihrer
Materialsublimierung bzw. -negierung rückt das Paradigma der Materialgerechtigkeit seit
dem 19. Jahrhundert im Zuge der Industrialisierung des Kunsthandwerks in den Fokus der
Bildenden Künste; Material werden stilbildende Qualitäten zugesprochen:
Das Material trägt aufgrund seiner spezifischen natürlichen oder auch zugeschriebenen Qualitäten, manchmal aber auch nur durch Unterscheidung vom benachbarten Material etwas zur
Bedeutung des Bildes bei. Insofern ist Material ikonologisch aussagefähig, es kann Informationsträger sein.246
243 Fried 1995. Vgl. auch Martina Dobbe, „Presentness, presence, present continuous past(s) und Gegenwartsspitzen: Zeitformen von ‚Skulptur im erweiterten Feld‘“, in: Reuter/Ströbele 2017, S. 65–83.
244 Günter Bandmann, „Bemerkungen zu einer Ikonologie des Materials“, in: Städel-Jahrbuch, N.F. 2,
1969, S. 75–100. „Solange man das Wesen der Kunst in der Idee, im Disegno und Concetto begründet
sah, bezeichnete das verwendete Material nur das Medium, dessen die nach Anschaulichkeit drängende Idee bedurfte.“ (Ebd., S. 75.) Zu seinen Beispielen gehören die Aachener Pfalzkapelle, barocke
Sakralräume, u.a. die Klosterkirche Birnau am Bodensee. Das Material signalisiere eine bestimmte Wertigkeit und besitze eine Realitätsbereiche verwandelnde Kraft (ebd., S. 82).
245 Siehe u.a. Niklas Luhmann, Soziale Systeme. Grundriß einer allgemeinen Theorie, Frankfurt am Main:
Suhrkamp 1984; ders., Die Kunst der Gesellschaft, Frankfurt am Main: Suhrkamp 1995. Für einen system
theoretischen Ansatz siehe auch Hans Dieter Huber, System und Wirkung: Rauschenberg, Twombly,
Baruchello. Fragen der Interpretation und Bedeutung zeitgenössischer Kunst; ein systemtheoretischer
Ansatz, München: Fink 1989.
246 Bandmann 1969, S. 77. Siehe auch ders., „Der Wandel der Materialbewertung in der Kunsttheorie des
19. Jahrhunderts“, in: Helmut Koopmann/J. Adolf Schmoll, gen. Eisenwerth (Hg.), Beiträge zur Theorie
83
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
Bandmann verweist auf die semantische Nähe zwischen „Gerechtigkeit“ und „Angemessenheit“.247 Perspektivwechsel erfolgten, so Bandmann und Nadine Rottau, durch John
Ruskin („truth to material“), die Arts & Craft-Bewegung und Gottfried Sempers materialistisch-
positivistische Überlegungen.248 In den Materialien selbst sei Geschichte gespeichert, so
Ruskin, der für eine traditionelle Materialverarbeitung plädierte und die Imitation mit Ersatzmaterialien ablehnte.249 Hofmann betont, dass am Ende des 19. Jahrhunderts die Forderung
nach Materialgerechtigkeit für die Skulptur erhoben worden sei, als handwerkliche Kenntnisse sich „in oberflächlicher Virtuosität verloren“ hatten.250 Sein traditionelles Künstlerbild zeigt
sich daran, dass er Rodin dafür kritisiert, seine Bronzeplastiken von Handwerkern in Marmor
übertragen zu lassen und mechanische Vergrößerungsverfahren zu nutzen.251 Henry Moore
ist der Bildhauer des 20. Jahrhunderts, der zum Thema Materialgerechtigkeit wiederholt zitiert wurde, u.a. von Burnham und Krauss. In seiner Abhandlung über den Vitalismus kommt
Burnham auf die Beziehung zwischen Natur, Form und Material bei Moore zu sprechen:
„Truth to material. Every material has its own individual qualities.“252 Entscheidend sei, dass
die Künstler*innen in „an active relationship“ mit dem Material arbeiten, denn nur so könne
dieses an der Ideenfindung („shaping of an idea“) beteiligt sein.253 Es geht um Härte, Nachgiebigkeit, Dehnbarkeit und Oberflächentexturen. In der Natur gebe es, so Moore, eine Vielfalt an Formen und Rhythmen, deren Reichtum, erweitert durch Erfindungen wie Mikroskop
und Teleskop (das ist für Burnham wichtig), zu nutzen und zu erhalten sei. Burnham selbst,
der Moore nach Herbert Read zitiert, steht dem Konzept Materialgerechtigkeit skeptisch
gegenüber und betont dessen Ambivalenz: „Any forming or shaping must take advantage
of the plasticity of each material, and, more importantly no material will do what it is not
meant to do. […] The attraction is […] its ring of moral equilibrium and natural propriety.“254
Krauss bezeichnet dies als „alert responsiveness“ und schränkt die Bedeutung des Materials
berechtigterweise mit dem Hinweis ein, dass die Idee nicht von den Künstler*innen zu trennen sei.255 Zugleich stellt sich die für lebende Skulpturen essenzielle ethische Frage nach
Art-‚Gerechtigkeit‘ und Autorschaft: „after all, who is to be the master?“256 Für die Skulptur
der Künste im 19. Jahrhundert, Bd. 1, Frankfurt am Main: Klostermann 1971, S. 129–157. Siehe auch
Raff 1994, insbesondere S. 18–32, sowie die Textsammlung in: Dietmar Rübel/Monika Wagner/Vera
Wolff (Hg.), Materialästhetik. Quellentexte zu Kunst, Design und Architektur, Berlin: Reimer 2005.
247 Bandmann 1971, S. 138f., 148f., 153.
248 Nadine Rottau, Materialgerechtigkeit. Ästhetik im 19. Jahrhundert, Aachen: Shaker 2012. So lobte
Semper in Der Stil (1860) die „absolute Gefügigkeit des Materials“ bei Kautschuk (ebd., S. 15); zu
Ruskin siehe ebd., S. 17–32.
249 Ebd.
250 Hofmann 1958, S. 19–23, S. 21.
251 Ebd.
252 Burnham 1968, S. 95f., Herv.i.Orig.
253 Ebd.
254 Ebd., S. 96.
255 Krauss 1981, S. 143f. Sie zitiert denselben Passus von Moore.
256 Burnham 1968, S. 96. Siehe auch ebd., S. 155: „‚Truth to material‘, more than being an honest and
analytical approach to the use of sculpture materials, was an overreaction to earlier excesses“ – auch
wenn gerade bei computergestützten Werken diese Frage nach wie vor entscheidend ist.
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Die (Human) Living Sculpture
des 21. Jahrhunderts sind die wachsende Bedeutung des 3D-Drucks mit seinem Simulations
potenzial, Virtual Reality und damit verbundene Auslagerungen des Produktions- und Rezeptionsprozesses auf die Maschine sowie die Materialgerechtigkeit digitaler Skulpturen zu
untersuchen.
Während bei Morris Materialgerechtigkeit in seinen Felt Pieces und Stacks, bei Senga
Negudi in ihren Skulpturen aus gedehnten Strumpfhosen (inklusive Materialermüdung) erprobt wird (Swing Low, 1976/2014), schließt dies bei künstlerischen Arbeiten mit lebendem
Material, die eine eigene agency prägen, neben ethischen auch moralische und saisonalrhythmisch bzw. organisch-lebenszyklisch bedingte Fragen mit ein.257 Greifen Künstler*innen
wie Dieter Roth, Michael Badura (Eingeweckte Welt, 1964) und H. A. Schult mit seiner Biokinetik (1969) oder Tissue Culture Art Project mit ihren Semi-Living Sculptures (2001) auf
Mikroorganismen, Bakterien, Zell- und Pilzkulturen zurück, handelt es sich eher um amorphe Gebilde einer bewegten, wachsenden, sich verändernden Biomasse mit eigenzeitlicher
Dynamik denn um individuelle Gegenüber, wie sie bei Haacke oder Huyghe anzutreffen
sind oder bei Sommerer & Mignonneaus Interactive Plant Growing (1992) (Abb. 35), wenn
Pflanzen aktiv werden, als Interface die elektrische Spannung der User*innen aufnehmen
und durch die Interaktion auf einer Projektionsfläche virtuelle Pendants entstehen.258
Dass die Living Sculpture in der Fachliteratur nur einen marginalen Stellenwert besitzt
und skulpturtheoretisch bisher nicht hinreichend untersucht wurde, stellt ein Desiderat dar.259
257 Monika Wagner führt den Begriff ‚Materialgerechtigkeit‘ auf Goethes Plädoyer (1778) für die gequälten
Steine des Mailänder Doms und seiner Forderung nach einer Einfühlung in das Material zurück: Monika
Wagner, „‚Materialgerechtigkeit‘. Debatten um Werkstoffe in der Architektur des 19. und frühen
20. Jahrhunderts“, in: Jürgen Pursche (Hg.), Historische Architekturoberflächen. Kalk – Putz – Farbe/
Historical Architectural Surfaces. Lime – Plaster – Colour (ICOMOS, Hefte des Deutschen National
komitees, XXXIX), München 2003, S. 135–138, S. 135; dies., „Vom Ende der materialgerechten Form.
Kunst im Plastikzeitalter“, in: Barbara Naumann/Thomas Strässle/Caroline Torra-Mattenklott (Hg.),
Stoffe. Zur Geschichte der Materialität in Künsten und Wissenschaften, Zürich: vdf Hochschulverlag
AG an der ETH 2006, S. 229–246. Siehe auch Wolfgang Kemp, „Material der bildenden Kunst. Zu
einem ungelösten Problem in der Kunstwissenschaft“, in: Prisma 9, 1975, S. 25–34. Siehe auch Monika
Wagner, „Material“, in: Karl-Heinz Barck et al. (Hg.), Ästhetische Grundbegriffe, Bd. 3, Stuttgart und
Weimar: Metzler 2001, S. 866–882. Wagner geht hier nicht auf Moore und die Bildhauerei ein.
258 Zu Bio Art in der Gegenwartskunst und anderen künstlerischen Formen von non-human agency siehe
u.a. die Ausstellungs- und Rechercheinstitution Art Laboratory Berlin, https://artlaboratory-berlin.org/
de/ (24.2.2023).
259 Siehe Rowell 1986. Auch hier gibt es kein eigenes Kapitel zur Living Sculpture; Kounellis’ unbetitelte
Arbeit mit Kakteen wird genannt; als Beispiel für eine maximale Erweiterung der Skulptur dient etwa
Lawrence Weiner mit seinen konzeptuellen schriftbasierten Arbeiten.
Seit 2014 gibt Claire Maingon bei Presses Universitaires de Rouen et du Havre jährlich die Zeitschrift
Sculptures. Études sur la sculpture (XIXe–XXIe siècle) heraus. Während die erste Ausgabe mit Sculpture
et Performance betitelt ist und einen Text von Erik Verhagen zu Franz Erhard Walther enthält, bringt
die vierte Ausgabe La sculpture et le vivant (2017) nur in einem Text ein Beispiel des Lebendigen,
namentlich Valie Export („La sculpture vivante comme expression carnavalesque chez VALIE EXPORT“
von Juliette Bertron), wohingegen die anderen Beiträge sich dem Lebendigen eher in einer motivischen Dimension bzw. im Kontext der Mimesis oder skulpturalen Phänomenen an der Schnittstelle zur
Pantomime und Kinetik widmen. In seiner knappen Einführung skizziert Thierry Dufrêne ausgehend
vom Pygmalion-Topos die Singing Sculpture des Künstlerduos Gilbert & George, nennt kurz ikonische
85
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
35 Sommerer & Mignonneau,
Interactive Plant Growing, 1992,
5 Sockel & Interfaces, Pflanzentöpfe mit lebenden Pflanzen,
Computer, Software, Spots,
Projektor, Pflanzenlampe
Ausgewählte Beispiele sogenannter Human Living Sculpture und Non-Human Living Sculpture werden im Folgenden erörtert, um das Spektrum dieses skulpturalen Phänomens zu
beleuchten, bevor einzelne umfassende Werkanalysen sich anschließen.260
I dream of a day when I shall create sculptures that breathe, perspire, cough, laugh, yawn, smirk,
wink, pant, dance, walk, crawl, … and move among people as shadows move among people. …261
In seinem 1965 veröffentlichten MMMMMMM….Manifesto beschwört der philippinische
Künstler David Medalla den Traum der Verlebendigung einer Statue, wie sie durch Pygmalion
aus der antiken Mythologie bekannt ist. Dieser verliebte sich in das von ihm geschaffene
anmutige Standbild aus Elfenbein: Galathea, die durch Venus’ Gnade zu atmen begann und
von ihrem Sockel stieg.262 Auch wenn in Medallas Manifest dieser Topos noch anklingt,
wirkt die Vorstellung seiner Living Sculpture mit ihren alltäglichen Körperreaktionen und
Gefühlsregungen weniger romantisch. Die Faszination des Menschen, sein Ebenbild zu erschaffen, gipfelt in künstlicher Intelligenz, automatisierten Apparaten oder Robotern wie in
der Erzählung Der Sandmann von E.T.A. Hoffmann (1816) oder auch Science-Fiction Filmen
wie Ex Machina (2015).
Beispiele des Lebendigen wie Anselmo, Beuys, Haacke, Kac, Kounellis, Kowalski und Penone, ohne
dabei Begriffsgeschichte und mögliche Formen der Transformation einer skulpturalen Ästhetik des
Lebendigen zu problematisieren. Auch verweist er nicht auf Burnham trotz seiner Bezugnahme auf die
Kinetik, Automaten und Cyborg Art (ebd., S. 3–6).
260 Die Übersicht beansprucht keine Vollständigkeit.
261 David Medalla, „MMMMMMM….Manifesto“ (1965), in: Guy Brett (Hg.), Exploding Galaxies. The Art
of David Medalla, London: Kala Press 1995. Zuerst veröffentlicht in Signals Newsbulletin, 1, 8, 1965.
262 Vgl. Ovid, Metamorphosen, übers. und hg. von Erich Rösch/Niklas Holzberg, München: Deutscher
Taschenbuchverlag 1999, X. Buch, 243–294.
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Die (Human) Living Sculpture
Was ist eine lebende Skulptur? Durch welche Merkmale zeichnet sich diese „Metamorphose“ aus? Inwiefern greifen die Künstler*innen auf Räumlichkeit, Unbeweglichkeit und
Plastizität zurück, wo brechen bzw. erweitern sie sie?
Franz Erhard Walther gehört mit seinem Versuch, eine Skulptur zu sein (1958) (Abb. 24)
zu den frühen Beispielen einer Kunstgeschichte des ‚lebenden Artefakts‘.263 Mit 19 Jahren
ließ er sich in einer Serie absurd-humorvoll anmutender Handlungen fotografieren. Speier
zeigt den jungen Künstler im Schneidersitz auf dem Boden seines Fuldaer Ateliers, die Hände in den Schoß gelegt, mit Backpulver und Milch vermischtes Wasser im hohen Bogen
ausspeiend. Vor ihm steht eine Blechschüssel. Walthers Blick ist nach oben gerichtet, die
Augen sind weit geöffnet. Er trägt unauffällige Arbeitskleidung; den Hintergrund bildet eine
Art weiße, gerahmte Projektionsleinwand, auf der sich durch den starken Schlagschatten
die Silhouette vergrößert abzeichnet. Die von Walther um den temporalen und partizipatorischen Aspekt erweiterte Definition von Skulptur erlangt vor dem Hintergrund klassischer
(Bildhauerei-)Diskurse besondere Signifikanz. In einem Interview äußerte er sein Bestreben,
die ursprünglich statuarische Gattung Skulptur unter die Herrschaft des Zeitlichen zu stellen.
Ich benutze mit Absicht diesen traditionellen Begriff, weil das, was ich tue, wenig mit traditionellen Vorstellungen zu tun hat. […] die Vorstellungen, die in diesem Raum, den ich meine, ent
stehen, können sich an diesem traditionellen Begriff ansammeln als Kristallisationspunkt. […] Was
ich unter Zeit verstehe, das ist kein Abstraktum, es ist ein Stoff, mit dem ich forme. Ganz einfach,
es kommen Zeitdehnungen vor, […] Zeitzusammenziehungen [, …] Zeitsegmentierungen […].264
Der Künstler selbst avanciert zu einer verlebendigten Statue. Vor der Kamera vollzieht sich
die Objektwerdung des Körpers. Bezogen auf traditionelles Bildhauereirepertoire lassen die
zwischen Pose und Aktion oszillierenden skulpturalen Inszenierungen Walthers an steinerne
Personifikationen denken, die mit spezifischen Attributen versehen Denkmäler flankieren,
Fassaden dekorieren und Raumensembles bevölkern. Ist in diesem Kontext (Abb. 36) die
Wagenleuchte ein Zeichen der lichtbringenden Veritas, der Stierschädel Walthers gar ein
Vanitas-Symbol (Abb. 37) und die Schüssel eine entfernte (humorvolle) Reminiszenz an das
Füllhorn der Abundantia?265
263 Vgl. Ursula Ströbele, „Mensch Tier Pflanze. Human and Non-human Living Sculptures“, in: Stefan
Vicedom (Hg.), Andreas Greiner. Anatomy of a Fairy Tale, Wien: Verlag für Moderne Kunst 2016,
S. 80–108.
264 Franz Erhard Walther, „Der andere Werkbegriff“, in: Kunstforum International, 29, 5, 1978, S. 102–
104, S. 104.
265 Für weitere Ausführungen zu Walthers Serie und dem Begriff der Pose sowie Craig Owens Fototheorie
vgl. Ursula Ströbele, „Performing the making – die Eigenzeit der ‚lebenden Skulptur‘ zwischen Dauer
und Augenblick“, in: Reuter/Ströbele 2017, S. 143–160.
„Ich dachte darüber nach, ob man einer Skulptur auch Tempo geben könnte. Zeitlichkeit. Etwas Fließendes. Holz oder Stein kamen nicht infrage. Auch die Skulpturenhandlungen nachzuzeichnen, das
war es nicht. Also bat ich einen Bekannten, mich in meinem Atelierraum zu fotografieren.“ (Franz
Erhard Walther im Interview mit Kolja Reichert, „Skulpturen ohne Ende“, in: FRIEZE.de, September–
November 2014, https://koljareichert.de/artikel/skulpturen-ohne-ende/, 15.3.2023.)
87
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
36 Franz Erhard Walther, Versuch, eine S kulptur
zu sein, 1958, Wagenlampe, Stierschädel, Blechschüssel, Wasser
37 Franz Erhard Walther, Versuch, eine Skulptur
zu sein, 1958, Stierschädel, Stuhl
38 Josef Bauer,
Ulli, Körperskulptur, 1972
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Die (Human) Living Sculpture
Erst Walthers Vorführungen des 1. Werksatzes 1969 finden als intersubjektive Begegnungen vor einer kunstaffinen Öffentlichkeit statt. Heute bleiben nur die das Ereignis
dokumentierenden Fotografien, die einzelne Momente der Aktion festhalten, ähnlich wie
beim österreichischen Konzeptkünstler Josef Bauer, der Anfang der 1970er-Jahre neben
seiner „Taktilen Poesie“ auch Ulli, Körperskulptur (1972) (Abb. 38) realisierte. Wir erleben
die Aktion mit einer zeitlichen Verzögerung, vergegenwärtigen sie uns, während wir das
Foto betrachten. Die Handlung ist nur der Vorläufer, d.h. Vorgeschichte und Voraussetzung
von der Bewegung zur Momentaufnahme. Dieses Innehalten unterstreicht den skulpturalen
Aspekt der durata bei gleichzeitiger Transformation des Dreidimensionalen in die piktoriale
Räumlichkeit des zweidimensionalen Bildes. Die Fotografie bannt die Momentaufnahme
zum Stillstand, wodurch der temporale Fokus erneut reduziert wird. Sukzession wird Dauer;
Haptik und Plastizität werden auf die Imagination verlagert, nur mit dem inneren Auge der
Betrachter*innen erfahren.
In ihrer frühen Serie Corps-Sculptures ließ sich auch ORLAN zwischen 1964 und 1967
als lebende Skulptur fotografieren. Die Arbeit wurde in der Forschung bislang wenig beachtet, ein weiteres Beispiel für die kritisch zu hinterfragenden Kriterien einer kunsthistorischen Kanonbildung.266 Die Schwarz-Weiß-Fotografien zeigen die 1947 in Frankreich als
Mireille Suzanne Francette Port geborene Künstlerin als junge Frau, unbekleidet, das Gesicht auf einigen Bildern durch eine Maske verborgen. Auf drei Aufnahmen versucht sie,
aus einem ovalen Bilderrahmen zu steigen. Sie trägt ihr langes braunes Haar offen, die
Nägel lackiert, im Versuch, sich mit dem rechten Arm aus dem prunkvollen Rahmen zu
lehnen, den Kopf nach rechts gewandt, mit wachem, neugierigen Blick, schräg nach oben
sehend. Auf den anderen beiden Bildern variiert ihre Pose jeweils; die Beine hat sie aus
dem einzwängenden Rahmen befreit bzw. sie streckt den Kopf heraus (Abb. 39). Die japanisch anmutende Maske ist männlich und verdeckt ihre Gesichtszüge, konterkariert dabei
ihre weibliche Körperlichkeit. Kunsthistorische Referenzen finden sich u.a. in den Reliefs
Gianlorenzo Berninis, etwa bei der Büste Gabriele Fonsecas (1668–1673, San Lorenzo in
Lucina, Rom) oder den der Verzückung der Hl. Theresa (1647–1652, Cornaro-Kapelle, Santa
Maria della Vittoria, Rom) beiwohnenden Gästen, auch wenn der Kontext ein gänzlich anderer ist. Der römische Barockbildhauer schuf diese buchstäblich rahmensprengenden Figuren als Zuschauer*innen an einem sakralen Ereignis bzw. als Teil eines Grabensembles. Doch
auch hier sind die skulptierten Gestalten bemüht, die ästhetische Grenze zu überwinden,
um sich der Betrachter*innensphäre zu nähern, eine gesteigerte Mimesis und emotionale
Anteilnahme am Geschehen, das sich vor ihren Augen in der Kapelle abspielt.267
Auch ORLAN nutzt vergleichbar Walthers fotografischer Serie Versuch, eine Skulptur
zu sein das Medium Fotografie, um den Körper in eine Skulptur zu transformieren. Beide
266 Erst in jüngster Zeit erlangte diese frühe Arbeit im Kontext der Skulptur größere Aufmerksamkeit, siehe
u.a. Quentin Petit dit Duhal, „Devenir-sculpture. La métamorphose photographique de l’identité. Étude
des Corps-sculptures d’ORLAN“, in: Sculptures, 7, 2020, S. 103–108.
267 Zur Ästhetischen Grenze siehe Ernst Michalski, Die Bedeutung der Ästhetischen Grenze für die Methode
der Kunstgeschichte (1932), Berlin: Mann 1996.
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1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
39 ORLAN, CORPS-SCULPTURES, Tentative de
sortir du cadre fond noir avec masque n. 2, 1965
„erstarren“ in Posen, die wiederum skulpturale Referenzen beinhalten – bei Walther Personifikationen und Bauplastik, bei ORLAN Bezüge zur italienischen Barockplastik. ORLAN
entscheidet sich für einen dekontextualisierten Raum ohne sichtbare architektonische Gegebenheiten und greift auf klassische Displays wie Rahmen und Sockel zurück, aber auch
auf Attribute wie Flagge, ihre Haare und Schlange. Walther situiert seine Aktion im Atelier
vor einer Leinwand. Beide nutzen einen starken Licht-Schatten-Kontrast, der die Plastizität
und damit Skulpturalität des Körpers unterstreicht, Theatralität evoziert. ORLAN thematisiert
diesen Tanz mit ihrem Schatten in einer gleichnamigen Serie Corps-sculpture sans visage
en mouvement dansant avec ombre (1965) (Abb. 40). Beide lassen sich alleine ohne Publikum im Atelier aufnehmen. Für die Rezeption des Werks steht die Fotografie. In den Bildern nimmt ORLAN rebellische, selbstbewusst erscheinende, männlich dominant wirkende
oder unterwürfige und Verletzlichkeit ausstrahlende Haltungen ein. Überhaupt oszillieren
diese zwischen der Exponierung des weiblichen Körpers als Lustobjekt, das zum Voyeurismus einlädt, und dessen Verhüllen bzw. Verbergen, indem sie maskiert mit ihren beiden
Händen ihre Scham bedeckt (Abb. 41). Mal ist sie in sich zusammengekauert, mal greifen
ihre Gliedmaßen weit in den Raum. Mal wirkt ihr Körper fast schmerzhaft verdreht, mal
zeigt sie sich entspannt liegend. Damit konterkariert sie klassische Posen, wie sie für die
künstlerische Ausbildung üblich waren. In einem Bild inszeniert sie eine fiktive Geburt, aus
der ein Mannequin hervorgeht, dessen Kunstkörper als ihr Double fungiert.
Seit Ende der 1970er-Jahre setzt ORLAN ihren eigenen Körper als skulpturales Material
ein, indem sie ihn wiederholt chirurgischen Eingriffen unterzog und seine Gestalt modellierte
(Carnal Art).268 Dabei greift sie auf ikonische Vorbilder und Figuren der Kunstgeschichte zurück,
268 Vgl. https://www.orlan.eu/bibliography/carnal-art/ (11.2.2023).
90
Die (Human) Living Sculpture
40 ORLAN, CORPS-
SCULPTURES, ORLAN
danse avec son ombre,
CORPS-SCULPTURE dansant
avec son ombre dit «en
mouvement», 1965
41 ORLAN, CORPS-SCULPTURES, Masque à
genoux mains sur sexe, 1965
insbesondere berühmte Frauengestalten. Sie besteht auf dem Recht zur Veränderung des
eigenen Körpers, insofern die technologischen Veränderungen der Gesellschaft Möglichkeiten bereitstellen, stereotype weibliche Schönheitsideale zu hinterfragen. Damit greift
sie gesellschaftliche Tabuthemen auf ähnlich wie die*der queere Performance-Künstler*in
und Bodybilder*in (Heather) Cassils, die*der den Körper als „Soziale Skulptur“ begreift und
91
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
42 Cassils, Cuts: A Traditional Sculpture: Time Lapse (Front), 2011, archivalischer Pigmentdruck,
152,4 x 101,06 cm
92
Die (Human) Living Sculpture
inäre Geschlechterkonzepte durchkreuzt.269 Mit Cuts: A Traditional Sculpture (2011–2013)
b
(Abb. 42) rekurriert Cassils auf Eleanor Antins Carving: A Traditional Sculpture (1972). Die
US-amerikanische Künstlerin unterzog sich zwischen dem 15. Juli und 21. August 1972
einer Diät und dokumentierte die physischen Veränderungen jeden Tag fotografisch von
vorn, hinten, links und rechts: „Technically it is carried out in what can be considered the
matter of archaic and classical Greek sculpture (peeling small layers off an overall body
image until the image is gradually refined to the point of aesthetic satisfaction).“270 Serielle
Fotografien greifen, ebenso wie bei Cassils, naturwissenschaftlich anmutende historische
Körper- und Bewegungsanalysen auf.271 Konträr zu Antin unterzog Cassils den Körper über
den Zeitraum von 23 Wochen einem regelmäßigen Krafttraining und Ernährungsprogramm,
um Muskelmasse zu generieren. Cuts entstammt der Terminologie des Bodybuildings und
bezieht sich auf die einander abwechselnden Phasen des Aufbaus und der Definition. Die
daraus entstandene Fotoserie Time Lapse spielt visuell auf eine Geschlechtsumwandlung
an, indem Cassils den ursprünglich weiblichen Körper in einen männlich konnotierten Körper transformiert; die Bildästhetik erinnert an Eadweard Muybridge und sexualmedizinische
Aufnahmen zu Beginn des 20. Jahrhunderts.272
Auch bei Lorenza Böttner klingen Topoi der Mimesis und Queerness an. Von 1978 bis
1984 studierte die als Ernst Lorenz Böttner geborene deutsch-chilenische Künstlerin (1959–
1994) an der Gesamthochschule Kassel (heute Kunsthochschule Kassel) bei Harry Kramer,
selbst Bildhauer und Tänzer. Dies war die Zeit, in der sie ihren Namen in Lorenza änderte und
sich selbst als weiblich transgender definierte. Sie malte, skulptierte und zeichnete mit den
Füßen und arbeitete als Straßenkünstler*in. Mit ihrer Performance Venus von Milo (1986)
(Abb. 43) imitierte sie mit ihrem eigenen armlosen, mit einer feinen Gipsschicht umhüllten
Körper den antiken Torso als Living Sculpture, befragte etablierte Idealisierungen weiblicher
Schönheit und gesellschaftlich normierte Körpervorstellungen. Diese queerte sie zugleich,
da sie hierfür ihren männlichen Körper einsetzte.273 Auf einem mobilen Podium stehend
wurde Lorenza Böttner als Venus auf die Bühne geschoben, öffnete ihre Augen und fing
zu sprechen an: „Was würdest du denken, wenn Kunst zum Leben erwacht?“, trat vom
Podium herunter und tanzte vor dem Publikum. Warum, so wird explizit gefragt, definieren
269 Https://www.cassils.net/cassils-about-the-artist (12.2.2023).
270 Eleanor Antin zit. n. https://webarchive.henry-moore.org/hmi/exhibitions/eleanor-antin-carving-a-traditionalsculpture (13.2.2023).
271 Vgl. Getsy 2015, S. 269; Lena Nievers, „Körpertransformationen“, in: Julia Brennacher/dies./Jürgen
Tabor (Hg.), Mapping the body. Der Körper in der heutigen Lebenswelt, Ausst.-Kat. Galerie im Taxis
palais, Wien: Verlag für moderne Kunst 2016, S. 56–60, S. 56; https://www.cassils.net/cassils-artworkcuts (13.2.2023).
272 Nievers 2016, S. 56.
273 Siehe Paul B. Preciado, Lorenza Böttner. Requiem für die Norm/Requiem for the Norm, hg. vom Württembergischen Kunstverein Stuttgart 2019, https://www.wkv-stuttgart.de/uploads/media/Lorenza_
Boettner_Booklet_final_kl.pdf (12.12.2021). Die Performance wurde 1987 in der Alabama-Halle in
München und 1988 beim Tonight Performance Festival in der Künstlerwerkstatt in der Lothringer
straße, in München, aufgeführt (ebd.).
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1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
43 Lorenza Böttner,
Ohne Titel, Venus von Milo,
1987, Videodokumentation
einer Performance, Combinale,
Alabama Halle München,
Farbe, Ton 22:22‘
wir die armlose Skulptur der antiken Venus von Milo als Schönheitsideal, nicht aber einen
solchen Körper wie den Lorenzas? Fungiert die Anbindung an die beauté idéale als Nobilitierung des eigenen, gesellschaftlichen Exklusionsmechanismen unterworfenen, scheinbar
deformierten Trans-Körpers des Andersartigen? Erst in den letzten Jahren folgten mehrere
Ausstellungen, darunter 2017 auf der Documenta, 2018–2019 in La Virreina, Centre de la
Image in Barcelona, 2019 im Württembergischen Kunstverein in Stuttgart und anschließend
im Museum der Universität von Toronto 2020, kuratiert von Paul B. Preciado, Transgenderaktivist und Philosoph.
Fluide Genderkonzepte verkörpern Eva & Adele, die seit den 1990er-Jahren im jeweils
neuen Zwillingslook auf Ausstellungseröffnungen und anderen Kunstveranstaltungen auftreten, weiblich geschminkt, kahl rasiert und identisch gekleidet. Meist tragen sie aufwändige
Kostüme in Pink- oder Rosatönen, hochhackige Schuhe und Handtaschen, c harakterisieren
94
Die (Human) Living Sculpture
44 Eva & Adele, The Dress,
2015–2016
sich selbst als Hermaphroditen.274 Ihrem eigenen Motto folgend – „Wherever we are is the
museum.“ – stellt sich das symbiotische Doppelwesen in einer Dauerperformance als quasi
Living Sculpture selbst aus, ebenso Attribute wie ihr pinkfarbenes Campingmobil oder abgelegte Kleidung, die sie als „biographische Skulpturen“ bezeichnen (The Dress, 2015–2016)
(Abb. 44). Selbstporträts dokumentieren ihre Auftritte (Polaroid-Diary, 1991–2005). Marcus
Steinweg attestiert ihnen eine „complex sculptural presence“ und die Konstituierung ihrer
„living sculpture“ in der Wiederholung.275
Ab 1959 – nach Walthers skulpturalen Posen – beginnt Ben Vautier, Menschen seines
Umfelds als lebende Skulpturen zu deklarieren: Sculptures Vivantes. Er stellt atmende Körper
aus, um seinem Ideal von ‚Wahrhaftigkeit‘, Authentizität und Lebensnähe zu entsprechen:
„J’en vins donc en 1959 à exposer l’individu lui-même car il ne peut y avoir plus de ressemblance à un corps qu’un corps lui-même.“276 Anders als Piero Manzoni signiert Vautier
die Körper nicht, sondern hält ihren Status vertraglich fest. So übertrug Gaston Gabriel
Melidonian am 18. Juli 1961 dem Künstler „le droit de considérer mon propre corps comme
274 Vgl. Sebastian Preuss, „Eva & Adele: Radikal vereint“, in: Zeit Online, 27..4.2018, https://www.zeit.
de/kultur/kunst/2018-04/eva-adele-kuenstlerpaar-ausstellungen-berlin-weltkunst (14.2.2023); You are
my biggest inspiration. Eva & Adele, Ausst.-Kat. Musée d’Art Moderne de la Ville de Paris, München:
Hirmer 2016; Nicole Gnesa (Hg.), Eva & Adele. Keep the rosy wing strong, Ausst.-Kat. Nicole Gnesa
Galerie München, München: Hirmer 2021.
275 Marcus Steinweg, „Für Eva & Adele“, in: You are my biggest inspiration 2016, S. 112–121, S. 113, 121.
276 Ben Vautier zit. n. Barbara Roosen, Ben Vautier. Einführung in das Werk und Überlegungen zur autothematischen Reflexion des künstlerischen Selbstverständnisses (= Dissertation Universität Bonn 2007),
Bonn 2007, S. 88, https://hdl.handle.net/20.500.11811/2764 (13.3.2023).
95
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
45 Timm Ulrichs, Erstes lebendes Kunstwerk (Selbstausstellung), 1961, Galerie
Patio, Frankfurt am Main, Remake 1966
s culpture vivante, dans tous ses instants, et tous ses gestes“.277 Durch die Adelung zur
Skulptur, vertragliche Vereinbarung und Kaufpreis adaptiert Vautier die Gepflogenheiten des
Kunstbetriebs und den Warencharakter von Kunst – eine Implikation, die bei Walthers Versuch, eine Skulptur zu sein keine Rolle spielt. Vautiers Inbesitznahme und Zuschreibung als
Teil seines Œuvres ist bei den männlichen Künstlern signifikant, wenn sie Menschen, Tiere
und Pflanzen (teils auch humorvoll) als Ko-Akteure in ihr skulpturales Werk inkorporieren
und damit eine Geste der Macht formulieren.
Das aufkeimende Interesse an einer Exponierung des menschlichen Körpers und dessen
Verrückung in den Kunstkontext zeigte sich 1961 in Erstes lebendes Kunstwerk (Selbstausstellung) von Timm Ulrichs (Abb. 45).278 Die Privatsphäre seines Wohnraums verschmilzt mit
dem öffentlichen Raum, indem er sich selbst zum künstlerischen Exponat erklärt. Ähnlich
wie bei Ulrichs, der sich seine Signatur auf den Oberarm tätowieren ließ, werden bei Ben
Vautier und Piero Manzoni (Abb. 46) die sculture vivente durch Signatur und Echtheitszertifikat als Skulpturen deklariert: „Es wird bestätigt, dass ___ [Name wird handschriftlich eingetragen] durch meine Hand signiert wurde und daher ab sofort als echtes und wahres Kunstwerk anzusehen ist.“279 Diejenigen, die sich auf Manzonis Basi Magici – Sockel aus Sperrholz
277 Ebd., S. 90.
278 Siehe auch: Peter Greenaway, 100 Objects to represent the world/100 Objekte zeigen die Welt, Ausst.-
Kat. Akademie der Bildenden Künste Wien, Stuttgart: Hatje 1992. In seiner Schau stellte Greenaway
auch „lebende Objekte“ aus, beispielsweise ein Paar, das Adam und Eva repräsentierte und auf einem
Sockel posierte.
279 Das Konzept wurde 1961 im Kontext der „Zimmergalerie Timm Ulrichs“ formuliert, doch erst 1966 in
einer Galerie realisiert. Siehe u.a. Birgit Jooss, „Die Erstarrung des Körpers zum Tableau. Lebende Bilder
96
Die (Human) Living Sculpture
46 Piero Manzoni, Sculture Viventi,
13. Januar 1961
mit zwei Filzsohlen zur Positionierung der Füße – stellten, avancierten in einer konzeptuellen
Weiterführung selbst zum plastischen Objekt, ohne der Unterschrift Manzonis zu bedürfen.
Ortswechsel: Ende der 1960er-Jahre stellte sich der kalifornische Konzeptkünstler
Robert Kinmont in einer Serie von 8 Natural Handstands auf seine Hände, um die Welt
aus umgekehrter Perspektive an unterschiedlichen Orten in Augenschein zu nehmen. Dieser skulpturale Akt, wie er ihn nannte, wurde in quadratischen Schwarz-Weiß-Fotografien
dokumentiert.280 Lucy R. Lippard bildet in Six Years: The dematerialization of the art object
from 1966 to 1972 den ersten seiner Handstände ab, den Kinmont in einer dramatisch wirkenden Pose in schwindelnder Höhe auf einem Felsvorsprung vollführte (Abb. 47).281 Stillstand ist Illusion. Alles ist in Bewegung. Es gilt, die Balance zu halten, kleine Abweichungen
sofort auszugleichen. Erst die Fotografie hält den Augenblick fest. Ähnlich wie bei Walther
in Performances“, in: Christian Janecke (Hg.), Performance und Bild – Performance als Bild, Berlin:
Philo & Philo Fine Arts 2004, S. 272–303, S. 276–278. Siehe Martin Engler (Hg.), Piero Manzoni. Als
Körper Kunst wurden, Ausst.-Kat. Städel Museum Frankfurt am Main, Bielefeld: Kerber 2013, S. 204f.
Abb. 202. Die Dokumente sind zweisprachig (englisch, französisch) und fortlaufend nummeriert. In der
Originalversion heißt es: „On certifie que … a été signé(e) par ma main et pourtant est consideré(e) de
la date ci-dessous œuvre d’art authentique et véritable.“ (Ebd., S. 205.)
280 Diese die acht Handlungen dokumentarisch erfassenden Fotografien begreift Kinmont „structurally
meaningful as conceptual sculpture“ (Julie Ault, In Step with the Desert: The Morphology of Robert
Kinmont, Alexander and Bonin Gallery New York 2009, n.p.).
281 Lucy R. Lippard, Six Years: The dematerialization of the art object from 1966 to 1972, Berkely [u.a.]:
University of California Press 1997 (zuerst erschienen 1973), S. 70. Siehe auch Ursula Ströbele, „Attention! Skulpturale Formen des Stillstands in living sculpture und Fotografie“, in: Barbara Gronau (Hg.),
Künste des Anhaltens, Berlin: neofelis 2019, S. 96–112.
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1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
47 Robert Kinmont, 8 Natural
Handstands, 1969/2009, 9 Silbergelantineabzüge, je 21,5 x 21,5 cm
f unktioniert diese Übertragung bei Robert Kinmont, wenn er seine Handstände in freier
Landschaft als skulpturalen Akt versteht und sich im entscheidenden Augenblick der Stasis
ablichten lässt. Auch Jannis Kounellis suggeriert mit seinen skulpturalen Posen und Apollo-Maske vor dem Gesicht, Fragmenten antiker Statuen und Flötenspieler (1973) eine wechselseitige Spannung zwischen der Statuarik traditioneller Statuen und einer verlebendigten
Skulptur.
Ein Beispiel für die Verbindung lebender Skulptur mit elektronischen Geräten und Musik
ist Charlotte Moormans und Nam June Paiks TV-Bra for Living Sculpture (Abb. 48), u.a. in
der Kölner Ausstellung Happening & Fluxus (1970).282 Die Arbeit besteht aus zwei kleinen
TV-Bildröhren, die sich Moorman vor ihre Brust schnallt, um anschließend mit ihrem Cello
zu performen. In einer Kooperation mit Otto Piene steigt Moorman als ‚fliegende‘ Skulptur
mit ihrem Cello in den Himmel.
Ungefähr zeitgleich posierten Gilbert & George (Abb. 12) singend, bemalt mit Metallic
farben und ausgestattet mit Anzug, Hut, Handschuh und Stock auf Tischen. Während
Walthers Versuch, eine Skulptur zu sein nur über das Foto rezipiert werden kann, wir die
Handlung als Vorläufer und Voraussetzung für die Skulptur nacherleben, finden die Live-
Auftritte des britischen Künstlerduos in der Realzeit statt. In seiner Theorie des Bildakts
erläutert Horst Bredekamp:
282 Vgl. u.a. https://walkerart.org/collections/artworks/tv-bra-for-living-sculpture (21.8.2019). Siehe auch
Rinuy 2016, S. 96f.
98
Die (Human) Living Sculpture
48 Charlotte Moorman performt Nam June Paiks
TV-Bra for Living Sculpture (1969) auf dem Dach ihres Lofts,
Pearl Street 62, New York, 30.7.1982
Sich selbst als living sculpture definierend, haben sie die Frage nach der Lebendigkeit des Werks
durch deren permanente Bestätigung obsolet gemacht. […] Gilbert und George sind das Werk als
lebendes Bild, und damit ahmen sie sich selbst in Echtzeit nach, so dass die Unterscheidung von
Bild, Nachbild und Leben schwindet. Die Künstler präsentieren sich selbst als Bild und hierin sind
sie Realsymbole des schematischen Bildakts.283
Anlässlich der von Jean-Christophe Ammann kuratierten Wanderausstellung Europe in the
seventies. Aspects of recent art (1977–1979) verweist David Brown in seinem Katalogtext
auf die Problematik einer Zuordnung zur Gattung Skulptur. Richard Longs und Hamish
Fultons Entgrenzungen unterscheiden sich deutlich von Anthony Caros und William Tuckers
Skulpturalität. Das Werk von Gilbert & George gilt als Skulptur, weil die Künstler selbst auf
den Begriff rekurrieren:
Gilbert and George’s work would not be sculpture at all, despite an insistence on their part – no
less great than that of Tucker in respect of his own work – that in all their work they are employing this mode. Their single work of sculpture is themselves and their lives. Parts of this works are
presented to the public in the form of events or tangible objects. Whatever the forum is, it is described as sculpture, including interview sculptures, singing sculptures, drinking sculptures, eating
sculptures, book sculptures, drawing sculptures, painting sculptures, photo sculptures, postcard
sculptures and video sculptures; all presented in an exemplary fashion with a nicely judged feeling
for the rightness of form.284
283 Horst Bredekamp, Theorie des Bildakts, Berlin: Suhrkamp 2010, S. 119f., Herv.i.Orig.
284 Brown 1977, S. 19. Siehe auch Lippard 1997, S. XVI: „The emphasis on process also led to art-as-life,
life-as-art pieces, like Lozano’s Piper’s, and Gilbert & George’s living sculptures, and especially Mierle
Ladermann Ukeles’s ‚Maintenance Art‘ series, which began in 1969.“
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1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
Beatrice von Bismarck versteht die Kategorisierung als Skulptur durch Gilbert & George
folgerichtig als „strategische Setzung“, mit der sich das Künstlerduo neben Bruce McLean –
Stephen Cripps wäre zu ergänzen – und John Latham im britischen Kunstfeld, explizit an
der St. Martins School, gegen eine formalistische Tradition und Bildhauerheroen wie Moore
oder Caro, Philipp King oder Tim Scott positionierte.285 Einerseits übten sie damit Kritik
an der Medienspezifik, andererseits am traditionellen Begriff der Skulptur und standen für
dessen programmatische Erweiterung ein, wobei meines Erachtens diese „Setzung“ nur
über die Anknüpfung an die nobilitierte Gattung Skulptur und Einreihung in deren Tradition
erfolgreich war. Durch die inflationäre Verwendung von ‚Skulptur‘ für Collagen, Postkarten,
Gemälde etc. verweisen Gilbert & George auf die gattungsübergreifende bzw. materialnegierende Konzeptkunst ihrer Zeit. Dieser Angriff gegen die vermeintliche Virtuosität im
Umgang mit Material und einen damit verbundenen Geniekult, der das Material zum Ausdrucksträger eines geistreichen Künstlerprotagonisten degradierte, sowie die Infragestellung überlieferter Materialwertigkeiten sind möglicherweise auch für Ulrichs und Manzoni
ausschlaggebend. Die Auseinandersetzung mit Duchamps Readymade, die aufkommende
Konzeptkunst, Performance Art und die Infragestellung der Greenberg’schen Medienspezifik sind für die Entwicklung der Living Sculpture prägend gewesen.
Die Geschichte der Human Living Sculpture – eine mögliche Bezeichnung – bzw. der
Body Art, wie sie oftmals beschrieben wird, weist einen großen Facettenreichtum auf. Bei
einigen Positionen verschmelzen Künstler*innenkörper und Werk, bei anderen ist es der Körper einer/s Akteur*in oder zufällig anwesender Rezipient*innen, die in einer Art Metamorphose temporär zum skulpturalen ‚Artefakt‘ mutieren. Mit seinen One Minute Sculptures
kreiert Erwin Wurm lebende Artefakte und orientiert sich am traditionellen Skulpturenvokabular.286 Den Ausstellungsbesucher*innen, die seinen Handlungsanweisungen folgen, bietet
er weiße Podeste und Attribute zur Ausführung der jeweiligen „Zeitskulptur“ an.287 Kleine
Zeichnungen und kurze Kommentare ergänzen die Anleitung. Die lebendige Statue macht
die kunstvolle Meißeltechnik Pygmalions überflüssig. Valie Export persifliert mit ihrem Tapp-
285 Beatrice von Bismarck, „Zwischen Revoltieren und Legitimieren – Aufführungen des Bildes. Zur Singing
Sculpture von Gilbert & George“, in: Janecke 2004, S. 247–271, S. 254. Siehe auch Rinuy 2016, S. 99
(Gilbert & George im Kapitel zu akustischer Skulptur, „départ d’une carrière de sculpteurs humaines“
[ebd., S. 100]). Eine Liste der Living Sculpture Presentations bis 1991 findet sich bei: Robert Violette/
Hans-Ulrich Obrist (Hg.), The Words of Gilbert & George. With Portraits of the Artists from 1968 to
1997, London: Thames & Hudson, Violette Editions 1997, S. 305f. Die Wirkung des Künstlerduos auf
Rezipient*innen beschreibt Daniel Thomas: „Most visitors were previously unfamiliar with Gilbert &
George and came perhaps to scoff; all left filled with admiration for the immaculate perfection of what
was being done (small children mostly took if for granted that they were triumphs of technology, not
real people) and for the fascinating beauty of it.“ (Daniel Thomas, „Gilbert & George“, in: ART and
Australia, Oktober–Dezember 1973, S. 135.)
286 Vgl. u.a. Erwin Wurm, One Minute Sculptures, 1988–1998, Werkverzeichnis, hg. von Kunsthaus
Bregenz, Fonds Régional d’Art Contemporain de Bourgogne Dijon, CAN Centre d’Art Neuchâtel, Ostfildern 1999.
287 Vgl. Ursula Ströbele, „Erwin Wurms One Minute Sculptures im Kontext der lebenden Plastik“, in: Erwin
Wurm, Ausst.-Kat. Berlinische Galerie, Berlin: Prestel 2016, S. 7–11.
100
Die (Human) Living Sculpture
49
Valie Export, Körperkonfigurationen, 1982
50 Rebecca Horn, Messkasten, 1970, schwarzer
Lack, Aluminium, Stahl, 200 x 90 x 90 cm
und Tastkino die der Plastik eigene Haptik, Vanessa Beecroft mit ihren skulptural anmutenden Performances weiblicher Akteure, die stundenlang bis zur physischen Erschöpfung
stillstehen, die der Skulptur eigene Stasis. Die Koreanerin Kim Sooja erstarrt in ihrer Serie
A Needle Woman (1999–2001) zum eigenen Standbild inmitten turbulenten Großstadtgewühls. Stillstand im Sinne eines temporären „Denkmals“ als subversive Reaktion auf die
Unruhe unserer Zeit? Doch bleiben diese Werke einer erweiterten Objektästhetik verhaftet –
mit Ausnahme von Valie Export: Mit ihren Körperkonfigurationen (Abb. 49) scheint sie selbst
zum plastischen Bauschmuck zu mutieren, indem sie sich an Balustraden und Treppenstufen
schmiegt, Wandvorsprünge oder Nischen ausfüllt, diese mit ihrer femininen Figur nachzeichnet. Ihr weiblicher Körper unterwirft sich der machtausstrahlenden Architektur; das
Organische, Weiche und Biegsame eines lebenden Menschen kontrastiert mit der Starrheit
und Härte von Stein.288 Auch Rebecca Horn unterwirft ihren Körper diversen Experimenten,
etwa in ihren ab 1968 entstandenen prothesenhaften Körperextensionen Arm-Extensionen
288 Siehe u.a. Mechthild Widrich, Performative Monuments. The rematerialization of public art, Manchester
[u.a.]: Manchester University Press 2014, S. 73–80. Widrich erörtert Valie Exports körperliche Auseinandersetzung mit Architektur und öffentlichem Raum, verhandelt deren Körperkonfigurationen allerdings
nicht aus einer skulpturtheoretischen Perspektive, vielmehr betrachte die Künstlerin Architektur wie
eine Art zweite Haut. Siehe auch Juliette Bertron, „La sculpture vivante comme expression carnavalesque chez VALIE EXPORT“, in: Sculptures, 4, 2017, S. 39–43. Valie Export bezeichnet diese Werkgruppe
101
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
(1968), Einhorn (1970), Weisser Körperfächer (1972) und Handschuhfinger (1972).289 In
Messkasten (1970) (Abb. 50) zwängt sie sich in ein mit Stangen durchsetztes rechteckiges
Gehäuse, das wie ein Folterinstrument ihren Körper aufzuspießen scheint, dem Titel gemäß
eine physisches Volumen erfassende Maßvorrichtung darstellt.
Alexandra Pirici lässt ihre Performer*innen Monumente und Pressebilder nachstellen.290
Die rumänische Künstlerin und Choreografin ist dafür bekannt, dass sie historische Denk
mäler im öffentlichen Raum kritisch kommentiert, dabei künstlerische Methoden wie
ephemere skulpturale Ergänzungen einsetzt und so tableaux-vivants-ähnliche Körperbilder
schafft, um Statuen kritisch zu reflektieren und temporär auf performative Weise neu zu codieren. Für Soft Power. Sculptural Additions to Petersburg Monuments, das im Rahmen der
Manifesta 10 für zeitgenössische Kunst im Jahr 2014 in St. Petersburg präsentiert wurde,
wählte Pirici die Statuen von Wladimir Lenin, Katharina der Großen und Peter dem Großen,
um die Konstruktion von Geschichte, die Verherrlichung von Denkmälern und die damit
verbundene offensichtliche Machtdemonstration zu hinterfragen.291 Den Bereich um die
monumentale Statue von Peter dem Großen und deren Sockel (Abb. 51) okkupierten die
Performer*innen, um in der Sonne zu liegen, zu lesen oder Musik zu hören, und verwandelten diesen Umraum so in einen allgemein zugänglichen Freizeit- und Erholungsbereich. Das
inhärente, historisch determinierte Machtverhältnis kommt hier weniger in dessen Überwindung, vielmehr in der Umdeutung, d.h. in der Besetzung des Raums der Statue, einer gegen
wirkenden Soft Power zum Ausdruck. Das Denkmal Wladimir Lenins mit seiner massiven
Sockelstruktur wurde in einem choreografierten Tableau vivant imitiert (Abb. 52), wodurch
sich der Kontrast zwischen den Proportionen der menschlichen Körper und der überlebensgroßen Figur, zwischen Fleisch und Bronze zusätzlich steigerte. Pirici übersetzte die figurierte Ohnmacht des Individuums in eine selbstermächtigende Geste. Ist diese Form der temporären Neukodierung als ephemerer ikonoklastischer Akt zu betrachten?292 Anstatt Statuen
selbst als lebende Skulptur (siehe u.a. VALIE EXPORT, Ausst.-Kat. Centre National de la Photographie
Paris, Montreuil: Éditions de l’Oeil 2003, S. 157).
289 Siehe u.a. Sandra Beate Reimann (Hg.), Rebecca Horn. Body Fantasies, Ausst.-Kat. Museum Tinguely
Basel, Wien: Verlag für moderne Kunst 2019; Bettina Busse (Hg.), Rebecca Horn. Concert for anarchy,
Ausst.-Kat. Bank Austria Kunstforum Wien, Berlin: Hatje Cantz 2021.
290 Siehe u.a. Alexandra Pirici, Leaking Territories (2017), in: König/Peters/Wagner 2017, S. 244–248.
291 Http://manifesta10.org/en/artists/alexandra-pirici/ (12.1.2023). Siehe auch Mélanie Boucher, „Soft Power ou Les corps-monuments d’Alexandra Pirici“, in: Espace, 112, 2016, S. 26–35; Ursula Ströbele,
„Toppling things: Artistic Approaches and Media Strategies in Dealing with Monuments – Alexandra
Pirici, Morehshin Allahyari, Julius von Bismarck & Julian Charrière“, in: Nausikaä El-Mecky, Tomas
Macsotay (Hg.), Toppling Things. The Visuality, Space and Affect of Monument Removal, Series
Thamyris-Intersecting: Place, Sex, and Race, Leiden: Brill (= erscheint 2024).
292 Wie Gerhard Paul belegt, ist das Anbringen von temporären Kommentaren an öffentlichen Statuen eine
gängige Praxis. Als historisches Beispiel führt er die DDR an, wo Lenin-Statuen nach dem Fall der Berliner Mauer mit ironischen Inschriften auf Spruchbändern geschmückt wurden. So nahm der polnische
Künstler Krzysztof Wodiczko 1990 eine Neuinterpretation vor, als er eine Lenin-Statue mithilfe einer
Projektion in einen Einkaufswagen voller billiger Elektronikartikel verwandelte. Gerhard Paul, „Good
Bye Lenin! Bildersturm und Denkmalsturz im 20. Jahrhundert“, in: ders. (Hg.), BilderMACHT. Studien zur
Visual History des 20. und 21. Jahrhunderts, Göttingen: Wallstein 2013, S. 539–566, S. 559.
102
Die (Human) Living Sculpture
51 Alexandra Pirici, Soft Power,
2014, sculptural addition to the
Bronze Horseman public monument,
St. Petersburg, Manifesta 10, 2014
52 Alexandra Pirici, Soft Power,
2014, sculptural addition to/
enactment of the statue of Lenin
in Finland Square, St. Petersburg,
Manifesta 10, 2014
103
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
physisch zu zerstören oder zu stürzen, entwirft Pirici eine spezifische Form der skulpturalen
Gegen-Monumentalität und De-Monumentalisierung. Hierfür ist es gewinnbringend, auf
das 1992 von James Edward Young geprägte Konzept „counter-monument“ zu verweisen.293 Young nutzt den Begriff, um die Werke einiger westdeutscher Künstler*innen zu
beschreiben, die in den 1980er-Jahren die Erinnerung an den Holocaust repräsentierten,
wobei er das Denkmal gegen den Faschismus in Harburg (1989) von Esther Shalev-Gerz
und Jochen Gerz als ein Beispiel anführt. Diese Gegenmonumente lehnten die traditionellen
Formen und Gründe für öffentliche Gedenkkunst ab, einschließlich ihrer Stasis und Überzeitlichkeit. Young zufolge besteht ihr Hauptziel darin, dem Publikum seine Selbstgefälligkeit
zu nehmen, es dazu zu bringen, seine Annahmen zu hinterfragen und Denkmäler nicht
länger zu ermutigen, „to do our memory-work for us“.294 Das Harburger Denkmal gegen
den Faschismus stellt den ontologischen Status von Denkmälern und ihre didaktische Funktion infrage. Konkret aktivierte es die Schaulustigen, indem sie ihre Namen auf eine Säule
schreiben konnten, die langsam in den Boden gesenkt wurde, bis sie verschwand.295 Young
argumentiert überzeugend, dass das Denkmal gegen den Faschismus Vergänglichkeit, konzeptionelle Selbstzerstörung und die Negation einer festen Form als Hauptmerkmale eines
Gegen-Denkmals verkörpert. Pirici erweitert das Verständnis des Young’schen Gegenmonuments und entwickelt zugleich eine zweite Strategie, d.h. die Strategie der De-Monumentalisierung. Gegenmonumentalität bezieht sich hier auf die temporäre, performative Geste,
die das historische Monument mit einer Tableau-Vivant-Performance konfrontiert und eine
kollektive Living Sculpture schafft, die nur in individuellen Nachbildern und fotografischen
Dokumentationen überlebt. Andererseits funktioniert die Entmonumentalisierung als künstlerische Strategie, sich mimetischen Forderungen zu entledigen: Die Aneignung des Sockels
und Umraums der Statue Peters des Großen ignoriert ihr historisches Emblem der Macht
und ihre Überzeitlichkeit. Beide Herangehensweisen Piricis kreieren eine Gegenerzählung
zur Monumentalität, indem sie etablierte Erinnerungskonzepte neu verhandeln und die
(Idee der) Neutralität des öffentlichen Raums infrage stellen.
Exkurs: Joseph Beuys – Soziale Plastik296
Joseph Beuys trug maßgeblich zur Erweiterung des Kunstbegriffs bei, weshalb sein Skulpturverständnis und die Soziale Plastik als wegweisender Schritt zu einer skulpturalen Ästhetik
des Lebenden beleuchtet werden. 1961 wurde er auf den Lehrstuhl für Monumentale Bild293 James Edward Young, „The Counter-Monument: Memory against Itself in Germany Today“, in: Critical
Inquiry, 18, 2, 1992, S. 267–296; Nora Sternfeld, „Münsters Gegen-Monumente: Ästhetiken der Erinnerung im öffentlichen Raum“, in: Public Matters. Debatten & Dokumente aus dem Skulptur Projekte
Archiv, Köln: Verlag der Buchhandlung Walther König 2019, S. 213–228.
294 Young 1992, S. 273.
295 Um die Erinnerung lebendig zu halten, müsse das Gegenmonument auf die Betrachter*innen zurückwirken und ihnen die Erinnerungsfunktion/-aufgabe übertragen (ebd., S. 294).
296 Der folgende Abschnitt ist einem Text der Autorin für das von Timo Skrandies und Bettina Paust herausgegebene Joseph Beuys-Handbuch. Leben – Werk – Wirkung (Stuttgart: J.B. Metzler 2021, S. 100–105)
entlehnt.
104
Die (Human) Living Sculpture
53
Josef Beuys, Der Chef – The Chief (Fluxus-Gesang), 1964, Galerie René Block, Berlin
hauerei an die Kunstakademie Düsseldorf berufen. In die Anfangszeit seiner Lehrtätigkeit
fällt die Auseinandersetzung mit Fluxus; 1963 führte er eine Aktion mit Fett in der Kölner
Galerie Zwirner anlässlich eines Vortrags von Allan Kaprow auf. Seitdem mehrten sich die
Arbeiten mit Fett und Filz als identitätsstiftenden Materialien. 1964 realisierte Beuys seinen
Fettstuhl; im selben Jahr führte er in Kopenhagen und Berlin die skulptural anmutende Aktion Der Chef – The Chief (Fluxus-Gesang) (Abb. 53) auf, während der er mehrere Stunden
isoliert in eine Filzdecke gehüllt auf dem Boden liegt und ihm zu Kopf und Füßen zwei tote
Hasen als Verlängerung seines Körpers liegen.297 Durch ein Mikrofon unter der Decke und
im Raum angebrachte Lautsprecher waren außen Gurgellaute, Atmen, Röcheln, Zischen
und Husten zu vernehmen; Haarbüschel und Fingernägel, verschiedene Formationen von
Fett und zwei Kupferstäbe ergänzten die Szenerie. Charakteristisch für die plastische Situation von Der Chef ist die statuarische Selbstpräsentation, die den Künstlerkörper zur Living
Sculpture, zu einem textilen, die Silhouette nahezu verbergenden Objekt werden lässt. Vor
der Tür der Berliner Galerie René Block ließ Beuys ein Schild mit der Aufschrift „Der Chef“
297 Vgl. Uwe M. Schneede, Joseph Beuys, die Aktionen. Kommentiertes Werkverzeichnis mit fotografischen Dokumentationen, Ostfildern-Ruit: Hatje Cantz 1994, S. 68–75; Sven Lindholm, Inszenierte Metamorphosen. Beuys’ Aktionen vor dem Hintergrund von Goethes Gestalttheorie, Freiburg: Rombach
[u.a.] 2008, S. 230–236.
105
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
anbringen. Diesen Hinweis integrierte er in sein gleichnamiges Plastisches Bild, wodurch
sich die enge Verzahnung zwischen skulpturalen Objekten, Requisiten, Multiples, Aktionen,
Zeichnungen und Diskussionen erklärt, die alle seinen erweiterten Kunstbegriff verkörpern.
Geplant war ursprünglich eine Parallelaktion mit Robert Morris in New York. Der Galerist
Schmela hatte Morris für eine Ausstellung nach Düsseldorf eingeladen, wo sich beide Künstler kennenlernten, Beuys mit ihm und Yvonne Rainer einen Tanzabend an der Akademie
organisierte.298 Seit den frühen 1960er-Jahren führte Morris skulpturale Performances wie
Columns (1961) und in Düsseldorf 1964 Site mit Yvonne Rainer auf.299 Die von Beuys vorgesehene Aktion in New York realisierte Morris allerdings nicht.300 1968 trafen die beiden
jeweils auf unterschiedliche Weise nach einer Neudefinition von Skulptur strebenden Künstler erneut aufeinander, als deren Ausstellungen im Van Abbemuseum in Eindhoven sich
überschnitten und Beuys den Filzraum von Morris sah, woraus kritische Fragen nach Einfluss
und Vorbildern erwuchsen, insbesondere als Morris die neuen Kunsttendenzen auf die USA
rückbezog.301 Im selben Jahr lehnte Beuys eine Einladung von Morris für 9 at Leo Castelli in
New York ab und begründete dies mit Differenzen im metaphorischen Gehalt der Arbeiten.302
Trotz Burnhams differierenden konzeptuellen und ideengeschichtlichen Hintergrunds
ist auch bei Beuys die Skulptur ein Bestandteil eines größeren Systems, d.h. ein Requisit oder
von einer Aktion geformtes Objekt.303 Wie Hans Körner und Reinhard Steiner bemerken,
bedürfen die Arbeiten der Rückbindung an die Person Beuys, dessen Materialverständnis
und -ästhetik, weshalb sie „unselbständige Teile einer als Ganzheit verstandenen ‚Parallel
aktion‘“ sind.304 Die von Michael Fried kritisierte Theatralität kommt in den Aktionen von
Beuys zum Höhepunkt. Anleihen aus dem Theater, dessen Handlungsdynamiken und Aufführungspraktiken sind deutlich, wie seine soziale Plastik unterstreicht.305 Er bezeichnet sich
298 Dirk Luckow, Joseph Beuys und die amerikanische Anti Form-Kunst. Einfluß und Wechselwirkung zwischen Beuys und Morris, Hesse, Nauman, Serra, Berlin: Mann 1998, S. 43.
299 Ebd., S. 42, 54f.
300 Luckow 1998, S. 58–60, 65–68; Schneede 1994, S. 69.
301 Siehe u.a. Caroline Tisdall, Joseph Beuys, London: Thames and Hudson 1979, S. 190; Dirk Luckow,
„Unerwartete Parallelen. Joseph Beuys und die amerikanische Anti-Form-Kunst“, in: Ulrich Müller (Hg.),
Joseph Beuys – Parallelprozesse, München: Hirmer 2012, S. 98–115, S. 101f.
302 Vgl. Causey 1998, S. 139.
303 Volker Harlan/Rainer Rappmann/Peter Schata (Hg.), Soziale Plastik. Materialien zu Joseph Beuys, Achberg: Achberger Verlag 1984, S. 110 (= 3., erweiterte und ergänzte Auflage). Beuys resümiert: „Die
Objekte sind nur verständlich im Zusammenhang mit meinen Ideen.“
304 Beuys zit. n. Hans Körner/Reinhard Steiner, „‚Plastische Selbstbestimmung?‘ Ein kritischer Versuch über
Joseph Beuys“, in: Das Kunstwerk, 35, 3, 1982, S. 32–41, S. 35. Eine absolutistische, subjektistische
Haltung, d.h. die „imaginäre, fiktive Erweiterung des individuellen Subjekts zu einem Groß-Subjekt“
unterstellen ihm die beiden Autoren und kritisieren zu Recht, dass er Machtfragen verschweigt: „Wenn
jemand meine Sachen sieht, dann trete ich in Erscheinung“ (ebd., S. 38).
Zum Materialspektrum zählen neben Filz und Fett Metalle wie Kupfer und Eisen, tote Tiere, Schiefer,
Honig, Objects Trouvés, ferner Materialien, die Assoziationen an Schmerz und Krankheit wecken, darunter Mullbinden, Gaze, Nadeln, Röntgenplatten und Knochen.
305 Vgl. McEvilley 1999, S. 189; Barbara Gronau, „‚Man muss … eine Art ständiges Theater spielen‘: Performativität und Aufführung bei Joseph Beuys“, in: Müller 2012, S. 116–127.
106
Die (Human) Living Sculpture
in seiner Selbstinszenierung als Kunstwerk, doch nicht als Living Sculpture. In den Überblickswerken zur Skulptur des 20. Jahrhunderts der 1970er- bis 1990er-Jahre werden seine
Arbeiten nur peripher genannt, vermutlich weil die traditionellen skulpturalen Parameter
versagen – trotz vitalistischer Ausrichtung und Interesse an plastisch arbeitenden Künstlern
wie Wilhelm Lehmbruck, Ewald Mataré, Pablo Picasso und Marcel Duchamp sowie seiner
Würdigung antiker griechischer Plastik als Ausdruck des ‚ganzen Menschen‘.
Mit der sozialen Plastik, wie Beuys sie verstand, wollte er eine „ideale Kultur der Vereinigung“ erreichen. Seine plastische Theorie sei eine „Grundlagenforschung“, die eine gesamtgesellschaftliche Transformation begründet und tradierte Gattungskategorien überschreitet
bzw. obsolet werden lässt. Mit seinem Slogan „Jeder Mensch ist ein Künstler“ verlagert er
das plastische Arbeiten aus der Bildenden Kunst in eine anthropologische, universale Grundbestimmung, der zufolge bereits das Denken und das Handeln Formbildungsprozesse, genuin kreative künstlerische Vorgänge, seien. Beim „Hineindrücken einer Tat, in die Materie“
verlässt das Plastische den institutionalisierten Bereich; das Modellieren ist übertragen als
pädagogisch-sozialer Prozess zu verstehen:306 „Eine Gesellschaftsordnung wie eine Plastik zu
formen, das ist meine und die Aufgabe der Kunst.“307
Seit 1967 nehmen Vorträge, Organisationen und Gespräche als Teil von Beuys’ Kunst
zu – insbesondere nach seiner Entlassung aus der Akademie 1972 –, um Meinungsbildungsprozesse zu initiieren. Dabei greift Beuys neben der Vielzahl der Rollenformate mit identifikatorischer Kleidung (Filzanzug, Anglerweste, Hut etc.) weiterhin darstellungsbezogene
Kunstformen auf. Lebenslauf und Werklauf sind proklamatorisch verbunden.308 Jede Plastik
sei eine statische Aktion, d.h. ein „Kraftzentrum“, das auf die Betrachter*innen wirke. Jede
Aktion sei eine bewegte Skulptur oder soziale Plastik. So schließt er auch organisch-physiologische Körperprozesse wie die embryonale Entwicklung oder Verdauung ein, etwa wenn
er in der Aktion Hauptstrom (1967) Butterstücke aß, das plastische Material quasi verinnerlichte und mit seinem Körper verband. Die Nähe zu Wolf Vostell wird deutlich, da dieser
Aktionen in seine „Ereignis-Plastik“ inkludierte.309 Auch Haacke stellte die Geburtsurkunde
seines Sohnes aus, dessen embryonale Entwicklung und Heranwachsen er als skulpturales
Realzeit-System auffasste (Abb. 54).
Eine therapeutische Aufgabe komme laut Beuys den Künsten zu, da sie der am Materialis
mus krankenden Gesellschaft zu einer neuen sozialen, demokratischen Lebensform verhelfen.310 Auch pflanzliche Wachstumsprozesse gehören zur prozessualen, polysensuellen
306 Beuys zit. n. Harlan/Rappmann/Schata 1984, S. 125.
307 Beuys zit. n. Hiltrud Oman, Joseph Beuys. Die Kunst auf dem Weg zum Leben, München: Heyne 1998,
S. 7. Diese radikale Umdeutung wird häufig als einer seiner wichtigsten Beiträge zur Neo-Avantgarde
gesehen (Gronau 2012, S. 118).
308 Wulf Herzogenrath (Hg.), Selbstdarstellung. Künstler über sich, Düsseldorf: Droste 1973, S. 22; Melitta
Kliege, „Vom Prinzip Plastik zur Sozialen Plastik. Immaterielle Formfindungsprozesse als Sinnbild der
Kunst“, in: Müller 2012, S. 82–97, S. 92.
309 Wolf Vostell. Das plastische Werk 1953–87, Mailand: Mult(h)ipla Edizioni 1988, S. 291. „Ein Ereignis ist
Plastik = ist Information = ist Dokumentation.“
310 Siehe Beuys, in: Harlan/Rappmann/Schata 1984, S. 121.
107
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
54 Hans Haacke, Carl Samuel
Sélavy Haacke, Geburtsregistrierungsschein, New York University Hospital,
13.1.1969
lastik: 1977 pflanzte er Kartoffeln in den Vorgarten der Galerie René Block und erntete
P
diese im Herbst. An der Biene erläutert Beuys die Polarität zwischen Plastik und Bildhauerei
(vgl. Bienenkönigin): Während die Weiselzelle der Bienenkönigin amorph ist, weisen die
Normalzellen eine kristalline geometrische Struktur auf:
Das sind Polaritäten, die mich immer interessiert haben, auch schon allein im Hinblick auf die
Theorie zwischen Bildhauerei und Plastik. Denn Plastik bezieht sich mehr auf die Möglichkeit, sich
darin zu bewegen, während Bildhauerei immer praktisch geometrisch ist […] man muss beides
sein, genau wie die Biene beides ist.311
1977 stellte der Künstler anlässlich der Skulptur Projekte Münster einen monumentalen Wachskeil aus, der während der Ausstellung nicht erkaltete und erst danach als Unschlitt/Tallow (Wärmeskulptur auf Zeit hin angelegt) gezeigt werden konnte – die Eigenzeitlichkeit des Materials bestimmt die Werkgenese. Insgesamt zeigt die kunsthistorische
311 Beuys zit. n. Helmut Friedel/Lothar Schirmer, Joseph Beuys im Lenbachhaus und Schenkung Lothar
Schirmer, München: Schirmer/Mosel 2013, S. 127.
108
Die Non-Human Living Sculpture
ontextualisierung seiner skulpturalen Arbeiten, dass Beuys, durch die Rezeption oftmals
K
zum ‚Solitär‘ stilisiert, durchaus mit Positionen der Post-Minimal Art, einem erweiterten, partizipativen Skulpturverständnis und der künstlerischen Integration organischer Materialien
in Zusammenhang zu bringen ist und damit auch als ein Wegbereiter für systemästhetische
und situationsästhetische Konzepte des Skulpturalen gelten darf.
Die Non-Human Living Sculpture
Pflanzen, Tiere und Mikroorganismen, biolumineszente Algen und Bakterienkulturen,
Kleinstlebewesen wie Insekten und Spinnen, auch (domestizierte) Tiere der alltäglichen Umgebung dienen als lebende Ko-Akteure oder – wie Dieter Roth sie nennt – „Mitarbeiter“ in
skulpturalen Werken, weshalb ich den Begriff der Non-Human Living Sculpture vorschlage.312
Die lebenden Protagonisten fungieren auf unterschiedliche Weise als plastischer Stoff in den
Händen der Leben spendenden bzw. verändernden Künstler*innen, die wiederum als Gärtner*innen, Entomolog*innen, Experimentator*innen und Züchter*innen agieren, in ihrem
organischen ‚Artefakt‘ einen evolutionären Prozess anstoßen oder zur Disposition stellen.
Das Material ist lebendig und lässt sich als eigenwilliger Ko-Akteur nur bedingt zähmen,
worin eine werkspezifische Spannung und ein damit verbundenes Machtgefüge liegt. Inwiefern begegnen die Künstler*innen ihrem Material antwortend und gestehen ihm eine
gewisse Eigenzeitlichkeit zu? Am Beispiel von Hans Haacke, Pierre Huyghe und anderen
Künstler*innen wird dieser Aspekt eingehend erörtert.
Mit einem Blick auf die Diskurse einer Anthropozentrismus-Kritik mag beim Begriff
Non-Human Living Sculpture das Problem der Subsumption einer heterogenen Vielzahl
von Entitäten und Lebewesen hervortreten, da ein kategorialer Dualismus fortgesetzt wird:
menschlich/human und nicht-menschlich/non-human.313 Bedingt durch die historische
Kontextualisierung von Human Living Sculptures der Künstler*innen wie Gilbert & George,
ORLAN oder Ben Vautier, die sich einer der Hauptaufgaben traditioneller Bildhauerei, anthropomorphe Figuren zu zeigen, stellen, und durch künstlerische Positionen wie Pierre
Huyghe, die Tiere und Pflanzen in ihren skulpturalen Situationen einsetzen, erscheint diese
Differenzierung zwischen human und non-human für die Werkanalyse trotzdem geeignet.314
312 Dieter Roth zit. n. Theodora Vischer/Bernadette Walter (Hg.), Roth Zeit. Eine Dieter Roth Retrospektive,
Ausst.-Kat. Schaulager Basel, Baden: Lars Müller Publishers 2003, S. 95.
313 Vgl. Bruno Latour, Das Parlament der Dinge. Für eine politische Ökologie, Frankfurt am Main: Suhrkamp 2012. Latour beschreibt mögliche Assoziationen von Menschen und nicht-menschlichen Wesen
und plädiert für eine Aufhebung der dichotomen Trennung. „Die Begriffe Subjekt und Objekt verweisen
gerade nicht auf isolierte Realitätsbereiche, die anschließend durch ein überlegenes Bewusstsein verbunden oder durch eine dialektische Bewegung ‚aufgehoben‘ werden müssten, sondern haben einzig
den Zweck, den Ball jeweils ins andere Lager zurückzuschlagen und diese ständig auf dem ‚Quivive‘ zu
halten.“ (Ebd., S. 105.)
314 Der Begriff impliziert keinen Absolutheitsanspruch; vielmehr könnten auch andere Begriffe bzw. Unter
kategorien, die weiterführend sind, Verwendung finden. Ein weiterer Vorschlag wäre „more-than
human“.
109
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
In der vorliegenden Untersuchung liegt der Fokus auf systemästhetischen und situationsästhetischen Konzepten des Skulpturalen.
Der Einsatz lebender Tiere und Pflanzen in der Bildenden Kunst nimmt im 20. Jahrhundert seit den 1960er-Jahren vielfältige Formen an und kann aufgrund seiner Diversität nur
exemplarisch verhandelt werden. Ethische und tierrechtliche Fragen werden eher selten,
inzwischen von den Animal Studies gestellt und bedürfen einer eigenen Untersuchung.315
Vielleicht sind es ‚Experimentierfreude‘, Hinterfragung der Gattungsgrenzen und Interesse
an (Eigen-)Zeitlichkeit, Prozessualität und Performativität, die Künstler*innen dazu anregen,
unterschiedliche Lebewesen (oftmals bedenkenlos) in die künstlerische Arbeit einzubinden –
auch Richard Serra, der (nur) in seinem Frühwerk daran anknüpfte, weshalb diese „student
works“ in seinem Catalogue Raisonné fehlen.316 Aus einem skulptural-architektonischen
Konzept heraus entwirft der junge, mit einem Fulbright-Stipendium in Italien weilende Bildhauer für seine erste Einzelausstellung Animal habitats live and stuffed (1965–1966) in
der römischen Galerie La Salita Gehäuse und Ställe für verschiedene Tiere, darunter: Hase,
Huhn und eine Muttersau nebst einzelnen Taxidermien (Abb. 55). In der Literatur wird der
künstlerische Beitrag von Nancy Graves, damalige Ehefrau Serras und Dermoplastikerin, selten genannt, obgleich sie als Künstlerin heute mit ihrem eigenen Œuvre durchaus bekannt
ist.317 Eine Publikation mit Werkabbildungen, kurzem Künstlerstatement, das die „projected
sexual metaphor“ der Arbeiten betont, und knapper Biographie erschien anlässlich dieser
Ausstellung, deren künstlerische Stoßrichtung das Times Magazin lapidar kommentierte:
315 Vgl. u.a. die Forschungen von Jessica Ullrich und die von ihr herausgegebene Zeitschrift Tierstudien (seit
2012, Berlin: Neofelis Verlag).
316 Ernst-Gerhard Güse (Hg.), Richard Serra, Ausst.-Kat. Westfälisches Landesmuseum für Kunst und
Kulturgeschichte, Münster 1987 [u.a.], Stuttgart: Hatje 1987, S. 364.
317 Petra Lange-Berndt, Animal Art. Präparierte Tiere in der Kunst 1850–2000, München: Silke Schreiber
2009, S. 134, 274. Sie gibt an, dass die Werke der Ausstellung vom Künstlerpaar anschließend zerstört worden seien. Viele der Objekte spielten auf die weiblichen Genitalien an, weshalb die Schau zur
Vernissage fast geschlossen wurde. Siehe auch Bettina Ruhrberg, Arte Povera. Geschichte, Theorie
und Werke einer künstlerischen Bewegung in Italien (= Dissertation Rheinische Friedrich-Wilhelm-Universität Bonn 1991), Bonn 1992, S. 245. Auch sie erwähnt Nancy Graves nicht, erläutert aber den
Eindruck der Serra-Ausstellung auf die italienischen Arte-Povera-Künstler, u.a. Pino Pascali, dem eine
Art Netzskulptur mit lebenden Affen vorschwebte (ebd., S. 271). Dirk Luckow bespricht Serras Ausstellung, erwähnt Graves jedoch nicht (Luckow 1998, S. 251–254). Auch Serra selbst äußerte sich nicht zu
den Taxidermien von Graves. Stattdessen seien seine Arbeiten „inspired by Clemente Susini’s stuffed
cadavers in La Specola, a zoological museum in Florence.“ (Bernice Rose [Hg.], Richard Serra – drawing.
A retrospective, New Haven [u.a.]: Yale University Press 2011, S. 207.) Zudem sei er von Velásquez
inspiriert gewesen, ein Künstler, „who made me see that my way of dealing with painting was limited
to looking at something inside a frame … That’s when I decided to make cages, to stuff them with
material, to use life animals, to do anything to get away from my education, from all of it.“ (Ebd.) In
einem Gespräch mit Hal Foster ergänzt er: „At the same time I became interested in zoos (Florence
had the first zoos). So I got the idea of stuffing animals and presenting assemblages, and I used cages,
stacking them one on top of the other à la Brancusi.“ (Richard Serra im Gespräch mit Hal Foster, „Sand
dunes and still mills“, in: dies. [Hg.], Conversations about Sculpture, New Haven: Yale University Press
2018, S. 7–18, S. 16.)
110
Die Non-Human Living Sculpture
55 Richard Serra, Animal
habitats live and stuffed,
1965–1966, Galerie La Salita,
Rom
„he is currently deep in his zoo period.“318 Seine Verwendung lebenden ‚Materials‘ begründet Serra mit seinem Interesse an „discarded material“ und damit, dass er lebende Tiere im
Privatleben um sich hatte, deren Habitatvorlieben er in einem künstlerischen, zoologischen
Experiment beobachtete, wie er rückblickend in einem Interview mit Kynaston McShine
erläutert:
I would give them different barnyard materials to see what kind of habitats they would make
naturally. Then I would try to emulate what they were doing. It was all playful and experimental,
and it led to this series of animal-cage pieces.319
Auch wenn dieser mimetisch motivierte Prozess nicht wörtlich zu nehmen ist (kein Kaninchen baut sich einen Stall wie den von Serra entworfenen), rekurriert diese Äußerung auf
den Topos der Naturnachahmung bzw. -nachbildung. Dabei scheint Serra das Verhältnis
des isolierten (lebenden oder ausgestopften) Tieres als skulpturales Element zu seinem Käfig
zu interessieren. Krauss bezeichnet sein (neues) ‚Material‘ als „das ästhetisch ungeformte
Medium biologischen Lebens“, mit dem er seine Ställe „füllte“.320 Diese Formulierung und
Charakterisierung des ästhetisch Ungeformten wirft Fragen nach Macht, Dominanz und
318 „Exhibitions: Please don’t feed the sculpture“, in: Times, 10.6.1966, in: Richard Serra. Early works,
Ausst.-Kat. David Zwirner, New York 2013, Göttingen: Steidl 2013, S. 36f. Hier wird Nancy Graves
zumindest als „amateur taxidermist“ genannt.
319 Kynaston McShine/Lynne Cooke (Hg.), Richard Serra sculpture. Forty years, Ausst.-Kat. Museum of
Modern Art, New York 2007, S. 20: „I certainly wasn’t consciously working out of Rauschenberg when
I startet the Habitats. What led to them was my interest in using discarded material, and the fact that
I was stuffing animals at the time and had various animals living with me. I had set up a kind of zoological experiment […]. It was student work and I did not pursue it any further after the show in Rome.“
320 Rosalind E. Krauss, „Richard Serra. Skulptur“, in: Richard Serra. Props, Ausst.-Kat. Wilhelm Lehmbruck
Museum, Duisburg 1994, S. 28–110, S. 41.
111
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
56 Jannis Kounelli, Senza Titolo (1967) mit Papagei und Kakteen, Installationsansicht Hayward Gallery,
London, 1993
Instrumentalisierung des Tieres auf. Serras Ausstellung mit ihren Material-Assemblagen
(Stroh, Zweige, Käfige, lebende und ausgestopfte Tiere und andere Fundstücke) wird in der
Literatur zu Serra als prägend für die italienische Arte Povera verstanden, umgekehrt könnte
er von der italienischen Avantgarde inspiriert worden sein.321
In Anlehnung an eine 1975 vom britischen Bildhauer William Tucker kuratierte Ausstellung The Condition of Sculpture kuratierte Marianne Ryan 1993 in der Londoner H
ayward
Gallery Gravity and Grace. The Changing Condition of Sculpture, 1965–1975.322 Im Unterschied zu Tuckers Auswahl zeigte sie Tiere und Pflanzen, darunter Serras frühe Life Animal
Habitats (1965–1966) und Kounellis’ Senza Titolo (1967) mit lebendem Papagei und Kakteen
(Abb. 56). Die Aufnahme dieser Werke belegt die wachsende Berücksichtigung sogenannter
Non-Human Living Sculptures.
Neben Serra nutzten auch andere Künstlerkolleg*innen in den 1950er- und 1960er-Jahren Taxidermien für ihre plastischen Arbeiten, etwa Robert Rauschenberg (Monogram,
1955–1959), Nancy Graves (Camel Rug, 1968) oder Wolf Vostell (Chicken Box, 1966).323
Auch Joseph Beuys ‚konstruierte‘ wenige Jahre später ein Habitat in Form eines Mäusestalls
aus einem Holzrahmen und Metallgitter (1968–1970) (Abb. 57), das er auf der Unterseite
321 Auch wenn Luckow zufolge die Schau von Serra in Europa und den USA wenig rezipiert worden sei
(Luckow 1998, S. 253f.).
322 Ryan 1993.
323 Lange-Berndt 2009, S. 25f. Die Nähe der Dermoplastik zur Skulptur unterstreichen gegen Ende des
19. Jahrhunderts Präparatoren und der Direktor des New Yorker American Museum of National History
Frederic A. Lucas in ihrer Forderung, der Dermoplastik denselben Status zuzuerkennen wie der Bildhauerei.
112
Die Non-Human Living Sculpture
57 Joseph Beuys, Mäusestall,
1968–1970, Holzstall mit Metall
gitter, Nussschalen, Eierschalen,
Getreidekörner, Kräutersträußchen,
53 x 104 x 49 cm
des Stalldeckels signierte und das sich heute in der Sammlung des Münchner Lenbach
hauses befindet.324 Ähnlich wie Serra hielt er das Tier zu Hause in seiner Düsseldorfer Wohnung am Drakeplatz. Auf dem Boden des Stalls befinden sich Eier- und Nussschalen, Speisereste, Zweige, Holz und Stroh, die auf den ehemaligen Lebensraum der Maus deuten, deren
Verbleib zu erahnen ist. Beuys legte einen getrockneten Strauß auf das kleine Gehäuse, das
der Maus als Rückzugsort diente.
Ein klares Machtgefüge zwischen menschlichen Urheber*innen und tierlichen Protagonisten kommt in diesen ‚funktionalen‘ Skulpturen zum Ausdruck, da die Tiere gezwungenermaßen Bewohner dieser skulpturalen Artefakte wurden, der Anschauung dienen und den
Blicken der Besucher*innen direkt ausgesetzt sind, wie John Berger in Why look at animals
(1980) u.a. am Beispiel der Zootiere konstatiert.325 Vermutlich ist Serras zoologisches Interesse an diesen Cage Pieces vordergründig, und es geht ihm weniger um die Beobachtung
eines kollektiven Verhaltens, wie Haacke dies für sein Ant Coop (1969) vorgibt, sondern mit
der isolierten Haltung der Tiere um Größen- und Proportionsverhältnisse sowie um die Beziehung zwischen innen und außen, die in seinen späteren, begehbaren Skulpturen virulent
werden.
Bereits 1962–1963 integrierte der belgische Maler Roger Raveel in Käfigen lebende Vögel in seine Leinwandbilder (Abb. 58), wodurch sie entfernt an Robert Rauschenbergs Combine Paintings erinnern, eine Referenz, die auch Serra zugeschrieben wurde.326
324 Vgl. Friedel/Schirmer 2013, S. 76f.
325 Siehe dazu die Diskussion im dritten Kapitel zu Pierre Huyghes skulpturalen Situationen Untilled und
After ALife Ahead.
326 Siehe Roger Raveel, Neerhof met levende duif, 1962/63, 150 x 440 cm; Het verschrikkelijke mooie
leven, 1965, olieverf/doek+spiegel+vogelkooi, 150 x 440 cm, Privatsammlung Zwevegem. Abb. in:
Eliane De Wilde/Rini Dippel (Hg.), Raveel, Ausst.-Kat. Stedelijk Museum, Amsterdam 1974, Abb. 13 und
23, n.p.
113
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
58 Roger Raveel, Neerhof met levende duif,
1963, Öl auf Leinwand, Vogelkäfig, Vogel,
150 x 440 cm
59 Münchener Gruppe EFFEKT, Mausbild, 1965,
Holz, Glas, 15 weiße Mäuse, 90 x 90 x 30 cm
E dward Kienholz realisierte 1964–1965 The Wait mit lebendem Kanarienvogel. Die Münchener Gruppe EFFEKT entwarf 1965 Mausbild (Abb. 59) – ein schwarzes Hochhaus mit
acht Stockwerken, das von weißen Mäusen bewohnt wurde. Die Bewegungen in diesem
kinetischen Objekt entstanden durch die Auftritte der Vierbeiner. Die gefiederten Tiere bei
Raveel unterstreichen mit ihren kleinen, alles andere als ‚artgerechten‘ Käfigen den plasti
schen Charakter des flachen Bildes; es handelt sich dabei jedoch nicht um Non-Human
Living Sculptures: Die Singvögel Raveels muten wie lebendes ‚Zierwerk‘ an, das das Gemälde um eine akustische Ebene zu bereichern vermag. Jannis Kounellis platzierte 1967 in
der römischen Galleria L’Attico seinen Papagei direkt auf einer Stange vor eine monochrome Wandfläche neben einem futuristisch, technoid anmutenden Kaktusfeld, einem Baumwoll-Stahl-Objekt und einem gesockelten Aquarium.327 In der Formensprache hallen wie
327 Campi (Kaktusfelder), Pappagallo (Papagei) und Cotoniera (Baumwollbehälter) sind 1967 für eine Einzel
ausstellung in der Galleria L’Attico in Rom (November–Dezember) entstanden. Der Galerist Fabio
114
Die Non-Human Living Sculpture
60 Jannis Kounellis, Senza Titolo, 1967, Stoff
auf Leinwand, 250 x 320 cm, 24 Vogelkäfige mit
je einem lebenden Vogel, Galerie L‘Attico, Rom
bei den physikalischen Arbeiten Haackes die industriell gefertigten Objekte der Minimal Art
nach. In der vorangegangenen Ausstellung Il Giardino, I Giuochi (Der Garten, die Spiele,
April–Mai 1967) hatte Kounellis bereits Vögel in sein Werk Senza Titolo einbezogen: Zebrafinken in kleinen, übereinander platzierten Käfigen flankierten dekorierend zu beiden Seiten
ein weißes Rosenbild (Abb. 60). Im selben Jahr installierte Hélio Oiticica sein Environment
Tropicália mit Pflanzen, Papageien und Sand im Museu de Arte Moderne in Rio de Janeiro.328
Auf die Evolutionsgeschichte des Vogels deutet Gloria Friedman, wenn sie einen Käfig mit
Vogel neben die Abbildung eines Archeopteryx-Fossils hängt (1991).329 Heute sind aus tierrechtlichen Gründen in Käfigen gehaltene Vögel seltener Bestandteil eines Werks. So rief
S argentini hatte Jannis Kounellis schon zum zweiten Mal in diesem Jahr eingeladen, seine Räume zu
nutzen.
328 Abb. bei Bishop 2005, S. 62.
329 Abb. in: Thomas Zaunschirm, „Im Zoo der Kunst I“, in: Kunstforum International, 174, 2005, S. 36–
104, S. 77.
115
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
61 Céleste Boursier-Mougenot, from here to ear
(Detail), 2007–2009
1993 die Ausstellung des Papageis von Kounellis in der Gruppenschau Gravity & Grace
(Hayward Gallery London) kritische Pressestimmen hervor, die eine Entnahme des Vogels
aus der Ausstellung f orderten.330 Weiterhin finden sich jedoch durchaus lebende Ko-Akteure
innerhalb einer raumumfassenden Situation, so bei Marc Camille Chaimowicz Forty and
Forty mit Klara Lidén und Manfred Pernice und vierzig durch den Galerieraum fliegenden
Kanarienvögeln (2014), bei Mark Dions ortsspezifischen The Library for the Birds of Antwerp
(1994) oder The Library for the Birds of London (2018) und Céleste Boursier-Mougenots
from hear to ear (2007–2009) (Abb. 61).331 Dezidiert die Kategorie Skulptur ruft Jan Dibbets
in Rotkehlchenterritorium/Skulptur (1969) auf, als er den Versuch unternahm, Flugbahn und
Aufenthaltsort eines Rotkehlchens über die Versetzung von Stangen als Landeplatz innerhalb eines Areals in einem Amsterdamer Park zu kontrollieren und dieses Experiment mittels
Fotografien und textuellen Notizen in einem Buch veröffentlichte.332
unkten
Nach Yayoi Kusamas Horse Play (1967), in dem sie ein Pferd und sich selbst mit P
überzog, folgt 1969 Kounellis’ Ausstellung Senza Titolo (12 Cavalli) (Abb. 62): Zwölf lebende
Vierbeiner besetzten schnaubend und hufescharrend den White Cube und demonstrierten
den seit Ende der 1960er-Jahre konstatierten Umbruch in der Werkauffassung zugunsten
offener Experimente und Erweiterung tradierter Gattungsgrenzen mit multisensorischen
330 Siehe Scans des Presseechos bei https://artsandculture.google.com/exhibit/dgLS6HR1JTdQJQ (19.9.2019).
In einem Artikel „Parrot stays in sculpture“ des Express + Star, Wolverhampton (23.9.1993) wird er als
„part of a living sculpture“ beschrieben.
331 Galerie Neu Berlin. Jessica Ullrich bietet einen Überblick in „Kunst aus der Vogelperspektive. Zur Rolle
von lebenden Vögeln in der Gegenwartskunst“, in: Gundel Mattenklott/Constanze Rora (Hg.), Das
Reich der Vögel. Beiträge zur ästhetischen Bildung und zur Einübung in ästhetische Aufmerksamkeit,
zur Kindheitsforschung, zur Didaktik und zum Unterricht (Themenheft). Zeitschrift Ästhetische Bildung,
8, 1, 2016, http://zaeb.net/wordpress/2018/05/27/das-reich-der-voegel/ (16.3.2023).
332 Jan Dibbets, Roodborst territorium, sculptuur 1969, Seth Siegelaub New York, Köln: Walther König
1970.
116
Die Non-Human Living Sculpture
62 Jannis Kounellis, Senza Titolo
(12 Cavalli), 1969, Galerie L‘Attico,
Rom
Erlebnissen. Seine Geste, Reitpferde in der Galerie L’Attico auszustellen, verstand er gesellschaftspolitisch (und institutionskritisch): „I wasn’t trying to be sensational, I was only interested in mapping the space, in creating an image that would stand for change.“333 Wenn
der Arte-Povera-Vertreter dennoch einiges Aufsehen erregte und mehr als nur die Räumlichkeiten der Galerie neu ‚vermaß‘, ebnete er rückblickend den Weg für die Animal Art, die
in der gleichnamigen Ausstellung des Steirischen Herbst 1987 zum Thema avancierte und
von Louis Bec als „the art of domestication“ bezeichnet wurde.334 Kounellis interessierte das
lebende Bild, dessen einzelne Elemente er innerhalb der Galeriearchitektur readymade-artig
komponierte. Die Kontextverschiebung, sein Rückgriff auf ein ursprünglich allseits genutztes Transportmittel riefen Irritationen hervor und erinnerten an Zeiten, in denen Pferde das
Stadtbild prägten.
Die Suche nach dem Echten und Authentischen, das sich in den Vögeln zeigt, spiegelt
sich auch in der Ausstellungsbroschüre von Campi, Pappagallo, Cotoniera, in der Kounellis
ein Gespräch mit Kindern vor den Werken und einige Kinderfotos abdrucken ließ.335 Haacke
fotografierte Installationsansichten, in denen Kinder – als die ‚wahren‘, ehrlichen Rezipienten – mit seinen Skulpturen interagieren bzw. auf lebende Werke wie schlüpfende Küken
reagieren (Abb. 63).336 Über den sprechenden Papagei und dessen Vereinzelung, die ihm
333 Michele Robecchi, „Jannis Kounellis: Non-Verbal Communication“, in: Artpulse, 2012, http://artpulse
magazine.com/jannis-kounellis-non-verbal-communication (3.8.2019).
334 Bec 2007, S. 84.
335 Jannis Kounellis, L’Attico 67–68, Ausst.-Kat. Galleria L’Attico 1968, n.p. Germano Celant bezeichnet
die Vögel als autonome Wesen, deren Verhalten frei und unkontrollierbar sei, was für besagtes Werk
unzutreffend ist: „Therefore the work is alive within a visual world: the image of the roses, and the
concrete reality of the live canaries create a contrast between real and imaginary elements which in his
later works, such as Men and the Parrot, becomes even more pronounced.“ (Germano Celant, „Jannis
Kounellis“, in: Studio International, 191, 1976, S. 36–41, S. 38.)
336 Siehe Archiv Hans Haacke, New York.
117
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
63 Mr. W. J. Withrow. Mr. And
Mrs. Bovey, Mr. P. Gurvish viewing
“Chickens Hatching”, September 26,
1969, at the exhibition, New Alchemy:
Elements, Systems, Forces, Art Gallery
of Ontario, September 27–October 26,
1969
64
Wolf Vostell, Endogene Depression, 1980, 7 Truthähne, 30 Fernsehergehäuse
118
Die Non-Human Living Sculpture
65 Nam June Paik, TV-Buddha
für Enten, 1987, Bronze, Fernseher, Bakelit, Plexiglas, Skulptur
Projekte Münster
k einen Kontakt mit Artgenossen erlaubt, erfolgt bei Kounellis eine Anthropomorphisierung
des Tiers, der durch seine Nachahmung der menschlichen Sprache eine Nähe zu den Menschen simuliert. Wenn Germano Celant bei Pappagallo Form-, Farb- und M
aterialkontraste
betont und fast nebenbei bemerkt, dass Kounellis einen natürlichen Prozess zeige, „such as
the parrot’s behaviour or the growing of cactus“, klammert er die damalige Kritik an der
Integration des Papageis aus.337 Kounellis befrage mit seinen Pferden, Papagei und Kakteen
die wahrnehmungsbezogene Struktur von Kunst (Celant spricht nicht von Skulptur), indem
er den anonymen und multisensorischen Galerieraum der lebendigen Kraft („violence“) der
Tiere gegenüberstellt.338 Auch technologische Entwicklungen stellen Künstler*innen der
Tierwelt gegenüber, etwa Wolf Vostell 1970 im Kölnischen Kunstverein anlässlich der von
Szeemann kuratierten Schau Happening & Fluxus. Er zeigte dort TV-Ochsen; die kalbende Kuh begriff er als „skulpturellen Lebensvorgang“ oder setzte bei Endogene Depression
(1975) sechs Truthähne einem Environment mit einbetonierten Fernsehern aus (Abb. 64):
„Die Natur-Skulptur der Truthähne, die Schönheit der Tiere soll mit der Schönheit des
Fernsehers verglichen werden, durch die Neben-Einander-Stellung.“339 Nam June Paik
platzierte 1987 im Münsteraner Aasee seinen TV-Buddha für Enten (Abb. 65). In den drei
337 Celant 1976, S. 38. Gleichzeitig wähle er „live subjects“, um neue Beziehungen zu Dingen herzustellen.
Kounellis interessiere sich nicht, so Celant weiter, für moralische und soziale Werte bzw. urteile nicht
darüber.
338 Ebd., S. 39.
339 Wolf Vostell 1988, S. 291. „Die Geburt eines Kalbes soll als skulptureller Lebensvorgang bewußt gemacht werden, und zwar im Museum, statt im Stall. Neben der kalbenden Kuh ist ein Knochenberg
aufgetürmt, der als plastische Materie vorwegnimmt, was mit Kuh und Kalb geschieht.“ (Ebd., S. 175,
Herv.i.Orig.) Die Polizei intervenierte allerdings vor der geplanten Geburt des Kalbes. Lebende Kühe
stellte Vostell bereits 1963 in Wuppertal, 1964 in Ulm aus. Siehe auch Bill Beckley Ululations mit einem
Raben (Raven Recitations) und Papagei (Parrot Recitations); Rooster, Bed, Lying Piece mit einem Hahn,
in: Avalanche, Fall, 1971, S. 18–21.
119
1. Bildsäule, Raumgestalterin, Readymade, Living Sculpture oder Biofakt
66 The Tissue Culture & Art Project (Oron Catts &
Ionat Zurr), A Semi-Living Worry Doll H, 2000,
McCoy Zell-Linie, biologisch resorbierbares Polymer
und medizinische Fäden, 2 x 1,5 x 1 cm, Installations
ansicht The Tissue Culture & Art(ificial) Wombs
Installation, Ars Electronica 2000
letztgenannten Arbeiten liegt der Fokus neben der Integration lebenden ‚Materials‘ auf der
Verbindung bzw. versuchten ‚Aussöhnung‘ von Natur und Technik/Medien/Konsumgut.
Die Liste an künstlerischen Positionen, die mit Tieren und Pflanzen arbeiten, ließe sich
fortsetzen. Jüngere Beispiele, darunter Carsten Höller & Rosemarie Trockel, Revital Cohen
& Tuur van Balen, Damien Hirst, Tomas Sarraceno, Oron Catts & Ionat Zurr (Abb. 66) kennzeichnet einerseits ein systemästhetischer Charakter, andererseits eröffnen sie teils neue Felder wie Bio Art oder Transgenic Art, indem sie Pflanzen und Tiere ausstellen und genetisch
in deren Wachstum eingreifen. Louis Bec fragte: „will people performing cloning operations
become the sculptors of tomorrow?“340 Eduardo Kac zählt mit seinem fluoreszierenden Kaninchen zu den bekanntesten Beispielen. In Forschungszweigen wie den Animal Studies oder
posthumanistischen Theorien werden diese Arbeiten aus ethischen, soziologischen, philosophischen und kulturanthropologischen Perspektiven diskutiert.341 In der Systemtheorie,
wie sie Haacke und Burnham anfänglich verstanden, eröffnet sich eine Denkrichtung, die
Polaritäten des ‚Natürlichen‘ und des ‚Sozialen‘ abzulegen, stattdessen multidirektional zu
verflechten. Ist es ethisch vertretbar, Lebewesen zu einem Werkbestandteil zu machen? Zu
340 Bec 2007, S. 91.
341 Exemplarisch für dieses umfassende, zunehmend wachsende Forschungsfeld sei Folgendes genannt:
Einen Überblick bietet Zaunschirm 2005; ders., „Im Zoo der Kunst II“, in: Kunstforum International,
175, 2005, S. 36–95. Vgl. auch Arnaud Gerspacher, „Animal Art (1987) and the Split Origins of Bioart“,
in: Charissa N. Terranova/Meredith Tromble (Hg.), The Routledge Companion to Biology in Art and
Architecture, New York & London: Routledge 2017, S. 317–335. Siehe u.a. Lange-Berndt 2009.
120
Die Non-Human Living Sculpture
untersuchen wäre, inwiefern sich seit dem ersten Earth Day 1970 und der zunehmenden
Umweltkrise der Umgang mit Tieren und Pflanzen ändert. Seit Ende der 1960er-Jahre entstehen zunehmend künstlerische Konzepte mit ökologischem Impetus – wie die Projekte
von Helen Mayer Harrison und Newton Harrison (u.a. eine Auflistung gefährdeter Spezies
weltweit für die Ausstellung Fur and Feathers im Museum of Crafts in New York 1971 oder
Lagoon Cycle 1974–1986) –, die Pflanzen und Tiere unabhängig von ihren äußeren Merkmalen integrieren.
121
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NRT1.1 Dual-Affinity Nitrate Transport/Signalling and its Roles in Plant Abiotic Stress Resistance
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Frontiers in plant science
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cc-by
| 12,688
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REVIEW
published: 23 August 2021
doi: 10.3389/fpls.2021.715694 NRT1.1 Dual-Affinity Nitrate
Transport/Signalling and its Roles in
Plant Abiotic Stress Resistance
Xian Zhi Fang 1*, Shu Qin Fang 1, Zheng Qian Ye 1, Dan Liu 1, Ke Li Zhao 1 and Chong Wei Jin 2
1 Key Laboratory of Soil Contamination Bioremediation of Zhejiang Province, State Key Laboratory of Subtropical Silviculture,
Zhejiang A&F University, Zhejiang, China, 2 State Key Laboratory of Plant Physiology and Biochemistry, College of Natural
Resources and Environmental Science, Zhejiang University, Hangzhou, China NRT1.1 is the first nitrate transport protein cloned in plants and has both high- and
low-affinity functions. It imports and senses nitrate, which is modulated by the
phosphorylation on Thr101 (T101). Structural studies have revealed that the phosphorylation
of T101 either induces dimer decoupling or increases structural flexibility within the
membrane, thereby switching the NRT1.1 protein from a low- to high-affinity state. Further
studies on the adaptive regulation of NRT1.1 in fluctuating nitrate conditions have shown
that, at low nitrate concentrations, nitrate binding only at the high-affinity monomer initiates
NRT1.1 dimer decoupling and priming of the T101 site for phosphorylation activated by
CIPK23, which functions as a high-affinity nitrate transceptor. However, nitrate binding in
both monomers retains the unmodified NRT1.1, maintaining the low-affinity mode. This
NRT1.1-mediated nitrate signalling and transport may provide a key to improving the
efficiency of plant nitrogen use. However, recent studies have revealed that NRT1.1 is
extensively involved in plant tolerance of several adverse environmental conditions. In this
context, we summarise the recent progress in the molecular mechanisms of NRT1.1
dual-affinity nitrate transport/signalling and focus on its expected and unexpected roles
in plant abiotic stress resistance and their regulation processes. Edited by:
Vicent Arbona,
University of Jaume I, Spain
Reviewed by:
Amita Pandey,
Shriram Institute for Industrial
Research, India
Mohsin Tanveer,
University of Tasmania, Australia
*Correspondence:
Xian Zhi Fang
fangxz@zafu.edu.cn Edited by:
Vicent Arbona,
University of Jaume I, Spain Reviewed by:
Amita Pandey,
Shriram Institute for Industrial
Research, India
Mohsin Tanveer,
University of Tasmania, Australia *Correspondence:
Xian Zhi Fang
fangxz@zafu.edu.cn *Correspondence:
Xian Zhi Fang
fangxz@zafu.edu.cn Keywords: abiotic stress, nitrate transporter 1.1, dual-affinity, nitrate transport, nitrate signalling Specialty section:
This article was submitted to
Plant Abiotic Stress,
a section of the journal
Frontiers in Plant Science INTRODUCTION Nitrogen (N) is a primary constituent of proteins and nucleotides that are essential for life. Nitrogen accounts for approximately 2–5% of the total dry biomass of plants (Xu et al., 2012). Nitrate (NO3
−) is a major source of nitrogen in most plants grown in agricultural and natural
systems (Wang et al., 2018). As plants have adapted to variable soil nitrate concentrations,
sophisticated nitrate transporter systems have evolved. During the past two decades, four families
of nitrate transport proteins, namely, nitrate transporter 1 (NRT1), nitrate transporter 2 (NRT2),
chloride channel (CLC), and slow anion channel associated homologues (SLAC/SLAH), have
been identified in higher plants (Krapp et al., 2014). Among these, NRT1.1, which has multiple
functions, is one of the most well-studied. Initially, NRT1.1 was characterised as a dual-affinity
nitrate transporter involved in nitrate uptake by roots, as well as root-to-shoot nitrate translocation
in Arabidopsis (Liu et al., 1999; Léran et al., 2013). Independent of its transport function, Received: 27 May 2021
Accepted: 02 August 2021
Published: 23 August 2021 Keywords: abiotic stress, nitrate transporter 1.1, dual-affinity, nitrate transport, nitrate signalling Contribution of NRT1.1 Dual-Affinity to Nitrate
Uptake in Plantsifi NRT1.1 was first characterised as a low-affinity nitrate transporter
(LAT), as disruption of NRT1.1 function in nrt1.1 mutants
led to a >80% decrease in nitrate uptake in sufficient nitrate
(25 mm KNO3) growth medium compared with that of the
wild-type plants (Huang et al., 1996). Consistent with this
result, a recent study by Ye et al. (2019) reported that the
nrt1.1 mutants showed approximately 50% less nitrate uptake
than the wild type under 4 mm nitrate conditions, indicating
that the contribution of LATS of NRT1.1 at high nitrate supply
was at least 50%. However, when nitrate levels were below
0.25 mm, NRT1.1 was shown to act as a high-affinity nitrate
transporter
(HAT)
and
NRT1.1
was
demonstrated
to
be responsible for approximately 75% of HATS in Arabidopsis
(Liu et al., 1999). Subsequent analysis of nitrate uptake activity
in plants and Xenopus oocytes revealed that NRT1.1 has a
biphasic nitrate uptake kinetic feature, in which the affinity
switch is regulated by the phosphorylation on the T101 residue
of the NRT1.1 protein (Liu and Tsay, 2003; Rashid et al., 2018),
and these findings provided the underlying operating mechanism
of NRT1.1 dual-affinity activity. Notably, investigators in some
later studies questioned the contribution of the HATS of NRT1.1
to nitrate uptake under low nitrate conditions (Glass and Kotur,
2013; Noguero et al., 2018); for example, functional disruption
of NRT2.1 in plants resulted in a 96% reduction in the HATS
influx of nitrate (Yong et al., 2010; Kotur et al., 2012), indicating
that the contribution of the HATS of NRT1.1 at low nitrate
supply was <4% of the wild-type uptake. Intriguingly, Ye et al. (2019) recently re-evaluated the role of NRT1.1 in nitrate uptake
in Arabidopsis under low nitrate supply by generating a
nrt1.1/2.1/2.2 triple mutant that could eliminate the contributions
of NRT2.1 and NRT2.2 on the HATS influx of nitrate. The
nrt1.1/2.1/2.2 triple mutant was found to have greater growth
arrest and a lower rate of nitrate uptake than the nrt2.1/2.2
double mutants in 0.2 mm nitrate growth medium, suggesting
that NRT1.1-mediated HATS is necessary for plant growth
under low nitrate growth conditions. By subtracting the root
nitrate uptake rate of the nrt1.1/2.1/2.2 mutants from those
of the nrt2.1/2.2 mutants, the authors proposed that ~12% of
the high-affinity nitrate uptake in plants was attributed to
NRT1.1 in 0.2 mm nitrate growth medium (Ye et al., 2019). Contribution of NRT1.1 Dual-Affinity to Nitrate
Uptake in Plantsifi Therefore, NRT1.1 is indispensable for maintaining plant growth
under both high- and low nitrate growth conditions. Citation: Fang XZ, Fang SQ, Ye ZQ, Liu D,
Zhao KL and Jin CW (2021) NRT1.1
Dual-Affinity Nitrate Transport/
Signalling and its Roles in Plant
Abiotic Stress Resistance. Front. Plant Sci. 12:715694. doi: 10.3389/fpls.2021.715694 Front. Plant Sci. 12:715694. doi: 10.3389/fpls.2021.715694 August 2021 | Volume 12 | Article 715694 1 Frontiers in Plant Science | www.frontiersin.org NRT1.1 Function in Abiotic Stress Fang et al. for nitrate (Liu and Tsay, 2003). Switching between high- and
low affinity of NRT1.1 is mediated via phosphorylation
modification on a key threonine residue, Thr101 (T101). Recent
structural analysis revealed that the phosphorylation of T101
not only induces dimer decoupling, but also increases structural
flexibility within the membrane, thereby switching the NRT1.1
protein from a low- to high-affinity state (Tsay, 2014). Further
structural and biochemical modelling has uncovered a bistable
control of NRT1.1-mediated nitrate signalling by activating its
upstream CBL9-CIPK23 complex in response to a wide range
of fluctuating soil nitrate conditions (Rashid et al., 2019). NRT1.1 was later shown to serve as a main nitrate sensor that
regulates many aspects of physiological and developmental
responses to nitrate, including regulating the expression levels
of nitrate-related genes, modulating root system architecture,
and relieving seed dormancy (Bouguyon et al., 2015). Moreover,
NRT1.1 displays auxin transport activity, which relies largely
on external nitrate availability in Arabidopsis (Maghiaoui et al.,
2020a). In recent years, specific topics associated with the
transport and sensing functions of NRT1.1 have been discussed
in several excellent reviews (Sun and Zheng, 2015; Maghiaoui
et al., 2020b; Vidal et al., 2020; Wang et al., 2020b). A series
of studies on NRT1.1 have also provided new insights into its
function in multiple abiotic stresses in plants. In this review,
we briefly summarise the important milestones in the discovery
process, dual-affinity features, and structural basis of the dual
transport/sensing function of NRT1.1 in Arabidopsis. More
importantly, we highlight the most recently characterised functions
of NRT1.1 in plant abiotic stress resistance and the correlation
between NRT1.1-mediated nitrate transport/signalling and
different abiotic stresses, mainly in Arabidopsis (Table 1). Discovery of NRT1.1h y
The active uptake of nitrate through membrane transporters
via the roots is the first critical step in nitrogen acquisition. To date, many genes encoding nitrate transporters have been
identified in higher plants. The first plant mutant defective in
nitrate uptake, chl1-1, identified as early as 1978, showed
impaired absorption of chlorate, a nitrate analogue that is toxic
to plants (Doddema et al., 1978; Wen et al., 2017). However,
these studies failed to isolate CHL1. In 1993, Tsay et al. successfully screened a new chlorate-resistant mutant that was
an allele of chl1-1 among a pool of T-DNA-tagged transgenic
plants. Further analysis of the genomic DNA flanking the
T-DNA insert revealed that the target gene was mapped to
the top of chromosome 1, where chl1-1 is located. Missing
fragments of the CHL1 mutant were then isolated from wild-
type Arabidopsis. Thus, the CHL1 gene was successfully cloned
for the first time and had no significant identity to any other
reported protein sequence until 1993. By comparing the predicted
membrane topology with many other cotransporters in plants
and animals, Tsay et al. (1993) proposed that CHL1 may encode
a nitrate transporter. To further determine the function of the
CHL1 protein, the authors engineered a CHL1-injected oocyte
expression system which had a clear inward current of nitrate
across the plasma membrane, especially at relatively low pH
conditions (Tsay et al., 1993; Crawford and Glass, 1998). Therefore, this finding marks the first successful identification
of the nitrate transport gene NRT1.1 (CHL1) in plants. Dual-Affinity Function of NRT1.1l PHO2 and NRT1.1
influence the transcript levels of each other
NO3
− signalling
Fe deficiency
A lack of NRT1.1 enhanced plant tolerance
to Fe deficiency; the reduced accumulation
of internal nitrate in nrt1.1 mutants may
impair the FIT-dependent Fe deficiency
signalling pathway
NO3
− signalling Structural Basis of NRT1.1 Dual-Affinity
alpha helices (TMHs) that form a clearly defined cavity that
TABLE 1 | Summary of the regulatory mechanism of NRT1.1 in abiotic stress resistance. Abiotic stress types
NRT1.1 Function
The relation with NO3
− transport or
signalling
Reference
H+
H+ toxicity induced NRT1.1-mediated
H+-coupled NO3
− uptake, which in turn
alleviated plant H+ stress by enhancing
rhizosphere pH
NO3
− uptake
Fang et al. (2016)
Na+
NRT1.1 intensified Na+ accumulation in
plants grown with NO3
− but entrapped
plants in a Cl−-excess status under NH4
+
conditions
NO3
− transport
Álvarez-Aragón and Rodríguez-Navarro,
(2017); Liu et al. (2020)
Drought
Disruption of NRT1.1 in plants reduced
nitrate accumulation in guard cells and did
not cause nitrate-induced membrane
depolarisation, leading to smaller stomatal
opening
NO3
− transport
Guo et al. (2003)
Cd2+
Loss of NRT1.1 in plants led to decreased
levels of Cd in NO3
−-containing medium;
NRT1.1-mediated NO3
− allocation to roots
by coordinating Cd2+ accumulation in root
vacuoles, facilitating Cd2+ detoxification of
the wild type
NO3
− transport
Mao et al. (2014); Jian et al. (2018)
Zn2+
A lack of NRT1.1 function in plants led to
the reduced accumulation of Zn in nrt1.1
mutants under Zn stress, thereby
enhancing Zn tolerance
NO3
− uptake
Pan et al. (2020)
Pb2+
The reduced Pb uptake in wild type was
caused by the reduction of Pb
bioavailability in the rhizosphere due to H+
consumption during NO3
− uptake of
NRT1.1
NO3
− uptake
Zhu et al. (2019)
Low-K+
NRT1.1 participated in coordinating nitrate
and potassium uptake and allocating plants
under low-K+, which rely on the interactions
between NRT1.1 and K+ channels/
transporters located in the root epidermis-
cortex and central vasculature
NO3
− transport
Fang et al. (2020)
NH4
+
NH4
+ toxicity was related to a nitrate-
independent signalling function of
NRT1.1 in Arabidopsis, characterised by
reduced NH4
+ accumulation and improved
NH4
+ metabolism, which may affect
ethylene synthesis of nrt1.1 mutants
NO3
− signalling
Hachiya and Noguchi, (2011); Jian et al. Dual-Affinity Function of NRT1.1l (2018)
P starvation
PHO2 functioned as an integrator of the N
availability into the PSR because the effect
of N on PSR is significantly affected in
PHO2 mutants. PHO2 and NRT1.1
influence the transcript levels of each other
NO3
− signalling
Medici et al. (2019)
Fe deficiency
A lack of NRT1.1 enhanced plant tolerance
to Fe deficiency; the reduced accumulation
of internal nitrate in nrt1.1 mutants may
impair the FIT-dependent Fe deficiency
signalling pathway
NO3
− signalling
Liu et al. (2015) TABLE 1 | Summary of the regulatory mechanism of NRT1.1 in abiotic stress resistance. Abi ti
t
t
NRT1 1 F
ti
Th
l ti TABLE 1 | Summary of the regulatory mechanism of NRT1.1 in abiotic stress resistance. Hachiya and Noguchi, (2011); Jian et al. (2018) Medici et al. (2019) Liu et al. (2015) Fe deficiency Structural Basis of NRT1.1 Dual-Affinity Dual-Affinity Function of NRT1.1l In response to fluctuations in external nitrate concentrations,
two nitrate uptake systems have evolved in plants: a low-affinity
transport system (LATS) and a high-affinity transport system
(HATS), which are controlled through the NRT1 and NRT2
gene families, respectively (Wang et al., 2012). Interestingly,
NRT1.1 is an exception, having both high- and low affinity August 2021 | Volume 12 | Article 715694 Frontiers in Plant Science | www.frontiersin.org 2 NRT1.1 Function in Abiotic Stress Fang et al. TABLE 1 | Summary of the regulatory mechanism of NRT1.1 in abiotic stress resistance. Abiotic stress types
NRT1.1 Function
The relation with
signalling
H+
H+ toxicity induced NRT1.1-mediated
H+-coupled NO3
− uptake, which in turn
alleviated plant H+ stress by enhancing
rhizosphere pH
NO3
− uptake
Na+
NRT1.1 intensified Na+ accumulation in
plants grown with NO3
− but entrapped
plants in a Cl−-excess status under NH4
+
conditions
NO3
− transport
Drought
Disruption of NRT1.1 in plants reduced
nitrate accumulation in guard cells and did
not cause nitrate-induced membrane
depolarisation, leading to smaller stomatal
opening
NO3
− transport
Cd2+
Loss of NRT1.1 in plants led to decreased
levels of Cd in NO3
−-containing medium;
NRT1.1-mediated NO3
− allocation to roots
by coordinating Cd2+ accumulation in root
vacuoles, facilitating Cd2+ detoxification of
the wild type
NO3
− transport
Zn2+
A lack of NRT1.1 function in plants led to
the reduced accumulation of Zn in nrt1.1
mutants under Zn stress, thereby
enhancing Zn tolerance
NO3
− uptake
Pb2+
The reduced Pb uptake in wild type was
caused by the reduction of Pb
bioavailability in the rhizosphere due to H+
consumption during NO3
− uptake of
NRT1.1
NO3
− uptake
Low-K+
NRT1.1 participated in coordinating nitrate
and potassium uptake and allocating plants
under low-K+, which rely on the interactions
between NRT1.1 and K+ channels/
transporters located in the root epidermis-
cortex and central vasculature
NO3
− transport
NH4
+
NH4
+ toxicity was related to a nitrate-
independent signalling function of
NRT1.1 in Arabidopsis, characterised by
reduced NH4
+ accumulation and improved
NH4
+ metabolism, which may affect
ethylene synthesis of nrt1.1 mutants
NO3
− signalling
P starvation
PHO2 functioned as an integrator of the N
availability into the PSR because the effect
of N on PSR is significantly affected in
PHO2 mutants. Structural Basis of NRT1.1 Dual-Affinity alpha helices (TMHs) that form a clearly defined cavity that
opens towards the cytoplasmic side (Sun and Zheng, 2015;
Rashid et al., 2019), within which the substrate can bind. Therefore,
unmodified
NRT1.1
has
an
inward-facing
conformational state. In the crystal, the phosphorylation site,
T101, is located at the N-terminal end of one TMH and is
entirely buried in a hydrophobic pocket that is directly adjacent
to the dimer interface. Based on data from several analyses,
Sun et al. (2014) proposed that NRT1.1 adopts a dimer
configuration and functions as a low-affinity transporter, whereas With the aim of further illustrating how T101 phosphorylation
switches the transport affinity of NRT1.1, researchers in two
independent studies revealed the crystal structure of Arabidopsis
NRT1.1, suggesting a potential structural significance for
phosphorylation (Parker and Newstead, 2014; Sun et al., 2014). The NRT1.1 protein crystallises with two monomers (A and B)
in each asymmetric unit which are almost identical to each
other and adopt the canonical major facilitator superfamily
fold. Each monomer is comprised of 12 transmembrane spanning August 2021 | Volume 12 | Article 715694 Frontiers in Plant Science | www.frontiersin.org 3 NRT1.1 Function in Abiotic Stress Fang et al. phosphorylated NRT1.1 undergoes dimer decoupling and shows
a high-affinity state. How the dimeric switch regulates the
Michaelis constant (Km) of NRT1.1 remains unknown. sites. In silico mutational analyses in monomer A showed that
the single amino acid mutant, Thr101Ala (which mimics the
de-phosphorylated state of NRT1.1), breaks the rigid cluster
that is responsible for allosteric communication into two distinct
clusters, whereas the mutant Thr101Asp (which mimics the
phosphorylated state of NRT1.1) maintains the intact allosteric
rigid cluster. This finding is in parallel with the experimental
result of Ho et al. (2009). Therefore, these results suggest that
the priming of the T101 site in monomer A for the
phosphorylation is allosterically triggered by the high-affinity
nitrate binding, whereas in monomer B, such allosteric
communication and priming are absent (Rashid et al., 2018, 2019).ht In addition to decoupling the dimer, phosphorylation of
T101 can alter the localised structural properties of the dimer
(Parker and Newstead, 2014). To investigate the function of
T101 phosphorylation, Parker and Newstead generated a
Thr101Asp mutant, which can mimic permanent phosphorylation
of NRT1.1. As predicted, the Thr101Asp mutant, as NRT1.1-
101D, showed a lower melting temperature, indicating enhanced
structural flexibility compared to the NRT1.1 protein of the
wild type. Structural Basis of NRT1.1 Dual-Affinity Meanwhile, the nitrate transport rate of the Thr101Asp
mutant was higher than that of the wild-type protein based
on the liposome-based uptake assay. Thus, T101 phosphorylation
increases the nitrate transport rate, which may result from
the enhanced structural flexibility of the NRT1.1 protein. The
seemingly contrasting conclusions of the two studies can,
however, be reconciled—phosphorylation on T101 induces dimer
decoupling, which might increase structural flexibility, thereby
converting the low-affinity state of NRT1.1 to a high-affinity
state (Figure 1; Tsay, 2014; Rashid et al., 2018). p
g
The NRT1.1 protein functions as a toggle shift via the
phosphorylation/dephosphorylation of T101, a functional switch
for regulating nitrate signalling and transport. Nitrate binding
to NRT1.1 is responsible for generating special calcium waves
through the action of phospholipase C, and blocking the
induction of these waves could severely influence several nitrate-
induced responses (Riveras et al., 2015; Armijo and Gutiérrez,
2017). For this phosphorylation, activities of the CBL9-CIPK23
complex towards NRT1.1 appear to be dependent on these
calcium waves (Ho et al., 2009; Léran et al., 2015). More
recently, the dimerization switch of NRT1.1 was confirmed to
play an important role in creating cytoplasmic calcium waves
sensed by CBL9, which activates the kinase, CIPK23, at low
nitrate concentrations, which is inhibited at high nitrate
concentrations (Rashid et al., 2018, 2019). Because dimerization
itself can change the binding affinity of NRT1.1, the relative
intermonomer dynamics were demonstrated to have strong
connections with dimer coupling/decoupling. At low external
nitrate concentrations, nitrate binds only to the high-affinity
monomer A, which induces significant changes in collective
atomic motions and causes the loss of interface area and
priming dimer decoupling. The resulting conformational
dynamics also reorient the nitrate-channelling helices, inhibiting
nitrate binding at low-affinity monomer B. Altogether, binding
of nitrate at the high-affinity monomer initiates NRT1.1 dimer
decoupling and priming of the T101 site for phosphorylation
activated by CIPK23 at low nitrate concentrations. This
monomeric state of NRT1.1 acts as a high-affinity nitrate
transceptor. However, when nitrate binds to both monomers,
the dimeric state of NRT1.1 is maintained, with concurrent
attenuation of CIPK23 activity, thereby regulating low-affinity
nitrate signalling and transport (Figure 1). Nitrate Binding in NRT1.1 and its Biphasic
Adaptive Activity p
y
A key question for the working mechanism of NRT1.1 is how
can nitrate be recognised? The aforementioned studies on the
NRT1.1 crystal implied that His356 is an important structural
element for nitrate binding of NRT1.1, which was demonstrated
by mutagenesis studies where H356A abolished nitrate uptake
activity of NRT1.1 at high and low nitrate concentrations (Sun
et al., 2014; Wen and Kaiser, 2018). Consistent with this finding,
Rashid et al. (2018) carefully compared the nitrate-binding
pocket composition of two monomers (A and B) in apo- and
nitrate-bound crystal structures of NRT1.1, noting that nitrate
binds to His356 and Thr360 through H-bonding in monomer A,
and to His356 and Arg45 in monomer B. Compared with the
apo-protein structure, in the nitrate-bounded protein structure,
the T101 neighbourhood composition in monomer A differs
by the residues Ala106 and Val163, and in protomer B, the
composition differs by the residues Ala165. Furthermore,
Ramachandran plot and electron density maps for NRT1.1
apo- and nitrate-bound protein showed that nitrate binding
triggers large conformational changes of both the nitrate-binding
residues and phosphorylation sites T101, enhancing asymmetries
between the monomers, which bring a functional consequence
that the affinity of monomer A has almost a 5-fold higher
affinity than monomer B, indicating their differential roles in
the nitrate binding of NRT1.1 (Pires and Ascher, 2016; Rashid
et al., 2018). Further rigidity analysis of protein structure found
that nitrate binding triggers more changes in chemical interactions
in monomer A, resulting in the redistribution of rigid clusters
of atoms, which form the largest rigid cluster (LRC) and
interlink the nitrate-binding pocket and the phosphorylation
site residues (Rashid et al., 2018, 2019). Such a rigid cluster
has not been predicted in protomer B, indicating weak or
absent allosteric communication between the binding and T101 Frontiers in Plant Science | www.frontiersin.org Roles of NRT1.1 in Abiotic Stress and
Their Relation to Nitrate Transporth The uptake, accumulation, and assimilation of nitrate have long
been observed to be closely associated with abiotic stress (Guo
et al., 2003; Luo et al., 2012; Zhang et al., 2018). As the most
studied nitrate transporter, NRT1.1 has been revealed to
be responsible for most of the nitrate uptake of plants via
roots and root-to-shoot nitrate translocation as well as nitrate
transport in guard cells (Léran et al., 2013; Zhang et al., 2018). NRT1.1-mediated nitrate transport in different tissues mainly
contributes to plant growth; however, it may also hint at an August 2021 | Volume 12 | Article 715694 Frontiers in Plant Science | www.frontiersin.org 4 NRT1.1 Function in Abiotic Stress Fang et al. FIGURE 1 | A model of NRT1.1-mediated biphasic control of nitrate signalling and transport. At low nitrate concentrations, nitrate binds only at the high-affinity site
of monomer A, which induces asynchronous motions that initiate NRT1.1 dimer decoupling and priming of the Thr101 site for phosphorylation by the interactions
with the CBL9-activated kinase, CIPK23. This phosphorylation eventually establishes a stable monomeric state of NRT1.1, which acts as a high-affinity nitrate
transceptor. At high nitrate concentrations, nitrate binds to both monomers, which maintains synchronous motions that retain the dimeric state of NRT1.1 by
attenuating the activity of the kinase, CIPK23, thereby regulating low-affinity nitrate signalling and transport. FIGURE 1 | A model of NRT1.1-mediated biphasic control of nitrate signalling and transport. At low nitrate concentrations, nitrate binds only at the high-affinity site
of monomer A, which induces asynchronous motions that initiate NRT1.1 dimer decoupling and priming of the Thr101 site for phosphorylation by the interactions
with the CBL9-activated kinase, CIPK23. This phosphorylation eventually establishes a stable monomeric state of NRT1.1, which acts as a high-affinity nitrate
transceptor. At high nitrate concentrations, nitrate binds to both monomers, which maintains synchronous motions that retain the dimeric state of NRT1.1 by
attenuating the activity of the kinase, CIPK23, thereby regulating low-affinity nitrate signalling and transport. Feng et al., 2020). In conclusion, H+ in the rhizosphere induces
H+-coupled NO3
− uptake by NRT1.1, thus altering the rhizosphere
pH. Therefore, this function is largely attributable to the direct
effect of NRT1.1 uptake activity. However, information on how
plants perceive acid stress is still required in order to better
understand the role of NRT1.1 in plant response to proton stress. evolutionary adaptation of plants to environmental changes. Roles of NRT1.1 in Abiotic Stress and
Their Relation to Nitrate Transporth In recent years, increasing evidence has suggested that NRT1.1
is extensively involved in resolving adverse environmental
conditions (Table 1). NRT1.1 has been reported to use different
mechanisms to regulate plant resistance to different stresses,
some of which seem to have a potential connection (Figure 2). Here, we summarise the expected and unexpected roles of
NRT1.1 in plant resistance to abiotic stresses and further discuss
the relationship between these regulatory mechanisms and
nitrate transport mediated by NRT1.1. Drought and High Salt Stress g
g
Drought and high salt are two major abiotic stresses that retard
plant growth and reduce crop yield. Plants grown in nature
have developed unique and overlapping resistance mechanisms
in response to drought and salt stress (Zhu, 2016). Although
NRT1.1 has been reported to participate in plant resistance
to these two types of stress, their control mechanisms seem
to have no intersection. Drought stress is well known to trigger
the production of abscisic acid (ABA), which in turn leads
to stomatal closure and induces the expression of several stress-
related genes to acquire drought resistance in plants (Mittler
and Blumwald, 2015; Jogawat et al., 2021). Nevertheless, NRT1.1-
regulated plant resistance to drought might not be associated
with ABA, as exogenous ABA application to leaves caused no
significant difference in stomatal apertures between wild-type
plants and nrt1.1 mutants (Guo et al., 2003). NRT1.1 is also
expressed in Arabidopsis guard cells. The nrt1.1 mutants were
found to have smaller stomatal apertures and thus more drought
tolerance than wild-type plants grown in the medium with
nitrate, which might be due to a lack of NRT1.1 and decreased
nitrate accumulation in guard cells and failed to show Proton Toxicity y
NRT1.1 has been reported to contribute to the bulk of total
nitrate uptake in roots via the mechanism of one nitrate ion
and two protons symport across the plasmalemma (Huang
et al., 1996; Wang et al., 2012). Recently, NRT1.1 was proposed
to play an important role in plant tolerance to H+ toxicity. By examining the H+ tolerance of nrt1.1 knockout mutants,
an uptake- and sensing-decoupled mutant, chl1-9 (which has
reduced nitrate uptake but exhibits normal nitrate sensing
activity; Ho et al., 2009), and wild-type plants, these nrt1.1
mutants were found to have reduced H+ tolerance compared
with the wild type, indicating that nitrate uptake activity was
required for the NRT1.1-conferred H+ tolerance. Further
experiments in these plants also revealed that NRT1.1-conferred
H+ tolerance of plants is closely related to the enhanced
rhizosphere pH as a consequence of the increased nitrate
absorption stimulated by H+ toxicity (Fang et al., 2016; August 2021 | Volume 12 | Article 715694 Frontiers in Plant Science | www.frontiersin.org 5 NRT1.1 Function in Abiotic Stress Fang et al. FIGURE 2 | Schematic illustration of NRT1.1 nitrate transport in response to different stresses by mediating several transporters/channels. Proton toxicity (in red),
lead stress (green), cadmium stress (orange), high external salt (purple), high external ammonium (blue), and low external potassium (pink). Arrows in solid lines and
broken lines denote the demonstrated positive regulation and hypothetical regulation of transporters/channels by NRT1.1, respectively. Blunt arrows indicate
negative regulation of targets by NRT1.1. FIGURE 2 | Schematic illustration of NRT1.1 nitrate transport in response to different stresses by mediating several transporters/channels. Proton toxicity (in red),
lead stress (green), cadmium stress (orange), high external salt (purple), high external ammonium (blue), and low external potassium (pink). Arrows in solid lines and
broken lines denote the demonstrated positive regulation and hypothetical regulation of transporters/channels by NRT1.1, respectively. Blunt arrows indicate
negative regulation of targets by NRT1.1. of NH4
+ was abolished by the removal of Cl− but was not
mitigated by Na+ removal, implying that excess Cl− rather than
Na+ is responsible for NH4
+-conferred salt hypersensitivity. Because NRT1.1 also participates in root Cl− acquisition, NRT1.1
knockout in plants reduced their root Cl− uptake and alleviated
NH4
+-aggravated salt stress in plants. Therefore, the potential
mechanisms of NRT1.1-conferred salt stress in plants might
be closely related to the form of nitrogen supplied to the
growth medium. Proton Toxicity In brief, NRT1.1 intensifies Na+ accumulation
in plants grown with NO3
− but entraps plants in a Cl−-excess
status under NH4
+ conditions. How NRT1.1 balances NO3
− and
Cl− uptake in response to salt stress under conditions of different
NO3
− and NH4
+ levels still needs to be explored. nitrate-induced membrane depolarisation (Guo et al., 2003). This finding suggests that the inhibition of NRT1.1-mediated
NO3
− transport into guard cells may enhance plant resistance
to drought stress, but the mechanisms underlying this are still
elusive. Notably, it was reported recently that ABA signalling
negatively regulates nitrate acquisition via phosphorylation of
NRT1.1 by SnRK2s in Arabidopsis under nitrogen deficiency
(Su et al., 2021). Several researchers have also found that
CIPK23 is involved in ABA responses (Léran et al., 2015;
Reyes and Grégory, 2020; Su et al., 2021). Therefore, endogenous
ABA might play an important role in modulating NRT1.1-
mediated NO3
− transport during drought stress via two routes,
including CIPK23 and SnRK2. Future work should concentrate
on the molecular mechanisms connecting ABA to NRT1.1
under drought stress. Frontiers in Plant Science | www.frontiersin.org Heavy Metals Stressf Although the
two studies provide different, even partly conflicting, results
regarding the role of NRT1.1 in mediating Cd stress response
in Arabidopsis, both processes require the coordination of
NO3
− transport. epidermis-cortex and central vasculature. NRT1.1-involved
coordination of NO3
− and K+ uptake and allocation largely
relied on the interactions between NRT1.1 and K+ channels/
transporters located in the root epidermis-cortex and central
vasculature. Given that the uptake rates of NO3
− and K+ are
often found to be positively correlated (Coskun et al., 2016),
the activity of nitrate transporters in roots may be affected
by K+, as evidenced by the observation that appropriate K+
supply clearly increased the expression of NRT1.1 in roots
(Xu et al., 2020). Notably, Fang et al. (2020) revealed that
these K+ uptake-related interactions are dependent on an H+-
consuming mechanism associated with the H+/NO3
− symport
facilitated by NRT1.1. Nevertheless, NRT1.5-involved K+ loading
into the xylem was verified to be only associated with its role
as a proton-coupled H+/K+ antiporter (Li et al., 2017), which
is not associated with NO3
− transport. However, the detailed
molecular mechanisms of such interactions in root K+ uptake,
xylem K+ loading with NO3
−, and the involvement of NRT1.1
and K+ channels/transporters in this process are still unclear. p
Similarly, the indirect effect of NRT1.1 nitrate transport
activity was found to play a role in plant resistance to Zn
stress. The lack of NRT1.1 function in nrt1.1 mutants led
to reduced accumulation of Zn in both roots and shoots
under Zn stress, suggesting that the modification of NRT1.1
activity might also enhance the Zn tolerance of plants in
an NO3
− uptake-dependent manner (Pan et al., 2020). Notably,
the mechanism by which NRT1.1 confers resistance to Pb
stress in plants markedly differs from that of NRT1.1 in Cd
and Zn stresses. Loss of NRT1.1 function in plants caused
greater Pb toxicity and higher Pb accumulation in NO3
−-
sufficient growth medium. The reduced Pb uptake in wild-
type plants was further found to result from the reduction
of Pb bioavailability in the rhizosphere due to H+ consumption
during NO3
− uptake by NRT1.1 (Zhu et al., 2019). In addition,
exogenous application of low Mo in plants has been shown
to induce the transcript levels of NRT1.1 (Liu et al., 2017). Heavy Metals Stressf Heavy metals affect plant growth and development and lead
to severe human health hazards through contaminated food
chains. NRT1.1 has been reported to be involved in regulating
plant resistance to several heavy metal stresses (Mao et al.,
2014; Jian et al., 2018; Zhu et al., 2019; Pan et al., 2020). Mao et al. (2014) found that the loss of NRT1.1 in plants
under Cd treatment increased biomass and caused less uptake
of Cd in both roots and shoots in the presence of nitrate,
whereas no difference was observed between the nrt1.1 mutants
and wild-type plants in the absence of nitrate. This finding
indicates that the functional disruption of NRT1.1 reduces Cd
uptake, which enhances Cd tolerance based on NO3
− uptake
activity. However, Jian et al. (2018) reported that wild-type
plants are more Cd tolerant than the nrt1.1 mutants, as more g
As the presence of nitrate enhances both root Na+ uptake
and shoot Na+ accumulation in plants (Álvarez-Aragón et al.,
2016), one or several nitrate transporters might modulate Na+
transport in plants. Although Na+ accumulation in the nrt1.1
mutants was significantly lower than that in wild-type plants,
this difference was abolished when nitrate was removed (Álvarez-
Aragón and Rodríguez-Navarro, 2017). This finding indicates
that NRT1.1 either partly mediates or modulates NO3
−-dependent
Na+ transport. However, a more recent study by Liu et al. (2020) proposed novel ideas of NRT1.1-conferred salt stress
in plants. According to these researchers, several plant species
fed NH4
+ were more hypersensitive to NaCl stress and acquired
more Cl− and less Na+ than those fed NO3
−. Further investigation
of Arabidopsis showed that salt stress induced by the supply August 2021 | Volume 12 | Article 715694 Frontiers in Plant Science | www.frontiersin.org 6 NRT1.1 Function in Abiotic Stress Fang et al. Cd and nitrate are allocated to the vacuole of roots, which
is correlated with transcript level repression of NRT1.5 but
upregulation of NRT1.8. The distinct expression levels of NRT1.5
and NRT1.8 in the wild-type and nrt1.1 mutants also suggested
that the expression of these two genes is regulated by NRT1.1
(Gojon and Gaymard, 2010). This discrepancy may be related
to the variance of nitrate or iron concentrations in growth
conditions between the two experiments, which are believed
to markedly affect Cd uptake by roots in many studies (Yang
et al., 2016; He et al., 2017; Zhu et al., 2020). Ammonium Toxicity Ammonium Toxicity
Ammonium (NH4
+) can be utilised as a predominant nitrogen
source in some plant ecosystems, but becomes toxic at high
concentrations, especially when available as the sole nitrogen
source (Gao et al., 2010; Ruan et al., 2016). The presence of
an appropriate concentration of nitrate can clearly alleviate
NH4
+ toxicity in many plant species (Roosta and Schjoerring,
2007; Hachiya et al., 2011). However, NRT1.1-mediated nitrate
uptake did not appear to play a positive role in plant tolerance
to NH4
+ toxicity, as the functional disruption of NRT1.1 in
plants caused higher tolerance to high NH4
+, and the application
of nitrate did not enhance the ammonium tolerance of nrt1.1
mutants (Hachiya and Noguchi, 2011). Therefore, a nitrate-
independent function of NRT1.1 could exist. Jian et al. (2018)
proposed that high NH4
+ levels induced the activities of NADH-
dependent glutamate dehydrogenase and glutamic-oxaloacetic
transaminase in NRT1.1 knockout mutants chl1-1 and chl1-5,
which reduced NH4
+ accumulation and thus improved tolerance
to NH4
+ toxicity. Because the NRT1.1 P492L point mutant
chl1-9 retains normal function in nitrate signalling, the similar
sensitivity symptoms of chl1-9 and the wild type in response
to high NH4
+ indicate that the existence of the signalling
function of NRT1.1 is sufficient to induce NH4
+ toxicity. Given
that the phosphorylation state and NRT1.1 protein levels in
chl1-9 are similar to those of the wild type, the decreased
assimilation rate of NH4
+ in wild-type plants could also occur
in chl1-9 mutants, which results in NH4
+ toxicity (Hachiya
and Noguchi, 2011; Jian et al., 2018). However, convincing Heavy Metals Stressf Collectively, these reports show that NRT1.1-associated
strategies may be useful for manipulating the absorption
and accumulation of heavy metals in plants; however, the
chemical features of the heavy metals per se should be carefully
considered. With respect to much of the progress concerning
the molecular mechanisms of NRT1.1-regulated resistance
to heavy metal stresses in Arabidopsis, the physiological
relevance of these findings in crop species needs to
be thoroughly studied. Roles of NRT1.1 in Abiotic Stress and
Their Relation to Nitrate Signalling
Despite the aforementioned abiotic stress, NRT1.1 also
participates in a few other types of abiotic stress resistance,
which may be related to nitrate signalling. However, the
underlying mechanisms of the sensing function of NRT1.1,
which confers resistance to abiotic stress, remain largely unclear. es of NRT1.1 in Abiotic Stress and
r Relation to Nitrate Signalling g
g
Despite the aforementioned abiotic stress, NRT1.1 also
participates in a few other types of abiotic stress resistance,
which may be related to nitrate signalling. However, the
underlying mechanisms of the sensing function of NRT1.1,
which confers resistance to abiotic stress, remain largely unclear. Frontiers in Plant Science | www.frontiersin.org P and Fe Deficiencyi Nutrient deficiency can seriously deter the normal growth of
plants and consequently result in a reduction in crop yield
(Shrestha et al., 2020). The mechanisms regulating plant responses
to single nutrient stress have been documented over the past
few decades (Wang and Wu, 2013; Tewari et al., 2021). However,
much remains to be studied, especially if one specific component
is selected as a molecular technique to improve the resistance
of plants to different nutrient deficiency stresses. Interestingly,
NRT1.1 has been shown to be involved not only in regulating
the resistance of Arabidopsis to low-K+ stress, but also in
responding to P and Fe nutrient deficiencies. In a study by
Medici et al. (2015), an early nitrate-inducible transcription
factor (TF), HRS1 and its close homologue HHO1, was reported
to repress primary root growth caused by P deficiency, but
only when nitrate is present, suggesting a complex regulation
of N and P signals. In another recent study, Medici et al. (2019) found that the phosphate starvation response (PSR)
can be actively controlled by N supply, and this process also
relies on a combination of local and long-distance systemic
nitrate signalling pathways. PHOSPHATE2 (PHO2) transcript
accumulation is upregulated by nitrate depletion, which is
dependent on NRT1.1. However, most PSR genes were not
found to be regulated by nitrate in the PHO2 mutants, indicating
that PHO2 integrates nitrate signals into the PSR. Furthermore,
NRT1.1 was repressed by P starvation and PHO2 acted as a
positive regulator of NRT1.1, as the transcript levels of NRT1.1
in the PHO2 mutant were lower than those in the wild type
(Huang et al., 2013; Medici et al., 2015, 2019). These results p
y
g
Liu et al. (2015) reported that the lack of NRT1.1 enhances
plant tolerance to Fe deficiency stress; however, the expression
of Fe acquisition related-genes FRO2, IRT1, and FIT was
lower in the nrt1.1 mutants than in wild-type plants under
Fe-deficient conditions, indicating that the FIT-dependent
Fe deficiency signalling pathway was not involved in NRT1.1-
regulated Fe deficiency responses. Because nitrate functions
as a nutrient and a signalling molecule (Krouk, 2017), it is
conceivable that the reduced accumulation of internal nitrate
in nrt1.1 mutants may impair the FIT-dependent Fe deficiency
signalling pathway. However, more detailed studies are needed
to explore the mechanisms underlying the NRT1.1-regulated
Fe deficiency responses. Low-K+ Stress In addition, a nitrate-inducible, GARP-type transcription
repressor 1.2 (NIGT1.2) was found to modulate P and nitrate
uptake in response to P starvation in Arabidopsis. Under P
deficiency conditions, NIGT1.2 directly upregulated the
expression of the phosphate transporter genes PHT1;1 and
PHT1;4 and downregulated transcription of NRT1.1 via binding
to cis-elements in their promoters. The authors also identified
a similar regulatory pathway in maize (Wang et al., 2020a). Collectively, these findings highlight the complexity of the
nitrate and phosphate responses, with NRT1.1 having a crucial
conserved role in modulating the interaction. Further studies
are needed to investigate the relevant downstream signal
transduction pathways of this N–P integrator. provide important insights into the underlying molecular
mechanism by which N and P signalling pathways interact. Recently, several studies have demonstrated that the
dependence of PSR on nitrate availability is conserved across
a wide range of plant species (Hu et al., 2019; Medici et al.,
2019; Wang et al., 2020a). In rice, high nitrate supply increased
P acquisition and induced the transcript levels of P transporter
(PT) genes and P starvation-induced (PSI) genes, which correlates
with an increase biomass of rice. However, this nitrate induction
of PSI genes was found to be abolished in mutants of the
OsNRT1.1B transporter, the orthologue of AtNRT1.1 in rice,
indicating that the nitrate-triggered P response is dependent
on OsNRT1.1B function (Hu et al., 2019). Hu et al. further
found that nitrate-stimulated interaction of OsNRT1.1B with
OsSPX4 facilitates the ubiquitination and degradation of the
P signalling repressor protein OsSPX4, which allows the release
of OsPHR2 (Zhou et al., 2008), a master TF of phosphate
signalling, into the nucleus and activates the transcription of
P utilization genes. Importantly, OsSPX4 was also shown to
interact with and control the activity of the master TF of
nitrate signalling, OsNLP3, in rice. Therefore, nitrate-stimulated
degradation of OsSPX4 activates expression of phosphate and
nitrate uptake genes, ensuring a coordinated utilization of N
and P in plants (Hu et al., 2019; Poza-Carrión and Paz-Ares,
2019). In addition, a nitrate-inducible, GARP-type transcription
repressor 1.2 (NIGT1.2) was found to modulate P and nitrate
uptake in response to P starvation in Arabidopsis. Under P
deficiency conditions, NIGT1.2 directly upregulated the
expression of the phosphate transporter genes PHT1;1 and
PHT1;4 and downregulated transcription of NRT1.1 via binding
to cis-elements in their promoters. The authors also identified
a similar regulatory pathway in maize (Wang et al., 2020a). Low-K+ Stress Collectively, these findings highlight the complexity of the
nitrate and phosphate responses, with NRT1.1 having a crucial
conserved role in modulating the interaction. Further studies
are needed to investigate the relevant downstream signal
transduction pathways of this N–P integrator. experimental data are still needed. Another plausible
interpretation of the different tolerance to NH4
+ toxicity in
NRT1.1 knockout mutants chl1-1 and chl1-5 and NRT1.1 P492L
point mutant chl1-9 is that they may show different capacities
for NH4
+ uptake. The existence of NRT1.1 plays a positive
role in inducing the expression of AMT1s and NH4
+ uptake
(Jian et al., 2018). Although whether this mechanism is indeed
involved in chl1-9 needs to be further confirmed by biological
analyses, it is worth assuming that the NRT1.1 in chl1-9 is
likely involved in NH4
+ uptake. As a common component,
CIPK23 was previously shown to directly interact with and
phosphorylate the ammonium transporters AMT1; 1/2 and
nitrate transporter NRT1.1, modulating their activity (Ho et al.,
2009; Straub et al., 2017; Tian et al., 2021). It has been shown
that the CBL9-CIPK23 complex is inhibited by NRT1.1 dimer
(Rashid et al., 2018), which implies that the altered
phosphorylation state of NRT1.1 in chl1-9 could affect the
activity of AMT1 proteins under control of different nitrogen
signals (Wu et al., 2019). Accordingly, the signalling function
of NRT1.1 might play a positive role in mediating NH4
+ uptake
and accumulation. In addition, NRT1.1-related NH4
+ toxicity
has been shown to be associated with ethylene and auxin
synthesis (Esteban et al., 2016; Jian et al., 2018). However,
more studies are needed to elucidate how ethylene and auxin
are involved in modulating the ammonium tolerance of
nrt1.1 mutants. provide important insights into the underlying molecular
mechanism by which N and P signalling pathways interact. Frontiers in Plant Science | www.frontiersin.org Low-K+ Stress Low potassium (K+) concentrations in most soils often limit
plant growth (Maathuis, 2009). Although many potassium
channels and transporters have been identified over the past
few decades (Wang and Wu, 2017). the molecular mechanisms
underlying potassium transport and regulation in plants require
a more complete understanding. Recently, nitrate transporter
1.5 (NRT1.5), initially characterised as a pH-dependent
bidirectional nitrate transporter, has been shown to be involved
in K+ allocation in plants (Drechsler et al., 2015; Li et al.,
2017). Fang et al. (2020) also found that the loss of NRT1.1 in
nrt1.1 mutants disturbs K+ uptake and root-to-shoot allocation,
resulting in greater growth arrest under low K+ stress conditions. Further physiological and genetic evidence revealed that both
the uptake and root-to-shoot allocation of K+ in wild-type
plants require the expression of NRT1.1 in the root August 2021 | Volume 12 | Article 715694 Frontiers in Plant Science | www.frontiersin.org 7 NRT1.1 Function in Abiotic Stress Fang et al. provide important insights into the underlying molecular
mechanism by which N and P signalling pathways interact. Recently, several studies have demonstrated that the
dependence of PSR on nitrate availability is conserved across
a wide range of plant species (Hu et al., 2019; Medici et al.,
2019; Wang et al., 2020a). In rice, high nitrate supply increased
P acquisition and induced the transcript levels of P transporter
(PT) genes and P starvation-induced (PSI) genes, which correlates
with an increase biomass of rice. However, this nitrate induction
of PSI genes was found to be abolished in mutants of the
OsNRT1.1B transporter, the orthologue of AtNRT1.1 in rice,
indicating that the nitrate-triggered P response is dependent
on OsNRT1.1B function (Hu et al., 2019). Hu et al. further
found that nitrate-stimulated interaction of OsNRT1.1B with
OsSPX4 facilitates the ubiquitination and degradation of the
P signalling repressor protein OsSPX4, which allows the release
of OsPHR2 (Zhou et al., 2008), a master TF of phosphate
signalling, into the nucleus and activates the transcription of
P utilization genes. Importantly, OsSPX4 was also shown to
interact with and control the activity of the master TF of
nitrate signalling, OsNLP3, in rice. Therefore, nitrate-stimulated
degradation of OsSPX4 activates expression of phosphate and
nitrate uptake genes, ensuring a coordinated utilization of N
and P in plants (Hu et al., 2019; Poza-Carrión and Paz-Ares,
2019). PERSPECTIVE transporters/channels by the same kinase CIPK23 supports the
aforementioned
speculation
that
the
interactions
might
be coordinated, or at least partially coordinated, at the molecular
level. In addition, CIPK23 has also been shown to participate
in the drought stress response and in the regulation of ABA
responsiveness of guard cells during their closure and opening
via phosphorylation and triggering the opening of the guard
cell anion channels SLAC1/SLAH3 (Maierhofer et al., 2014; Reyes
and Grégory, 2020). It has been reported that the CBL9-CIPK23
complex is inhibited by the dimer coupling state of NRT1.1 at
high nitrate concentrations (Rashid et al., 2019), which means
that it also influences the transport of other ions or the responses
to certain stresses. However, much work is still needed, making
use of biochemical and structural approaches to master the
functional specificities that allow a single protein to regulate
such diverse abiotic stresses. The dual-affinity mode of nitrate transport is one of the most
outstanding functions of NRT1.1. As a result, considerable
efforts have been made to characterise the structural mechanisms
regulating the switch between the two states of the NRT1.1
protein. Through structural and biochemical modelling, the
dimerisation state and/or structural flexibility of NRT1.1 have
been proposed to play a key role in the phosphorylation-
governed affinity switch. Remarkably, the sensor function of
NRT1.1 also exhibits a biphasic manner, which is regulated
by the phosphorylation of T101, which is controlled by the
kinase CIPK23. However, many important questions remain
to be addressed to further understand this unique protein. For example, with the fluctuation of nitrate concentrations in
the external environment, the maintenance of dynamic balance
and transition between the signalling and transport functions,
and whether NRT1.1 can synchronously activate the signalling
and transport functions should be addressed in future studies. As nitrate only binds to high-affinity monomer A, which initiates
NRT1.1 dimer decoupling and priming of the T101 site for
phosphorylation by CIPK23 in a low nitrate concentration
(Rashid et al., 2018), the signalling and transport functions
of both monomers in NRT1.1 at different monomeric and
dimerisation states should be systematically characterised. By
disrupting the dimer interface (Robertson et al., 2010), a
phosphorylation-independent NRT1.1 monomer mutant may
be obtained. Further structural analyses of such mutants could
help to determine whether monomer B in phosphorylated
NRT1.1 is functional and how the intermonomer allostery
affects the levels of cytosolic calcium waves. PERSPECTIVE As the overlapping resistance processes of
NRT1.1 in response to different stresses were found in different
studies, the future efforts are needed to systematically investigate
its detailed mechanisms in regulating a combination of two or
more different abiotic stresses, which may be expected to enhance
plant resistance to naturally occurring environmental conditions. Although NRT1.1 is believed to be preferentially responsible
for nitrate transport and signalling, many extended roles that
are involved in the regulation of diverse abiotic stresses have
been determined. As previously mentioned, NRT1.1 plays a
positive role in the resistance of Arabidopsis to H+, Pb2+, and
low-K+ stress, and a negative role in modulating many types
of stress, such as Cd2+, Zn2+, NH4
+, high-Na+, and drought stress
(Figure 2). The reason why NRT1.1 can play multiple physiological
roles and whether it simultaneously mediates these stress processes
needs to be elucidated. The cation-anion balance process seems
to be the most common mechanism whereby NRT1.1-mediated
NO3
− transport modulates the synergetic transport of cations
(such as H+, K+, Cd2+, Zn2+, and Na+), which theoretically might
depend on the cooperation between anion transporters/channels
and cation transporters/channels (Figure 2). However, there is
as yet no molecular evidence for direct protein–protein interactions
in this regard. Remarkably, a common signalling module, the
CBL9-CIPK23 complex, has previously been shown to modulate
the transport activities of AKT1, TPK (K+ channel), HAK5 (K+
transporter), IRT1 (Fe2+/Cd2+/Zn2+ transporter), AMT1.1/2 (NH4
+
transporter), and NRT1.1 (NO3
− transporter), as well as the
activity of FRO2 (ferric-chelate reductase), in several studies
(Ragel et al., 2015; Tian et al., 2016; Straub et al., 2017; Dubeaux
et al., 2018; Tang et al., 2020). Regulation of nitrate and cation To date, most advances in understanding the molecular
mechanisms of NRT1.1, which regulates plant tolerance to
abiotic stress, have been achieved in controlled unique laboratory
conditions or a certain genotype of model plants. In rice and
maize, homologues of NRT1.1 have been characterised and
revealed to have nitrate transport activity, indicating a conserved
function of NRT1.1 in nitrate transport across different plant
species (Hu et al., 2015; Wen et al., 2017; Wang et al., 2020a). In future, the ideal NRT1.1-related traits identified in Arabidopsis
will be expected to be transferred to crops and subsequently
produced via myriad molecular biology methods. P and Fe Deficiencyi As previously mentioned, NRT1.1 plays a
positive role in the resistance of Arabidopsis to H+, Pb2+, and
low-K+ stress, and a negative role in modulating many types
of stress, such as Cd2+, Zn2+, NH4
+, high-Na+, and drought stress
(Figure 2). The reason why NRT1.1 can play multiple physiological
roles and whether it simultaneously mediates these stress processes
needs to be elucidated. The cation-anion balance process seems
to be the most common mechanism whereby NRT1.1-mediated
NO3
− transport modulates the synergetic transport of cations
(such as H+, K+, Cd2+, Zn2+, and Na+), which theoretically might
depend on the cooperation between anion transporters/channels
and cation transporters/channels (Figure 2). However, there is
as yet no molecular evidence for direct protein–protein interactions
in this regard. Remarkably, a common signalling module, the
CBL9-CIPK23 complex, has previously been shown to modulate
the transport activities of AKT1, TPK (K+ channel), HAK5 (K+
transporter), IRT1 (Fe2+/Cd2+/Zn2+ transporter), AMT1.1/2 (NH4
+
transporter), and NRT1.1 (NO3
− transporter), as well as the
activity of FRO2 (ferric-chelate reductase), in several studies
(Ragel et al., 2015; Tian et al., 2016; Straub et al., 2017; Dubeaux
et al., 2018; Tang et al., 2020). Regulation of nitrate and cation AUTHOR CONTRIBUTIONS XF wrote the first draft and edited the manuscript. CJ added
content and edited the manuscript. All authors contributed to
the article and agreed to the submitted version. PERSPECTIVE Another equally
important question that requires precise clarification is whether
the nitrate perception site is the same as the transport site. NRT1.1 has been found to be expressed in the epidermis-
cortex and central cylinder of mature roots as well as guard
cells of shoots (Guo et al., 2003; Fang et al., 2020). Future
studies should focus on the specific functions that have been
ascribed to NRT1.1 in different tissues for the regulation of
plant tolerance to certain environmental stresses. As NRT1.1
can act as a transceptor by sensing variations in extracellular
nitrate concentrations to modulate its biphasic adaptive state
(Rashid et al., 2019), it could also play a role in sensing nitrate
concentrations in different organs. However, the signalling function
of NRT1.1 in plant tissues in response to environmental changes
remains unclear. As the overlapping resistance processes of
NRT1.1 in response to different stresses were found in different
studies, the future efforts are needed to systematically investigate
its detailed mechanisms in regulating a combination of two or
more different abiotic stresses, which may be expected to enhance
plant resistance to naturally occurring environmental conditions. To date, most advances in understanding the molecular
mechanisms of NRT1.1, which regulates plant tolerance to
abiotic stress, have been achieved in controlled unique laboratory
conditions or a certain genotype of model plants. In rice and
maize, homologues of NRT1.1 have been characterised and
revealed to have nitrate transport activity, indicating a conserved
function of NRT1.1 in nitrate transport across different plant
species (Hu et al., 2015; Wen et al., 2017; Wang et al., 2020a). In future, the ideal NRT1.1-related traits identified in Arabidopsis
will be expected to be transferred to crops and subsequently
produced via myriad molecular biology methods. NRT1.1 has been found to be expressed in the epidermis-
cortex and central cylinder of mature roots as well as guard
cells of shoots (Guo et al., 2003; Fang et al., 2020). Future
studies should focus on the specific functions that have been
ascribed to NRT1.1 in different tissues for the regulation of
plant tolerance to certain environmental stresses. As NRT1.1
can act as a transceptor by sensing variations in extracellular
nitrate concentrations to modulate its biphasic adaptive state
(Rashid et al., 2019), it could also play a role in sensing nitrate
concentrations in different organs. However, the signalling function
of NRT1.1 in plant tissues in response to environmental changes
remains unclear. P and Fe Deficiencyi Overall, a clear link was found
between NO3
− and P, K, or Fe in the transport and signalling
cascade (of NO3
−) coordinated via NRT1.1 in plants. However, an in-depth understanding of the effects of the
crosstalk between nitrogen and one or more nutrients is
still necessary, which is very important for understanding
and engineering plant adaptive responses to a fluctuating
nutritional environment. August 2021 | Volume 12 | Article 715694 Frontiers in Plant Science | www.frontiersin.org 8 NRT1.1 Function in Abiotic Stress Fang et al. PERSPECTIVE
The dual-affinity mode of nitrate transport is one of the most
outstanding functions of NRT1.1. As a result, considerable
efforts have been made to characterise the structural mechanisms
regulating the switch between the two states of the NRT1.1
protein. Through structural and biochemical modelling, the
dimerisation state and/or structural flexibility of NRT1.1 have
been proposed to play a key role in the phosphorylation-
governed affinity switch. Remarkably, the sensor function of
NRT1.1 also exhibits a biphasic manner, which is regulated
by the phosphorylation of T101, which is controlled by the
kinase CIPK23. However, many important questions remain
to be addressed to further understand this unique protein. For example, with the fluctuation of nitrate concentrations in
the external environment, the maintenance of dynamic balance
and transition between the signalling and transport functions,
and whether NRT1.1 can synchronously activate the signalling
and transport functions should be addressed in future studies. As nitrate only binds to high-affinity monomer A, which initiates
NRT1.1 dimer decoupling and priming of the T101 site for
phosphorylation by CIPK23 in a low nitrate concentration
(Rashid et al., 2018), the signalling and transport functions
of both monomers in NRT1.1 at different monomeric and
dimerisation states should be systematically characterised. By
disrupting the dimer interface (Robertson et al., 2010), a
phosphorylation-independent NRT1.1 monomer mutant may
be obtained. Further structural analyses of such mutants could
help to determine whether monomer B in phosphorylated
NRT1.1 is functional and how the intermonomer allostery
affects the levels of cytosolic calcium waves. Another equally
important question that requires precise clarification is whether
the nitrate perception site is the same as the transport site. Although NRT1.1 is believed to be preferentially responsible
for nitrate transport and signalling, many extended roles that
are involved in the regulation of diverse abiotic stresses have
been determined. REFERENCES Alleviation of proton toxicity by nitrate uptake specifically depends
on nitrate transporter 1.1 in Arabidopsis. New Phytol. 211, 149–158. doi:
10.1111/nph.13892 Léran, S., Muños, S., Brachet, C., Tillard, P., Gojon, A., and Lacombe, B. (2013). Arabidopsis NRT1.1 is a bidirectional transporter involved in root-
to-shoot nitrate translocation. Mol. Plant 6, 1984–1987. doi: 10.1093/mp/
sst068 Feng, H. M., Fan, X. R., Miller, A. J., and Xu, G. H. (2020). Plant nitrogen
uptake and assimilation: regulation of cellular pH homeostasis. J. Exp. Bot. 71, 4380–4392. doi: 10.1093/jxb/eraa150 Li, H., Yu, M., Du, X. Q., Wang, Z. F., Wu, W. H., Quintero, F. J., et al. (2017). NRT1.5/NPF7.3 functions as a proton-coupled H+/K+ antiporter for
K+ loading into the xylem in Arabidopsis. Plant Cell 29, 2016–2026. doi:
10.1105/tpc.16.00972h Gao, Y., Li, Y., Yang, X., Li, H., Shen, Q., and Guo, S. (2010). Ammonium
nutrition increases water absorption in rice seedlings (Oryza sativa L.) under
water stress. Plant Soil 331, 193–201. doi: 10.1007/s11104-009-0245-1 Liu, X., Cui, H., Li, A., Zhang, M., and Teng, Y. (2015). The nitrate transporter
NRT1.1 is involved in iron deficiency responses in Arabidopsis. J. Plant
Nutr. Soil Sci. 178, 601–608. doi: 10.1002/jpln.201400480fi Glass, A. D., and Kotur, Z. (2013). A re-evaluation of the role of Arabidopsis
NRT1.1 in high-affinity nitrate transport. Plant Physiol. 163, 1103–1106. doi: 10.1104/pp.113.229161 Liu, K. H., Huang, C. Y., and Tsay, Y. F. (1999). CHL1 is a dual-affinity nitrate
transporter of Arabidopsis involved in multiple phases of nitrate uptake. Plant Cell 11, 865–874. doi: 10.1105/tpc.11.5.865 Gojon, A., and Gaymard, F. (2010). Keeping nitrate in the roots: an unexpected
requirement for cadmium tolerance in plants. J. Mol. Cell Biol. 2, 299–301. doi: 10.1093/jmcb/mjq019h Liu, K. H., and Tsay, Y. F. (2003). Switching between the two action modes
of the dual-affinity nitrate transporter CHL1 by phosphorylation. EMBO J. 22, 1005–1013. doi: 10.1093/emboj/cdg118f Guo, F. Q., Young, J., and Crawford, N. M. (2003). The nitrate transporter
AtNRT1. 1 (CHL1) functions in stomatal opening and contributes to
drought susceptibility in Arabidopsis. Plant Cell 15, 107–117. doi: 10.1105/
tpc.006312 Liu, L., Xiao, W., Li, L., Li, D. M., Gao, D. S., Zhu, C. Y., et al. (2017). Effect
of exogenously applied molybdenum on its absorption and nitrate metabolism
in strawberry seedlings. Plant Physiol. Biochem. 115, 200–211. doi: 10.1016/j. plaphy.2017.03.015 Hachiya, T., Mizokami, Y., Miyata, K., Tholen, D., Watanabe, C. K., and
Noguchi, K. (2011). REFERENCES doi: 10.1104/pp.18.00410 Doddema, H., Hofstra, J. J., and Feenstra, W. J. (1978). Uptake of nitrate by
mutants of Arabidopsis thaliana, disturbed in uptake or reduction of nitrate. I. Effect of nitrogen source during growth on uptake of nitrate and chlorate. Physiol. Plant. 43, 343–350. doi: 10.1111/j.1399-3054.1978.tb01592.x Jian, S., Luo, J., Liao, Q., Liu, Q., Guan, C., and Zhang, Z. (2019). NRT1.1
regulates nitrate allocation and cadmium tolerance in Arabidopsis. Front. Plant Sci. 10:384. doi: 10.3389/fpls.2019.00384 Jogawat, A., Yadav, B., and Chhaya., Lakra, N., and Narayan, O. P., (2021). Crosstalk between phytohormones and secondary metabolites in the drought
stress tolerance of crop plants: a review. Physiol. Plant. 172, 1106–1132. doi: 10.1111/ppl.13328 Drechsler, N., Zheng, Y., Bohner, A., Nobmann, B., von Wirén, N., Kunze, R.,
et al. (2015). Nitrate-dependent control of shoot K homeostasis by the
nitrate transporter1/peptide transporter family member NPF7.3/NRT1.5 and
the stelar K+ outward rectifier SKOR in Arabidopsis. Plant Physiol. 169,
2832–2847. doi: 10.1104/pp.15.01152 Kotur, Z., Mackenzie, N., Ramesh, S., Tyerman, S. D., Kaiser, B. N., and
Glass, A. D. (2012). Nitrate transport capacity of the Arabidopsis thaliana
NRT2 family members and their interactions with AtNAR2.1. New Phytol. 194, 724–731. doi: 10.1111/j.1469-8137.2012.04094.x Dubeaux, G., Neveu, J., Zelazny, E., and Vert, G. (2018). Metal sensing by the
IRT1 transporter-receptor orchestrates its own degradation and plant metal
nutrition. Mol. Cell 69, 953–964. doi: 10.1016/j.molcel.2018.02.009 Krapp, A., David, L. C., Chardin, C., Girin, T., Marmagne, A., Leprince, A. S.,
et al. (2014). Nitrate transport and signalling in Arabidopsis. J. Exp. Bot. 65, 789–798. doi: 10.1093/jxb/eru001 Esteban, R., Ariz, I., Cruz, C., and Moran, J. F. (2016). Mechanisms of ammonium
toxicity and the quest for tolerance. Plant Sci. 248, 92–101. doi: 10.1016/j. plantsci.2016.04.008 Krouk, G. (2017). Nitrate signalling: calcium bridges the nitrate gap. Nat. Plants
3:17095. doi: 10.1038/nplants.2017.95 Fang, X. Z., Liu, X. X., Zhu, Y. X., Ye, J. Y., and Jin, C. W. (2020). The K+
and NO3
− interaction mediated by NITRATE TRANSPORTER1.1 ensures
better plant growth under K+-limiting conditions. Plant Physiol. 184,
1900–1916. doi: 10.1104/pp.20.01229 Léran, S., Edel, K. H., Pervent, M., Hashimoto, K., Corratgé-Faillie, C.,
Offenborn, J. N., et al. (2015). Nitrate sensing and uptake in Arabidopsis
are enhanced by ABI2, a phosphatase inactivated by the stress hormone
abscisic acid. Sci. Signal. 8:ra43. doi: 10.1126/scisignal.aaa4829 Fang, X. Z., Tian, W. H., Liu, X. X., Lin, X. Y., Jin, C. W., and Zheng, S. J. (2016). REFERENCES Ho, C. H., Lin, S. H., Hu, H. C., and Tsay, Y. F. (2009). CHL1 functions as
a nitrate sensor in plants. Cell 138, 1184–1194. doi: 10.1016/j.cell.2009.07.004 Álvarez-Aragón, R., Haro, R., Benito, B., and Rodríguez-Navarro, A. (2016). Salt intolerance in Arabidopsis: shoot and root sodium toxicity, and inhibition
by sodium-plus-potassium overaccumulation. Planta 243, 97–114. doi: 10.1007/
s00425-015-2400-7 Hu, B., Jiang, Z., Wang, W., Qiu, Y., Zhang, Z., Liu, Y., et al. (2019). Nitrate–
NRT1.1B–SPX4 cascade integrates nitrogen and phosphorus signalling networks h Hu, B., Jiang, Z., Wang, W., Qiu, Y., Zhang, Z., Liu, Y., et al. (2019). Nitrate–
NRT1.1B–SPX4 cascade integrates nitrogen and phosphorus signalling networks
in plants. Nat. Plan. Theory 5, 401–413. doi: 10.1038/s41477-019-0420-1 Álvarez-Aragón, R., and Rodríguez-Navarro, A. (2017). Nitrate-dependent shoot
sodium accumulation and osmotic functions of sodium in Arabidopsis under
saline conditions. Plant J. 91, 208–219. doi: 10.1111/tpj.13556 Hu, B., Wang, W., Ou, S., Tang, J., Li, H., Che, R., et al. (2015). Variation in
NRT1.1B contributes to nitrate-use divergence between rice subspecies. Nat. Genet. 47:834. doi: 10.1038/ng.3337 j
Armijo, G., and Gutiérrez, R. A. (2017). Emerging players in the nitrate signalling
pathway. Mol. Plant 10, 1019–1022. doi: 10.1016/j.molp.2017.07.006 Huang, N. C., Chiang, C. S., Crawford, N. M., and Tsay, Y. F. (1996). CHL1
encodes a component of the low-affinity nitrate uptake system in Arabidopsis
and shows cell type-specific expression in roots. Plant Cell 8, 2183–2191. doi: 10.1105/tpc.8.12.2183 Bouguyon, E., Brun, F., Meynard, D., Kubeš, M., Pervent, M., Leran, S., et al. (2015). Multiple mechanisms of nitrate sensing by Arabidopsis nitrate
transceptor NRT1.1. Nat. Plants 1:15015. doi: 10.1038/nplants.2015.15h Huang, T. K., Han, C. L., Lin, S. I., Chen, Y. J., Tsai, Y. C., Chen, Y. R., et al. (2013). Identification of downstream components of ubiquitin-conjugating
enzyme PHOSPHATE2 by quantitative membrane proteomics in Arabidopsis
roots. Plant Cell 25, 4044–4060. doi: 10.1105/tpc.113.115998 Coskun, D., Britto, D. T., and Kronzucker, H. J. (2016). The nitrogen–potassium
intersection: membranes, metabolism, and mechanism. Plant Cell Environ. 10, 2029–2041. doi: 10.1111/pce.12671 ots. Plant Cell 25, 4044–4060. doi: 10.1105/tpc.113.115998 Crawford, N. M., and Glass, A. D. M. (1998). Molecular and physiological
aspects of nitrate uptake in plants. Trends Plant Sci. 3, 389–395. doi: 10.1016/
S1360-1385(98)01311-9 Jian, S., Liao, Q., Song, H., Liu, Q., Lepo, J. E., Guan, C., et al. (2018). NRT1.1-
related NH4
+ toxicity is associated with a disturbed balance between NH4
+
uptake and assimilation. Plant Physiol. 178, 1473–1488. FUNDING This work was financially supported by the Research and
Development Fund of Zhejiang A&F University (203402009801). August 2021 | Volume 12 | Article 715694 Frontiers in Plant Science | www.frontiersin.org 9 NRT1.1 Function in Abiotic Stress Fang et al. expression and favoring competition between Fe and cd uptake. Plant Soil
416, 453–462. doi: 10.1007/s11104-017-3232-y expression and favoring competition between Fe and cd uptake. Plant Soil
416, 453–462. doi: 10.1007/s11104-017-3232-y REFERENCES R., Zagotta, W. N., and Zheng, N. (2014). Crystal structure of the plant dual-affinity nitrate transporter NRT1.1. Nature 507, 73–77. doi: 10.1038/nature13074 Maierhofer, T., Diekmann, M., Offenborn, J. N., Lind, C., Bauer, H., Hashimoto, K.,
et al. (2014). Site- and kinase-specific phosphorylation-mediated activation
of SLAC1, a guard cell anion channel stimulated by abscisic acid. Sci. Signal. 7:ra86. doi: 10.1126/scisignal.2005703 Sun, J., and Zheng, N. (2015). Molecular mechanism underlying the plant
NRT1.1 dual-affinity nitrate transporter. Front. Physiol. 6:386. doi: 10.3389/
fphys.2015.00386 Mao, Q. Q., Guan, M. Y., Lu, K. X., Du, S. T., Fan, S. K., Ye, Y. Q., et al. (2014). Inhibition of nitrate transporter 1.1-controlled nitrate uptake reduces
cadmium uptake in Arabidopsis. Plant Physiol. 166, 934–944. doi: 10.1104/
pp.114.243766 Tang, R. J., Zhao, F. G., Yang, Y., Wang, C., Li, K., Kleist, T. J., et al. (2020). A calcium signalling network activates vacuolar K+ remobilization to enable
plant adaptation to low-K environments. Nat. Plants 6, 384–393. doi: 10.1038/
s41477-020-0621-7 Medici, A., Marshall-Colon, A., Ronzier, E., Szponarski, W., Wang, R., Gojon, A.,
et al. (2015). AtNIGT1/HRS1 integrates nitrate and phosphate signals at
the Arabidopsis root tip. Nat. Commun. 6:6274. doi: 10.1038/ncomms72i Tewari, R. K., Yadav, N., Gupta, R., and Kumar, P. (2021). Oxidative stress
under macronutrient deficiency in plants. J. Soil Sci. Plant Nutr. 21, 832–859. doi: 10.1007/s42729-020-00405-9 Medici, A., Szponarski, W., Dangeville, P., Safi, A., Dissanayake, I. M., Saenchai, C.,
et al. (2019). Identification of molecular integrators shows that nitrogen
actively controls the phosphate starvation response in plants. Plant Cell 31,
1171–1184. doi: 10.1105/tpc.18.00656 Tian, W. H., Ye, J. Y., Cui, M. Q., Chang, J. B., Liu, Y., Li, G. X., et al. (2021). A transcription factor STOP1-centered pathway coordinates ammonium and
phosphate acquisition in Arabidopsis. Mol. Plant. doi: 10.1016/j.molp.2021.06.024 Mittler, R., and Blumwald, E. (2015). The roles of ROS and ABA in systemic
acquired acclimation. Plant Cell 27, 64–70. doi: 10.1105/tpc.114.133090 Tian, Q. Y., Zhang, X. X., Yang, A., Wang, T. Z., and Zhang, W. H. (2016). CIPK23 is involved in iron acquisition of Arabidopsis by affecting ferric
chelate
reductase
activity. Plant
Sci. 246,
70–79. doi:
10.1016/j. plantsci.2016.01.010 Noguero, M., Leran, S., Bouguyon, E., Brachet, C., Tillard, P., Nacry, P., et al. (2018). Revisiting the functional properties of NPF6.3/NRT1.1/CHL1 in
xenopus oocytes. BioRxiv [Preprint] hal-01777543. doi:10.1101/244467 Pan, W., You, Y., Weng, Y. N., Shentu, J. L., Lu, Q., Xu, Q. R., et al. (2020). REFERENCES Evidence for a nitrate-independent function of the
nitrate sensor NRT1.1 in Arabidopsis thaliana. J. Plant Res. 124, 425–430. doi: 10.1007/s10265-010-0385-7 Liu, X. X., Zhu, Y. X., Fang, X. Z., Ye, J. Y., Du, W. X., Zhu, Q. Y., et al. (2020). Ammonium aggravates salt stress in plants by entrapping them in
a chloride over-accumulation state in an NRT1.1-dependent manner. Sci. Total Environ. 746:141244. doi: 10.1016/j.scitotenv.2020.141244 Hachiya, T., and Noguchi, K. (2011). Mutation of NRT1.1 enhances ammonium/
low pH-tolerance in Arabidopsis thaliana. Plant Signal. Behav. 6, 706–708. doi: 10.4161/psb.6.5.15068 He, X. L., Fan, S. K., Zhu, J., Guan, M. Y., Liu, X. X., Zhang, Y. S., et al. (2017). Iron supply prevents cd uptake in Arabidopsis by inhibiting IRT1 Luo, B. F., Du, S. T., Lu, K. X., Liu, W. J., Lin, X. Y., and Jin, C. W. (2012). Iron uptake system mediates nitrate-facilitated cadmium accumulation in August 2021 | Volume 12 | Article 715694 Frontiers in Plant Science | www.frontiersin.org 10 Fang et al. NRT1.1 Function in Abiotic Stress tomato (Solanum lycopersicum) plants. J. Exp. Bot. 63, 3127–3136. doi:
10.1093/jxb/ers036 Shrestha, J., Kandel, M., Subedi, S., and Shah, K. K. (2020). Role of nutrients
in
rice
(Oryza
sativa
L.):
a
review. Agri
9,
53–62. doi:
10.5958/2394-448X.2020.00008.5 Maathuis, F. J. M. (2009). Physiological functions of mineral macronutrients. Curr. Opin. Plant Biol. 12, 250–258. doi: 10.1016/j.pbi.2009.04.003 Straub, T., Ludewig, U., and Neuhaeuser, B. (2017). The kinase CIPK23 inhibits
ammonium transport in Arabidopsis thaliana. Plant Cell 29, 409–422. doi:
10.1105/tpc.16.00806 Maghiaoui, A., Bouguyon, E., Cuesta, C., Perrine-Walker, F., Alcon, C., Krouk, G.,
et al. (2020a). The Arabidopsis NRT1.1 transceptor coordinately controls
auxin biosynthesis and transport to regulate root branching in response to
nitrate. J. Exp. Bot. 71, 4480–4494. doi: 10.1093/jxb/eraa242 Su, H., Wang, T., Ju, C. F., Deng, J. P., Zhang, T. Q., Li, M., et al. (2021). Abscisic acid signalling negatively regulates nitrate uptake via phosphorylation Su, H., Wang, T., Ju, C. F., Deng, J. P., Zhang, T. Q., Li, M., et al. (2021). Abscisic acid signalling negatively regulates nitrate uptake via phosphorylation
of NRT1.1 by SnRK2s in Arabidopsis. J. Integr. Plant Biol. 63, 597–610. doi:
10.1111/jipb.13057 Maghiaoui, A., Gojon, A., and Bach, L. (2020b). NRT1.1-centered nitrate signaling
in plants. J. Exp. Bot. 71, 6226–6237. doi: 10.1093/jxb/eraa361f of NRT1.1 by SnRK2s in Arabidopsis. J. Integr. Plant Biol. 63, 597–610. doi:
10.1111/jipb.13057 Sun, J., Bankston, J. R., Payandeh, J., Hinds, T. REFERENCES Zn stress facilitates nitrate transporter 1.1-mediated nitrate uptake aggravating
Zn accumulation in Arabidopsis plants. Ecotoxicol. Environ. Saf. 190:110104. doi: 10.1016/j.ecoenv.2019.110104 Tsay, Y. F. (2014). Plant science: how to switch affinity. Nature 507, 44–45. doi: 10.1038/nature13063 Tsay, Y. F., Schroeder, J. I., Feldmann, K. A., and Crawford, N. M. (1993). The herbicide sensitivity gene CHL1 of Arabidopsis encodes a nitrate-
inducible
nitrate
transporter. Cell
72,
705–713. doi:
10.1016/0092-8674(93)90399-B Parker, J. L., and Newstead, S. (2014). Molecular basis of nitrate uptake by
the plant nitrate transporter NRT1.1. Nature 507, 68–72. doi: 10.1038/
nature13116 Vidal, E. A., Alvarez, J. M., Araus, V., Riveras, E., Brooks, M. D., Krouk, G.,
et al. (2020). Nitrate in 2020: thirty years from transport to signalling
networks. Plant Cell 32, 2094–2119. doi: 10.1105/tpc.19.00748 Pires, D. E., and Ascher, D. B. (2016). CSM-lig: a web server for assessing
and comparing protein-small molecule affinities. Nucleic Acids Res. 44,
557–561. doi: 10.1093/nar/gkw390 Wang, Y. Y., Cheng, Y. H., Chen, K. E., and Tsay, Y. F. (2018). Nitrate transport,
signalling, and use efficiency. Annu. Rev. Plant Biol. 69, 85–122. doi: 10.1146/
annurev-arplant-042817-040056 Poza-Carrión, C., and Paz-Ares, J. (2019). When nitrate and phosphate sensors
meet. Nat. Plants 5, 339–340. doi: 10.1038/s41477-019-0403-2 Wang, Y. Y., Hsu, P. K., and Tsay, Y. F. (2012). Uptake, allocation and signaling
of nitrate. Trends Plant Sci. 17, 458–467. doi: 10.1016/j.tplants.2012.04.006 Ragel,
P.,
Rodenas,
R.,
Garcia-Martin,
E.,
Andres,
Z.,
Villalta,
I.,
Nieves-Cordones, M., et al. (2015). The CBL-interacting protein kinase
CIPK23 regulates HAK5-mediated high-affinity K+ uptake in Arabidopsis
roots. Plant Physiol. 169, 2863–2873. doi: 10.1104/pp.15.01401 Wang, W., Hu, B., Li, A., and Chu, C. (2020b). NRT1.1s in plants: functions
beyond nitrate transport. J. Exp. Bot. 71, 4373–4379. doi: 10.1093/jxb/erz554 Rashid, M., Bera, S., Banerjee, M., Medvinsky, A. B., Sun, G. Q., Li, B. L.,
et al. (2019). Feedforward control of plant nitrate transporter NRT1.1
biphasic adaptive activity. Biophys. J. 118, 898–908. doi: 10.1016/j. bpj.2019.10.018 Wang, X., Wang, H. F., Chen, Y., Sun, M. M., Wang, Y., and Chen, Y. F. (2020a). The transcription factor NIGT1.2 modulates both phosphate uptake
and nitrate influx during phosphate starvation in Arabidopsis and maize. Plant Cell 32, 3519–3534. doi: 10.1105/tpc.20.00361 Rashid, M., Bera, S., Medvinsky, A. B., Sun, G. Q., Li, B. L., and Chakraborty, A. (2018). Adaptive regulation of nitrate transceptor NRT1.1 in fluctuating soil
nitrate conditions. iScience 2, 41–50. doi: 10.1016/j.isci.2018.03.007 Wang, Y., and Wu, W. H. (2013). REFERENCES Potassium transport and signaling in higher
plants. Annu. Rev. Plant Biol. 64, 451–476. doi: 10.1146/annurev-
arplant-050312-120153 Wang, Y., and Wu, W. H. (2017). Regulation of potassium transport and signaling
in plants. Curr. Opin. Plant Biol. 39, 123–128. doi: 10.1016/j.pbi.2017.06.006
Wen Z
and Kaiser B N (2018) Unraveling the functional role of NPF6 Reyes, R., and Grégory, V. (2020). Regulation of root nutrient transporters by
CIPK23: ‘one kinase to rule them all’. Plant Cell Physiol. pcaa156. doi:
10.1093/pcp/pcaa156 Wang, Y., and Wu, W. H. (2017). Regulation of potassium transport and signaling
in plants. Curr. Opin. Plant Biol. 39, 123–128. doi: 10.1016/j.pbi.2017.06.006
Wen, Z., and Kaiser, B. N. (2018). Unraveling the functional role of NPF6
transporters. Front. Plant Sci. 9:973. doi: 10.3389/fpls.2018.00973 j
Wen, Z., and Kaiser, B. N. (2018). Unraveling the functional role of NPF6
transporters. Front. Plant Sci. 9:973. doi: 10.3389/fpls.2018.00973 Riveras, E., Alvarez, J. M., Vidal, E. A., Oses, C., Vega, A., and Gutierrez, R. A. (2015). The calcium ion is a second messenger in the nitrate signalling
pathway of Arabidopsis. Plant Physiol. 169, 1397–1404. doi: 10.1104/pp.15.00961 Wen, Z., Tyerman, S. D., Dechorgnat, J., Ovchinnikova, E., Dhugga, K. S., and
Kaiser, B. N. (2017). Maize NPF6 proteins are homologs of Arabidopsis
CHL1 that are selective for both nitrate and chloride. Plant Cell 29,
2581–2596. doi: 10.1105/tpc.16.00724 Robertson, J. L., Kolmakova-Partensky, L., and Miller, C. (2010). Design, function
and structure of amonomeric ClC transporter. Nature 468, 844–847. doi:
10.1038/nature09556 Wu, X. Y., Liu, T., Zhang, Y. J., Duan, F. Y., Benjamin, N., Uwe, L., et al. (2019). Ammonium and nitrate regulate NH4
+ uptake activity of Arabidopsis
ammonium transporter AtAMT1;3 via phosphorylation at multiple C-terminal
sites. J. Exp. Bot. 70, 4919–4930. doi: 10.1093/jxb/erz230 Roosta, H. R., and Schjoerring, J. K. (2007). Effects of ammonium toxicity on
nitrogen metabolism and elemental profile of cucumber plants. J. Plant
Nutr. 30, 1933–1951. doi: 10.1080/01904160701629211 Xu, X., Du, X., Wang, F., Sha, J., and Jiang, Y. (2020). Effects of potassium
levels on plant growth, accumulation and distribution of carbon, and nitrate
metabolism in apple dwarf rootstock seedlings. Front. Plant Sci. 11:904. doi: 10.3389/fpls.2020.00904 Ruan, L., Wei, K., Wang, L., Cheng, H., Zhang, F., Wu, L., et al. (2016). Characteristics of NH4
+ and NO3
− fluxes in tea (Camellia sinensis) roots
measured by scanning ion-selective electrode technique. Sci. Rep. 6:38370. REFERENCES doi: 10.1038/srep38370 August 2021 | Volume 12 | Article 715694 11 Frontiers in Plant Science | www.frontiersin.org NRT1.1 Function in Abiotic Stress Fang et al. phytoremediation efficiency by improving iron status in plants. J. Hazard. Mater. 384:121473. doi: 10.1016/j.jhazmat.2019.121473 Xu, G. H., Fan, X., and Miller, A. J. (2012). Plant nitrogen assimilation and
use efficiency. Annu. Rev. Plant Biol. 63, 153–182. doi: 10.1146/annurev-
arplant-042811-105532 phytoremediation efficiency by improving iron status in plants. J. Hazard. Mater. 384:121473. doi: 10.1016/j.jhazmat.2019.121473 Zhu, J., Fang, X. Z., Dai, Y. J., Zhu, Y. X., Chen, H. S., Lin, X. Y., et al. (2019). Nitrate transporter 1.1 alleviates Pb toxicity in Arabidopsis by
preventing rhizosphere acidification. J. Exp. Bot. 70, 6363–6374. doi: 10.1093/
jxb/erz374 Yang, Y., Xiong, J., Chen, R., Fu, G., Chen, T., and Tao, L. (2016). Excessive
nitrate enhances cadmium (cd) uptake by up-regulating the expression of
OsIRT1 in rice (Oryza sativa). Environ. Exp. Bot. 122, 141–149. doi: 10.1016/j. envexpbot.2015.10.001 Conflict of Interest: The authors declare that the research was conducted in
the absence of any commercial or financial relationships that could be construed
as a potential conflict of interest. Ye, J. Y., Tian, W. H., and Jin, C. W. (2019). A reevaluation of the contribution
of NRT1.1 to nitrate uptake in Arabidopsis under low-nitrate supply. FEBS
Lett. 593, 2051–2059. doi: 10.1002/1873–3468.13473 Yong, Z., Kotur, Z., and Glass, A. D. (2010). Characterization of an intact
two-component high-affinity nitrate transporter from Arabidopsis roots. Plant
J. 63, 739–748. doi: 10.1111/j.1365-313X.2010.04278.xh Publisher’s Note: All claims expressed in this article are solely those of the
authors and do not necessarily represent those of their affiliated organizations,
or those of the publisher, the editors and the reviewers. Any product that may
be evaluated in this article, or claim that may be made by its manufacturer, is
not guaranteed or endorsed by the publisher. Zhang, G. B., Meng, S., and Gong, J. M. (2018). The expected and unexpected
roles of nitrate transporters in plant abiotic stress resistance and their
regulation. Int. J. Mol. Sci. 19:3535. doi: 10.3390/ijms19113535 Zhou, J., Jiao, F., Wu, Z., Li, Y., Wang, X., He, X., et al. (2ss008). OsPHR2 is
involved in phosphate-starvation signaling and excessive phosphate
accumulation in shoots of plants. Plant Physiol. 146, 1673–1686. doi: 10.1104/
pp.107.111443 Copyright © 2021 Fang, Fang, Ye, Liu, Zhao and Jin. This is an open-access article
distributed under the terms of the Creative Commons Attribution License (CC BY). Frontiers in Plant Science | www.frontiersin.org August 2021 | Volume 12 | Article 715694 REFERENCES The use, distribution or reproduction in other forums is permitted, provided the
original author(s) and the copyright owner(s) are credited and that the original
publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with
these terms. Zhu, J. K. (2016). Abiotic stress signaling and responses in plants. Cell 167,
313–324. doi: 10.1016/j.cell.2016.08.029 Zhu, Y. X., Du, W. X., Fang, X. Z., Zhang, L. L., and Jin, C. W. (2020). Knockdown of BTS may provide a new strategy to improve cadmium- August 2021 | Volume 12 | Article 715694 Frontiers in Plant Science | www.frontiersin.org 12
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English
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Review of: "Post-Conflict Reconstruction: How Social Identity Change Informs our Understanding of the Ukrainian Experience of Forced Migration"
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cc-by
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Qeios, CC-BY 4.0 · Review, February 1, 2024 Review of: "Post-Conflict Reconstruction: How Social Identity
Change Informs our Understanding of the Ukrainian
Experience of Forced Migration" Sebastien Arcand1
1 École des Hautes Études Commerciales Sebastien Arcand1 Potential competing interests: No potential competing interests to declare. Qeios ID: ZD359H · https://doi.org/10.32388/ZD359H Potential competing interests: No potential competing interests to declare. The article Post-Conflict Reconstruction: How Social Identity Change Informs our Understanding of the Ukrainian
Experience of Forced Migration explores identity change in 13 women who forcibly fled Ukraine in 2022. Taking a social
identity approach to identity change in the context of migration, the author provides a solid conceptual framework for a
clear and relevant analysis of the data collected. The literature review is fairly up-to-date, drawing on major works in the
field of social identity. The methodological approach is well explained. However, the real contribution of the talking stone
approach is questioned. Apart from what is said about what it can bring to the interviewees, we don't know the full extent
of the contribution of this approach to the data specific to this research. The exploratory approach is well established, and
the themes identified as a result of the analysis are relevant and original, yet aligned with the conceptual elements
selected. It would have been interesting to have more analysis of the fact that the sample is made up of 13 women. Is it
possible to add a gender reading to the analyses presented? How can the migratory experience and changes in identity
be explained, or not, in part through these women's experiences? In closing, we'd like to reiterate that this is a very
interesting article, both for its topicality and for the points it raises. With the increase in migratory flows, particularly of
refugees fleeing war zones and/or natural disasters, it's clear that we need more studies like this one. Qeios ID: ZD359H · https://doi.org/10.32388/ZD359H 1/1
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https://journal.unnes.ac.id/nju/index.php/INTUISI/article/download/23573/pdf
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Indonesian
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Penerapan Model Pembelajaran Picture and Picture Berbasis Keanekaragaman Hayati Dalam Pembentukan Empati Anak Usia Dini
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Intuisi
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INTUISI
JURNAL PSIKOLOGI ILMIAH
http://journal.unnes.ac.id/nju/index.php/INTUISI
Terindeks DOAJ: 2541-2965 INTUISI
JURNAL PSIKOLOGI ILMIAH
http://journal.unnes.ac.id/nju/index.php/INTUISI
Terindeks DOAJ: 2541-2965 INTUISI
JURNAL PSIKOLOGI ILMIAH
http://journal.unnes.ac.id/nju/index.php/INTUISI
Terindeks DOAJ: 2541-2965 Abstrak Data awal menunjukkan bahwa masih terdapat anak usia dini yang belum menunjukkan
perilaku yang mengarah pada empati terhadap orang lain, sementara perilaku empati ini
sangat penting untuk membina kehidupan sosial. Keberadaan binatang dan tumbuhan akan
menjadi objek yang menyenangkan bagi anak sebagai pengenalan karakter dan
penyampaian pesan. Anak tersebut meniru perilaku teman maupun perilaku yang sudah
dibawa dari rumah. Salah satu upaya untuk mengembangkan kemampuan empati anak usia
dini adalah melalui penerapan model pembelajaran picture and picture berbasis
keanekaragaman hayati. Tujuan penelitian ini adalah untuk mendapatkan fakta dan
menjelaskan tentang perbedaan kemampuan empati anak usia dini berdasarkan pada
penerapan model pembelajaran picture and picture berbasis keanekaragaman hayati. Hipotesis dalam penelitian ini adalah terdapat perbedaan kemampuan empati pada 41 anak
usia dini ditinjau dari penerapan model pembelajaran picture and picture berbasis
keanekaragaman hayati. Subjek penelitian menggunakan anak usia dini di TKB. Teknik
sampling menggunakan sampel jenuh. Metode pengumpulan data menggunakan Skala
Empati Anak Usia Dini, serta analisis data menggunakan Independent Samples t-Test. Hasil dari penelitian ini adalah terdapat perbedaan kemampuan empati anak usia dini
melalui penerapan model pembelajaran picture and picture berbasis keanekaragaman
hayati, t=2,310 dengan taraf signifikansi 0,026. Kemampuan empati anak usia dini
kelompok eksperimen lebih tinggi daripada kelompok kontrol. Sejarah Artikel:
Disubmit 26 Februari 2019
Direvisi 21 Maret 2020
Diterima 30 Maret 2020 Keywords:
Emphaty, Children,
Picture INTUISI 12 (1) (2020) INTUISI 12 (1) (2020) Alamat korespondensi:
Jurusan Psikologi, Fakultas Ilmu Pendidikan Universitas Negeri
Semarang, Kampus Sekaran, Gunungpati, Semarang Indonesia
hennypa@mail.unnes.ac.id Fakultas Ilmu Pendidikan, Universitas Negeri Semarang, Indonesia Fakultas Ilmu Pendidikan, Universitas Negeri Semarang, Indonesia Abstract Abstract
Preliminary data showed that there are still young children who have not behaved that lead
to empathy for others, while empathy behavior is very important to foster social
relationships. The existence of animals and plants is a pleasant object for children and a
means of character recognition and delivery of messages. Such as children imitate the
behaviour of friends or behaviour that occurs at home. Efforts to improve children‟s
application of picture and picture models. This study aims to prove and explain the
differences in early childhood empathy abilities by using biodiversity based picture and
picture learning model. The hypothesis of this study is that there is difference in early
childhood empathy through biodiversity based picture and picture learning method. Research subjects used 41 early childhood from kindergarten group B. Sampling technique
using saturated samples. The data collection method uses early childhood emphaty scales,
while data analysis uses independent sample t-test. The result of the analysis showed that
there was a difference in the ability of emphaty for early childhood through the application
of a biodiversity picture and picture learning model, t=2.310, with a significance
probability of 0.026. Emphaty ability of the early age experimental group was higher than
the control group. © 2020 Universitas Negeri Semarang © 2020 Universitas Negeri Semarang p-ISSN 2086-0803
e-ISSN 2541-2965 Alamat korespondensi:
Jurusan Psikologi, Fakultas Ilmu Pendidikan Universitas Negeri
Semarang, Kampus Sekaran, Gunungpati, Semarang Indonesia
hennypa@mail.unnes.ac.id p-ISSN 2086-0803
e-ISSN 2541-2965 66 pandang orang lain merupakan bekal dalam
memposisikan dirinya pada posisi orang lain. Kemampuan ini sangat dibutuhkan dalam
hubu ngan sosial. Anak turut merasakan apa
yang dirasakan temannya. Imajinasi (fantasy)
merupakan aspek empati yang dominan. Kemampuan untuk seolah-olah mempunyai
karakter yang dimiliki oleh tokoh pada buku
maupun
film. Imajinasi
positif
akan
mengarahkan
pada
munculnya
perilaku
empati dan menolong. Buku bergambar dan
film ini memiliki alur dan tema yang dapat
diikuti. Aspek selanjutnya adalah perhatian
empatik
(empatic
concern). Perasaan
simpatik, belas kasihan, dan peduli pada orang
lain menjadi bagian dari perhatian empatik. Perhatian empatik dapat dilihat secara gender. Anak berjenis kelamin perempuan memiliki
kemampuan sosial dan prososial lebih tinggi
dibanding anak laki-laki (Altay & Gure,
2012). Anak perempuan mampu berbagi dan
bekerjasama. Distress pribadi merupakan
pembiaran terhadap ketidaknyamanan diri
yang disebabkan oleh permasalahan orang
lain. Hal ini dapat terwujud dalam bentuk
ketakutan,
kecemasan,
kegelisahan,
kecemasan, kebingungan, dan kuatir kalau
tidak menolong. PENDAHULUAN Empati
merupakan
wujud
dari
kepedulian terhadap sesama. Terdapat banyak
alasan untuk tanggap terhadap perasaan orang
lain. Orang dewasa maupun anak usia dini
dapat memiliki empati. Anak usia dini
merupakan anak yang berusia 0-6 tahun
(Astuti, 2013). Anak usia dini merupakan
anak sejak lahir hingga berusia 6 tahun
(Peraturan
Menteri
Pendidikan
dan
Kebudayaan RI No. 37 Tahun 2014 Tentang
Standar Nasional Pendidikan Anak Usia Dini,
2014). Dalam
usia
ini,
anak
banyak
membutuhkan pendampingan dari orangtua
dan orang dewasa di sekitarnya. Pola perilaku
yang terbentuk tidak lepas dari proses
pembelajaran
dari
lingkungan. Empati
merupakan suatu keterampilan yang dapat
dipahami
dan
dipelajari
anak. Anak
mengamati perilaku tersebut dari orang
dewasa maupun teman sebaya untuk dijadikan
acuan dalam berperilaku di kemudian hari. Proses ini dapat tampak secara langsung
maupun tidak. Empati menjadi kajian yang tidak
dapat terlepas dari anak usia dini. Empati
selalu mengikuti segala aktivitas anak. Empati
merupakan kemampuan untuk menangkap dan
memaknai
perasaan
orang
lain
dengan
berbagai masalahnya, berpikir dari pesepsi
orang lain, serta menghargai berbagai jenis
perasaan
(Iis,
2012). Ketika
anak
memunculkan empati dalam dirinya, berarti
anak
mulai
mampu
memposisikan
perasaannya
pada
perasaan
orang
lain. Perilaku yang muncul setelahnya adalah
peduli. Empati disebut sebagai pemahaman
persepsi yang mengacu pada respon emosi
dan reaksi orang lain. Penulis mengumpulkan data awal di
salah satu TK (Taman Kanak-kanak) di
Gunungpati. Tampak anak yang masih asyik
dengan dirinya tanpa peduli dengan teman
sekitar. Terlihat
anak
mentertawakan
temannya yang jatuh dan berdarah, hal ini
dianggap
sebagai
lelucon. Dalam
pembelajaran di kelas pun, beberapa anak
enggan untuk meminjamkan alat tulis pada
temannya. Guru kelas menceritakan bahwa
pola perilaku anak sebagian besar dibawa dari
rumah. Perkataan tidak pantas pun sering
ditujukan pada temannya. Orangtua yang
sibuk cenderung memanjakan anaknya dengan
cara
menuruti
segala
permintaan
anak. Bahkan terdapat orangtua yang tidak terima
ketika anaknya dikritik. Orangtua menilai
bahwa anaknya adalah anak penurut yang Aspek empati terdiri dari empati
kognitif
(pengambilan
perspektif
dan
imajinasi) dan empati afektif (perhatian
empatik dan distress pribadi) (Zoll & Enz,
2012). Pada
pengambilan
perspektif
(perspective taking), kemampuan spontan
anak dalam berpikir berdasarkan sudut 67 kebun binatang (Yamahashi, et al., 2015). Selain itu, binatang juga dapat diperkenalkan
melalui
cerita
bergambar. Model
pembelajaran
ini
bersifat
aktif
dengan
menggunakan gambar berpasangan maupun
berurutan. Contohnya menyusun gambar
berurutan, menunjukkan gambar, memberi
keterangan gambar, dan menjelaskan gambar. Gambar
yang
dipakai
dapat
berupa
keanekaragaman hayati. Hal ini dimaksudkan
agar anak dapat mengembangkan empati
dalam kemasan keanekaragaman hayati. PENDAHULUAN Cinta
terhadap lingkungan juga harus ditumbuhkan
sejak dini. tidak mungkin melakukan hal yang tidak
diinginkan oleh orang lain. Kegiatan parenting
belum dapat dilakukan secara berkala oleh
pihak sekolah, sehingga jika terdapat masalah,
biasanya diselesaikan sendiri oleh guru. Penulis berharap anak usia dini
memiliki rasa empati terhadap sesama. Empati
ini akan menjadikan anak lebih peduli pada
teman dan orang lain di sekitarnya. Empati
merupakan suatu hal yang dapat dipelajari dan
diterapkan oleh anak. Orang dewasa di sekitar
anak
diharapkan
dapat
memfasilitasi
pengembangan empati ini. Penulis memilih
picture and picture berbasis keanekaragaman
hayati sebagai model pembelajaran. Anak
akan menyukai kartu bergambar manusia,
hewan, dan tumbuhan yang merupakan cerita
seri. Anak
diminta
mengurutkan
dan
menceritakan apa yang tergambar dalam kartu
tersebut. Kemudian peneliti mengajak diskusi
tentang tema dalam cerita. Anak akan belajar
hal baru tanpa merasa tertekan dan tersudut. Setelah mendapatkan data awal, penulis ingin
mengetahui perbedaan empati anak usia dini
berdasarkan
pada
penerapan
media
pembelajaran picture and picture berbasis
keanekaragaman
hayati. Jadi,
terdapat
kesenjangan antara harapan dan kenyataan
secara nyata. Data awal menunjukkan bahwa
anak usia dini di salah satu TK di Kecamatan
Gunungpati belum memiliki tingkatan empati
sesuai harapan penulis, yang mencakup
empati kognitif (pengambilan perspektif dan
imajinasi) dan empati afektif (perhatian
empatik dan distress pribadi). Tujuan penelitian ini adalah untuk
mendapatkan fakta dan menjelaskan tentang
perbedaan kemampuan empati anak usia dini
kelompok eksperimen dan kelompok kontrol
berdasarkan
pada
penerapan
model
pembelajaran picture and picture berbasis
keanekaragaman hayati. Manfaat penelitian
ini adalah untuk mendapatkan masukan secara
empiris tentang perbedaan kemampuan empati
anak usia dini berdasarkan pada penerapan
metode picture and picture, sehingga dipakai
sebagai dasar pemberian perlakuan dalam
situasi pembelajaran di sekolah. Hipotesis
yang diajukan adalah terdapat perbedaan
empati anak usia dini kelompok eksperimen
dan kelompok kontrol berdasarkan pada
penerapan model pembelajaran picture and
picture berbasis keanekaragaman hayati. METODE Populasi
merupakan
wilayah
generalisasi untuk diselidiki, dibatasi sebagai
bagian yang setidaknya mempunyai satu
sifat yang sama untuk dapat disimpulkan
(Sudaryono, 2017). Populasi penelitian ini
adalah anak kelompok TK B di salah satu TK
di Gunungpati. Populasi berjumlah 41 anak. Sampel merupakan bagian dari populasi yang
memiliki ciri-ciri sama. Sampel dalam
penelitian
ini
adalah
bagian
dari
populasi, yaitu anak kelompok TK B
berjumlah 41 anak. Penulis memilih sampel Pembelajaran merupakan suatu proses
dalam pengenalan pengetahuan baru yang
merupakan hasil interaksi dari beberapa pihak. Terdapat banyak model pembelajaran yang
diterapkan di Indonesia. Penerapan model
pembelajaran ini juga berlaku untuk anak usia
dini. Model pembelajaran picture and picture
dapat diterapkan bagi anak. Pemerolehan
pengetahuan
dalam
lingkungan
informal
sangat menguntungkan untuk menarik minat
dan perhatian anak, misalnya mengunjungi 68 jenuh untuk teknik samplingnya. Ciri-ciri
subjek pada penelitian ini adalah berusia 5-6
tahun, tinggal di Kecamatan Gunungpati, dan
status siswa aktif. METODE Tabel 1
Data Demografi Subjek Penelitian
Nama
Usia
Jenis Kelamin
Agama
AF
5 Tahun 3 Bulan
Laki-laki
Islam
AB
6 Tahun
Perempuan
Islam
AHL
5 Tahun 7 Bulan
Laki-laki
Islam
AP
6 Tahun
Laki-laki
Islam
AAC
5 Tahun 1 Bulan
Perempuan
Islam
AG
5 Tahun 8 Bulan
Laki-laki
Islam
APG
5 Tahun 4 Bulan
Perempuan
Islam
ATF
5 Tahun 1 Bulan
Laki-laki
Islam
BK
5 Tahun 3 Bulan
Perempuan
Kristen
BS
5 Tahun 4 Bulan
Laki-laki
Islam
BHL
6 Tahun
Perempuan
Islam
BBN
5 Tahun 10 Bulan
Perempuan
Islam
BP
5 Tahun 7 Bulan
Laki-laki
Islam
CY
5 Tahun 1 Bulan
Laki-laki
Katholik
CPK
5 Tahun 4 Bulan
Laki-laki
Islam
CL
5 Tahun 9 Bulan
Perempuan
Islam
CR
5 Tahun 3 Bulan
Perempuan
Islam
DZ
5 Tahun
Laki-laki
Islam
DPS
5 Tahun 4 Bulan
Perempuan
Islam
DRT
5 Tahun 3 Bulan
Perempuan
Islam
DW
5 Tahun 7 Bulan
Perempuan
Kristen
ESD
5 Tahun 9 Bulan
Perempuan
Islam
EP
5 Tahun 3 Bulan
Laki-laki
Islam
ELK
5 Tahun 3 Bulan
Perempuan
Islam
GD
5 Tahun 7 Bulan
Laki-laki
Islam
HP
6 Tahun
Laki-laki
Islam
HJD
5 Tahun 8 Bulan
Laki-laki
Kristen
HBM
5 Tahun 2 Bulan
Perempuan
Islam
HM
5 Tahun 10 Bulan
Perempuan
Islam
IJG
5 Tahun 6 Bulan
Laki-laki
Islam
JK
5 Tahun 11 Bulan
Perempuan
Islam
KGD
5 Tahun 7 Bulan
Laki-laki
Islam
KB
5 Tahun 3 Bulan
Perempuan
Islam
LS
5 Tahun 4 Bulan
Perempuan
Islam
MM
5 Tahun 5 Bulan
Laki-laki
Islam
MD
5 Tahun 5 Bulan
Perempuan
Islam
PDL
5 Tahun 1 Bulan
Perempuan
Islam
RSN
5 Tahun 9 Bulan
Laki-laki
Islam
RD
5 Tahun 4 Bulan
Perempuan
Islam
ZM
5 Tahun
Perempuan
Islam
ZLW
5 Tahun 8 Bulan
Perempuan
Islam Tabel 1
Data Demografi Subjek Penelitian 69 Berdasarkan data demografi table,
maka dapat dijelaskan bahwa partisipan
berjumlah 41 anak, berusia antara 5-6 tahun,
berjenis kelamin laki-laki sebesar 18 anak
(43,90 %) dan perempuan 23 anak (56.10 %),
serta beragama Islam 37 anak (90.24 %),
Kristen 3 anak (7.32 %), dan Katholik 1 anak
(2.44 %). Selama kegiatan penelitian, semua
partisipan dapat berpartisipasi secara aktif. empati
terdiri
dari
empati
kognitif
(pengambilan perspektif dan imajinasi) dan
empati afektif (perhatian empatik dan distress
pribadi). Variabel dalam penelitian ini adalah
empati anak usia dini sebagai variabel
dependen dan model pembelajaran picture
and picture berbasis keanekaragaman hayati
sebagai variabel independen. METODE Metode pengumpulan data untuk
mengetahui kemampuan empati anak di
bawah 6 tahun dengan menggunakan Skala
Empati AUD yang berjumlah 32 item. Skala
Empati Anak Usia Dini merupakan skala
yang disusun oleh penulis. Tinggi rendahnya
empati
dibuktikan
dengan
skor
yang
diperoleh. Semakin
tinggi
skor
yang
diperoleh berarti semakin tinggi empati anak
usia dini, dan semakin rendah skor yang
diperoleh berarti semakin rendah empati anak
usia dini. Skala Empati Anak Usia Dini yang
digunakan terbagi ke dalam empat alternatif
jawaban, yaitu Sangat Sesuai (SS), Sesuai
(S), Tidak Sesuai (TS), dan Sangat Tidak
Sesuai (STS). Berdasarkan empat alternatif
jawaban tersebut, maka pemberian skor
pada item-item favourable bergerak dari 4-1
(dari SS sampai STS) dan untuk item-item
unfavourable bergerak dari 1-4 (dari SS
sampai
STS). Penulis
menggunakan
Independent
Samples
t-Test
untuk
mengetahui perbedaan empati anak usia dini
berdasarkan
pada
penerapan
model
pembelajaran picture and picture berbasis
keanekaragaman
hayati. Independent
Samples t-Test merupakan uji statistik
parametrik untuk mengukur perbedaan mean
dua kelompok data yang independen. Desain eksperimen dalam penelitian ini
adalah Intact Group Comparison. X
O1
O2
Gambar 1. Desain Eksperimen Intact Group
Comparison
Ket: O1=Hasil pengukuran setengah kelompok
yang diberikan perlakuan (X). O2=Hasil pengukuran setengah kelompok
yang tidak diberikan perlakuan (X). Desain eksperimen ini menggunakan
kelompok eksperimen (dikenakan perlakuan)
dan kelompok kontrol (tidak dikenakan
perlakuan)
(Sudaryono,
2017). Model
pembelajaran picture and picture berbasis
keanekaragaman
hayati
adalah
model
pembelajaran aktif melalui penyajian gambar
makhluk
hidup
(manusia,
hewan,
dan
tumbuhan) dan dipasangkan atau diurutkan
secara sistematis. Perlakuan dalam penelitian
ini
dengan
mengurutkan
gambar,
menunjukkan gambar, memberikan informasi
tentang gambar tersebut, dan menjelaskannya. Gambar
yang
dipakai
adalah
gambar
keanekaragaman hayati. Perlakuan diberikan
sebanyak 15 kali, yaitu seminggu 3 kali. Hal
ini
dimaksudkan
agar
anak
dapat
mengembangkan
empati
dalam
kemasan
keanekaragaman hayati. Empati anak usia dini
adalah kemampuan anak di bawah 6 tahun
untuk menangkap dan memaknai perasaan
orang lain dengan berbagai masalahnya,
berpikir dari pesepsi orang lain, serta
menghargai berbagai jenis perasaan. Aspek Penulis berusaha menegakkan etika
penelitian, dari perizinan sampai dengan
berakhirnya
penelitian. Selain
perizinan
kepada lembaga yang terkait, penulis juga
melakukan
perizinan
kepada
orangtua,
mengingat partisipan masih berusia dini. Peneliti juga tidak mengambil gambar wajah
partisipan,
tetapi
lebih
kepada
proses
kegiatan eksperimennya. Hasil penelitian pun 70 bersifat privasi, terutama yang menyangkut
individu partisipan. bersifat privasi, terutama yang menyangkut
individu partisipan. METODE Skor empati AUD yang diperoleh
adalah 7 anak (35 %) berada dalam kategori
rendah, 11 anak (55 %) berada dalam kategori
sedang, dan 2 anak (10 %) berada dalam
kategori
tinggi. Apabila
dilihat
secara
keseluruhan, maka dapat disimpulkan bahwa
skor empati AUD kelas kontrol yang
diperoleh subjek penelitian berada dalam
kategori sedang. HASIL DAN PEMBAHASAN Deskripsi statistik variabel penelitian
pada Skala Empati AUD adalah sebagai
berikut:
Tabel 2
Mean Empati AUD Berdasarkan Kelompok
No. Empati AUD
Mean
Min
Maks
1. Kelompok
Eksperimen
87.81
55
119
2. Kelompok
Kontrol
73.80
50
112 Mean Empati AUD Berdasarkan Kelompok
No. Empati AUD
Mean
Min
Maks
1. Kelompok
Eksperimen
87.81
55
119
2. Kelompok
Kontrol
73.80
50
112 Langkah
selanjutnya
adalah
melakukan analisis data untuk menjawab
hipotesis penelitian, yaitu Independent Sample
t-Test
dengan
menggunakan
software
pengolah data statistik. Sebelumnya dilakukan
uji normalitas dan uji homogenitas. Uji
asumsi normalitas menggunakan Kolmogrov-
Smirnov. Selanjutnya dilakukan pengelompokan
pada
Skala
Empati
AUD. Peneliti
menggunakan kategorisasi sebagai berikut,
rendah (x = m + -1 SD), sedang (m + -1 SD <
x = m + 1 SD), dan tinggi (x > m + -1 SD). Kategori
subjek
digunakan
untuk
mengelompokkan skor dari Variabel Skala
Empati AUD sebagai berikut:
Tabel 3 Uji Normalitas Data Penelitian
No
Variabel
Empati
AUD
Koef. Normalitas
P
Ket. 1. Kelompok
Eksperimen
0.153
0.200
Normal
2. Kelompok
Kontrol
0.152
0.200
Normal Uji Normalitas Data Penelitian Kategorisasi Skor Empati AUD Kelompok Kategorisasi Skor Empati AUD Kelompok
Eksperimen (N=41) Kategorisasi Skor Empati AUD Kelompok
Eksperimen (N=41) p
(
)
No. Skor
Kategori
Frekuensi
Persentase
1. x ≤ 63
Rendah
5
23.81 %
2. 64 < x
≤ 96
Sedang
6
28.57 %
3. x ≥ 97
Tinggi
10
47.62 % Uji normalitas di atas menghasilkan
nilai Z sebesar 0.153 dengan p > 0.05 untuk
kelompok eksperimen dan 0.152 dengan p >
0.05 untuk kelompok kontrol. Berdasarkan
hasil tersebut, maka dapat dikatakan bahwa
sebaran skor data tersebut normal. Skor empati AUD yang diperoleh
adalah 5 anak (23.81 %) berada dalam
kategori rendah, 6 anak (28.57 %) berada
dalam kategori sedang, dan 10 anak (47.62 %)
berada dalam kategori tinggi. Apabila dilihat
secara keseluruhan, dapat disimpulkan bahwa
skor empati AUD kelas eksperimen yang
diperoleh subjek penelitian berada dalam
kategori tinggi. Tabel 6 Uji Homogenitas Data Penelitian
No. Variabel
Koef. F
Lavene
P
Ket. 1. Empati
AUD
2.797
0.102
Homogen Uji homogenitas di atas menghasilkan
nilai F Lavene sebesar 0.656 dengan p > 0,05. Berdasarkan hasil tersebut, maka dapat
dikatakan bahwa varian dari dua atau lebih
kelompok data adalah sama. Kategorisasi Skor Empati AUD Kelompok Kategorisasi Skor Empati AUD Kelompok
Kontrol Kategorisasi Skor Empati AUD Kelompok
Kontrol
No. Skor
Kategori
Frekuensi
Persentase
1. x ≤ 63
Rendah
7
35 %
2. HASIL DAN PEMBAHASAN 64 < x
≤ 96
Sedang
11
55 %
3. x ≥ 97
Tinggi
2
10 % Hasil uji normalitas dan homogenitas
menunjukkan bahwa data yang terkumpul
memenuhi syarat untuk analisis selanjutnya, 71 yaitu menggunakan Independent Sample t-
Test. Hasil
pengujian
hipotesis
dalam
penelitian ini sebagai berikut:
Tabel 7
Uji Beda Data Penelitian
No. Variabel
T
P
Ket
1. Empati
AUD
2.310
0.026
Terdapat
Perbedaan yaitu menggunakan Independent Sample t-
Test. Hasil
pengujian
hipotesis
dalam
penelitian ini sebagai berikut:
Tabel 7 langsung memahami makna empati melalui
penyajian gambar bertema yang memuat
pesan empati. Pesan tersebut akan dimaknai
dan tersimpan untuk pemecahan masalah di
kemudian hari. Bukan hanya orangtua, lingkungan
sekitar juga turut bertanggung jawab terhadap
tumbuh kembang anak, termasuk guru. (Widyasari
&
Zainuddin,
2018)
menambahkan
bahwa
usia
5-7
tahun
merupakan usia kritis. Guru harus memiliki
persepsi yang tepat untuk perkembangan
emosinya dan memberikan stimulasi yang
tepat. Guru dipandang sebagai individu yang
mampu memberikan pengaruh luar biasa
pada anak. Berbagai model dapat guru pilih
sebagai upaya mendapatkan perkembangan
emosi anak yang optimal, termasuk empati. Penulis menerapkan model pembelajaran
picture and picture berbasis keanekaragaman
hayati untuk mengasah kemampuan empati
anak usia dini. Kegemaran anak pada
binatang maupun tumbuhan dapat digunakan
untuk
menstimulasi
perkembangannya. Gambar cerita dapat membentuk konsep
lingkungan yang sesungguhnya. Anak akan
dibawa kepada pemahaman kondisi yang
sesungguhnya (Gonen & Guler, 2011). Uji hipotesis di atas menghasilkan
nilai t sebesar 2.310 dengan p < 0,05. Berdasarkan hasil tersebut, maka dapat
dikatakan bahwa terdapat perbedaan yang
signifikan empati anak usia dini ditinjau dari
penerapan model pembelajaran picture and
picture
berbasis
keanekaragaman
hayati. Empati anak usia dini pada kelompok
eksperimen lebih tinggi daripada kelompok
kontrol. Hipotesis
dalam
penelitian
ini
diterima. Sejalan dengan pendapat (Iis, 2012),
empati
merupakan
kemampuan
untuk
menangkap dan memaknai perasaan orang
lain dengan berbagai masalahnya, berpikir
dari pesepsi orang lain, serta menghargai
berbagai
jenis
perasaan. Ketika
anak
memunculkan empati dalam dirinya, berarti
anak
mulai
mampu
memposisikan
perasaannya pada perasaan orang lain. Kemampuan empati tidak dengan sendirinya
dimiliki oleh anak, tetapi empati merupakan
suatu kemampuan yang harus dibentuk oleh
lingkungan. Hal ini menjadi tugas orang
dewasa yang berada di sekitar anak. Penelitian dilakukan pada orangtua dalam
menstimulasi
anak
dengan
memberikan
training tentang tumbuh kembang anak
(Tarnoto, Tentama, & Pranungsari, 2017). Hasilnya
orangtua
yang
mendapatkan
training
tentang
tumbuh
kembang
mempunyai
kemampuan
lebih
dalam
melakukan stimulasi anak. HASIL DAN PEMBAHASAN Berbeda dengan
penelitian Tarnoto, Tentama, dan Pranungsari
yang
menggunakan
perlakuan
training
tumbuh kembang pada orangtua, penelitian
ini menggunakan model pembelajaran yang
langsung diberikan pada anak. Anak secara Aspek empati terdiri dari empati
kognitif
(pengambilan
perspektif
dan
imajinasi) dan empati afektif (perhatian
empatik dan distress pribadi) (Zoll & Enz,
2012). Sepakat jika cerita bergambar dapat
meningkatkan empati, imajinasi, kejujuran,
solidaritas, dan mengatasi stress (Cengiz &
Duran, 2017). Anak mampu mengembangan
perilaku empati dengan meniru perilaku tokoh
dalam cerita. Hal ini membuktikan bahwa
keberadaan tokoh dan keteladanannya sangat
diperlukan untuk mendampingi anak dalam
mencapai kemampuan empati. Seluruh aspek
ini dapat dikemas secara utuh dalam tampilan
gambar yang memiliki tema dan pesan yang
tersampaikan. 72 Pembelajaran
dapat
dilaksanakan
dengan cara bekerja sama (Huda, 2011). Picture
and
picture
adalah
model
pembelajaran
kerjasama
aktif
yang
menggunakan gambar berpasangan atau
urutan sistematis, seperti urutan gambar,
menunjukkan gambar, informasi gambar, dan
menjelaskannya. Gambar yang dipakai dapat
berupa keanekaragaman hayati. Hal ini
dimaksudkan
agar
anak
dapat
mengembangkan empati dalam kemasan
keanekaragaman
hayati. Cinta
terhadap
lingkungan juga harus ditumbuhkan sejak
dini. Anak berjenis kelamin perempuan lebih
dominan
memiliki
kepedulian
terhadap
lingkungan
daripada
anak
laki-laki,
diperlukan upaya lebih untuk membuat anak
laki-laki peduli pada lingkungan (Akyol,
Sali, & Korukcu, 2011). SIMPULAN Pada penelitian ini terdapat perbedaan
empati anak usia dini ditinjau dari penerapan
model pembelajaran picture and picture
berbasis keanekaragaman hayati. Kemampuan
empati anak usia dini pada kelompok
eksperimen lebih tinggi daripada kelompok
kontrol. Model
pembelajaran
ini
juga
mengangkat binatang dan tumbuhan sebagai
objek stimulasi. Selain manusia, binatang dan
tumbuhan merupakan objek yang sangat
digemari oleh anak, sehingga mempermudah
masuknya pesan yang disampaikan dalam
cerita
bergambar
tersebut. Model
pembelajaran picture and picture berbasis
keanekaragaman hayati secara nyata dapat
membuat kemampuan empati anak usia dini
sesuai dengan yang diharapkan. Kemampuan
empati yang terbentuk sejak dini akan
menetap dan dikembangkan sampai usia
dewasa nanti. Saran penulis bagi guru dan
orangtua
diharapkan
dapat
memberikan
model, kesempatan dan pendampingan pada
anak untuk mengembangkan kemampuan
empati, serta bagi penulis selanjutnya untuk
dapat memodifikasi model pembelajaran ini
dalam rangka meningkatkan empati anak usia
dini. Perbedaan kemampuan empati anak
usia dini dapat dilihat dari mean, mean empati
kelas eksperimen adalah 87.81 dan kelompok
kontrol 73.80. Empati kelompok eksperimen
memiliki mean lebih tinggi daripada empati
kelompok
kontrol. Penerapan
model
pembelajaran picture and picture berbasis
keanekaragaman
hayati
efektif
untuk
mendapatkan kemampuan empati anak usia
dini secara optimal. Kelebihan penelitian ini
adalah model pembelajaran yang sangat
menyenangkan,
sehingga
mengundang
ketertarikan anak, yaitu model pembelajaran
picture and picture berbasis keanekaragaman
hayati. Pesan yang disampaikan lewat gambar
akan sampai kepada anak. Penelitian ini juga
memiliki keterbatasan, mengingat partisipan
adalah anak usia dini, maka perlakuan tidak
semudah yang dibayangkan. Penulis harus
mengondisikan anak semaksimal mungkin,
masih terdapat beberapa anak yang asyik
bermain sendiri, meskipun akhirnya semua
anak berhasil menyelesaikan tugas dengan
tuntas. Astuti, H. P. (2013). Perkembangan Anak
Usia Dini 1. Yogyakarta: Deepublish. DAFTAR PUSTAKA Akyol, A. K., Sali, G., & Korukcu, O. (2011). Children's Emphatic Tendencies with
Respect to Their Gender and Grade
Level. The 2011 Barcelona European
Academic Conference, (pp. 1045-
1051). Barcelona. Altay, F. B., & Gure, A. (2012). Relationship
among the Parenting Styles and the
Social Competence and Prosocial
Behaviors of the Children Who are
Attending
to
State
and
Private
Preschools. Educational
Sciences:
Theory & Practice, 2712-2718. Astuti, H. P. (2013). Perkembangan Anak
Usia Dini 1. Yogyakarta: Deepublish. 73 Cengiz, S., & Duran, E. (2017). Analysis of
Values on Preschool Period Children
Story and Tale Books. Education and
Science,
42(191),
205-233,
doi:
10.15390/EB.2017.6945. Tarnoto, N., Tentama, F., & Pranungsari, D. (2017). Intervention
Model
of
Children Growth and Development to
Improve Stimulation Skills of Parent
with
Early
Child. 3rd
Asean
Conference
on
Psychology,
Counseling and Humanities (AC-PCH
2017) (pp. 218-222). Malang: Atlantis
Press. Gonen, M., & Guler, T. (2011). The
Environment
and
Its
Place
in
Children's
Picture
Story
Books. Procedia
Social
and
Behavioral
Sciences,
3633-3639,
doi:
10.1016/j.sbspro.2011.04.347. Widyasari, C., & Zainuddin, A. (2018). Emotion Development Stimulation
Method in Children 5-7 Years Old. The
3rd
Progressive
and
Fun
Education (pp. 79-83). Surabaya:
Asosiasi LPTK Perguruan Tinggi
Muhammadiyah (ALPTK-PTM). Huda, M. (2011). Cooperative Learning
Metode, Teknik, Struktur, dan Model
Penerapan. Yogyakarta:
Pustaka
Pelajar. Iis, N. (2012). Pengembangan Empati Anak
Usia Dini melalui Mendongeng di
Taman
Kanak-kanak
Asyiyah
Pariaman. Pesona PAUD, 1(1), 1-11. Yamahashi, C., Yamaguchi, E., Inagaki, S.,
Okuyama, H., Tajima, J., Akiko, H., . Bando, G. (2015). Supporting Zoo
Visitors'
Scientific
Observations
through
the
Picture-story
Show. Procedia-Social
and
Behavioral
Sciences,
85-90,
doi:
10.1016/j.sbspro.2014.12.647. Peraturan
Menteri
Pendidikan
dan
Kebudayaan RI. (2014). Peraturan
Menteri Pendidikan dan Kebudayaan
RI No. 37 Tahun 2014 Tentang
Standar Nasional Pendidikan Anak
Usia Dini. Jakarta: Kemendikbud. Zoll, C., & Enz, S. (2012). A Questionnaire to
Assess
Affective
and
Cognitive
Empathy
in
Children. Bamberg:
OPUS Publications Server. Sudaryono. (2017). Metode
Penelitian. Jakarta: Rajawali Pers. 74
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https://openalex.org/W3042614562
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https://www.mdpi.com/2076-3425/10/7/451/pdf?version=1594779285
|
English
| null |
Deciphering the Invdupdel(8p) Genotype–Phenotype Correlation: Our Opinion
|
Brain sciences
| 2,020
|
cc-by
| 7,000
|
Received: 24 June 2020; Accepted: 10 July 2020; Published: 15 July 2020 Abstract: The 8p inverted duplication/deletion is a rare chromosomal rearrangement clinically featuring
neurodevelopmental delay, mild to severe cognitive impairment, heart congenital defects and brain
abnormalities. Patients affected also present typical facial dysmorphisms and skeletal malformations,
and it is thought that the composite clinical picture may fall into the chromosomal rearrangement
architecture. With the major aim of better framing its related clinical and diagnostic paths, we describe a
patient carrying a de novo invdupde[8p] whose clinical features have not been described so far. Hence,
through an extensive genotype–phenotype correlation analysis and by reviewing the dedicated scientific
literature, we compared our patient’s features with those reported in other patients, which allows us to
place our proband’s expressiveness in an intermediate area, widening the scope of the already known
invdupde[8p] genotype–phenotype relationship. Keywords: invdupdel(8p); 8p23.1 sub-band; chromosome 8; genomic rearrangement; inversion;
deletion; duplication; CGH-array; FISH brain
sciences brain
sciences Deciphering the Invdupdel(8p) Genotype–Phenotype
Correlation: Our Opinion Manuela Lo Bianco 1,*
, Davide Vecchio 2
, Tiziana A. Timpanaro 3, Alessia Arena 3,
Marina Macchiaiolo 2, Andrea Bartuli 2, Laura Sciuto 1, Santiago Presti 1
, Sarah Sciuto 1
,
Annamaria Sapuppo 1, Agata Fiumara 3, Lidia Marino 1, Giulia Messina 1 and Piero Pavone 3,*
1
Postgraduate Training Program in Pediatrics, Department of Clinical and Experimental Medicine, University
of Catania, 95100 Catania, Italy; laurasciuto93@gmail.com (L.S.); santiagopresti@gmail.com (S.P.); Manuela Lo Bianco 1,*
, Davide Vecchio 2
, Tiziana A. Timpanaro 3, Alessia Arena 3,
Marina Macchiaiolo 2, Andrea Bartuli 2, Laura Sciuto 1, Santiago Presti 1
, Sarah Sciuto 1
,
Annamaria Sapuppo 1, Agata Fiumara 3, Lidia Marino 1, Giulia Messina 1 and Piero Pavone 3,*
1
Postgraduate Training Program in Pediatrics, Department of Clinical and Experimental Medicine, University
of Catania, 95100 Catania, Italy; laurasciuto93@gmail.com (L.S.); santiagopresti@gmail.com (S.P.);
sarah.sciuto@gmail.com (S.S.); annamaria.pan@hotmail.it (A.S.); lidia.m@hotmail.it (L.M.);
giuliamessina@hotmail.it (G.M.)
2 Manuela Lo Bianco 1,*
, Davide Vecchio 2
, Tiziana A. Timpanaro 3, Alessia Arena 3,
Marina Macchiaiolo 2, Andrea Bartuli 2, Laura Sciuto 1, Santiago Presti 1
, Sarah Sciuto 1
,
Annamaria Sapuppo 1, Agata Fiumara 3, Lidia Marino 1, Giulia Messina 1 and Piero Pavone 3,* 1
Postgraduate Training Program in Pediatrics, Department of Clinical and Experimental Medicine, University
of Catania, 95100 Catania, Italy; laurasciuto93@gmail.com (L.S.); santiagopresti@gmail.com (S.P.);
sarah.sciuto@gmail.com (S.S.); annamaria.pan@hotmail.it (A.S.); lidia.m@hotmail.it (L.M.);
giuliamessina@hotmail.it (G.M.) 1
Postgraduate Training Program in Pediatrics, Department of Clinical and Experimental Medicine, University
of Catania, 95100 Catania, Italy; laurasciuto93@gmail.com (L.S.); santiagopresti@gmail.com (S.P.);
sarah.sciuto@gmail.com (S.S.); annamaria.pan@hotmail.it (A.S.); lidia.m@hotmail.it (L.M.);
giuliamessina@hotmail.it (G.M.) 2
Rare Disease and Medical Genetics, Academic Department of Pediatrics, Bambino Gesù Children’s Hospital,
00146 Rome, Italy; davide.vecchio@opbg.net (D.V.); marina.macchiaiolo@opbg.net (M.M.);
andrea.bartuli@opbg.net (A.B.) 3
Department of Clinical and Experimental Medicine, University of Catania, 95100 Catania, Italy;
timpanarotiziana@yahoo.it (T.A.T.); alessia.arena@gmail.com (A.A.); agatafiumara@yahoo.it (A.F.) 3
Department of Clinical and Experimental Medicine, University of Catania, 95100 Catania, Italy;
timpanarotiziana@yahoo.it (T.A.T.); alessia.arena@gmail.com (A.A.); agatafiumara@yahoo.it (A.F.)
*
Correspondence: lobianco.manuela@gmail.com (M.L.B.); ppavone@unict.it (P.P.);
Tel : +39-3401841225 (M L B ); +39-0953781193 (PP) timpanarotiziana@yahoo.it (T.A.T.); alessia.arena@gmail.com (A.A.); agatafiumara@yahoo.it (A.F.)
*
Correspondence: lobianco.manuela@gmail.com (M.L.B.); ppavone@unict.it (P.P.);
Tel.: +39-3401841225 (M.L.B.); +39-0953781193 (P.P.) *
Correspondence: lobianco.manuela@gmail.com (M.L.B.); ppavone@unict.it (P.P.);
Tel.: +39-3401841225 (M.L.B.); +39-0953781193 (P.P.) 2. Case Report The proband was a female admitted in our pediatric unit at the age of 8 years old. The patient is
the second-born of non-consanguineous parents, both affected by glaucoma while hypothyroidism
was diagnosed in the mother when she was 33 years old. The family history was not informative
for any genetic conditions except for a proband’s first cousin affected by Turner syndrome. She was
delivered at 39 weeks of gestation (WG) by cesarean section, electively performed due to the known
maternal glaucoma, and after a pregnancy complicated by multiple abortion threats and placental
abruption mostly occurring during the first trimester and dealt with using isoxsuprine hydrochloride
and tranexamic acid. At the birth, her parameters were: weight 2640 g (5 ◦C), length 46 cm (<3 ◦C),
head circumference 36 cm (95 ◦C); APGAR score was 9 at 1′, 10:5′. In early infancy her clinical history
was characterized by growth delay and the diagnosis of hypothyroidism at the age of 2 months old
when she started therapy with levotiroxine, which is still ongoing. Neurodevelopmental milestones
were reached with delay; she maintained an erect position at 2 years old, reaching an autonomous
deambulation at the age of 3 years old. Up to the age of 4 years old she said only a few words, but the
support of logopedic rehabilitation was in the long run ineffective since she currently utters about 10
words and is still not able to elaborate complete meaningful sentences. At the last physical examination, her parameters were: weight 18.9 kg (<3◦pc), height 121 cm
(10◦pc), head circumference 51 cm (50◦pc); skin and annexes were characterized by transient marbling
cutaneous reaction with generalized hypertrichosis and signs of a previous sacrococcygeal fistula on
the back. While her muscular mass was hypotrophic and hypotonic, lacking in subcutaneous tissue,
the skeletal examination showed an extra-rotation of the lower limbs, mainly on the left, varus position
of both the knees, flat foot with a pronation tendency, and hypo-eligible osteotendinous reflexes. Moreover, bilateral cutaneous dimples were visible on both elbows and knees, together with a shield
chest with inverted nipples and winged shoulder blades. We noted several facial dysmorphisms,
as follows: prominent forehead, arched eyebrow, thin nose with rounded tip and anteverse nostrils,
flat filter, thin downturned lips, slight micrognathia, and low-set posteriorly rotated ears. 1. Introduction The interstitial inverted duplication of the short arm of chromosome 8, associated with its terminal
deletion (invdupdel[8p]), is estimated to affect 1 in 10,000 to 1 in 30,000 newborns [1]. Although few
patients have been so far reported, their clinical pictures reveal a homogeneous pattern of features mostly
characterized by neurodevelopmental delays/intellectual disabilities, congenital heart defects, agenesis of
the corpus callosum and other forms of brain involvement (i.e., atrophy), skeletal malformations, and
facial dysmorphisms. Moreover, it has been also reported that the above-mentioned severity of clinical
manifestations may strictly depend on the rearrangement size due to the final expression–dosage effect
of those genes harbored within [1]. By reviewing the main dedicated scientific literature, we herein
describe an 8-year-old girl showing a peculiar phenotype which widens the scope of the already known
invdupdel[8p] genotype–phenotype relationship. Brain Sci. 2020, 10, 451; doi:10.3390/brainsci10070451 www.mdpi.com/journal/brainsci www.mdpi.com/journal/brainsci Brain Sci. 2020, 10, 451 2 of 11 2. Case Report Finally, a
single palmar crease on the right hand and a bilateral clinodactyly of the IV and V fingers completed
her phenotype picture. During the visit, while she had a discrete environmental involvement, she displayed emotiveness
and impulsiveness, and a decreased attention span. Blood analyses tested normal except for IgE levels of
522 IU/mL, (range 0–200 UI/mL) and eosinophils 10.5% (range 0.5–5%). Regarding her neurophenotype,
the brain Magnetic Resonance Imaging (MRI) performed through T1, T2, and Fluid-Attenuated Inversion
Recovery (FLAIR) sequences, revealed a dysmorphic cranial conformation mostly characterized by an
incomplete encephalic myelinization, slight dilatation of lateral ventricles with enhancement of liquoral
spaces (Figure 1a–c), and a pineal gland’s small ectasia likely due to a partially cystic aspect (Figure 2a,b). The posterior fossa anatomy also showed a moderate cystic cisterna magna’s ectasia (with no bulk-up
effect on the subtentorial structures) and a retrocerebellar cystic ectasia (Figure 3). Thus, we also performed
a cine MRI which showed a liquor hydrodynamic involvement due to flow turbulence throughout III and
IV ventricles (Figure 4). However, since the stroke volume value on the aqueduct of Sylvius was normal,
she did not require any peritoneal ventricle derivation. Moreover, no signs of endocranial hypertension
were also found at eye examination which instead revealed a pale papilla with clear boundaries and
peri-papillar pigmentary ring, in addition to a global chorio-retinic dystrophia. During her follow-up she
undertook several electroencephalograms (EEGs), with features that were constantly within the normal
range, as were the cardiological examinations performed (echocardiographic examination included). Finally, since at a phoniatric evaluation sialorrhea and extravelic palatin tonsils were noted, she underwent
a rhinofibroscopic examination which detected an isolated ogival palate and an audiometric evaluation
showing a type C tympanogram with the absence of stapedial reflex on the left. 3 of 11
3 o Brain Sci. 2020, 10, 451
, Figure 1. Ventricular asymmetry (left > right) in axial T2 weighted sequence (1a), axial T2 FLAIR
sequence (1b), and coronal multi planar rendering (1c). Figure 1. Ventricular asymmetry (left > right) in axial T2 weighted sequence (a), axial T2 FLAIR sequence
(b), and coronal multi planar rendering (c). Figure 1. Ventricular asymmetry (left > right) in axial T2 weighted sequence (1a), axial T2 FLA
sequence (1b), and coronal multi planar rendering (1c). Figure 1. Ventricular asymmetry (left > right) in axial T2 weighted sequence (1a), axial T2 FLAIR
sequence (1b), and coronal multi planar rendering (1c). 2. Case Report Figure 1. Ventricular asymmetry (left > right) in axial T2 weighted sequence (1a), axial T2 FLAIR
sequence (1b), and coronal multi planar rendering (1c). Figure 2. Poly-lobed cystic pineal gland in sagittal (2a) and coronal (2b) T2 FLAIR sections. a
b
Figure 1. Ventricular asymmetry (left > right) in axial T2 weighted sequence (a), axial T2 FLAIR sequence
(b), and coronal multi planar rendering (c). Figure 1. Ventricular asymmetry (left > right) in axial T2 weighted sequence (1a), axial T2 FLA
sequence (1b), and coronal multi planar rendering (1c). Figure 2. Poly-lobed cystic pineal gland in sagittal (2a) and coronal (2b) T2 FLAIR sections. a
b
Figure 2. Poly-lobed cystic pineal gland in sagittal (a) and coronal (b) T2 FLAIR sections. Figure 1. Ventricular asymmetry (left > right) in axial T2 weighted sequence (1a), axial T2 FLAIR
sequence (1b), and coronal multi planar rendering (1c). Figure 2. Poly-lobed cystic pineal gland in sagittal (2a) and coronal (2b) T2 FLAIR sections. 2a
2b Figure 1. Ventricular asymmetry (left > right) in axial T2 weighted sequence (1a), axial T2 FLAIR
sequence (1b), and coronal multi planar rendering (1c). Figure 1. Ventricular asymmetry (left > right) in axial T2 weighted sequence (a), axial T2 FLAIR sequence
(b), and coronal multi planar rendering (c). Figure 1. Ventricular asymmetry (left > right) in axial T2 weighted sequence (1a), axial T2 FLA
sequence (1b), and coronal multi planar rendering (1c). Figure 1. Ventricular asymmetry (left > right) in axial T2 weighted sequence (1a), axial T2 FLAIR
sequence (1b), and coronal multi planar rendering (1c). Figure 1. Ventricular asymmetry (left > right) in axial T2 weighted sequence (1a), axial T2 FLAIR
sequence (1b), and coronal multi planar rendering (1c). Figure 2. Poly-lobed cystic pineal gland in sagittal (2a) and coronal (2b) T2 FLAIR sections. Figure 3. Retrocerebellar cystic ectasia in axial T2 weighted section. a
b
Figure 1. Ventricular asymmetry (left > right) in axial T2 weighted sequence (a), axial T2 FLAIR sequence
(b), and coronal multi planar rendering (c). Figure 1. Ventricular asymmetry (left > right) in axial T2 weighted sequence (1a), axial T2 FLA
sequence (1b), and coronal multi planar rendering (1c). Figure 2. Poly-lobed cystic pineal gland in sagittal (2a) and coronal (2b) T2 FLAIR sections. Figure 3. Retrocerebellar cystic ectasia in axial T2 weighted section. a
b
Figure 2. Poly-lobed cystic pineal gland in sagittal (a) and coronal (b) T2 FLAIR sections. 2. Case Report Human Agilent CGH microarray kit 8 × 60 K showed a complex rearrangement on the short arm
of the chromosome 8 characterized by a 6.7 Mb terminal deletion (ranged between 221,611 to
6,914,076 nucleotides) at the 8p23.3p23.1 sub-band in addition to an interstitial inverted duplication
spanning the 8p23.1p12 sub-bands of 19.8 Mb that ranged between 12,583,259 to 32,380,292
nucleotides. These rearrangements and their orientations were subsequentially confirmed through
Fluorescent in situ hybridization (FISH) analysis by using RP11-45O16 and RP11-139G9 locus-specific
probes. Thus,
since
the
proband’s
constitutional
karyotype
was
46,XX,der(8)del(8)(p23.1)invdup(p12p23.1) (Table S1) and her molecular karyotype was arr8p23.2p23
(221,611-6,914,076)×1, 8p23.1p12 (12,583,259-32,380,292)×3, a final diagnosis of invdupdel[8p]
syndrome was made. Figure 4. Cine MRI showing a flow turbulence throughout III and IV ventricles. Human Agilent CGH microarray kit 8 × 60 K showed a complex rearrangement on the short
rm of the chromosome 8 characterized by a 6.7 Mb terminal deletion (ranged between 221,611 to
914,076 nucleotides) at the 8p23.3p23.1 sub-band in addition to an interstitial inverted duplication
panning the 8p23.1p12 sub-bands of 19.8 Mb that ranged between 12,583,259 to 32,380,292 nucleotides. hese rearrangements and their orientations were subsequentially confirmed through Fluorescent in situ
ybridization (FISH) analysis by using RP11-45O16 and RP11-139G9 locus-specific probes. Thus, since the
roband’s constitutional karyotype was 46,XX,der(8)del(8)(p23.1)invdup(p12p23.1) (Table S1) and her
molecular karyotype was arr8p23.2p23 (221,611-6,914,076)×1, 8p23.1p12 (12,583,259-32,380,292)×3, a final
iagnosis of invdupdel[8p] syndrome was made. Figure 4. Cine MRI showing a flow turbulence throughout III and IV ventricles. Figure 4. Cine MRI showing a flow turbulence throughout III and IV ventricles. Figure 4. Cine MRI showing a flow turbulence throughout III and IV ventricles. Figure 4. Cine MRI showing a flow turbulence throughout III and IV ventricles. Human Agilent CGH microarray kit 8 × 60 K showed a complex rearrangement on the short arm
of the chromosome 8 characterized by a 6.7 Mb terminal deletion (ranged between 221,611 to
6,914,076 nucleotides) at the 8p23.3p23.1 sub-band in addition to an interstitial inverted duplication
spanning the 8p23.1p12 sub-bands of 19.8 Mb that ranged between 12,583,259 to 32,380,292
nucleotides. These rearrangements and their orientations were subsequentially confirmed through
Fluorescent in situ hybridization (FISH) analysis by using RP11-45O16 and RP11-139G9 locus-specific
probes. Thus,
since
the
proband’s
constitutional
karyotype
was
46,XX,der(8)del(8)(p23.1)invdup(p12p23.1) (Table S1) and her molecular karyotype was arr8p23.2p23
(221,611-6,914,076)×1, 8p23.1p12 (12,583,259-32,380,292)×3, a final diagnosis of invdupdel[8p]
syndrome was made. 2. Case Report Human Agilent CGH microarray kit 8 × 60 K showed a complex rearrangement on the short
arm of the chromosome 8 characterized by a 6.7 Mb terminal deletion (ranged between 221,611 to
6,914,076 nucleotides) at the 8p23.3p23.1 sub-band in addition to an interstitial inverted duplication
spanning the 8p23.1p12 sub-bands of 19.8 Mb that ranged between 12,583,259 to 32,380,292 nucleotides. These rearrangements and their orientations were subsequentially confirmed through Fluorescent in situ
hybridization (FISH) analysis by using RP11-45O16 and RP11-139G9 locus-specific probes. Thus, since the
proband’s constitutional karyotype was 46,XX,der(8)del(8)(p23.1)invdup(p12p23.1) (Table S1) and her
molecular karyotype was arr8p23.2p23 (221,611-6,914,076)×1, 8p23.1p12 (12,583,259-32,380,292)×3, a final
diagnosis of invdupdel[8p] syndrome was made. Human Agilent CGH microarray kit 8 × 60 K showed a complex rearrangement on the short arm
of the chromosome 8 characterized by a 6.7 Mb terminal deletion (ranged between 221,611 to
6,914,076 nucleotides) at the 8p23.3p23.1 sub-band in addition to an interstitial inverted duplication
spanning the 8p23.1p12 sub-bands of 19.8 Mb that ranged between 12,583,259 to 32,380,292
nucleotides. These rearrangements and their orientations were subsequentially confirmed through
Fluorescent in situ hybridization (FISH) analysis by using RP11-45O16 and RP11-139G9 locus-specific
probes. Thus,
since
the
proband’s
constitutional
karyotype
was
46,XX,der(8)del(8)(p23.1)invdup(p12p23.1) (Table S1) and her molecular karyotype was arr8p23.2p23
(221,611-6,914,076)×1, 8p23.1p12 (12,583,259-32,380,292)×3, a final diagnosis of invdupdel[8p]
syndrome was made. Human Agilent CGH microarray kit 8 × 60 K showed a complex rearrangement on the short
arm of the chromosome 8 characterized by a 6.7 Mb terminal deletion (ranged between 221,611 to
6,914,076 nucleotides) at the 8p23.3p23.1 sub-band in addition to an interstitial inverted duplication
spanning the 8p23.1p12 sub-bands of 19.8 Mb that ranged between 12,583,259 to 32,380,292 nucleotides. These rearrangements and their orientations were subsequentially confirmed through Fluorescent in situ
hybridization (FISH) analysis by using RP11-45O16 and RP11-139G9 locus-specific probes. Thus, since the
proband’s constitutional karyotype was 46,XX,der(8)del(8)(p23.1)invdup(p12p23.1) (Table S1) and her
molecular karyotype was arr8p23.2p23 (221,611-6,914,076)×1, 8p23.1p12 (12,583,259-32,380,292)×3, a final
diagnosis of invdupdel[8p] syndrome was made. 2. Case Report Figure 1. Ventricular asymmetry (left > right) in axial T2 weighted sequence (1a), axial T2 FLAIR
sequence (1b), and coronal multi planar rendering (1c). Figure 2. Poly-lobed cystic pineal gland in sagittal (2a) and coronal (2b) T2 FLAIR sections. Figure 3. Retrocerebellar cystic ectasia in axial T2 weighted section. 2a
2b
Figure 3. Retrocerebellar cystic ectasia in axial T2 weighted section. Figure 1. Ventricular asymmetry (left > right) in axial T2 weighted sequence (1a), axial T2 FLAIR
sequence (1b), and coronal multi planar rendering (1c). Figure 1. Ventricular asymmetry (left > right) in axial T2 weighted sequence (a), axial T2 FLAIR sequence
(b), and coronal multi planar rendering (c). Figure 1. Ventricular asymmetry (left > right) in axial T2 weighted sequence (1a), axial T2 FL
sequence (1b), and coronal multi planar rendering (1c). Figure 1. Ventricular asymmetry (left > right) in axial T2 weighted sequence (1a), axial T2 FLAIR
sequence (1b), and coronal multi planar rendering (1c). Figure 2. Poly-lobed cystic pineal gland in sagittal (2a) and coronal (2b) T2 FLAIR sections. a
b
Figure 2. Poly-lobed cystic pineal gland in sagittal (2a) and coronal (2b) T2 FLAIR sections. a
b
Figure 2. Poly-lobed cystic pineal gland in sagittal (a) and coronal (b) T2 FLAIR sections. Figure 2. Poly-lobed cystic pineal gland in sagittal (2a) and coronal (2b) T2 FLAIR sections. a
2b al (2a
b a Figure 2. Poly-lobed cystic pineal gland in sagittal (2a) and coronal (2b) T2 FLAIR sec
Figure 2. Poly-lobed cystic pineal gland in sagittal (a) and coronal (b) T2 FLAIR sections. Figure 2. Poly-lobed cystic pineal gland in sagittal (2a) and coronal (2b) T2 FLAIR sections. Figure 3. Retrocerebellar cystic ectasia in axial T2 weighted section. Figure 3. Retrocerebellar cystic ectasia in axial T2 weighted secti
Figure 3. Retrocerebellar cystic ectasia in axial T2 weighted section. Figure 3. Retrocerebellar cystic ectasia in axial T2 weighted section. Figure 3. Retrocerebellar cystic ectasia in axial T2 weighted sec
Figure 3. Retrocerebellar cystic ectasia in axial T2 weighted section. Figure 3. Retrocerebellar cystic ectasia in axial T2 weighted section. 4 of 11 Brain Sci. 2020, 10, 451 Figure 4. Cine MRI showing a flow turbulence throughout III and IV ventricles. 3. Discussi
3. Discussion Inverted duplication deletion of 8p (invdupdel[8p]) is an uncommon chromosome 8
rearrangement with a rated prevalence of 1:10,000–30,000 newborns [1]. Floridia et al. proposed the
generation of invdup(8) as a result of an abnormal pairing of chromosomes 8 at the time of maternal
meiosis I, followed by an unequal crossover at anaphase I [2]. This mispairing through a
subsequential asymmetric breakage of the dicentric chromosome can explain at the same time the
observed inverted duplication and its terminal deletion onset [3]. More recently, Giglio et al. demonstrated that the unbalanced cross-over is likely due to the presence of some gene clusters
(named ORDRs) spanning the 8p arm which, serving as breakpoints, are thought to be responsible
for the generation of different and recurrent chromosome 8p rearrangements, as well as the
supernumerary marker chromosome +der(8)(8p23.1pter) and some submicroscopic inversion
polymorphisms [4,5]. The counterevidence of this origin comes from the evidence that ORDRs gene
clusters are even present on 4p16, where similar inversion polymorphisms have been documented
Inverted duplication deletion of 8p (invdupdel[8p]) is an uncommon chromosome 8 rearrangement
with a rated prevalence of 1:10,000–30,000 newborns [1]. Floridia et al. proposed the generation of
invdup(8) as a result of an abnormal pairing of chromosomes 8 at the time of maternal meiosis I, followed
by an unequal crossover at anaphase I [2]. This mispairing through a subsequential asymmetric breakage
of the dicentric chromosome can explain at the same time the observed inverted duplication and its
terminal deletion onset [3]. More recently, Giglio et al. demonstrated that the unbalanced cross-over is
likely due to the presence of some gene clusters (named ORDRs) spanning the 8p arm which, serving
as breakpoints, are thought to be responsible for the generation of different and recurrent chromosome
8p rearrangements, as well as the supernumerary marker chromosome +der(8)(8p23.1pter) and some
submicroscopic inversion polymorphisms [4,5]. The counterevidence of this origin comes from the
evidence that ORDRs gene clusters are even present on 4p16, where similar inversion polymorphisms
have been documented [6,7]. In Table 1 we report the karyotype/CGH-arrays, FISH analysis results and
related phenotypes from different cases found in literature compared to our patient. 5 of 11 Brain Sci. 2020, 10, 451 Table 1. Karyotype/CGH-arrays, FISH analysis results and phenotypes reported in previous studies
and in our patient. +, analysis performed; - analysis not performed; nr, data not reported. Table 1. 3. Discussi
3. Discussion Karyotype/CGH-arrays, FISH analysis results and phenotypes reported in previous studies
and in our patient. +, analysis performed; - analysis not performed; nr, data not reported. Study
Karyotype/CGH-Arrays
FISH
Phenotype
Fan et al. karyotype of 46,XY,add(8)(p23)
46,XY,der(8)(qter→
q24.13::p21.3→p23.3::p23.3→qter)
+
Global developmental delay. Marked
hypotonia, weak low cry. Bitemporal low set
ears, upslanting palpable fissures, wide nasal
bridge, right cleft lip, micrognathia, excess
nuchal skin, hypoplastic and widely spaced
nipples. Left testis in the inguinal canal. Atrial septal defect, membranous ventricular
septal defect, patent ductus arteriosus with a
parachute mitral valve. Right pelvic
dysplastic kidney and left hydronephrosis. Partial agenesis of the corpus callosum,
communicating hydrocephalus, Dandy
Walker malformation, intramedullary
cord defect. Masuda et al. der(8) (qter→p23.1::p23.1→p12:)
+
Severe motor delay and mental impairment. Hypotonia. Prominent forehead, posteriorly
angulated ears, broad nose with depressed
nasal bridge, wide mouth, high-arched palate
and downward slanting eyes. Tetralogy of
Fallot (TOF). Agenesis of the corpus callosum. Vermeesch et al. 46,XX,del(8)(p23.3) inv
dup(8)(p21.1p23.2)/46,XX,del(8)(p21.1)
+
Delayed psychomotor development. Axial hypotonia. Upward slanting palpebral
fissures, synophys, and left preauricular tag,
low set thumbs with hypotrophic thenars,
bilateral clinodactyly of the fifth fingers. Linear areas of depigmentation with
bordering areas of hyperpigmentation on the
lumbar and presacral region and on both legs. Feeding problems with
gastro-esophageal reflux [8]. Ciccone et al. 46,XX,psu dic(8)(p23.2)/46,XX,del(8)(p23.1)
+
Severe mental impairment. Asymmetrical
face with the left eye lower than the right,
left palpebral ptosis, dental malocclusion,
zygomatic arch hypoplasia, low set ears,
and a short neck with webbing. Kyphoscoliosis, globous abdomen, short
upper and lower limbs, premature grey hair. Cooke et al. 46,XX,der(8)dir dup(8)(p21p23.1)
del(8)(p23.1p- ter).ish der(8)dir
dup(8)(p21p23.1)del(8)(p23.1pter)
(wcp8þ,pter -)
+
Global developmental delays. No meaningful
speech. Poor auditory attention,
impulsiveness and decreased attention span. Upward slanting palpebral fissures,
epicanthal folds, low columella with
hypoplastic alae nasi, smooth philtrum,
thin vermilion to the upper lip, high arched
palate, bilateral clinodactyly. Partial complex
seizures. Recurrent upper and lower
respiratory tract infections. Mild degree of
brain atrophy and evidence of a
Dandy–Walker variant in the posterior fossa. Caglayan et al. Del 8p23.1: 6.99 Mb;Dup 8p11.2→8p23.1:
31.51 Mb
nr
Severe cognitive delay. Microcephaly, frontal
bossing, malformed ears, thin vermilion of
upper lip, abnormal maxilla and mandible,
strabismus, coloboma. Corpus
callosum agenesis. Buysse et al. 46,XY,der(8)(qter→q24.13::p21.3→
p23.3::p23.3→qter) Del 8p23.1l: 6.9 Mb; Dup
8p22: 3.4 Mb;Dup 8qter→24.13: 20.9 Mb
+
Global developmental delay. Knijnenburg et al.
46 XY 3. Discussi
3. Discussion Hypertelorism, intermittent strabismus of the
left eye, hetero-chromia iridis of the right eye,
upslanting palpebral fissures, blue sclerae,
slight retrognathia, ears posteriorly rotated
with a preauricular tag on the left side. Intergluteal hairy dimple. Supravalvular
pulmonary stenosis. Bilateral decreased
vision with astigmatism and hypermetropia. Hand et al. Del 8p23.1: 6.8 Mb;Mosaic Del 8p21.2: 1.7Mb;
Mosaic Dup p21.2→p23.1:11Mb
-
Cognitive, speech and motor delays. Hypotonia. Bilateral single palmar creases,
no clinodactyly. Skin pigmentary
abnormalities (faint lines of
hyperpigmentation on the backs of the both
legs). No evidence of facial dysmorphisms. Cheerful disposition, eager to please. 6 of 11 Brain Sci. 2020, 10, 451 Table 1. Cont. Table 1. Cont. Study
Karyotype/CGH-Arrays
FISH
Phenotype
Ergun et al. Del 8p23.1: 6.71 Mb;Dup 8p11.2!8p23.1:
29.26 Mb
nr
Absent nasal bone and clenched left hand. Enlarged thickened heart walls along with
polyvalvular dysplasia. Dilatation of the
main pulmonary artery and branches. History of necrotizing enterocolitis. Agenesis
of the corpus callosum, enlarged third
ventricle and cerebellar hypoplasia. Fisch et al. 1. arr 8p23.3p23.1(90,616-6,913,476)X1
dn,8p23.1p11.1(12,547,803–43,647,263)X2*3
dn,8p11.23p11.22(39,356,395–
39,505,456)X0
2. arr 8p23.3p23.1(166,252–6,913,476)X1
dn,8p23.1p11.1(12,547,803–37,028,346)X2*3
dn, 8p11.23p11.22(39,356,395–
39,505,456)X1
3. arr
8p23.1p21.3(8,117,071–22,366,537)X2*3
dn,8p11
.23p11.22(39,356,395–39,505,456)X0
4. arr 8p23.3p23.1(166,252–6,913,476)X1
dn,8p23.1p21.3(12,511,655–21,726,774)X2*5
dn, 8p11 .23p11.22(39,356,395–
39,505,456)X0
nr
1. Long face, wide open eyes. Lack of
expressive speech and language. Mild-to-moderate autism. Hyperactivity,
restlessness and impulsivity. 2. Large head and prominent forehead. Lethargic, no eye contact. Extremely
limited speech/language. Lower than
adequate levels of adaptive behavior. Subclinical thought problems and
significant anxious/withdrawn
behaviors, psychosomatic problems and
emotional lability. 3. Severely developmentally and
intellectually disabled. Lower than
adequate levels of adaptive behavior. Severe autism. Severe thought,
withdrawn, social problems. Garcìa-Santiago et al. 1. Del 8p23.1(330,897–6,420,809): 6.09 Mb;
Dup 8p12– > 8p21
(28,529,348–39,899,187): 11.37
Mb;mosaic dup 8p11.218q11
(41,348,847–48,885,448): 7.54 Mb; dup
8q24.3 (143,626,319–146,157,954):
2.53 Mb
2. Del 8p23.1 (1–6,901,486): 6.90 Mb;Dup
8p12- > 8p23.1 (12,627,630–36,027,465):
23.40 Mb
3. Del 8p23.1 (1–7,233,949): 7.3 Mb;Dup
8p12- > 8p23.1 (12,554,743–34,577,042):
22.03 Mb
4. Del 8p23.1 (1–6,925,869): 6.94 Mb;Dup
8p11.1- > 8p23.1 (12,554,743–41,232,360):
28.76 Mb
5. Del 8p23.1 (1–6,900,000): 6.90 Mb;Dup
8p12- > 8p23.1 (12,296,000–32,800,000):
20.5 Mb
6. Del 8p23.1 (1–6,900,000): 6.90 Mb;Dup
8p11.2- > 8p23.1 (12,296,000–43,700,000):
31 Mb
7. 46,XX,del(8)(p23.3) invdup(8)
p21.1p23.2) 1. Mild delayed Speech development. Attention deficit, hyperactivity disorder. Small pointed chin, wide nasal bridge
and thick vermilion of the lower lip. Cutis marmorata. Asymmetry of
lower limbs. 1. Mild delayed Speech development. Attention deficit, hyperactivity disorder. Small pointed chin, wide nasal bridge
and thick vermilion of the lower lip. Moderate intellectual disability. Flat occiput,
epicanthal folds, downturned corners of the
mouth, broad based nose, broad hands with
tapering fingers and mild 2-3 toe syndactyly.
Atrial septal defect. Obesity. Occasionally
aggressive outbursts. 3. Discussi
3. Discussion Extra-rotation of the lower limbs, varus
position of both the knees, flat feet. Bilateral
cutaneous dimples on both elbows and knees,
shield chest, inverted nipples, winged
shoulder blades. Emotiveness, impulsiveness,
decreased attention span. Dilatation of lateral
ventricles, pineal gland’s small ectasia,
moderate cystic cisterna magna’s ectasia,
retrocerebellar cystic ectasia. Global
chorio-retinic dystrophia, pale papilla with
clear boundaries, peri-papillar pigmentary
ring. Sialorrhea and extravelic palatin tonsils,
ogival palate, type C tympanogram with
absent stapedial reflex on the left. Regarding to the invdupdel[8p] phenotype, which is usually characterized by facial dysmorphisms and
a wide range (to a usually severe degree) of neurodevelopmental delays, several congenital malformations
have been described over time as part of its clinical spectrum such as heart defects, facial dysmorphism,
skeletal abnormalities and brain anomalies [8–10]. By comparing our proband’s features with a 13 patient
series reported in the main scientific literature from 2001 to 2018 (Tables 1 and 2), in this study we review
the already known [inv dup del(8p)] genotype–phenotype relationship in order to: (i) better frame the
overall clinical picture associated, (ii) highlight some specific features of this rare complex genetic disorder
that are helpful in the clinical diagnostic arena, and (iii) improve the knowledge for its management and
follow-up. In this view, our proband’s overall clinical presentation falls in a milder phenotype since most
of the severe manifestations were not present such as heart congenital defects (HCD) and corpus callosum
agenesis (CCa) which are commonly described in these patients. This milder phenotype, compared to
other patients, could be determined due a smaller duplication size or a highly suggestive positional effect
gained from the inversion [10]. In particular, referring to the heart congenital defects, the most common
anomalies reported are patent ductus arteriosus (PDA), ventricular septal defects (VSD) and atrial septal
defect (ASD, especially of type II) [1,11,12]. Moreover, while pulmonary stenosis has been described
by Hand et al. and by Buysse et al. [13,14], Ergun et al. described a dextrocardia complex case [11] of
HCDs, referring to a case of double right ventricle outlet and two tetralogy of Fallot (TOF) cases that
were also respectively reported by Gargìa-Santiago et al. [1] and Masuda et al. [12]. Concerning our
patient, she only presented a right bundle branch focal block on the ECG. Brain imaging from MRI/TC
frequently revealed corpus callosum agenesis (CCA) as a typical anomaly sign, ranging from total to
partial agenesis [1,11,12,14–16]. 3. Discussi
3. Discussion Cutis marmorata. Asymmetry of
lower limbs. 2. Mild intellectual delay. Hypotonia. Prominent forehead, cupped simple
ears, smooth philtrum. Bilateral fifth
finger clinodactyly. Fronto-parietal
brain atrophy. 2. Del 8p23.1 (1–6,901,486): 6.90 Mb;Dup
8p12- > 8p23.1 (12,627,630–36,027,465):
23.40 Mb 3. Del 8p23.1 (1–7,233,949): 7.3 Mb;Dup
8p12- > 8p23.1 (12,554,743–34,577,042):
22.03 Mb 3. Moderate intellectual delay. Hypotonia. Protruding tongue in the absence of
macroglossia. Patent Ductus Arteriosus
(PDA). Brachydactyly. Thinning of the
corpus callosum. 4. Del 8p23.1 (1–6,925,869): 6.94 Mb;Dup
8p11.1- > 8p23.1 (12,554,743–41,232,360):
28.76 Mb p
4. Severe intellectual delay. Hypotonia. Macrocephaly, narrow and small
forehead, facial asymmetry,
micrognathia, ptosis, smooth filtrum,
macroglossia, spaced teeth, narrow
palate, tendency to open mouth and
large ears. Corpus callosum agenesis. Valgus feet. 5. Del 8p23.1 (1–6,900,000): 6.90 Mb;Dup
8p12- > 8p23.1 (12,296,000–32,800,000):
20.5 Mb 6. Del 8p23.1 (1–6,900,000): 6.90 Mb;Dup
8p11.2- > 8p23.1 (12,296,000–43,700,000):
31 Mb 7. 46,XX,del(8)(p23.3) invdup(8)
p21.1p23.2) 5. Severe intellectual delay. Hypotonia. Brachycephaly, broad forehead with
bitemporal narrowing, facial asymmetry,
short palpebral fissures, straight and
narrow nose, low-set, posteriorly rotated
ears, and large mouth. Bilateral fifth
fingers clinodactlyly. Ventricular septal
defects (VSD). Corpus
callosum agenesis. 6. Mild to moderate Intellectual delay. Hypotonia. Protruding ears, straight
nose with bulbous tip. High palate, thick
vermilion of lips and micrognathia. 7. Double outlet right ventricle (DORV),
ventricular septal defects (VSD). Corpus
callosum agenesis. Moderate intellectual disability. Flat occiput,
epicanthal folds, downturned corners of the
mouth, broad based nose, broad hands with
tapering fingers and mild 2-3 toe syndactyly. Atrial septal defect. Obesity. Occasionally
aggressive outbursts. 7 of 11 Brain Sci. 2020, 10, 451 Table 1. Cont. Table 1. Cont. Study
Karyotype/CGH-Arrays
FISH
Phenotype
Kumar et al. 6.7- Mb deletion on chromosome 8p23.3p23.1
and a 31-Mb interstitial duplication on
chromosome 8p23.1p11.1. nr
Global developmental delay. Generalized
hypotonia. Broad forehead, low set ears,
thick lips, prominent philtrum. Harrison
sulcus. History of generalized seizures. Large
doubly committed ventricular septal defect
(VSD) with left to right shunt and severe
hyperkinetic pulmonary artery hypertension. Colpocephaly with complete absence of
corpus callosum, prominent ventricles. Our patient
46, XX, der(8)del(8)(p23.1)invdup(p12p23.1)
+
Developmental and speech delay. No meaningful sentences. Hypotonia. Hypothyroidism. Prominent forehead,
arched eyebrow, thin nose with rounded tip
and anteverse nostrils, flat filter, thin
down-turned lips, slight micrognathia,
low-set posteriorly rotated ears. Single
palmar crease on the right hand and bilateral
IV-V fingers clinodactyly. Hypertrichosis,
previous sacrococcygeal fistula sign. 3. Discussi
3. Discussion However, mild to severe degree brain atrophy is also reported [1,12,17]
and a Dandy–Walker variant of the posterior fossa defines some cases [15,17]. Dysmorphic cranial
conformation like colpocephaly or flat occiput are also described [15,18]. Moreover, Fan et al. illustrated a
case of communicating hydrocephalus and intramedullary cord defects never reported before [15]. In this
context, even if our patient’s brain MRI did not show corpus callosum anomalies (which are the main 8 of 11 Brain Sci. 2020, 10, 451 brain defect associated with invdupdel[8p]) or other relevant anomalies, some elements such as a mild
ventricular dilatation not related to a significant stroke volume value on cine-MRI sequence integration
were highlighted as well as those retrieved in other patients from the presented series analysis (Table 1). Furthermore, regarding the neurobehavioral phenotype, Fisch et al. first described four children with
mild to severe cognitive impairment and a significantly lower level of adaptive behavior [19]. By using
CARS scores, they also outlined autism or autistic-like features in three out of four children in this series. Three of them also satisfied the DSM-IV-TR diagnosis of Attention Deficit Hyperactivity Disorder (ADHD),
showing co-morbid characteristics of hyperactivity and attention deficits [19]. This, in accordance with
the above-mentioned literature, can confirm a common neurobehavioral phenotype since our patient was
also diagnosed with severe Developmental Delay/Intellectual Disability (DD/ID), ADHD, and speech
delay. Among skeletal anomalies, the most frequently represented in literature are kyphoscoliosis, winged
shoulders, shield chest, clinodactyly of IV–V fingers and flat feet. A case of syndactyly of II-III fingers was
also reported by Knijnenburg et al. [20]. The extra-rotation of lower limbs and varus position of the knees
were also remarkable in our patient. In regards to the less frequent abdominal anomalies, we remark on the
presence of a case of congenital diaphragmatic hernia [5] and pelvic dysplastic kidneys and hydronephrosis,
which have also been reported [15], but these were not detected among our proband’s features. Finally,
according to the presented report, we recommend that some ancillary aspects should not be neglected
in these patients such as the phoniatric evaluation, since bad occlusion, sialorrhea and hypotonia could
affect the severity of the clinical picture. References 1. García-Santiago, F.A.; Martínez-Glez, V.; Santos, F.; García-Miñaur, S.; Mansilla, E.; Meneses, A.G.; Rosell, J.;
Granero, Á.P.; Vallespín, E.; Fernández, L.; et al. Analysis of invdupdel(8p) rearrangement: Clinical, cytogenetic
and molecular characterization. Am. J. Med. Genet. A 2015, 167, 1018–1025. [CrossRef] [PubMed] 2. Floridia, G.; Piantanida, M.; Minelli, A.; Dellavecchia, C.; Bonaglia, C.; Rossi, E.; Gimelli, G.; Croci, G.;
Franchi, F.; Gilgenkrantz, S.; et al. The same molecular mechanism at the maternal meiosis I produces mono-
and dicentric 8p duplications. Am. J. Hum. Genet. 1996, 58, 785–796. 2. Floridia, G.; Piantanida, M.; Minelli, A.; Dellavecchia, C.; Bonaglia, C.; Rossi, E.; Gimelli, G.; Croci, G.;
Franchi, F.; Gilgenkrantz, S.; et al. The same molecular mechanism at the maternal meiosis I produces mono-
and dicentric 8p duplications. Am. J. Hum. Genet. 1996, 58, 785–796. 3. Ciccone, R.; Mattina, T.; Giorda, R.; Bonaglia, M.C.; Rocchi, M.; Pramparo, T.; Zuffardi, O. Inversion
polymorphisms and non-contiguous terminal deletions: The cause and the (unpredicted) effect of our
genome architecture. J. Med. Genet. 2006, 43, e19. [CrossRef] [PubMed] 3. Ciccone, R.; Mattina, T.; Giorda, R.; Bonaglia, M.C.; Rocchi, M.; Pramparo, T.; Zuffardi, O. Inversion
polymorphisms and non-contiguous terminal deletions: The cause and the (unpredicted) effect of our
genome architecture. J. Med. Genet. 2006, 43, e19. [CrossRef] [PubMed] 4. Giglio, S.; Broman, K.W.; Matsumoto, N.; Calvari, V.; Gimelli, G.; Neumann, T.; Ohashi, H.; Voullaire, L.;
Larizza, D.; Giorda, R.; et al. Olfactory receptor-gene clusters, genomic-inversion polymorphisms, and
common chromosome rearrangements. Am. J. Hum. Genet. 2001, 68, 874–883. [CrossRef] [PubMed] 4. Giglio, S.; Broman, K.W.; Matsumoto, N.; Calvari, V.; Gimelli, G.; Neumann, T.; Ohashi, H.; Voullaire, L.;
Larizza, D.; Giorda, R.; et al. Olfactory receptor-gene clusters, genomic-inversion polymorphisms, and
common chromosome rearrangements. Am. J. Hum. Genet. 2001, 68, 874–883. [CrossRef] [PubMed] 5. Shimokawa, O.; Kurosawa, K.; Ida, T.; Harada, N.; Kondoh, T.; Miyake, N.; Yoshiura, K.; Kishino, T.; Ohta, T.;
Niikawa, N.; et al. Molecular characterization of inv dup del(8p): Analysis of five cases. Am. J. Med. Genet. A
2004, 128, 133–137. [CrossRef] [PubMed] 5. Shimokawa, O.; Kurosawa, K.; Ida, T.; Harada, N.; Kondoh, T.; Miyake, N.; Yoshiura, K.; Kishino, T.; Ohta, T.;
Niikawa, N.; et al. Molecular characterization of inv dup del(8p): Analysis of five cases. Am. J. Med. Genet. A
2004, 128, 133–137. [CrossRef] [PubMed] 6. 3. Discussi
3. Discussion Thus, an audiometric evaluation for the occasional reported
neurosensorial hypoacusia [12], and a whole eye examination because of refractory disorders, should be
offered both at the diagnosis as well as during the follow-up for the often underrated and occasionally
reported ophthalmologic problems such as strabismus [14,18] and/or the chorioretinic dystrophia which
was first documented in our patient. Brain Sci. 2020, 10, 451 9 of 11 Table 2. Extensive invdupdel[8p] genotype–phenotype correlation analysis and scientific literature review broken out per article, author, year, number of patients
described, patients’ sex, and clinical/instrumental reported anomalies. +, retrieved feature; −, not retrieved feature; nr, not reported. Article
Year
No. of
Patients
Sex
Dysmorphisms
Intellectual
Disabilities/Behavioural
Disorders
Brain MRI
Anomalies
Congenital
Heart Defects
Abdominal
Anomalies
Skeletal
Anomalies
Fan et al. 2001
1
M
+
+
+
+
+
−
Masuda et al. 2002
2
1F/1M
+
+
+
+
−
−
Vermeesch et al. 2003
1
F
+
+
nr
−
−
−
Ciccone et al. 2006
1
F
+
+
nr
−
−
+
Cooke et al. 2008
1
F
+
+
+
−
−
+
Caglayan et al. 2009
1
? +
+
+
−
−
−
Buysse et al. 2009
1
F
+
+
nr
+
−
−
Hand et al. 2010
1
F
−
+
nr
+
−
−
Ergun et al. 2010
1
F
+
+
+
+
−
−
Fisch et al. 2011
4
2F/2M
+
+
nr
−
−
−
Garcìa−Santiago et al. 2014
7
4F/3M
+
+
+
+
−
+
Knijnenburg et al. 2017
1
M
+
+
nr
+
−
+
Kumar et al. 2018
1
M
+
+
+
+
−
+
Our patient
2020
1
F
+
+
+
−
−
+ Table 2. Extensive invdupdel[8p] genotype–phenotype correlation analysis and scientific literature review broken out per article, author, year, number of patients
described, patients’ sex, and clinical/instrumental reported anomalies. +, retrieved feature; −, not retrieved feature; nr, not reported. Brain Sci. 2020, 10, 451 10 of 11 10 of 11 4. Conclusions In conclusion, comprehensive cytogenetic and molecular analyses of the standard karyotype,
CGH-array and FISH are mandatory to gain a diagnosis in patients showing a complex phenotype which
includes dysmorphic features, neurodevelopmental delay, and major or minor congenital anomalies [21]. In these patients, invdupdel[8p] should be considered in the differential diagnosis [17], as further shown
in this study where we highlighted this rare complex genetic disorder’s features whose proper framework
may be helpful both on the clinical diagnostic arena as well as to improve patient management and
follow-up. Finally, further studies are needed to completely evaluate its genotype–phenotype relationship,
especially to widen the scope on the genes–dosage impairment-driven role that we propose once again
could be determined by several factors such as breakage sites, genomic size and orientation of the
rearrangements involved. Supplementary Materials: The following are available online at http://www.mdpi.com/2076-3425/10/7/451/s1,
Table S1: Full name, OMIM code and function of genes whose loci are harbored within the 8p23.3p23.1 sub-bands,
between nucleotidis 221,611 and 6,914,076 of around. Author Contributions: Conceptualization, M.L.B., D.V. and P.P.; methodology, A.A., A.F.; investigation, L.S., A.B.;
data curation, G.M.; L.M., S.S.; writing—original draft preparation, P.P., D.V., M.M., M.L.B.; writing—review and
editing, T.A.T., A.S., S.P., G.M., L.M.; supervision, A.A., D.V. All authors have read and agreed to the published
version of the manuscript. Funding: This research received no external funding. Acknowledgments: The document has been edited for proper English language, grammar, punctuation, typos
error and spelling by AME (American manuscript editors USA. Certificate Verification Key: 234-589-107-043-904:
Project Number: 72815). Acknowledgments: The document has been edited for proper English language, grammar, punctuation, typos
error and spelling by AME (American manuscript editors USA. Certificate Verification Key: 234-589-107-043-904:
Project Number: 72815). Conflicts of Interest: No competing interest to declare. Conflicts of Interest: No competing interest to declare. References Giglio, S.; Calvari, V.; Gregato, G.; Gimelli, G.; Camanini, S.; Giorda, R.; Ragusa, A.; Guerneri, S.; Selicorni, A.;
Stumm, M.; et al. Heterozygous Submicroscopic Inversions Involving Olfactory Receptor–Gene Clusters
Mediate the Recurrent t(4;8)(p16;p23) Translocation. Am. J. Hum. Genet. 2002, 71, 276–285. [CrossRef] 7. Piccione, M.; Salzano, E.; Vecchio, D.; Ferrara, D.; Malacarne, M.; Pierluigi, M.; Ferrara, I.; Corsello, G. 4p16.1-p15.31 duplication and 4p terminal deletion in a 3-years old Chinese girl: Array-CGH, genotype-
phenotype and neurological characterization. Eur. J. Paediatr. Neurol. 2015, 19, 477–483. [CrossRef] 8. Vermeesch, J.; Thoelen, R.; Salden, I.; Raes, M.; Matthijs, G.; Fryns, J. Mosaicism del(8p)/inv dup(8p) in a
dysmorphic female infant: A mosaic formed by a meiotic error at the 8p OR gene and an independent
terminal deletion event. J. Med. Genet. 2003, 40, e93. [CrossRef] 11 of 11 Brain Sci. 2020, 10, 451 9. de Die-Smulders, C.E.; Engelen, J.J.; Schrander-Stumpel, C.T.; Govaerts, L.C.; de Vries, B.; Vles, J.S.;
Wagemans, A.; Schijns-Fleuren, S.; Gillessen-Kaesbach, G.; Fryns, J.P. Inversion duplication of the short arm
of chromosome 8: Clinical data on seven patients and review of the literature. Am. J. Med. Genet. 1995, 59,
369–374. [CrossRef] 10. Devriendt, K.; Matthijs, G.; Van Dael, R.; Gewillig, M.; Eyskens, B.; Hjalgrim, H.; Dolmer, B.; McGaughran, J.;
Bröndum-Nielsen, K.; Marynen, P.; et al. Delineation of the critical deletion region for congenital heart
defects, on chromosome 8p23.1. Am. J. Hum. Genet. 1999, 64, 1119–1126. [CrossRef] p
11. Ergün, M.A.; Kula, S.; Karaer, K.; Perçin, E.F. A case with de novo inv dup del(8p) associated with dextrocardia
and corpus callosum agenesis. Pediatr. Int. 2010, 52, 845–846. [CrossRef] 12. Masuda, K.; Nomura, Y.; Yoshinaga, M.; Nakamura, M.; Matsuda, Y.; Oku, S.; Miyata, K. Inverted
duplication/deletion of the short arm of chromosome 8 in two patients with tetralogy of Fallot. Pediatr. Int. 2002, 44, 534–536. [CrossRef] [PubMed] 13. Hand, M.; Gray, C.; Glew, G.; Tsuchiya, K.D. Mild phenotype in a patient with mosaic del(8p)/inv dup
del(8p). Am. J. Med. Genet. A 2010, 152, 2827–2831. [CrossRef] [PubMed] 14. Buysse, K.; Antonacci, F.; Callewaert, B.; Loeys, B.; Fränkel, U.; Siu, V.; Mortier, G.; Speleman, F.; Menten, B. Unusual 8p inverted duplication deletion with telomere capture from 8q. Eur. J. Med. Genet. 2009, 52, 31–36. [CrossRef] [PubMed] 15. Fan, Y.S.; Siu, V.M. Molecular cytogenetic characterization of a derivative chromosome 8 with an inverted
duplication of 8p21.3–>p23.3 and a rearranged duplication of 8q24.13–>qter. Am. J. Med. Genet. References 2001, 102,
266–271. [CrossRef] [PubMed] 16. Kumar, V.; Roy, S.; Kumar, G. An Interesting and Unique Case of 8p23.3p23.1 Deletion and 8p23.1p11.1
Interstitial Duplication Syndrome. J. Pediatr. Genet. 2018, 7, 125–129. [CrossRef] 17. Cooke, S.L.; Northup, J.K.; Champaige, N.L.; Zinser, W.; Edwards, P.A.W.; Lockhart, L.H.; Velagaleti, G.V.N. Molecular cytogenetic characterization of a unique and complex de novo 8p rearrangement. Am. J. Med. Genet. Part A 2008, 146, 1166–1172. [CrossRef] 18. Caglayan, A.O.; Engelen, J.J.M.; Ghesquiere, S.; Alofs, M.; Saatci, C.; Dundar, M. Fluorescence in situ
hybridization and single nucleotide polymorphism of a new case with inv dup del(8p). Genet. Couns. 2009,
20, 333–340. [PubMed] 19. Fisch, G.S.; Davis, R.; Youngblom, J.; Gregg, J. Genotype-phenotype association studies of chromosome 8p
inverted duplication deletion syndrome. Behav. Genet. 2011, 41, 373–380. [CrossRef] 20. Knijnenburg, J.; Uytdewilligen, M.E.W.; van Hassel, D.A.C.M.; Oostenbrink, R.; Eussen, B.H.J.; de Klein, A.;
Brooks, A.S.; van Zutven, L.J.C.M. Postzygotic telomere capture causes segmental UPD, duplication and
deletion of chromosome 8p in a patient with intellectual disability and obesity. Eur. J. Med. Genet. 2017, 60,
445–450. [CrossRef] 21. Piro, E.; Consiglio, V.; Agrifoglio, M.; Sireci, F.; Ballacchino, A.; Salvago, P.; Martines, F.; Graziano, F.; Busè, M.;
Sanfilippo, C.; et al. Diagnosis and follow-up of complex congenital malformations/mental retardation
(MRA/MR). Acta Med. Mediterr. 2013, 29, 321–325. © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/).
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Preliminary Study on Electrochemical Ion Imprinted Polymeric Film in Sensor Development for Cd(II) Ions Determination in Water
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cc-by
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Sabrina Di Masi 1,*, Antonio Pennetta 2 and Cosimino Malitesta 1 Keywords:
ion
imprinted
polymer;
4-APA;
electrochemical
sensor;
Cd(II)
ions;
electropolymerisation Keywords:
ion
imprinted
polymer;
4-APA;
electrochemical
sensor;
Cd(II)
ions;
electropolymerisation Sabrina Di Masi 1,*, Antonio Pennetta 2 and Cosimino Malitesta 1 Sabrina Di Masi 1,*, Antonio Pennetta 2 and Cosimino Malitesta 1 1 Laboratorio di Chimica Analitica, Dipartimento di Scienze e Tecnologie Biologiche ed Ambientali,
Università del Salento, Via Monteroni, 73100 Lecce, Italia; cosimino.malitesta@unisalento.it
2 Laboratorio di Spettrometria di Massa Analitica e Isotopica, Dipartimento di Beni Culturali, Università del
Salento, Via Monteroni, 73100 Lecce, Italia; antonio.pennetta@unisalento.it
* Correspondence: sabrina dimasi@unisalento it; Tel : +39-0832-299-457 1 Laboratorio di Chimica Analitica, Dipartimento di Scienze e Tecnologie Biologiche ed Ambientali,
Università del Salento, Via Monteroni, 73100 Lecce, Italia; cosimino.malitesta@unisalento.it
2 Laboratorio di Spettrometria di Massa Analitica e Isotopica, Dipartimento di Beni Culturali, Università del
Salento, Via Monteroni, 73100 Lecce, Italia; antonio.pennetta@unisalento.it
* Correspondence: sabrina.dimasi@unisalento.it; Tel.: +39-0832-299-457
† Presented at the 1st International Electronic Conference on Biosensors, 2–17 November 2020; Available
online: https://iecb2020.sciforum.net/. 1 Laboratorio di Chimica Analitica, Dipartimento di Scienze e Tecnologie Biologiche ed Ambientali,
Università del Salento, Via Monteroni, 73100 Lecce, Italia; cosimino.malitesta@unisalento.it
2 Laboratorio di Spettrometria di Massa Analitica e Isotopica, Dipartimento di Beni Culturali, Università del
Salento, Via Monteroni, 73100 Lecce, Italia; antonio.pennetta@unisalento.it
* Correspondence: sabrina.dimasi@unisalento.it; Tel.: +39-0832-299-457
† Presented at the 1st International Electronic Conference on Biosensors, 2–17 November 2020; Available
online: https://iecb2020.sciforum.net/. Published: 2 November 2020 Published: 2 November 2020 Published: 2 November 2020 Abstract: Preliminary results on an electrosynthesized ion imprinted polymeric film (IIP-film) for
Cd(II) ions determination in sensor development are here reported. The sensor was prepared by
electropolymerization of 4-aminophenylacetic acid (4-APA) monomer in presence of Cd(II) ions,
which acts as the template. The screen-printed carbon electrodes (SPCE) were used as transducer
during sensor development, whereas the cyclic voltammetry (CV) and differential pulse
voltammetry (DPV) were selected as the electrochemical methods for the synthesis and Cd(II) ions
sensing, respectively. The incubation of the developed sensor in NaOH 250 mM involved into
remove the template and the formation of specific recognition cavities into the polymer. A
multivariate optimization based on central composite design (CCD) was employed to study the
effect of three independent parameters on electrochemical performances of the sensor. The
electrochemical characterization of sensors was performed in ferrocyanide-ferricyanide redox
couple and in KCl 0.1 M, the latter revealing redox properties from the polymeric film. The
performances of sensors and the control (non-imprinted film, NIP) was observed in sodium acetate
buffer (100 mM, pH = 5) over the Cd(II) concentration range 0.1–10 µM. Proceedings Proceedings 2020, 60, 39; doi:10.3390/IECB2020-07037 1. Introduction Heavy metals pollution refers to a global issue, due to the high toxicity and dangerous effects
on environment and human health. Among heavy metals, cadmium is one of the most toxic. Main
sources of this ion in environment is industrial wastewater, fertilizers and so on. Currently, the most
analytical method for cadmium detection is represented by atomic adsorption spectroscopy (AAS),
inductively coupled plasma-mass spectroscopy (ICP-MS) and inductively coupled plasma atomic
emission spectrometry (ICP-AES). Those techniques are sensitive, accurate but also expensive, and
on-site determination of targets is not so suitable. Due to the complexity of those instrumentation,
there is the need to point different methods to be available for on-site determination. Electrochemical
methods can be used for that. Moreover, diverse electrochemical methods are explored today for the
determination of heavy metals in water environment [1]. Proceedings 2020, 60, 39; doi:10.3390/IECB2020-07037 www.mdpi.com/journal/proceedings 2 of 8 Proceedings 2020, 60, 39 Imprinted polymers define robust and artificial materials able to mimic recognition processes of
such analytes, such as proteins, small molecules, or ions [2]. The process results in the selective
formation of ion-sized imprinted cavities, which are complementary to a specific template in terms
of its functional groups. These materials can be easily applied to identify, monitor and remove the
target ions in water environment [3]. In this view, the ion imprinted polymers (IIPs) can be described. Their synthesis can be carried out both chemically and electrochemically. The latter leads to the
preparation of imprinted films, which are compatible in conjunction with transducers in sensor
development [4,5]. Very few works report the electrochemical synthesis of ion imprinted polymers
and their application as sensors for metal ion detection [6,7]. With this regard, we propose the
synthesis, optimization, characterization and subsequent application of an electrosynthesized IIPs for
the electrochemical detection of cadmium (II) in water. The proposed sensor was prepared by
electropolymerization of 4-aminophenylacetic acid (4-APA) monomer in presence of Cd(II) ions,
which acts as the template. The screen-printed carbon electrodes (SPCE) were used as transducer
during sensor development, whereas the cyclic voltammetry (CV) and differential pulse voltammetry
(DPV) were selected as the electrochemical methods for the synthesis and Cd(II) ions sensing,
respectively. The incubation of the developed sensor in NaOH 250 mM involved the removal of the
template and the formation of specific recognition cavities into the polymer. 1. Introduction A multivariate
optimization was employed for studying the effect of three independent parameters on
electrochemical performances of the sensor. The electrochemical characterization of sensors was
performed in ferrocyanide-ferricyanide redox couple and in KCl 0.1 M, the latter revealing redox
properties from the polymeric film. The performances of sensors and the control (non-imprinted
polymer, NIP) were observed in sodium acetate buffer (100 mM, pH = 5) over the Cd(II) concentration
range of 0.1–10 µM. 2.1. Materials Acetic acid, 4-Aminophenylacetic acid (4-APA, 98%), sodium acetate trihydrate, cadmium
nitrate tetrahydrate (98%), and ethylenediaminetetraacetic acid (99%) were purchased from Sigma-
Aldrich (Italy). Sulphuric acid and sodium hydroxide solutions were commercially available as
analytical reagent grade. All reagents were used without further purification. MilliQ water was used
for washing the polymeric film after the preparation. Sodium acetate buffer (100 mM, pH = 5). 2.2. Apparatus CV and DPV measurements were performed using a PalmSens potentiostat equipped with a
cable connector (DropSens, Milano, Italy) for screen-printed electrodes. PSTrace was the software to
control the instrument and data acquisition. The polymeric film was deposited on screen-printed
carbon electrode (SPCE). The SPCEs were composed of three-electrode configuration on a planar
ceramic support (3.3 × 1 cm) and they consisted of a carbon disk-shaped working electrode (4 mm
diameter), a platinum electrode as counter electrode and a pseudo Ag/AgCl paste electrode as
reference electrode. SPCE were commercially available (Metrohm, Milano, Italy). 2.3. Preparation of Electrosynthesized Ion Imprinted Polymer and Non-Imprinted Polymer The preparation of ion imprinted polymer (IIP) based on poly-4-aminophenylacetic (poly-4-
APA) films was performed by cyclic voltammetry (CV) in a potential range between −0.2 and 1.2 V
vs. pseudo Ag/AgCl, at a scan rate of 50 mV s−1 for 40 cycles in a solution of H2SO4 0.5 M containing
1 mM of Cd2+ ions. The porogen was chosen based on previous works about the electrosynthesis of
poly-4-APA on SPE [8]. After the electropolymerization, the electrode was rinsed with MilliQ water
and incubated in different solvent (EDTA 100 mM and 250 mM, H2SO4 500 mM, NaOH 100 mM and
250 mM) to remove the target. The preparation of the control (non-imprinted polymer, NIP) was
obtained with the same protocol, but without adding the template into the polymerization mixture. Proceedings 2020, 60, 39 3 of 8 The treatment in NaOH 250 mM was also performed on NIP. All prepared sensors were taken in air
when not in use. The treatment in NaOH 250 mM was also performed on NIP. All prepared sensors were taken in air
when not in use. 2.4. Cd2+ Ion Sensing The electrochemical responses of IIP and NIP films towards Cd2+ ions were recorded using DPV
measurements in the potential range of −0.2 to + 0.4 V, modulation amplitude of 50 mV, step potential
of 4.95 mV, and equilibration time of 2 s. Cd2+ ions interacted with the imprinted film by drop-casting
on the electrode surface an appropriate amount (100 µL) of a solution of sodium acetate buffer (100
mM, pH = 5) containing different concentration of Cd2+ ions (0.1–10 µM), by leaving the drop on the
electrode for 10 min. After each measurement, the electrode surface was gently washed with sodium
acetate buffer for 2 min. 2.5. Experimental Design in Optimization Studies Multivariate optimization was conducted with the light to optimize the development of IIPs and
NIP. The selected optimization model was the central composite design (CCD), which allowed the
selection of main three factors affecting the development of the sensors, such as (i) the monomer
concentration, (ii) the rate between template-monomer (mainly affecting the number of cavities on
the polymeric network) and (iii) the number of CV cycles during the electrosynthesis. MODDE®
Software
(Umetrics,
version
12,
https://www.sartorius.com/en/products/process-analytical-
technology/data-analytics-software/doe-software/modde) was used for design, mathematical
modelling and optimization. The levels of studied independent variables are listed in Table 1. Table 1. Levels of independent variables considered in this work. Variable
Low
High
Monomer concentration (X1)
0.5
5
Rate Cd2+/monomer (X2)
1
3
Number of CV cycles (X3)
10
40 Table 1. Levels of independent variables considered in this work. The response was the difference of current (Δi, µA) recorded in ferrocyanide-ferricyanide redox
probe before and after the electropolymerization of the different imprinted sensors. Based on CCD
principle, the design consisted of 2k fractional factorial points plus 2k axial points and 1 center point,
where k defines the number of central points (in this case, k = 3). Eighteen experiment runs were
conducted, and the second-order polynomial equation consisted of linear, quadratic, and first-order
interaction terms is shown below (Equation (1)): Y = 𝛽+ ∑
𝛽𝑋+ ∑
𝛽𝑋
ଶ+ ∑
∑
𝛽𝑋𝑋
(ஷ)
+ 𝜀
ୀଵ
ୀଵ
ୀଵ
,
(1) (1) where Y is the response variables, Xi represent the dependent variables, 𝛽, 𝛽, 𝛽, 𝛽 were the
regression coefficient for intercept, linear, quadratic and interaction terms, respectively. 3.1. Preparation of Electrosynthesized IIP and NIP Films Figure 1a presented a typical cyclic voltammetry recorded during the electropolymerization of
2.1 mM 4-APA in the presence of 2.1 mM Cd2+ ions in 0.5 M H2SO4 on a screen-printed carbon
electrode. Figure 1b shows the electropolymerization of 4-APA on SPCE, without the template (NIP). -0.4
-0.2
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
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0
10
20
30
40
50
60
70
Potential (V)
Current (μA)
-0.2
0.0
0.2
0.4
-10
-8
-6
-4
-2
0
2
4
(a)
-0.4
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1.0
1.2
1.4
-10
0
10
20
30
40
50
60
70
Current (μA)
Potential (V)
(b)
Figure 1. (a) The electropolymerization of 2.1 mM 4-APA in the presence of 2.1 mM Cd2+ in 0.5 M
H2SO4. Inset: Focused cyclic voltammetry for (black) 1st, (pink) 2nd (blue), and 17th cycle; (b) the
electropolymerization of 2.1 mM 4-APA in 0.5 M H2SO4. Voltammetric condition: (i) Potential range:
−0.2 to + 1.2 V; (ii) scan rate: 50 mV s−1; (iii) CV cycles: 40. -0.4
-0.2
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
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0
10
20
30
40
50
60
70
Current (μA)
Potential (V)
(b) -0.4
-0.2
0.0
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0.4
0.6
0.8
1.0
1.2
1.4
-10
0
10
20
30
40
50
60
70
Potential (V)
Current (μA)
-0.2
0.0
0.2
0.4
-10
-8
-6
-4
-2
0
2
4 Potential (V) Potential (V) (b) (a) Figure 1. (a) The electropolymerization of 2.1 mM 4-APA in the presence of 2.1 mM Cd2+ in 0.5 M
H2SO4. Inset: Focused cyclic voltammetry for (black) 1st, (pink) 2nd (blue), and 17th cycle; (b) the
electropolymerization of 2.1 mM 4-APA in 0.5 M H2SO4. Voltammetric condition: (i) Potential range:
−0.2 to + 1.2 V; (ii) scan rate: 50 mV s−1; (iii) CV cycles: 40. During the CV, the first peak at +0.70 V indicated the formation of cation radicals that promoted
the polymerization process, once to the oxidation of 4-APA. Further peaks at +0.19 V and at −0.025 V
are related to the reduction of the polymer film on the SPCE surface. Following the second potential
cycle, two oxidation waves appeared at the potentials of +0.040 and + 0.305 V, corresponding to the
oxidation of the formed polymeric film. 3.1. Preparation of Electrosynthesized IIP and NIP Films After around 17 cycles of polymerization, a decrease in the
anodic peaks current was notable, indicating the subsequent formation of the polymer film (see Inset
of Figure 1a). Finally, the formation of the film produced a partial blockage of the electrode surface. The electropolymerization of NIP (Figure 1b) followed the same interpretation of the process, with
differences in terms of current appeared along the second cycle of CV. 3. Results and Discussions The electropolymerization of 4-APA in presence of Cd2+ produced a sensitive polymeric
imprinted film for that template, showing superior characteristics against its control. The optimal
condition of synthesis was established by employing a multivariate experimental design, and this
approach has recently gained interest from scientists regarding optimized sensors and biomimetic
sensors. The advantage of using the produced IIPs consisted of revealing a redox property of the
polymer, which directly addresses the interaction between imprinted cavities and template. The
interaction was visible, close to + 0 V (see related DPV measurements), of which potential is higher
than normally observed for the electroactivity of Cd2+ in solution. Proceedings 2020, 60, 39 4 of 8 3.1. Preparation of Electrosynthesized IIP and NIP Films 3.1. Preparation of Electrosynthesized IIP and NIP Films 3.2. Optimization of Sensor Performances by Experimental Design The optimization of performances was possible by a multivariate approach, that considered all
factors together, including linear, quadratic and interaction terms in the model. All the selected
factors were related to the electrosynthesis process. Among them, with the emphasis to develop
imprinted materials, the relationship between all reagent should be described. Preliminary results
have shown the factor’s importance on responses were the initial concentration of functional
monomer (X1) and the number of CV cycles during the electrosynthesis (X3). Figure 2 shows the
significant coefficients related to factors. 5 of 8 Proceedings 2020, 60, 39 9
5 of 8
Figure 2. Plot of the significant coefficients obtained from model. Figure 2. Plot of the significant coefficients obtained from model. The regression equation for the achieved responses, including significant factors, is reported
(Equation (2)). Y = 14.86 + 4.08𝑋ଵ−1.78𝑋ଶ+ 3.80𝑋ଷ−3.30𝑋ଵ𝑋ଵ,
(2) (2) After evaluation of Equation (2), it appears as though the monomer concentration is in strong
correlation with the other factors. In particular the ratio of monomer/Cd2+ should be regulated to
assume a correct orientation of cavities on the polymer network. The factor related to the growth of
the electrosynthesized imprinted film was also significant, confirming that the deposition of the film
on electrode surface is involved in the difference of currents recorded by the electrochemical probe. In light of maximizing the responses, the experimental conditions used for further measurements
were (i) 2.1 mM 4-APA, (ii) 2.1 mM Cd2+ (ratio 1:1), and (iii) 40 CV cycles during the electrosynthesis. 3.3. Electrochemical Characterization of IIP and NIP Films Electrochemical Characterization of IIP and NIP Films The prepared sensors were first subjected to electrochemical characterization in ferrocyanide-
ferricyanide redox probe and in KCl 0.1 M, by applying a CV measurement for bare SPCE, IIP film
and NIP film after the electrodeposition (Figure 3a,b). -0.6
-0.4
-0.2
0.0
0.2
0.4
0.6
0.8
1.0
-100
-80
-60
-40
-20
0
20
40
60
80
2
3
Current (μA)
Potential (V)
1
(a)
-0.2
0.0
0.2
0.4
0.6
0.8
-2.0
-1.5
-1.0
-0.5
0.0
0.5
1.0
3
2
1
Potential (V)
Current (μA)
(b)
Figure 3. (a) Electrochemical characterization by CV (fifth cycle) in ferrocyanide-ferricyanide redox
probe for (1) bare screen-printed carbon electrode; (2) Cd2+-ion imprinted polymer film/screen-printed
carbon electrode (SPCE) and (3) non-imprinted polymer (NIP) film/SPCE after polymerization. Voltammetric condition: (i) Potential range: −0.5 to + 0.8 V; (ii) scan rate: 50 mV s−1; (iii) CV cycles: 5;
(b) electrochemical characterization by CV (fifth cycle) in 0.1 M KCl for (1) bare screen-printed carbon
electrode; (2) Cd2+-IIP film/SPCE; and (3) NIP film/SPCE after polymerization. Voltammetric
condition: (i) Potential range: −0.2 to + 0.8 V; (ii) scan rate: 50 mV s−1; (iii) CV cycles: 5. -0.6
-0.4
-0.2
0.0
0.2
0.4
0.6
0.8
1.0
-100
-80
-60
-40
-20
0
20
40
60
80
2
3
Current (μA)
Potential (V)
1
(a) -0.2
0.0
0.2
0.4
0.6
0.8
-2.0
-1.5
-1.0
-0.5
0.0
0.5
1.0
3
2
1
Potential (V)
Current (μA)
(b) (a) (b) Figure 3. (a) Electrochemical characterization by CV (fifth cycle) in ferrocyanide-ferricyanide redox
probe for (1) bare screen-printed carbon electrode; (2) Cd2+-ion imprinted polymer film/screen-printed
carbon electrode (SPCE) and (3) non-imprinted polymer (NIP) film/SPCE after polymerization. Voltammetric condition: (i) Potential range: −0.5 to + 0.8 V; (ii) scan rate: 50 mV s−1; (iii) CV cycles: 5;
(b) electrochemical characterization by CV (fifth cycle) in 0.1 M KCl for (1) bare screen-printed carbon
electrode; (2) Cd2+-IIP film/SPCE; and (3) NIP film/SPCE after polymerization. Voltammetric
condition: (i) Potential range: −0.2 to + 0.8 V; (ii) scan rate: 50 mV s−1; (iii) CV cycles: 5. Both electrochemical characterizations revealed higher electroactivity of the imprinted polymer
when compared to NIP film. In addition, as shown in Figure 2b, no signals were obtained for bare
SPCE. 3.3. Electrochemical Characterization of IIP and NIP Films The electroactivity of IIP film than NIP suggest the imprinting effect of the polymer, where Proceedings 2020, 60, 39 Proceedings 2020, 60, 39 6 of 8 possibly Cd2+ ions are possibly able to enhance the overall electrochemical process during
polymerization. The removal of the template ion—to obtain the imprinted cavities—was carried out by exposure
of the sensor to different solutions, such as EDTA 100 mM and 250 mM, H2SO4 500 mM, NaOH 100
mM, and 250 mM. In all cases, different times of elution were tested, in a range between 1 and 15 min
(1, 3, 5, 10, 15 min, respectively). As the most effective method, NaOH 250 mM incubated for 3 min
was used. CV markable differences recorded in KCl 0.1 M for NIP and IIPs treated with NaOH 250
mM were visible (Figure 4), confirming the elution of Cd2+ ions from the imprinted cavities. -0.2
0.0
0.2
0.4
0.6
0.8
-1.5
-1.0
-0.5
0.0
0.5
1.0
2
3
1
Figure 4. Electrochemical characterization by CV (fifth cycle) in 0.1 M KCl for (1) bare screen-printed
carbon electrode; (2) Cd2+-IIP film/SPCE; and (3) NIP film/SPCE after treatment in 250 mM NaOH for
3 min. Voltammetric condition: (i) Potential range: −0.2 to + 0.8 V; (ii) scan rate: 50 mV s−1; (iii) CV
cycles: 5. Figure 4. Electrochemical characterization by CV (fifth cycle) in 0.1 M KCl for (1) bare screen-printed
carbon electrode; (2) Cd2+-IIP film/SPCE; and (3) NIP film/SPCE after treatment in 250 mM NaOH for
3 min. Voltammetric condition: (i) Potential range: −0.2 to + 0.8 V; (ii) scan rate: 50 mV s−1; (iii) CV
cycles: 5. 3.4. Electrochemical Performances of IIP and NIP Film The electrochemical sensing of Cd2+ ions was performed by DPV measurements on NIP and
Cd2+-IIP film: 100 mM sodium acetate buffer (pH = 5) was selected as the electrolyte solution for the
determination of Cu2+ ions. DPV measurements recorded for Cd2+-IIP film are shown in Figure 5, and
related calibration curves are also reported (Figure 5b). -0.2
-0.1
0.0
0.1
0.2
0.3
0.4
0.5
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
l
a
Potential (V)
Current (μA)
(a)
0
2
4
6
8
0.010
0.015
0.020
0.025
0.030
0.035
0.040
0.045
0.050
0.055
Cd
2+-IIP film
NIP film
Cd
2+ concentration (μM)
Current (μA)
(b) 0
2
4
6
8
0.010
0.015
0.020
0.025
0.030
0.035
0.040
0.045
0.050
0.055
Cd
2+-IIP film
NIP film
Cd
2+ concentration (μM)
Current (μA) -0.2
-0.1
0.0
0.1
0.2
0.3
0.4
0.5
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
l
a
Potential (V)
Current (μA) Current (μA) Potential (V) (a) (b) 7 of 8 Proceedings 2020, 60, 39 g
,
,
0.0
0.2
0.4
0.6
0.8
1.0
0.015
0.020
0.025
0.030
0.035
0.040
y = 0.003x + 0.016
R
2 = 0.854
y = 0.0163x + 0.0185
R
2 = 0.990
Cd
2+-IIP film
NIP film
Cd
2+ concentration (μM)
Current (μA)
(c)
Figure 5. (a) Differential pulse voltammograms recorded for Cd2+-IIP film after the exposure to (a)
blank (sodium acetate buffer), (b) 0.1, (c) 0.2, (d) 0.4, (e) 0.6, (f) 0.8, (g) 1.0, (h) 2.0, (i) 4.0, (j) 6.0, (k) 8.0,
(l) 10 µM of Cd2+ ions in the presence of sodium acetate buffer; (b) comparison of the electrochemical
responses between Cd2+-IIP and NIP films along all tested Cd2+ concentration; (c) comparison between
responses from Cd2+-IIP and NIP film in the linear range revealed between 0.1 and 1 µM Cd2+ ions. 0.0
0.2
0.4
0.6
0.8
1.0
0.015
0.020
0.025
0.030
0.035
0.040
y = 0.003x + 0.016
R
2 = 0.854
y = 0.0163x + 0.0185
R
2 = 0.990
Cd
2+-IIP film
NIP film
Cd
2+ concentration (μM)
Current (μA)
(c) (c) Figure 5. 3.4. Electrochemical Performances of IIP and NIP Film (a) Differential pulse voltammograms recorded for Cd2+-IIP film after the exposure to (a)
blank (sodium acetate buffer), (b) 0.1, (c) 0.2, (d) 0.4, (e) 0.6, (f) 0.8, (g) 1.0, (h) 2.0, (i) 4.0, (j) 6.0, (k) 8.0,
(l) 10 µM of Cd2+ ions in the presence of sodium acetate buffer; (b) comparison of the electrochemical
responses between Cd2+-IIP and NIP films along all tested Cd2+ concentration; (c) comparison between
responses from Cd2+-IIP and NIP film in the linear range revealed between 0.1 and 1 µM Cd2+ ions. As shown from Figure 5a, the current responses value increased within the tested Cd2+ ion
concentration. However, saturation reached value upper than 2 µM, due to the occupancy of cavities. Notably, the imprinted sensor shows high affinity and specificity towards Cd2+ ions compared to that
obtained for NIP films, confirming the imprinting effect on this polymer. The linear regression was
established between 0.1 and 1 µM, with a sensitivity of 0.0163 µA µM−1. In addition, it was possible
to evaluate the imprinted factor as 6.86, highly indicating the specific recognition of template from
imprinted cavities on Cd2+-IIP films. The proposed imprinted sensor shows high sensitivity and possesses superior specific
properties towards Cd2+ ions. These preliminary results are currently encouraging us to perform
further experiments in regard to selectivity properties of the imprinted polymer against NIP and its
application to real water matrices, of which discussion will be presented soon. 4. Conclusions Preliminary study on electrosynthesis of ion imprinted polymeric sensor on SPCE transducer
for Cd2+ ion determination in water is reported here. The electrosynthesis of the imprinted cavities
revealed the newly approach to produce highly sensitive films towards environmental targets. In this
light, the developed imprinted polymeric film shows greater sensitivity than NIP film, with an
imprinting factor of 6.86. Those achieved preliminary results open the possibly to employ this sensor
for quantitative determination of Cd2+ ions in water. Further experiments to evaluate more properties
of the sensor are currently under study. Funding: This research was funded by the project “CASCADE” (014-2020 Interreg V-A IT-HR CBC “Strategic”
project ID 10255941). Acknowledgments: Authors would like to thank Marco Costa for his helping during experiments. Conflicts of Interest: The authors declare no conflict of interest. © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/). References 1. Wong, A.; A. Ferreira, P.; Santos, A.M.; Cincotto, F.H.; Silva, R.A.B.; Sotomayor, M.D.P.T. A new
electrochemical sensor based on eco-friendly chemistry for the simultaneous determination of toxic trace
elements. Microchem. J. 2020, 158, 105292, doi:10.1016/j.microc.2020.105292. 1. Wong, A.; A. Ferreira, P.; Santos, A.M.; Cincotto, F.H.; Silva, R.A.B.; Sotomayor, M.D.P.T. A new
electrochemical sensor based on eco-friendly chemistry for the simultaneous determination of toxic trace
elements. Microchem. J. 2020, 158, 105292, doi:10.1016/j.microc.2020.105292. 2. Li, N.; Yang, H. Construction of natural polymeric imprinted materials and their applications in water
treatment: A review. J. Hazard. Mater. 2021, 403, doi:10.1016/j.jhazmat.2020.123643. 2. Li, N.; Yang, H. Construction of natural polymeric imprinted materials and their applications in water
treatment: A review. J. Hazard. Mater. 2021, 403, doi:10.1016/j.jhazmat.2020.123643. 8 of 8 Proceedings 2020, 60, 39 3. Jinadasa, K.K.; Peña-Vázquez, E.; Bermejo-Barrera, P.; Moreda-Piñeiro, A. New adsorbents based on
imprinted polymers and composite nanomaterials for arsenic and mercury screening/speciation: A review. Microchem. J. 2020, 156, 104886, doi:10.1016/j.microc.2020.104886. 4. Crapnell, R.D.; Hudson, A.; Foster, C.W.; Eersels, K.; van Grinsven, B.; Cleij, T.J.; Banks, C.E.; Peeters, M. Recent advances in electrosynthesized molecularly imprinted polymer sensing platforms for bioanalyte
detection. Sensors 2019, 19, 1204, doi:10.3390/s19051204. 5. Sharma, P.S.; Pietrzyk-Le, A.; D’Souza, F.; Kutner, W. Electrochemically synthesized polymers in molecular
imprinting for chemical sensing. Anal. Bioanal. Chem. 2012, 402, 3177–3204, doi:10.1007/s00216-011-5696-6. 6. Sharma, G.; Kandasubramanian, B. Molecularly Imprinted Polymers for Selective Recognition and
Extraction of Heavy Metal Ions and Toxic Dyes. J. Chem. Eng. Data 2020, 65, 396–418,
doi:10.1021/acs.jced.9b00953. 7. Di Masi, S.; Pennetta, A.; Guerreiro, A.; Canfarotta, F.; Egidio, G.; Benedetto, D.; Malitesta, C. Sensor based
on electrosynthesised imprinted polymeric film for rapid and trace detection of copper (II) ions. Sensors
Actuators B. Chem. 2020, 307, 127648, doi:10.1016/j.snb.2019.127648. 8. Pimenta, T.C.; Santos, C.d.C.; Thomasini, R.L.; Ferreira, L.F. Impedimetric immunosensor for dengue
diagnosis using graphite screen-printed electrodes coated with poly(4-aminophenylacetic acid). Biomed. Microdevices 2018, 20, 1–9, doi:10.1007/s10544-018-0324-2. Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional
affiliations.
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English
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Deglacial mobilization of pre-aged terrestrial carbon from degrading permafrost
|
Nature communications
| 2,018
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cc-by
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ETH Library Publication date:
2018-09-10 Rights / license: g
Creative Commons Attribution 4.0 International Author(s):
Winterfeld, Maria; Mollenhauer, Gesine; Dummann, Wolf; Köhler, Peter; Lembke-Jene, Lester; Meyer, Vera D.; Hefter, Jens;
McIntyre, Cameron; Wacker, Lukas; Kokfelt, Ulla; Tiedemann, Ralf Journal Article Author(s):
Winterfeld, Maria; Mollenhauer, Gesine; Dummann, Wolf; Köhler, Peter; Lembke-Jene, Lester; Meyer, Vera D.; Hefter, Jens;
McIntyre, Cameron; Wacker, Lukas; Kokfelt, Ulla; Tiedemann, Ralf Author(s):
Winterfeld, Maria; Mollenhauer, Gesine; Dummann, Wolf; Köhler, Peter; Lembke-Jene, Lester; Meyer, Vera D.; Hefter, Jens;
McIntyre, Cameron; Wacker, Lukas; Kokfelt, Ulla; Tiedemann, Ralf Originally published in: Originally published in:
Nature Communications 9, https://doi.org/10.1038/s41467-018-06080-w g
y p
Nature Communications 9, https://doi.org/10.1038/s41467-018-06080-w This page was generated automatically upon download from the ETH Zurich Research Collection. For more information, please consult the Terms of use. This page was generated automatically upon download from the ETH Zurich Research Collection. For more information, please consult the Terms of use. ARTICLE Deglacial mobilization of pre-aged terrestrial
carbon from degrading permafrost Maria Winterfeld1,2, Gesine Mollenhauer
1,2,3, Wolf Dummann2,7, Peter Köhler
1, Lester Lembke-Jene
1
Vera D. Meyer1, Jens Hefter1, Cameron McIntyre
4,8, Lukas Wacker5, Ulla Kokfelt6 & Ralf Tiedemann1,2 Maria Winterfeld1,2, Gesine Mollenhauer
1,2,3, Wolf Dummann2,7, Peter Köhler
1, Lester Lembke-Jene
1
Vera D. Meyer1, Jens Hefter1, Cameron McIntyre
4,8, Lukas Wacker5, Ulla Kokfelt6 & Ralf Tiedemann1,2 The mobilization of glacial permafrost carbon during the last glacial–interglacial transition has
been suggested by indirect evidence to be an additional and significant source of greenhouse
gases to the atmosphere, especially at times of rapid sea-level rise. Here we present the first
direct evidence for the release of ancient carbon from degrading permafrost in East Asia
during the last 17 kyrs, using biomarkers and radiocarbon dating of terrigenous material found
in two sediment cores from the Okhotsk Sea. Upscaling our results to the whole Arctic shelf
area, we show by carbon cycle simulations that deglacial permafrost-carbon release through
sea-level rise likely contributed significantly to the changes in atmospheric CO2 around 14.6
and 11.5 kyrs BP. 1 Alfred-Wegener-Institut, Helmholtz-Zentrum für Polar-und Meeresforschung (AWI), 27570 Bremerhaven, Germany. 2 Department of Geosciences,
University of Bremen, 28359 Bremen, Germany. 3 MARUM—Center for Marine Environmental Sciences, University of Bremen, 28359 Bremen, Germany. 4 Department of Earth Sciences, Geological Institute, ETH Zürich, 8092 Zürich, Switzerland. 5 Department of Physics, Laboratory for Ion Beam Physics, ETH
Zürich, 8093 Zürich, Switzerland. 6 Geological Survey of Denmark and Greenland, 1350 Copenhagen, Denmark. 7Present address: Institute of Geology and
Mineralogy, University of Cologne, 50674 Cologne, Germany. 8Present address: Scottish Universities Environmental Research Centre, East Kilbride G75 0QF,
UK. Correspondence and requests for materials should be addressed to G.M. (email: gesine.mollenhauer@awi.de) 1 NATURE COMMUNICATIONS | (2018) 9:3666 | DOI: 10.1038/s41467-018-06080-w | www.nature.com/naturecommunications ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-06080-w T T
he carbon reservoir in northern high-latitude permafrost
regions is substantially larger than the carbon content of
the atmosphere today, and has been estimated to be
approximately 1.5 times larger than its modern size during the
Last Glacial Maximum (LGM)1,2. Consequently, permafrost
degradation and rapid respiration of previously frozen organic
matter during the last deglaciation potentially had profound
effects on the global carbon cycle via positive feedbacks. Growing
evidence suggests that large quantities of pre-aged carbon released
from degrading permafrost contributed to the deglacial rise in
atmospheric carbon dioxide and methane concentrations, thereby
amplifying warming1,3,4. Results Accumulation rates and radiocarbon ages of terrige-
nous carbon in sediments adjacent to areas of permafrost
degradation thus allow a data-based evaluation of the permafrost
carbon remobilization and associated carbon-climate feedback,
including its contribution to deglacial CO2 rise. g
g
2
To provide more insights into past East Asian permafrost
dynamics, we here present a reconstruction of vegetation devel-
opment in, and terrestrial carbon accumulation off of, the Amur
River catchment over the past 17 kyrs. We analysed terrestrial
organic compounds and their radiocarbon ages deposited in
marine sediments off the mouth of the Amur River in the
Okhotsk Sea, a marginal sea of the North Pacific Ocean. The
Amur River basin is the largest catchment in East Asia. The
region was completely covered by permafrost during the LGM8
and is, as a result of deglacial permafrost mobilization, almost
entirely permafrost-free today (Fig. 1)9. The East Sakhalin margin
near the mouth of the Amur River is a location of high sediment
accumulation, where river-discharged material, together with
terrigenous particles entrained in ocean currents and derived
from the shelf areas of the northwestern Okhotsk Sea, accumu-
lates10 (see Methods). We studied material from two sediment
cores, LV28-4-4 (51°08.475′ N, 145°18.582′ E; 674 m water depth)
and SO178-13-6 (52°43.881′N, 144°42.647′E; 713 m water depth),
retrieved from this zone of high glacial to Holocene sedimenta-
tion. We analysed concentrations of two terrigenous biomarker
groups (high molecular weight (HMW) n-alkanes, branched
glycerol dialkyl glycerol tetraethers (brGDGTs)) and quantified
the age of the deposited terrigenous material by compound-
specific radiocarbon dating of HMW n-alkanoic acids. In our
analysis, we compare our accumulation rates of terrigenous bio-
markers with rates of global sea level rise, wetland development The deglacial warming also led to permafrost degradation
within the Amur catchment, likely resulting in the formation of
thermokarst lakes and wetland expansion, followed by drying and
further
thawing18. Analogous
to
today,
permafrost-derived
carbon likely has been released via emissions of CO2 and CH4
into the atmosphere6,7,19, and via dissolved and particulate
organic matter through rivers to the ocean20. Being the dominant
aquatic carbon export pathway, dissolved organic matter derived
from thawing permafrost today is rapidly oxidized in Arctic
rivers21 and significantly contributes to greenhouse gas emissions. The hydrological evolution and resulting vegetation development
is thus tightly linked to the process of ongoing permafrost retreat. Results Net losses of carbon from degrading permafrost, which has
been photosynthetically fixed millennia before mobilization and
thus is depleted in radiocarbon, will result in export of pre-aged
carbon. Permafrost degradation processes include thawing and
deepening of the active layer, extension of wetlands, development
of thermokarst resulting in subsidence, lake development and
land-sliding, and coastal erosion. Until now, assessments of the
susceptibility of permafrost to degradation and assessments of
future and past feedbacks rely mainly on simulation scenarios,
including assumptions based only on indirect estimates of the age
of permafrost-derived old carbon, but physical data are so far
lacking3,6. Thus, the age, timing and quantity of terrigenous
carbon remobilized during the last deglaciation is largely
unknown. Terrigenous material accumulation in Okhotsk Sea sediments. Highest accumulation rates of HMW long-chain (C27–C33) n-
alkanes derived from terrestrial higher plants, and soil microbial
brGDGTs are observed during the deglaciation between 17 and
10 kyrs BP, decreasing towards the Holocene and reaching low
and rather constant values after 8 kyrs BP (Fig. 2c, d). Two dis-
tinct maxima are observed in both biomarker records, namely
between 14.5 and 13 kyrs BP during the Bølling-Allerød (B/A),
and between 11.5 and 10 kyrs BP during the Pre-Boreal periods. Furthermore, a less-pronounced local maximum exists between
17 and 15.5 kyrs BP during Heinrich Stadial 1 (HS1). These records of terrigenous material accumulation reach their
highest values during times of rapid sea-level rise (Fig. 2b)14,
connected with the global melt water pulses (MWP) centred
around 11 and 14 kyrs BP raising sea-level by a total of
approximately 80 m. We interpret this temporal coincidence as
an indication that coastal erosion was the main cause for this
permafrost carbon mobilization. The abrupt increase in biomar-
ker accumulation at these times implies that erosion of coastal
permafrost happened relatively fast, which is plausible, as today
coastal erosion of permafrost deposits occurs at extremely rapid
rates15 and results in failure of coastal bluffs, supplying large
amounts of particulate organic matter directly to the ocean16. In
a next step, this material is then distributed, further degraded, and
re-buried in marine sediments5,17. In contrast to dissolved organic matter, particulate organic
matter is the only fraction of exported material that can be pre-
served in sediments and records past climate and environmental
conditions. Deglacial mobilization of pre-aged terrestrial
carbon from degrading permafrost The deglacial processes might serve as
modern analogues, as positive climate feedbacks from coastal
erosion and hinterland thawing of carbon-rich permafrost soil
deposits are also expected under future warming5,6. The rates and
pathways of carbon release from permafrost are highly uncertain,
but crucial to understand how strongly, and over which time-
scales, these feedbacks may affect climate7. and changes in Amur river discharge, and the pre-depositional
age of terrigenous biomarkers with deglacial records of the carbon
cycle from the literature11–13. Thereby, we investigated mobili-
zation of pre-aged terrestrial carbon by coastal erosion and
thermal permafrost degradation in the hinterland and subsequent
fluvial export. By upscaling and applying our new findings as
boundary conditions to a carbon cycle model, we simulate how
this mobilization of permafrost carbon might have influenced the
levels of atmospheric CO2 and Δ14C. We find that about 50% of
the abrupt rises in atmospheric CO2 found in ice cores at 14.6 and
11.5 kyrs BP can be explained by this mobilization of pre-aged
terrestrial carbon via coastal erosion in the Arctic Ocean fol-
lowing sea-level rise. However, the long-term contributions of
this process to the CO2 rise and Δ14C decline across Termination
I are small. Results The Amur river discharge as reconstructed from the accumula-
tion rate of freshwater algae (Fig. 2f, Methods), was considerably
higher during the deglaciation than it is today. It reached its
maximum around 10 kyrs BP (Fig. 2f) likely exporting vast
amounts of dissolved and particulate organic matter during this
time interval, which is indicated by relatively higher biomarker
accumulation rates between 10 and 8 kyrs BP compared to the
modern situation (Fig. 2c, d). However, because of the different
timing of the Amur discharge maximum and the peaks in
biomarker accumulation rates centred at ~14 and 11 kyrs BP,
especially during the Pre-Boreal, we conclude that river-derived NATURE COMMUNICATIONS | (2018) 9:3666 | DOI: 10.1038/s41467-018-06080-w | www.nature.com/naturecommunications 2 ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-06080-w Compound-specific radio-
carbon analyses (CSRA; Methods) of HMW n-alkanoic acids
(C26:0 and C28:0) from selected intervals (six from SO178-13-6
and four from LV28-4-4) reveal that during the deglaciation
terrigenous biomarkers were strongly pre-aged by 5 to 10 kyrs at
the time of deposition and became progressively younger after the
Fig. 1 Permafrost distribution in East Asia. Okhotsk Sea study area with locations of the investigated cores (red circles) and a core referenced in this
study26. The Amur River basin is outlined in black. a Modern permafrost extent66 is indicated in blue (dark: continuous permafrost, light: discontinuous and
sporadic permafrost) and wetlands67 in green. Red arrows represent the surface water circulation with the East Sakhalin Current (ESC) and the East
Kamchatka Current (EKG), and blue arrows represent the Dense Shelf Water (DSW) pathways. b Permafrost extent8 and exposed shelf areas (132 m
isobaths) during the last glacial (~21 kyrs BP). The modern coastline is indicated by the dashed line. Maps are created using GMT (Generic Mapping Tools,
http://gmt.soest.hawaii.edu/) software
NATURE COMMUNICATIONS | (2018) 9:3666 | DOI: 10.1038/s41467-018-06080-w | www.nature.com/naturecommunications
3 Fig. 1 Permafrost distribution in East Asia. Okhotsk Sea study area with locations of the investigated cores (red circles) and a core referenced in this
study26. The Amur River basin is outlined in black. a Modern permafrost extent66 is indicated in blue (dark: continuous permafrost, light: discontinuous and
sporadic permafrost) and wetlands67 in green. Red arrows represent the surface water circulation with the East Sakhalin Current (ESC) and the East
Kamchatka Current (EKG), and blue arrows represent the Dense Shelf Water (DSW) pathways. b Permafrost extent8 and exposed shelf areas (132 m
isobaths) during the last glacial (~21 kyrs BP). The modern coastline is indicated by the dashed line. Maps are created using GMT (Generic Mapping Tools,
http://gmt.soest.hawaii.edu/) software organic matter has only partially contributed to these peaks. Since
the Amur discharge is largely controlled by precipitation intensity
in East Asia, i.e., the East Asian summer monsoon (Fig. 2g)22, we
find a general synchronicity of river discharge and monsoonal
precipitation, which follows local summer insolation, as recorded
in speleothems23 (Fig. 2g) in the early Holocene. Age of terrigenous organic matter. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-06080-w s only partially contributed to these peaks. Since
ge is largely controlled by precipitation intensity
he East Asian summer monsoon (Fig. 2g)22, we
nchronicity of river discharge and monsoonal
Age of terrigenous organic matter. Compoun
carbon analyses (CSRA; Methods) of HMW
(C26:0 and C28:0) from selected intervals (six f
and four from LV28-4-4) reveal that during
N
105°
105°
110°
110°
115°
115°
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120°
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125°
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SO178−13−6
LV28−4
XP07−C9
500 km
N
105°
105°
110°
110°
115°
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120°
120°
125°
125°
130°
130°
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55°
55°
60°
60°
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65°
SO178−13−6
LV28−4
XP07−C9
a
b
EKC
ESC
DSW
tribution in East Asia. Okhotsk Sea study area with locations of the investigated cores (red circles) and a core
iver basin is outlined in black. a Modern permafrost extent66 is indicated in blue (dark: continuous permafrost, ligh
and wetlands67 in green. Red arrows represent the surface water circulation with the East Sakhalin Current (E
(EKG), and blue arrows represent the Dense Shelf Water (DSW) pathways. b Permafrost extent8 and exposed
ast glacial (~21 kyrs BP). The modern coastline is indicated by the dashed line. Maps are created using GMT (Gen
waii.edu/) software N
105°
110°
115°
120°
125°
130°
135°
140°
145°
150°
155°
160°
165°
35°
35°
40°
40°
45°
45°
50°
50°
55°
55°
60°
60°
65°
65°
SO178−13−6
LV28−4
XP07−C9
a
EKC
ESC
DSW 500 km
N
105°
110°
115°
120°
125°
130°
135°
140°
145°
150°
155°
160°
165°
35°
35°
40°
40°
45°
45°
50°
50°
55°
55°
60°
60°
65°
65°
SO178−13−6
LV28−4
XP07−C9
b organic matter has only partially contributed to these peaks. Since
the Amur discharge is largely controlled by precipitation intensity
in East Asia, i.e., the East Asian summer monsoon (Fig. 2g)22, we
find a general synchronicity of river discharge and monsoonal
precipitation, which follows local summer insolation, as recorded
in speleothems23 (Fig. 2g) in the early Holocene. Age of terrigenous organic matter. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-06080-w 2 Proxies for terrigenous organic matter mobilization compared with records of deglacial environmental changes. a Greenland NGRIP δ18O68; b rate of
global sea-level change14; biomarker records obtained from sediment core SO178-13-6, mass accumulation rate (MAR) of c branched glycerol dialkyl
glycerol tetraethers (brGDGTs) and d high molecular weight (HMW) n-alkanes (C27, C29, C31 and C33); e Paq ratio25 from nearby core XP07-C926;
f accumulation rate (AR) of chlorophycean freshwater algae Pediastrum spp. from core LV28-4-4, note the logarithmic scale; g speleothem δ18O record
from Dongge cave as indicator for East Asian summer monsoon intensity, which controls precipitation in the Amur Basin23; h summer insolation at 50°N. Circles at the bottom show age control points (AMS 14C dates) with 2σ uncertainties for cores LV28-4-4 (brown) and SO178-13-6 (green)46. Orange
boxes highlight the warm phases Bølling-Allerød (B/A) and Pre-Boreal (PB), the Younger Dryas cold spell (YD) and Heinrich Stadial 1 (HS1) are marked in
blue; grey boxes mark the periods of melt water pulse 1 A (MWP-1A) and MWP-1B Fig. 2 Proxies for terrigenous organic matter mobilization compared with records of deglacial environmental changes. a Greenland NGRIP δ18O68; b rate of
global sea-level change14; biomarker records obtained from sediment core SO178-13-6, mass accumulation rate (MAR) of c branched glycerol dialkyl
glycerol tetraethers (brGDGTs) and d high molecular weight (HMW) n-alkanes (C27, C29, C31 and C33); e Paq ratio25 from nearby core XP07-C926;
f accumulation rate (AR) of chlorophycean freshwater algae Pediastrum spp. from core LV28-4-4, note the logarithmic scale; g speleothem δ18O record
from Dongge cave as indicator for East Asian summer monsoon intensity, which controls precipitation in the Amur Basin23; h summer insolation at 50°N. Circles at the bottom show age control points (AMS 14C dates) with 2σ uncertainties for cores LV28-4-4 (brown) and SO178-13-6 (green)46. Orange
boxes highlight the warm phases Bølling-Allerød (B/A) and Pre-Boreal (PB), the Younger Dryas cold spell (YD) and Heinrich Stadial 1 (HS1) are marked in
blue; grey boxes mark the periods of melt water pulse 1 A (MWP-1A) and MWP-1B Pre-Boreal towards the late Holocene (Table 1, Fig. 3c; late
Holocene dates are not shown in Figure). NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-06080-w 0
2
4
6
8
10
12
14
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18
Age (cal kyrs BP)
480
490
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510
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530
Summer insolation
50°N (W m–2)
–4
–5
–6
–7
–8
–9
–10
100
1000
10,000
100,000
Pediastrum spp. (μg cm–2 yr–1)
0.24
0.28
0.32
0.36
0.4
0.44
Paq
0
0.04
0.08
0.12
0.16
MAR (μg cm–2 yr–1)
brGDGTs/HMW
n-alkanes
0
0.4
0.8
1.2
1.6
–20
–10
0
10
20
30
40
Rate of sea-level
change (m kyr–1)
–48
–44
–40
–36
–32
NGRIP δ18O (‰)
Dongge cave δ18O
(‰ VPDB)
0
2
4
6
8
10
12
14
16
18
Age (cal kyrs BP)
a
c/d
e
f
g
MWP 1B
MWP 1A
Age control points
HS1
YD B/A
PB
Holocene
b
Core SO178-13-6
Core LV28-4-4
Wetland
contribution
+
–
h
Amur
discharge
+
–
Fig. 2 Proxies for terrigenous organic matter mobilization compared with records of deglacial environmental changes. a Greenland NGRIP δ18O68; b rate of
global sea-level change14; biomarker records obtained from sediment core SO178-13-6, mass accumulation rate (MAR) of c branched glycerol dialkyl
ARTICLE
NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-06080-w 0
2
4
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Age (cal kyrs BP)
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510
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Summer insolation
50°N (W m–2)
–4
–5
–6
–7
–8
–9
–10
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1000
10,000
100,000
Pediastrum spp. (μg cm–2 yr–1)
0.24
0.28
0.32
0.36
0.4
0.44
Paq
0
0.04
0.08
0.12
0.16
MAR (μg cm–2 yr–1)
brGDGTs/HMW
n-alkanes
0
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1.2
1.6
–20
–10
0
10
20
30
40
Rate of sea-level
change (m kyr–1)
–48
–44
–40
–36
–32
NGRIP δ18O (‰)
Dongge cave δ18O
(‰ VPDB)
0
2
4
6
8
10
12
14
16
18
Age (cal kyrs BP)
a
c/d
e
f
g
MWP 1B
MWP 1A
Age control points
HS1
YD B/A
PB
Holocene
b
Core SO178-13-6
Core LV28-4-4
Wetland
contribution
+
–
h
Amur
discharge
+
–
Fig. 2 Proxies for terrigenous organic matter mobilization compared with records of deglacial environmental changes. a Greenland NGRIP δ18O68; b
global sea-level change14; biomarker records obtained from sediment core SO178-13-6, mass accumulation rate (MAR) of c branched glycerol d
l
l t t
th
(b GDGT )
d d hi h
l
l
i ht (HMW)
lk
(C
C
C
d C )
P
ti 25 f
b
XP07 C Fig. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-06080-w Compound-specific radio-
carbon analyses (CSRA; Methods) of HMW n-alkanoic acids
(C26:0 and C28:0) from selected intervals (six from SO178-13-6
and four from LV28-4-4) reveal that during the deglaciation
terrigenous biomarkers were strongly pre-aged by 5 to 10 kyrs at
the time of deposition and became progressively younger after the Age of terrigenous organic matter. Compound-specific radio-
carbon analyses (CSRA; Methods) of HMW n-alkanoic acids
(C26:0 and C28:0) from selected intervals (six from SO178-13-6
and four from LV28-4-4) reveal that during the deglaciation
terrigenous biomarkers were strongly pre-aged by 5 to 10 kyrs at
the time of deposition and became progressively younger after the NATURE COMMUNICATIONS | (2018) 9:3666 | DOI: 10.1038/s41467-018-06080-w | www.nature.com/naturecommunications 3 ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-06080-w NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-06080-w These pre-depositional
ages indicate that terrestrial deposits, which were eroded during
deglacial sea-level rise and exported from degrading permafrost
soils within the Amur catchment, contained large amounts of
several millennia-old carbon, a situation which is comparable to
modern-day organic matter-rich permafrost deposits, particularly
the ice-rich Yedoma found as glacial relict primarily in eastern
Siberia, Alaska, and parts of Canada (ref. 24 and references
therein). Such types of deposit likely covered large areas of the
glacial Asian continent and adjacent exposed shelves18, and its
degradation and erosion led to massive terrestrial organic carbon
remobilization and partial burial in marine sediments. Today, Pre-Boreal towards the late Holocene (Table 1, Fig. 3c; late
Holocene dates are not shown in Figure). These pre-depositional
ages indicate that terrestrial deposits, which were eroded during
deglacial sea-level rise and exported from degrading permafrost
soils within the Amur catchment, contained large amounts of
several millennia-old carbon, a situation which is comparable to
modern-day organic matter-rich permafrost deposits, particularly
the ice-rich Yedoma found as glacial relict primarily in eastern
Siberia, Alaska, and parts of Canada (ref. 24 and references
therein). Such types of deposit likely covered large areas of the
glacial Asian continent and adjacent exposed shelves18, and its
degradation and erosion led to massive terrestrial organic carbon
remobilization and partial burial in marine sediments. Today, erosion of Yedoma along the coasts results in complete failure of
the coastal bluffs16, and there is no evidence for Yedoma pre-
served subsea. The material eroded from Yedoma settles rapidly,
resulting in high burial rates of strongly pre-aged terrestrial car-
bon in near-coast and shelf sediments5,17. Terrigenous HMW n-
alkanoic acids deposited during peak discharge of the Amur at
around 10 kyrs BP and also later at around 8 kyrs BP are likewise
pre-aged, ~8–10 kyrs old at the time of deposition (Fig. 3c),
indicating that also the terrestrial carbon transported from the
thawing hinterland permafrost by the Amur river to the Okhotsk
Sea contained several millennia old carbon and thus contributed
to the accumulation of pre-aged terrestrial carbon in the
sediment. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-06080-w NATURE COMMUNICATIONS | (2018) 9:3666 | DOI: 10.1038/s41467-018-06080-w | www.nature.com/naturecommunications 4 4 ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-06080-w Table 1 Compound-specific radiocarbon data ± propagated errors (σ) of long-chain n-alkanoic acids for cores SO178-13-6 and
LV28-4-4
Sample depth (cm below
surface)
Deposition age (mid-point)
[cal kyrs BP]
n-alkanoic acid
Corrected F14C ±
σF14Ca
Δ14C ± σ14C [‰]
Age at deposition ± 1σ
[yr]
Core SO178-13-6
55–65
0.76
n-C26:0
0.6465 ± 0.0064
−358.5 ± 6.1
3065 ± 123
695–705
5.92
n-C26:0
0.3078 ± 0.0041
−694.6 ± 4.0
4790 ± 120
1435–1445
10.02
n-C26:0b
0.1567 ± 0.0036
−844.5 ± 3.4
8060 ± 210
1435–1445
10.02
n-C28:0b
0.1514 ± 0.0035
−849.7 ± 3.3
8410 ± 205
1805–1815
11.97
n-C26:0
0.1762 ± 0.0046
−825.2 ± 4.5
4980 ± 325
2033–2041
14.16
n-C26:0b
0.1152 ± 0.0031
−885.7 ± 2.9
6780 ± 290
2335–2342
17.26
n-C26:0
0.0683 ± 0.0030
−932.2 ± 2.9
8600 ± 260
Core LV28-4-4
54–56
0.71
n-C26:0
0.5943 ± 0.0084
−411.1 ± 8.1
4115 ± 50
54–56
0.71
n-C28:0
0.5692 ± 0.0102
−435.2 ± 9.8
4580 ± 190
751–753
8.29
n-C28:0
0.1586 ± 0.0041
−842.6 ± 4.0
9690 ± 240
860–862
11.78
n-C26:0
0.1045 ± 0.0036
−896.3 ± 3.5
10,160 ± 345
860–862
11.78
n-C28:0
0.1100 ± 0.0046
−890.8 ± 4.4
9690 ± 445
926–928
16.0
n-C26:0
0.0973 ± 0.0039
−736.0 ± 4.2
6530 ± 340
aCorrected for blank contribution and methylation; ±propagated error (see Methods)
b66% split of sample 4
6
8
10
12
14
16
18
Age (cal kyrs BP)
0
40
80
120
160
200
240
MAR brGDGTs
(μg cm–2 kyr–1)
2000
4000
6000
8000
10,000
12,000
HMW n-alkanoic acid age
at deposition (yr)
0
100
200
300
400
500
Δ14C
(‰)
4
6
8
10
12
14
16
18
Age (cal kyrs BP)
180
200
220
240
260
280
Atmospheric CO2
(ppm)
LV28-4-4
C26:0
C28:0
C26:0
C28:0
52
54
56
Latitute
(°N)
Botovskaya cave
Okhotnichya cave
a
c
d
MWP 1B
MWP 1A
HS1
YD
B/A
PB
Holocene
b
e
SO178-13-6
Fig. 3 Proxies used to reconstruct permafrost dynamics and carbon mobilization. a Atmospheric CO2 mixing ratio from ice cores12, 13 (data as in ref. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-06080-w 69);
b atmospheric Δ14C (‰) as reconstructed in IntCAL1311; c age at deposition of higher plant derived C26:0 and C28:0 n-alkanoic acids from SO178-13-6 (red
triangles) and LV28-4-4 (pink triangles) derived from compound-specific radiocarbon dates of the respective biomarkers with horizontal error bars
representing 2σ age uncertainties of the closest age control point (see Fig. 2) and vertical error bars representing the propagated age uncertainties after
blank correction (see Methods), please note that the age scale goes from 4 to 18 kyrs BP here and that additional ages of n-alkanoic acids deposited before
4 kyrs BP can be found in Table 1; d mass accumulation rates (MAR) of branched glycerol dialkyl glycerol tetraethers (brGDGTs) of core SO178-13-6
representative of MAR of all terrigenous biomarkers; e periods of vadose speleothem growth linked to permafrost thaw and/or absence at the Botovskaya
cave and the Okhotnichya cave9. Orange boxes highlight the warm phases Bølling-Allerød (B/A) and Pre-Boreal (PB), the Younger Dryas cold spell (YD)
and Heinrich Stadial 1 (HS1) are marked in blue; grey boxes mark the periods of melt water pulse 1a (MWP-1A) and the putative MWP-1B
NATURE COMMUNICATIONS | (2018) 9:3666 | DOI: 10.1038/s41467-018-06080-w | www.nature.com/naturecommunications
5 4
6
8
10
12
14
16
18
Age (cal kyrs BP)
0
40
80
120
160
200
240
MAR brGDGTs
(μg cm–2 kyr–1)
2000
4000
6000
8000
10,000
12,000
HMW n-alkanoic acid age
at deposition (yr)
0
100
200
300
400
500
Δ14C
(‰)
4
6
8
10
12
14
16
18
Age (cal kyrs BP)
180
200
220
240
260
280
Atmospheric CO2
(ppm)
LV28-4-4
C26:0
C28:0
C26:0
C28:0
52
54
56
Latitute
(°N)
Botovskaya cave
Okhotnichya cave
a
c
d
MWP 1B
MWP 1A
HS1
YD
B/A
PB
Holocene
b
e
SO178-13-6 Fig. 3 Proxies used to reconstruct permafrost dynamics and carbon mobilization. a Atmospheric CO2 mixing ratio from ice cores12, 13 (data as in ref. 69);
b atmospheric Δ14C (‰) as reconstructed in IntCAL1311; c age at deposition of higher plant derived C26:0 and C28:0 n-alkanoic acids from SO178-13-6 (red
triangles) and LV28-4-4 (pink triangles) derived from compound-specific radiocarbon dates of the respective biomarkers with horizontal error bars
representing 2σ age uncertainties of the closest age control point (see Fig. ARTICLE This degradation of
permafrost and associated wetland development during the B/A,
and particularly the Pre-Boreal warm phases continuing until ~8
kyrs BP, is supported by the Paq-record25, representing leaf-wax
lipids ascribed to aquatic plants versus lipids derived from higher
vascular plants, from a nearby core (Figs. 1 and 2e)26. Further-
more, the generally wetter conditions in the Amur catchment
during the Pre-Boreal are in agreement with prior studies of
pollen and biomarker records in peatlands27,28. These wetlands
located at the southern boundary of the boreal region are
potential source areas of CH4, which could have contributed to
the rapid deglacial increases in atmospheric methane29. By the
onset of the Holocene the continuous permafrost boundary
almost reached its modern position leaving most of the Amur
catchment permafrost-free, which is indicated by speleothem
growth initiation in two caves near Lake Baikal on the north-
eastern boundary of the Amur catchment (Fig. 3e)9. depleted CO2. The contribution from degrading hinterland per-
mafrost as a result of thermokarst lake and wetland development
as well as soil destabilization and erosion are spatially hetero-
geneous processes and therefore difficult to extrapolate to the
wider permafrost region. In our extrapolation, we therefore focus
in the following on the potential contribution from sea-level-
induced coastal erosion. Deglacial sea-level rise eventually flooded
1.9 million km2 of the Arctic shelf area24,30. About 80% of the
exposed shelf is assumed to have been covered by Yedoma during
the glacial sea-level lowstand18. A recent study estimated that 259
PgC were lost from the total Yedoma domain during the tran-
sition between the last glacial maximum and the Holocene23
providing an estimate of glacial permafrost carbon that might
have been deposited on the Arctic shelves and was remobilized
during their flooding. Between 18 and 11 kyrs global sea level rose from 130 to 50 m
below present14. Considering the regional bathymetry, we cal-
culated consistently from two different approaches (similarly as in
either ref. 3 or ref. 30), that about 50% of the Arctic shelf area was
flooded during this time period by this 80 m rise in global sea
level. We therefore take a similar fraction of the proposed per-
mafrost carbon deposited on the Arctic shelves (i.e.,129.5 PgC)
into account that could have been released during this time
interval. ARTICLE ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-06080-w Timing of terrigenous material accumulation peaks. Our
records of accumulation rates of terrigenous biomarkers and their
age at the time of deposition (Fig. 3c) illustrate the relative timing
and interplay of two deglacial processes—coastal erosion and
hinterland thermal degradation. At approximately 17.25 kyrs BP,
when the rate of sea-level rise was low, HMW n-alkanoic acids
were about 8.6 kyrs old at the time of deposition. Compound-
specific radiocarbon ages of HMW n-alkanoic acids in modern
core-top sediments of the East Siberian Shelf reach values of up to
18 kyrs at locations of active coastal erosion of glacial deposits17. Thus, the reconstructed pre-depositional age of 8.6 kyrs is com-
parable to the modern situation when accounting for the addi-
tional ageing of >10 kyrs since the organic matter was buried at
our core locations during the last deglaciation. During the period
starting slightly before and encompassing MWP 1A, which was
also characterized by slightly increasing river discharge, HMW n-
alkanoic acids were about 6.5 kyrs in age at the time of deposition,
and terrigenous biomarkers accumulated at high rates. These
deposits might have been partly derived from coastal erosion and
from inland material, the latter of which is found to be between 3
and 5 kyrs old in the Arctic Lena river delta today17. Synchronous
to the phase of lowest deglacial sea-level rise, HMW n-alkanoic
acids of at least 5 kyrs in age were deposited during the Younger
Dryas cold period. During the Pre-Boreal, a second peak in ter-
rigenous biomarker accumulation occurred, and HMW n-alka-
noic acids deposited before this peak were ~10 kyrs old at
deposition. Likely, this event was again primarily related to sea-
level rise induced erosion, as the onset in our MAR is delayed
from the abrupt rise in global sea level by only a few centuries
(Fig. 2a–d), which might be due to regional differences in sea-
level rise within the Okhotsk Sea as well as age model uncer-
tainties of the investigated sediment core. The maximum peak in
Amur river discharge (Fig. 2f) occurred later at around 10 kyrs
BP, when slightly younger but still strongly pre-aged HMW n-
alkanoic acids (~8 kyrs in age) were deposited, presumably con-
taining a substantial fraction of material from degrading inland
permafrost exported through the Amur river. ARTICLE At 14.6 kyrs BP we
simulate a CO2 peak of 6 ppm (Fig. 5a) together with a drop in
Δ14C of 6 or 8 ‰ (Fig. 5b) depending on whether a pre-
depositional carbon age of either 5 or 10 kyrs was assumed. For
this event, permafrost thawing has already been suggested as a
possible cause3, but assuming greater carbon release of 125 PgC y
g
Using the global carbon cycle model BICYCLE3, we simulated
how the flooding of the Arctic shelves during the last deglaciation
may have contributed to changes in atmospheric carbon records. In our model simulation, CO2 release from permafrost, derived
from the assumption that 66% of mobilized permafrost carbon
was respired, was restricted to a time window of 200 years similar
to a previous study3. Both the release length and the pinning of its
onset to sea level changes was assumed to be identical for the two
other events at 16.5 and 11.5 kyrs, while the annual release rates
(0.17 or 0.09 PgC per year) were derived from the total carbon
amount that was assumed to be remineralized approximately
scaled to the amplitudes of our biomarker MAR records. As a
result, our model simulated a permafrost carbon release of 34 PgC
at 11.5 and 14.6 kyrs BP and of 17 PgC at 16.5 kyrs BP (Fig. 4a). In an alternative scenario, the gradual release of the 85 PgC was
simulated with a constant release rate across the last deglaciation. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-06080-w 2) and vertical error bars representing the propagated age uncertainties after
blank correction (see Methods), please note that the age scale goes from 4 to 18 kyrs BP here and that additional ages of n-alkanoic acids deposited before
4 kyrs BP can be found in Table 1; d mass accumulation rates (MAR) of branched glycerol dialkyl glycerol tetraethers (brGDGTs) of core SO178-13-6
representative of MAR of all terrigenous biomarkers; e periods of vadose speleothem growth linked to permafrost thaw and/or absence at the Botovskaya
cave and the Okhotnichya cave9. Orange boxes highlight the warm phases Bølling-Allerød (B/A) and Pre-Boreal (PB), the Younger Dryas cold spell (YD)
and Heinrich Stadial 1 (HS1) are marked in blue; grey boxes mark the periods of melt water pulse 1a (MWP-1A) and the putative MWP-1B 5 ARTICLE For our simulation of the potential impact of permafrost
carbon release, we assume, based on a recent estimate of remi-
neralization rate of eroded Yedoma at an Arctic coast5, that 66%
of this organic matter (i.e., ~85 PgC) was oxidized to CO2 and
released to the atmosphere. Since our biomarker-MAR records show three distinct peaks
(Fig. 2c, d) which are related to sea level rise, we focus our
simulations on the assumption that the proposed 85 PgC have
been released by these three events. Furthermore, we rely on an
earlier simulation study3 discussing the 14.6 kyr-event, that
clearly showed (based on U/Th-dated atmospheric 14C anomalies
from Tahiti corals)31 that a sea level-related carbon release started
no later than 14.6 kyrs BP. This information pins the start of our
carbon release from flooded shelf permafrost to the onset of the
sea level rise (Fig. 4a), while the peak in our biomarker MARs
occurred some centuries later, potentially delayed by some
transformation processes32. However, the apparent delay might
solely be related to age model uncertainties. solely be related to age model uncertainties. Using the global carbon cycle model BICYCLE3, we simulated
how the flooding of the Arctic shelves during the last deglaciation
may have contributed to changes in atmospheric carbon records. In our model simulation, CO2 release from permafrost, derived
from the assumption that 66% of mobilized permafrost carbon
was respired, was restricted to a time window of 200 years similar
to a previous study3. Both the release length and the pinning of its
onset to sea level changes was assumed to be identical for the two
other events at 16.5 and 11.5 kyrs, while the annual release rates
(0.17 or 0.09 PgC per year) were derived from the total carbon
amount that was assumed to be remineralized approximately
scaled to the amplitudes of our biomarker MAR records. As a
result, our model simulated a permafrost carbon release of 34 PgC
at 11.5 and 14.6 kyrs BP and of 17 PgC at 16.5 kyrs BP (Fig. 4a). In an alternative scenario, the gradual release of the 85 PgC was
simulated with a constant release rate across the last deglaciation. Our results show that the sea-level rise-induced rapid mobili-
zation of old permafrost-derived carbon likely coincided with the
abrupt rises in the atmospheric CO2 record12 at 14.6 and 11.5
kyrs BP, but not at 16.5 kyrs BP (Fig. 5a, c, d). NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-06080-w The
full CO2 amplitude of the 14.6 kyr-event in WAIS Divide ice core
was calculated to be 12 ± 1 ppm when averaging data points
before and after the rise12, but might actually be around 15 ppm
when calculating the peak-to-peak-difference (Fig. 5a). Such a
CO2 peak would be explained in our model by the release of the
entire estimate of 85 PgC within only two centuries. This amount
of carbon is significantly lower than in the initial proposal3, but if
solely based on the radiocarbon-depleted carbon from permafrost
thawing, might still explain the Δ14C anomaly in the Tahiti corals
(Fig. 5b). Terrestrial biomarker records in a sediment core
retrieved in the Black Sea34 also point towards the degradation of
permafrost in Eastern Europe at the onset of the Northern
Hemisphere warming into the Bølling-Allerød, potentially con-
tributing to the rapid CO2 rise at 14.6 kyrs BP. 10
Age (cal. kyr BP)
–20
–10
0
10
20
30
40
Δ (sea level) (m kyr–1)
0.0
0.05
0.1
0.15
0.2
0.25
C release (PgC yr–1)
C release:
Gradual
3 peaks
a
0.0
0.5
1.0
1.5
2.0
MAR (μg cm–2 yr–1)
MAR:
HMW n-alkanes
10 × brGDGTs
12
14
16
18 Age (cal. kyr BP)
180
190
200
210
220
230
240
250
260
270
280
b
0
10
20
30
40
50
60
70
80
90
100
CO2 data
Simulated Δ(CO2):
Permafrost thaw, gradual
Permafrost thaw, 3 peaks
atm. CO2 (ppm)
atm. Δ(CO2) (ppm)
10
12
14
16
18 b The simulated amplitudes for both the 11.5 and 14.6 kyr-event
are similar, since they are based on identical carbon release rates,
and would explain a substantial part of the CO2 rise found in the
WAIS Divide ice core12, which has been quantified to 13 ± 1 ppm
at 11.5 kyrs BP (Fig. 5c). In line with our baseline assumptions,
evidence for permafrost carbon mobilization during this time
period has also been found on the Laptev Sea shelf20. At 16.5 kyrs BP, we simulated a rise in CO2 of only 3 ppm and
a decline in Δ14C of 4–6‰ (Fig. 4). Here, the simulated CO2 rise
occurs 300 years earlier than the abrupt rise seen in the WAIS
Divide ice core and is only a quarter of the amplitude in the ice
core data (Fig. 5d). NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-06080-w ARTICLE 10
Age (cal. kyr BP)
Age (cal. kyr BP)
Age (cal. kyr BP)
–20
–10
0
10
20
30
40
Δ (sea level) (m kyr–1)
0.0
0.05
0.1
0.15
0.2
0.25
C release (PgC yr–1)
C release:
Gradual
3 peaks
a
0.0
0.5
1.0
1.5
2.0
MAR (μg cm–2 yr–1)
MAR:
HMW n-alkanes
10 × brGDGTs
180
190
200
210
220
230
240
250
260
270
280
b
0
10
20
30
40
50
60
70
80
90
100
CO2 data
Simulated Δ(CO2):
Simulated Δ(Δ 14C):
Permafrost thaw, gradual
Permafrost thaw, 3 peaks
–300
–250
–200
–150
–100
–50
0
50
Δ14C IntCal13
Unexplained residual
Permafrost thaw, gradual
Permafrost thaw, 3 peaks
c
100
150
200
250
300
350
400
450
atm. CO2 (ppm)
atm. Δ(CO2) (ppm)
atm. Δ14C (‰)
atm. Δ(Δ14C) (‰)
12
14
16
18
10
12
14
16
18
10
12
14
16
18
Fig. 4 Simulated impacts of sea level triggered coastal erosion and related
permafrost thawing on atmospheric carbon reservoirs using the global
carbon cycle model BICYCLE. a Assumed carbon release from permafros
thaw of 85 PgC from 18 to 10.8 kyrs BP, either gradual (orange) or in
3 short periods of 200 yr duration connected with rapid sea level rise (red)
For comparison our new MAR data and a reconstruction of sea level
change14 are also shown. b Simulated anomalies in atmospheric CO2 levels
for the two carbon release scenarios and reconstructed CO2 data (mean ±
1σ) from ice cores12, 13 for comparison (data as in ref. 69). c Simulated
anomalies in atmospheric Δ14C. The unexplained residual (mean (blue) ± 1σ
uncertainty (grey)) shows Δ(Δ14C) that is not explained by changes in 14C
d
A
l
14C
d b
h
b
l
|
/ leading to a true atmospheric CO2 peak of more than 20 ppm,
that might have been recorded as a CO2 rise of 12 ppm in about
two centuries in the EPICA Dome C ice core. However, this
earlier interpretation3 was based on a CO2 record with lower
resolution, while newer CO2 data from the WAIS Divide ice
core12 provide more constraints on the amplitude and allow, due
to a refined understanding of gas enclosure processes in the
WAIS Divide ice core33, only little overshoot of the true atmo-
spheric signal when compared to the ice core-based CO2 rise. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-06080-w Based on the published chronologies and our
assumption of a synchronicity of the onset of terrestrial carbon
releases and abrupt sea level rises supported by the U/Th dated
14C available for the 14.6 ka event, it seems unlikely that at 16.5
kyrs BP the rapid CO2 rise is related to sea-level induced per-
mafrost erosion. However, future improvements of age model
uncertainties might support different conclusions. Age (cal. kyr BP)
Simulated Δ(Δ 14C):
–300
–250
–200
–150
–100
–50
0
50
Δ14C IntCal13
Unexplained residual
Permafrost thaw, gradual
Permafrost thaw, 3 peaks
c
100
150
200
250
300
350
400
450
atm. Δ14C (‰)
atm. Δ(Δ14C) (‰)
10
12
14
16
18 c c Our model-based extrapolations of carbon release from per-
mafrost thawing and degradation through coastal erosion on the
global carbon cycle are a rough first estimate, which needs further
support from independent data. Admittedly, some uncertainties
exist in our assessment, e.g. the simulated atmospheric carbon
anomalies are model-dependent, and our model has a rather
small airborne fraction when compared to others (Supplementary
Fig. 1a), implying that carbon released into the atmosphere is
quickly taken up by the ocean. Models with higher airborne
fractions would therefore simulate larger CO2 amplitudes based
on the amounts of released carbon we estimated in our study. The
extrapolated amount of carbon on the Arctic shelf also contains
uncertainties on the order of 50% in the estimate of the Yedoma
organic carbon content. Furthermore, some of the permafrost-
derived carbon is found in our sediment cores in the Okhotsk Sea,
underlining the uncertainties associated with the estimated
remineralization rate of 66%, which is potentially too high. The
current range of estimates for carbon loss upon thaw varies from
2 to ~80% of the initial carbon stock35,36. Fig. 4 Simulated impacts of sea level triggered coastal erosion and related
permafrost thawing on atmospheric carbon reservoirs using the global
carbon cycle model BICYCLE. a Assumed carbon release from permafrost
thaw of 85 PgC from 18 to 10.8 kyrs BP, either gradual (orange) or in
3 short periods of 200 yr duration connected with rapid sea level rise (red). For comparison our new MAR data and a reconstruction of sea level
change14 are also shown. b Simulated anomalies in atmospheric CO2 levels
for the two carbon release scenarios and reconstructed CO2 data (mean ±
1σ) from ice cores12, 13 for comparison (data as in ref. 69). Discussion
O
d Our records indicate a contribution of degrading permafrost to
atmospheric CO2 and Δ14C levels, the magnitude of which we
attempt to estimate based on an extrapolation of our results using
a carbon cycle model. On a global scale, the shelf areas of the
Okhotsk Sea are relatively small, implying that their flooding
alone could not explain a significant contribution to the rise in
atmospheric CO2 concentration. The Bering, Chukchi, and East
Siberian Shelves (together with the shelf areas of the Okhotsk Sea
summarized as Arctic shelves from here on) were likely flooded at
around the same time, resulting in substantial emission of 14C- Our results show that the sea-level rise-induced rapid mobili-
zation of old permafrost-derived carbon likely coincided with the
abrupt rises in the atmospheric CO2 record12 at 14.6 and 11.5
kyrs BP, but not at 16.5 kyrs BP (Fig. 5a, c, d). At 14.6 kyrs BP we
simulate a CO2 peak of 6 ppm (Fig. 5a) together with a drop in
Δ14C of 6 or 8 ‰ (Fig. 5b) depending on whether a pre-
depositional carbon age of either 5 or 10 kyrs was assumed. For
this event, permafrost thawing has already been suggested as a
possible cause3, but assuming greater carbon release of 125 PgC NATURE COMMUNICATIONS | (2018) 9:3666 | DOI: 10.1038/s41467-018-06080-w | www.nature.com/naturecommunications 6 NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-06080-w NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-06080-w c Simulated
anomalies in atmospheric Δ14C. The unexplained residual (mean (blue) ± 1σ
uncertainty (grey)) shows Δ(Δ14C) that is not explained by changes in 14C
production rate. Anomalies in Δ14C caused by the two carbon release
scenarios with difference in the pre-depositional ages of the released
carbon (5 kyrs: broken lines; 10 kyrs: solid lines). IntCal1311 atmospheric
Δ14C for comparison Constraints on the underlying processes responsible for the
abrupt rises in atmospheric CO2 have been provided by δ13C
analyses of CO22,37. It has been concluded that terrestrial carbon
release alone cannot fully account for the atmospheric CO2
increase at 14.6 and 11.5 kyrs BP, which would have led to a drop
in atmospheric δ13C-CO2. In agreement with the results from our 7 7 NATURE COMMUNICATIONS | (2018) 9:3666 | DOI: 10.1038/s41467-018-06080-w | www.nature.com/naturecommunications ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-06080-w 220
230
240
250
atm. CO2 (ppm)
atm. Δ14C (‰)
atm. CO2 (ppm)
atm. CO2 (ppm)
14.0
Age (cal. kyr BP)
a
–10
0
10
20
30
atm. Δ(CO2) (ppm)
atm. Δ(CO2) (ppm)
atm. Δ(CO2) (ppm)
atm. Δ(Δ14C) (‰)
14.6 kyr-event
200
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230
16.0
Age (cal. kyr BP)
–10
0
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30
16.5 kyr-event
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11.0
Age (cal. kyr BP)
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11.5 kyr-event
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Age (cal. kyr BP)
b
c
d
–90
–80
–70
–60
–50
–40
–30
–20
–10
0
10
20
30
40
50
60
14.6 kyr-event
14.5
15.0
14.0
14.5
15.0
11.5
12.0
16.5
Zoom-in on proposed 3 events of coastal erosion-based carbon cycle changes. CO2 changes for a 14.6 kyr-event, c 11.5 kyr-event, d 16.5 kyr-event. are CO2 data from ice cores (refs. 12, 13, data as in ref. 69). b Radiocarbon impacts during 14.6 kyr-event. IntCal13 (black with grey uncertainty band). esolution U/Th-dated Δ14C from Tahiti corals (magenta)31. Linear change in the Tahiti-based data 14C calculated with the Breakfit software (cyan
ne)70 and mean of Tahiti Δ14C data before and after break (bold black circles). Simulated Δ(Δ14C) based on 5 (red broken) and 10 (red thin) kyrs
positional aged carbon and for a scenario with prescribed Δ(Δ14C) of −1250‰ (red thick) potentially possible from radiocarbon free CO2 (pre-
tional age > 30 kyrs). Alternatively, a background trend in Δ(Δ14C) of −0.1‰ per year was added to the scenarios (blue lines). NATURE COMMUNICATIONS | (2018) 9:3666 | DOI: 10.1038/s41467-018-06080-w | www.nature.com/naturecommunications NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-06080-w All uncertainties
σ 220
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250
atm. CO2 (ppm)
14.0
Age (cal. kyr BP)
a
–10
0
10
20
30
atm. Δ(CO2) (ppm)
14.6 kyr-event
14.5
15.0 atm. CO2 (ppm)
atm. Δ(CO2) (ppm)
250
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280
11.0
Age (cal. kyr BP)
0
10
20
30
11.5 kyr-event
c
11.5
12.0 a c atm. Δ14C (‰)
atm. CO2 (ppm)
atm. Δ(CO2) (ppm)
atm. Δ(Δ14C) (‰)
200
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230
16.0
Age (cal. kyr BP)
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Age (cal. kyr BP)
b
d
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–20
–10
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30
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60
14.6 kyr-event
14.0
14.5
15.0
16.5 atm. CO2 (ppm)
atm. Δ(CO2) (ppm)
(
) (
)
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230
16.0
Age (cal. kyr BP)
–10
0
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30
16.5 kyr-event
d
16.5 atm. Δ14C (‰)
14
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Age (cal. kyr BP)
b
–90
–80
–70
–60
–50
–40
–30
–20
–10
0
10
20
30
40
50
60
14.6 kyr-event
14.0
14.5
15.0 b d Fig. 5 Zoom-in on proposed 3 events of coastal erosion-based carbon cycle changes. CO2 changes for a 14.6 kyr-event, c 11.5 kyr-event, d 16.5 kyr-event. Circles are CO2 data from ice cores (refs. 12, 13, data as in ref. 69). b Radiocarbon impacts during 14.6 kyr-event. IntCal13 (black with grey uncertainty band). High-resolution U/Th-dated Δ14C from Tahiti corals (magenta)31. Linear change in the Tahiti-based data 14C calculated with the Breakfit software (cyan
bold line)70 and mean of Tahiti Δ14C data before and after break (bold black circles). Simulated Δ(Δ14C) based on 5 (red broken) and 10 (red thin) kyrs
pre-depositional aged carbon and for a scenario with prescribed Δ(Δ14C) of −1250‰ (red thick) potentially possible from radiocarbon free CO2 (pre-
depositional age > 30 kyrs). Alternatively, a background trend in Δ(Δ14C) of −0.1‰ per year was added to the scenarios (blue lines). All uncertainties
are ± 1σ modelling exercise, this indicates that these CO2 peaks are
probably difficult to explain with permafrost degradation alone,
but rather suggest a combination of terrestrial and marine pro-
cesses occurring simultaneously. Methods
St d Study area and core locations. The circulation in the Okhotsk Sea is dominated
by the Okhotsk Gyre and includes the southward-flowing East Sakhalin Current
(ESC), which transports surface and deep waters from the northern shelves to the
Kuril Basin41. During the sea-ice season in fall and winter, Dense Shelf Water
(DSW) is formed and flows south along the Sakhalin margin, transporting high
concentrations of organic matter, lithogenic particles and suspended matter that
are entrained by vigorous tidal mixing on the northwestern shallow continental
shelf into a highly turbid water layer10,42. Combined with discharge from the Amur
River these materials rapidly accumulate along the East Sakhalin margin10,42,
making this location the primary depositional site for terrigenous sediments sup-
plied to the Okhotsk Sea. The two cores used in this study were retrieved from the northeast Sakhalin
margin within the framework of the German-Russian KOMEX I and KOMEX-
SONNE projects in 1998 and 2004, respectively. Gravity core LV28-4-4 (51°08.475′N,
145°18.582′E, 9.3 m recovery) was collected from 674 m water depth during
expedition LV28 with R/V Akademik Lavrentiev43 and piston core SO178-13-6
(52°43.881′N, 144°42.647′E, 23.7 m recovery) was collected from 713 m water depth
during the expedition SO178 with R/V Sonne44. The two cores feature similar
lithofacies, consisting mainly of silty clays with sand and occasional larger dropstones
derived from sea-ice transported terrigenous matter. Samples for CSRA were extracted from freeze-dried and homogenized sediment
for 48 h using a Soxhlet with a mixture of dichloromethane:methanol 9:1 (v:v). The
total lipid extract was hydrolysed as described above and the retrieved FAs were
derivatized to fatty acid methyl esters (FAMEs) by adding HCl and methanol of
known Δ14C reacting in a nitrogen atmosphere at 80 °C overnight. FAMEs were
extracted from the methylated solution with n-hexane and subsequently separated
from polar compounds with silica gel chromatography. In preparation for
purification of individual FAMES, branched and unsaturated FAMEs were
removed from the FAME-fraction extracted from core LV28-4-4 using urea
adduction and a column of silica gel coated with silver nitrate, respectively. For
samples of core SO178-13-6 it was sufficient to clean samples with silica gel
chromatography as urea adduction was not necessary. For CSRA the n-C26:0, and
n-C28:0 alkanoic acids were purified using preparative capillary gas chromatography
(PC-GC)51 performed on an Agilent HP6890N GC with a Gerstel Cooled Injection
System (CIS) connected to a Gerstel preparative fraction collector52. ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-06080-w the Pre-Boreal. This substantial activation of pre-aged carbon (5
to 10 kyrs at the time of deposition) supports modelling studies
published in recent years, which considered this process as a
possible cause for abrupt CO2 releases. High accumulation rates
of pre-aged terrestrial biomarkers at times of rapid sea level rise
(melt water pulse 1A and 1B) suggest that shelf erosion was the
dominant process for carbon mobilization. However, fluvial
export of old carbon from degrading permafrost in the Amur
hinterland represents another important process for mobilization,
particularly during times of high river discharge (~10 kyrs BP). covers approximately the last 16 kyrs BP. Age control was obtained through 12
AMS 14C dates on G. bulloides and N. pachyderma sinistral, supplemented by eight
AMS 14C dates on mollusks/gastropods. All AMS 14C ages were calibrated with a
regional reservoir correction of R 500 ± 100 yr and the MARINE09 calibration
curve47. The routine CLAMS48 written in R was used to find a best fit through the
2σ ranges of all age control points, resulting in a smooth spline fit (0.3 smoothing
factor) with a final run with 10,000 iterations in the CLAMS routine46. The age
models revealed particularly high sediment accumulation rates during the deglacial
period (8–18 kyrs BP) for core SO178-13-6, whereas maxima in sediment accu-
mulation are reached in the Holocene in core LV28-4-4. The cores were sampled
with varying resolution between 5 and 40 cm for down core analyses. Large samples
of 50–100 g (dry weight) sediment for compound-specific radiocarbon analysis
(CSRA) were taken from 4 (core LV28-4-4) and 6 (core SO178-13-6) depth hor-
izons. Note that the lowermost sample of LV28-4-4 at depth 926–928 cm is below
the last AMS 14C date used for the age model. The depositional age was linearly
interpolated from there. p
y
g
g
g
y
The extrapolated carbon cycle changes led to simulated CO2
changes which are about a quarter (16.5 kyrs BP) or a half (14.6
and 11.5 kyrs BP) of the size of the three individual peaks found
in the WAIS Divide ice core, but on the long-term to less than 5%
of the deglacial rise in atmospheric CO2 of ~90 ppm12. ARTICLE Moreover,
only little (<10 ‰) to the residual in the atmospheric Δ14C
decline across Termination I that is unexplained by changes in
the 14C production rate are according to our results related to this
permafrost carbon release. Altogether, this implies that deglacial
changes in atmospheric CO2 and Δ14C, while largely controlled
by oceanic processes, were additionally impacted by degrading
permafrost, potentially partly accounting for the abrupt CO2 rises
at 14.6 and 11.5 kyrs BP that so far have remained difficult to
explain3,12. Further investigations of permafrost-carbon mobili-
zation from locations bordering the permafrost domain that have
undergone significant deglacial changes are needed to improve
the quantification and constrain the possible age ranges of the
mobilized carbon as well as their potential climate feedback. Chlorophycean freshwater algae counts were carried out on 32 pollen samples
of core LV28-4-4 (Pediastrum spp.). Sample preparation and counts were reported
in detail in previous studies46. Analytical methods. We present accumulation rates and concentrations (Sup-
plementary Fig. 2) of two groups of terrigenous biomarkers, i.e., long-chain n-
alkanes and branched glycerol dialkyl glycerol tetraethers (brGDGTs). Long-chain
n-alkanes like long-chain n-alkanoic acids are primarily derived from leaf-waxes of
higher plants, but their concentrations can more reliably be determined by gas
chromatography, as the analytical procedures are more robust. To assure that their
concentration records are not affected by petrogenic input and reliably reflect
degrading permaforst, we compared them with concentration records of brGDGTs
derived from soil bacteria. For down-core biomarker analysis total lipids were
extracted from freeze-dried, homogenized sediment (2–5 g) using a three-step
ultrasonic extraction with (i) dichloromethane, (ii) dichloromethane:methanol 1:1
(v:v) and (iii) methanol. Total lipid extracts were hydrolysed with 0.1 M potassium
hydroxide (KOH) in methanol:water 9:1 (v:v) at 80 °C for 2 h in order to separate
n-alkanoic acids (from here on called fatty acids (FAs)) from neutral lipids (NLs). Neutral compounds were extracted with n-hexane. Subsequently, the pH was
adjusted to 1 by adding 37% HCl and FAs were extracted with dichloromethane. NLs were further split into three subfractions (apolar compounds, aldehydes and
ketones, polar compounds) by silica gel chromatography. The n-alkane con-
centrations of core LV-28-4 were determined using a HP 5890 GC and of core
SO178-13-6 using an Agilent 7890A GC. Both GCs were equipped with an Agilent
J&W DB-5ms column and a flame ionization detector (FID). ARTICLE Each compound was
identified based on retention time and comparison with an n-alkane standard. Quantification was achieved using an internal standard (squalane) added prior to
extraction. brGDGTs were analysed with minor modifications according to ref. 49. Briefly, the polar fraction was filtered through 0.45 µm PTFE syringe filters and
dissolved in hexane:isopropanol 99:1 (v:v). Samples were analysed using an Agilent
1200 series HPLC coupled to an Agilent 6120 single quadrupole MS via an
atmospheric pressure chemical ionization interface (APCI). Chromatographic
separation was achieved by normal-phase chromatography using a Prevail Cyano
column (Grace, 3 µm, 150 mm × 2.1 mm) maintained at 30 °C. brGDGTs were
identified using selective ion monitoring50 and quantification was achieved using
an internal standard (C46-GDGT) added prior to extraction. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-06080-w Furthermore, both events took
place at the same time as an abrupt warming in the Northern
Hemisphere indicating a change in the bipolar seesaw38. Conse-
quently, some ocean circulation changes are also expected to have
occurred, potentially obscuring terrestrial-based carbon release39. Since permafrost thawing and degradation including thermo-
karst lake and wetland development likely result in outgassing of
both CO2 and CH4, these processes would potentially have con-
tributed to the concurrent rise in CH4 at 11.5 kyrs BP12. However,
radiocarbon analyses of CH4 from air extracted from the hor-
izontal ice core in Taylor Glacier, Antarctica, covering the
Younger
Dryas-Pre-Boreal
transition
constrain
that
the modelling exercise, this indicates that these CO2 peaks are
probably difficult to explain with permafrost degradation alone,
but rather suggest a combination of terrestrial and marine pro-
cesses occurring simultaneously. Furthermore, both events took
place at the same time as an abrupt warming in the Northern
Hemisphere indicating a change in the bipolar seesaw38. Conse-
quently, some ocean circulation changes are also expected to have
occurred, potentially obscuring terrestrial-based carbon release39. contribution from old, 14C-free, carbon—which includes methane
hydrates, permafrost and methane trapped under ice—to the
rapid CH4 rise at 11.5 kyrs BP was <19%40. This further supports
the idea that the abrupt rises in both greenhouse gases (CO2 and
CH4) at the end of the last deglaciation might not have been
caused by permafrost thawing and degradation alone. None-
theless, our results of the flooded shelf and hinterland permafrost
thawing inherently imply the rapid subsequent initiation of
wetland formation in the large Amur and other Siberian catch-
ments, which established significant boreal ‘young carbon’ CH4
sources in lockstep with our observed activation of previously
frozen, inert old carbon from terrestrial reservoirs. Since permafrost thawing and degradation including thermo-
karst lake and wetland development likely result in outgassing of
both CO2 and CH4, these processes would potentially have con-
tributed to the concurrent rise in CH4 at 11.5 kyrs BP12. However,
radiocarbon analyses of CH4 from air extracted from the hor-
izontal ice core in Taylor Glacier, Antarctica, covering the
Younger
Dryas-Pre-Boreal
transition
constrain
that
the Our findings provide the first direct evidence for rapid mobi-
lization of old permafrost-derived carbon in boreal to subarctic
East Asia during the last glacial termination, prior to the onset of NATURE COMMUNICATIONS | (2018) 9:3666 | DOI: 10.1038/s41467-018-06080-w | www.nature.com/naturecommunications 8 NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-06080-w T3527-100MG, LOT 018K3760, fossil F14Ctrue; In order to assess the procedure blank, we processed n-hexadecanoic acid (n-
C16:0) from apple peel collected in 2013 (modern F14Ctrue) and n-triacontanoic acid
(n-C30:0; Sigma, Prod. No. T3527-100MG, LOT 018K3760, fossil F14Ctrue;
Supplementary Table 2). F14Ctrue of n-C30:0 has been reported58. The F14Ctrue of the
apple peel was obtained from AMS-analyses of bulk apple peel (3 samples,
graphitized and analysed at ETH Zürich) assuming that the F14C
of n C Previous simulations with the same model60,61 show a 14C production-corrected
residual of atmospheric Δ14C, which needs to be explained by carbon cycle changes. This residual in atmospheric Δ14C, using the 14C production rate estimate based on
the geomagnetic field reconstruction62 GLOPIS-75, has a large uncertainty band of
about ± 80‰ around a mean decline of 100‰ across the last deglaciation (18–11
kyrs BP) (Fig. 4b). Note that in a more recent study using a similar carbon cycle box
model63 this 14C production corrected Δ14C residual is by about a factor of two
larger than these results obtained with the BICYCLE model. Supplementary Table 2). F14Ctrue of n-C30:0 has been reported58. The F14Ctrue of the
apple peel was obtained from AMS-analyses of bulk apple peel (3 samples, equals the F14C of bulk apple peel. The F14Ctrue and F14Csample of apple peel and n-
C30:0 as well as the respective sample sizes are given in the Supplementary Table 2. a1 and a2 (Eq. 3) were assessed from linear regression (Supplementary Fig. 3). For
the blank assessment, it has to be acknowledged that the processed n-C16:0 and n-
C30:0 were methylated for GC analysis. This means that F14Csample is affected by the
F14C of the added methyl-group (F14Cmethyl) while the F14Ctrue (unprocessed g
To put our carbon cycle simulation results into context with other models64,65,
we compare their model response to an external perturbation. In detail, the
fraction of carbon injected into the atmosphere that stays there, the so-called
airborne fraction, is compared for a pulse of 100 PgC injected to the atmosphere
within 1 year for pre-industrial (PI) climate conditions (Supplementary Fig. 1a). This quantity is a function of time and evaluates our simulated anomalies in
atmospheric CO2. The results of a model intercomparison project (MIP)64 are
restricted to 1 kyr. NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-06080-w We are here mainly interested in the overall effect, therefore
prescribed CO2 release rates from permafrost thawing were either kept constant
over the last deglaciation, or restricted to three peaks potentially connected with
rapid sea level rise. In the latter scenario carbon is released to the atmosphere in
three 200-year time-windows starting at 16.5, 14.6 and 11.5 kyrs BP. The amount of
released carbon in the three peaks is 20%, 40% and 40% of the total released carbon
of 85 PgC, respectively, to approximately account for the amplitude differences in
the maxima in our MAR record. These carbon releases are assigned with a 14C
signature that has been constructed from a pre-depositional age of either 5 or 10
kyrs derived from the CSRA analyses of the two sediment cores discussed in this
study (Supplementary Fig. 1b). Alternatively, we added another scenario in which
14C-free carbon is entering the atmosphere as proposed before3, which would
imply a pre-depositional aging of the carbon of up to 35 kyrs resulting in
approximately a doubling of the simulated Δ14C peak (e.g. −12 ‰ for the 14.6 kyrs
BP event, Fig. 5b). However, the Tahiti-based Δ14C anomaly in focus in ref. 3 is
even not entirely met, when the background trend of −0.1‰ per year, potentially
caused by marine processes and changes in the 14C production rate, is added to our
simulation results (Fig. 5b). For a strict process separation 14C production rate was
kept constant here, at 25% higher than modern times in order to obtain a simulated
atmospheric Δ14C level of 400‰, similar to what is found in the IntCAL13 14C
stack around 18 kyrs BP11. Estimated impact on atmospheric CO2 and Δ14C. Using the well-known carbon
cycle box model BICYCLE59, we estimated how much the coastal erosion
throughout the Arctic Ocean might have impacted both atmospheric CO2 and
Δ14C. For this aim, we perturbed simulation results covering the last glacial cycle. In our control run (using the atmosphere-ocean subsystem including carbonate
compensation to simulated ocean-sediment interactions) the carbon content of the
terrestrial biosphere was kept constant. In our additional simulations it was pre-
scribed to release CO2 from thawing permafrost across the last deglaciation
(18–10.8 kyrs BP). Data availability Data obtained in this study are deposited in Pangaea (https://doi.pangaea.de/10.1594/
PANGAEA.890865) ð5Þ σm ¼ mblank ´ 1 R2
Received: 25 October 2017 Accepted: 13 August 2018 Received: 25 October 2017 Accepted: 13 August 2018 Received: 25 October 2017 Accepted: 13 August 2018 The R2 of the n-C16:0 regression was considered only, as the n-C30:0 regression
was based on n = 2 (Supplementary Fig. 3). Blank correction (of the CSRA results
from the biomarker samples) and error propagation was performed after56. The
obtained F14C values were corrected for F14Cmethyl by isotopic mass balance. Calculation of terrigenous biomarker ages at deposition. We use the measured
Δ14C signature of our terrigenous biomarkers to calculate the age at deposition as
follows: any carbon of terrestrial plants has its origin in atmospheric CO2 and therefore
will incorporate carbon with the isotopic 14C signature of the atmosphere at the time of
photosynthetic production. Using the atmospheric Δ14C record of IntCal13, we can
therefore calculate the radioactive decay of 14C (using the decay constant λ = 8267−1 yr
−1) of any sample as function of age and can derive the Δ14C signature this sample
should have during the time of the measurement nowadays, in our case in the year 2013
and 2014 for the cores LV28-4-4 and SO178-13-6, respectively. By using this IntCAL13-
based age calculation as look-up table, we are able to determine from our measured NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-06080-w In order to evaluate our results for the whole period of the last
deglaciation, we extrapolate this MIP-based airborne fraction with exponential
equations obtained from regression analysis of Earth system model simulation
results65. While this approach provides only an approximation of the evolution of
the mean value, we keep the relative width of the 2σ uncertainty band, based on
MIP for 1 kyr, to show the likely uncertainty range or model spread for longer
time periods. y g
p
y
p
equivalents) is not. Hence, when determining the mblank and F14Cblank as discussed
above and shown in Supplementary Fig. 3, the methyl group of the processed n-
C16:0 and n-C30:0 FAMEs affects the slope of the regression lines. As a result, this
would count towards the unknown blank. In order to remove the contributions of
the methyl group from the blank assessment, the F14Ctrue values the unprocessed n-
C16:0 and n-C30:0 FAs would have if they were methylated has to be calculated. This
was achieved by combining the F14Ctrue of the bulk apple peel and the n-C30:0 FA
with the F14Cmethyl through isotopic mass balance. y
g
p
The uncertainties of F14Cblank and mblank (σF14C and σm) can be inferred from
the regression coefficient (R2)57 as R2 indicates the certainty F14C and m are
predicted with by the regression line. Under this assumption σF14C and σm can be
obtained from: predicted with by the regression line. Under this assumption σF14C and σm can be
obtained from: σF14C ¼ F14Cblank ´ 1 R2
ð4Þ
σm ¼ mblank ´ 1 R2
ð5Þ ð4Þ NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-06080-w NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-06080-w using Oxalic Acid II (NIST SRM 4990C) and radiocarbon free CO2 gas. AMS
results are reported as fraction modern carbon (F14C; Supplementary Table 1),
conventional radiocarbon ages (14C ages given in 14C yr BP), and Δ14C55. Δ14C in which year the biomarkers have been photosynthetically fixed. The age at
deposition can then be derived from the difference between the time of photosynthetic
production and the deposition age (Table 1). The uncertainty of the age at deposition is
estimated from the uncertainty in the Δ14C measurement, to which an additional 1σ-
uncertainty in age of 10 years is added, which accounts for the uncertainty of Δ14C in
the IntCAL13 record. This uncertainty offset fully accounts for any potential error
propagation for the range of our Δ14C data (from −358‰ to −932‰). 14C blank assessment and corrections. In order to report accurate radiocarbon
dates of terrigenous biomarker compounds, a correction for extraneous carbon of
unknown composition that is introduced to the sample during processing is
required (procedure blank). Possible contamination during sample preparation
prior to AMS analysis include carbon added through column bleed and carry-over
as well as atmospheric carbon during vacuum line handling and combustion due to
leakages. Therefore, every measured F14C of a processed biomarker sample
(F14Csample) is a composite of the true F14C of the biomarker (F14Ctrue) and the
F14C of the blank (F14Cblank). Blank correction of AMS measured F14Csample
requires the determination of F14Cblank and the size of the blank (mblank)56. Assuming constant F14Cblank and a constant mass of the blank (mblank), there is an
inverse linear relationship between the F14Csample, and the sample size57 (msample;
Eq. 1): Estimated impact on atmospheric CO2 and Δ14C. Using the well-known carbon
cycle box model BICYCLE59, we estimated how much the coastal erosion
throughout the Arctic Ocean might have impacted both atmospheric CO2 and
Δ14C. For this aim, we perturbed simulation results covering the last glacial cycle. In our control run (using the atmosphere-ocean subsystem including carbonate
compensation to simulated ocean-sediment interactions) the carbon content of the
terrestrial biosphere was kept constant. In our additional simulations it was pre-
scribed to release CO2 from thawing permafrost across the last deglaciation
(18–10.8 kyrs BP). Methods
St d The GC was
equipped with a Restek Rtx-XLB fused silica capillary column (30 m, 0.53 mm
diameter, 0.5 µm film thickness). All samples were injected stepwise with 5 µL per
injection. Purified compounds were transferred to pre-combusted quartz glass
tubes and 150 µg pre-combusted copper (II)-oxide was added as oxidizing agent. Quartz tubes were evacuated (10−5 mbar) on a vacuum line and flame-sealed with
a hydrogen/oxygen torch. The sealed tubes were combusted at 950 °C for 4 h. The
resulting CO2 was stripped from water and quantified. p
g
As both cores were retrieved from a relatively dynamic sedimentary setting, we
took care to select sites that were both (1) representative of the depositional
environment targeted (river discharge and DSW transport), and (2) undisturbed by
secondary processes, such as sediment redistribution, mass wasting, chaotic facies,
etc., as evidenced through prior extensive seismic survey works. Both cores were
retrieved from areas surveyed with a purpose-built high-resolution sub-bottom
profiling system (SES 2000 DS), with decimetre-resolution to sediment penetration
depths of about 30 m below sediment surface. No disturbances, but flat,
continuous, undisturbed sedimentary facies across several hundred metres or even
kilometres were recorded on both core locations. For the SO178-13-6 location, in
addition the shipboard PARASOUND sub-bottom profiler system was extensively
used to confirm the absence of slumping, turbidites, mass wasting or other
processes that might obfuscate or invalidate our assumptions about our
sedimentary recording system of southward transport processes along the Sakhalin
margin. In summary, both locations together represent an optimal approach for
recording the depositional history of terrigenous transport from the Amur and
Siberian hinterland. Compound-specific radiocarbon analysis. The isotopic ratio (14C/12C) of the
CO2 samples derived from the individual n-alkanoic acids was determined by
Accelerator Mass Spectrometry (AMS). The measurements were carried out on the
MICADAS-system equipped with a gas-ion source53,54 at the Laboratory of Ion
Beam Physics, ETH Zürich. Samples were normalized and background subtracted Sediment chronology. Core SO178-13-6 covers the last 17 kyrs. The chronology
was established through an AMS 14C-anchored stratigraphic framework based on
XRF scanning and core-to-core correlations for the Okhotsk Sea during the last
deglaciation45. The chronostratigraphic age models for both cores used here have
been published in detail previously and are used here without changes46. LV28-4-4 9 NATURE COMMUNICATIONS | (2018) 9:3666 | DOI: 10.1038/s41467-018-06080-w | www.nature.com/naturecommunications NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-06080-w We are here mainly interested in the overall effect, therefore
prescribed CO2 release rates from permafrost thawing were either kept constant
over the last deglaciation, or restricted to three peaks potentially connected with
rapid sea level rise. In the latter scenario carbon is released to the atmosphere in
three 200-year time-windows starting at 16.5, 14.6 and 11.5 kyrs BP. The amount of
released carbon in the three peaks is 20%, 40% and 40% of the total released carbon
of 85 PgC, respectively, to approximately account for the amplitude differences in
the maxima in our MAR record. These carbon releases are assigned with a 14C
signature that has been constructed from a pre-depositional age of either 5 or 10
kyrs derived from the CSRA analyses of the two sediment cores discussed in this
study (Supplementary Fig. 1b). Alternatively, we added another scenario in which
14C-free carbon is entering the atmosphere as proposed before3, which would
imply a pre-depositional aging of the carbon of up to 35 kyrs resulting in
approximately a doubling of the simulated Δ14C peak (e.g. −12 ‰ for the 14.6 kyrs
BP event, Fig. 5b). However, the Tahiti-based Δ14C anomaly in focus in ref. 3 is
even not entirely met, when the background trend of −0.1‰ per year, potentially
caused by marine processes and changes in the 14C production rate, is added to our
simulation results (Fig. 5b). For a strict process separation 14C production rate was
kept constant here, at 25% higher than modern times in order to obtain a simulated
atmospheric Δ14C level of 400‰, similar to what is found in the IntCAL13 14C
stack around 18 kyrs BP11. F14Csample ¼ a ´
1
msample
! þF14Ctrue
ð1Þ ð1Þ where the slope (a) is defined as: ð2Þ a ¼ mblank F14Cblank F14Ctrue
Given these relationships, mblank and F14Cblank can be derived from the
intersections of two linear regression functions obtained from processing several,
ideally different sized, samples of at least two different materials (1,2) with known
(different) F14Ctrue (Supplementary Fig. 3) as: mblank ¼
a1 a2
F14Ctrue1 F14Ctrue2
ð
Þ
ð3Þ ð3Þ In order to assess the procedure blank, we processed n-hexadecanoic acid (n-
C16:0) from apple peel collected in 2013 (modern F14Ctrue) and n-triacontanoic acid
(n-C30:0; Sigma, Prod. No. NATURE COMMUNICATIONS | (2018) 9:3666 | DOI: 10.1038/s41467-018-06080-w | www.nature.com/naturecommunications ARTICLE Biogenic and lithogenic particle fluxes in the western
region of the Sea of Okhotsk: implications for lateral material transport and
biological productivity. J. Geophys. Res. Oceans 109, C09S13 (2004). 0-50,000 years cal BP. Radiocarbon 55, 1869–1887 (2013). 12. Marcott, S. A. et al. Centennial-scale changes in the global carbon cycle during
the last deglaciation. Nature 514, 616–619 (2014). g
p
y
p y
43. Biebow, N. & Hütten, E. Cruise Reports: KOMEX I and II. GEOMAR Report
no. 82 (GEOMAR Research Centre for Marine Sciences, Kiel, 1999). 13. Monnin, E. et al. Atmospheric CO2 concentrations over the last glacial
termination. Science 291, 112–114 (2001). 44. Dullo, W. C., Biebow, N. & Georgeleit, K. SO178-KOMEX Cruise Report: Mass
Exchange Processes and Balances in the Okhotsk Sea. GEOMAR Report
(GEOMAR Research Centre for Marine Geosciences, Kiel, 2004). 14. Lambeck, K., Rouby, H., Purcell, A., Sun, Y. & Sambridge, M. Sea level and
global ice volumes from the Last Glacial Maximum to the Holocene. Proc. Natl Acad. Sci. USA 111, 15296–15303 (2014). (GEOMAR Research Centre for Marine Geosciences, Kiel, 2004 45. Max, L. et al. Pulses of enhanced North Pacific Intermediate Water ventilation
from the Okhotsk Sea and Bering Sea during the last deglaciation. Clim. Past. 10, 591–605 (2014). 15. Lantuit, H. et al. The Arctic Coastal Dynamics Database: a new classification
scheme and statistics on Arctic Permafrost Coastlines. Estuaries Coasts 35,
383–400 (2012). 46. Lembke-Jene, L. et al. Deglacial variability in Okhotsk Sea Intermediate Water
ventilation and biogeochemistry: Implications for North Pacific nutrient
supply and productivity. Quat. Sci. Rev. 160, 116–137 (2017). 16. Hoque, M. A. & Pollard, W. H. Stability of permafrost dominated coastal cliffs
in the Arctic. Polar Sci. 10, 79–88 (2016). 17. Vonk, J. E. et al. Preferential burial of permafrost-derived organic carbon in
Siberian-Arctic shelf waters. J. Geophys. Res. Oceans 119, 8410–8421 (2014). 47. Reimer, P. J. et al. IntCal09 and Marine09 radiocarbon age calibration curves,
0–50,000 years cal BP. Radiocarbon 51, 1111–1150 (2009). y
48. Blaauw, M. Methods and code for ‘classical’ age-mode
sequences. Quat. Geochronol. 5, 512–518 (2010). 18. Walter, K., Edwards, M., Grosse, G., Zimov, S. & Chapin, F. Thermokarst
lakes as a source of atmospheric CH4 during the last deglaciation. Science 318,
633–636 (2007). 48. Blaauw, M. Methods and code for ‘classical’ age-modelling of radiocarbon
sequences. Quat. Geochronol. 5, 512–518 (2010). 49. Hopmans, E., Schouten, S., Pancost, R., van der Meer, M. ARTICLE et al. Assessment for paleoclimatic utility of terrestrial biomarker
records in the Okhotsk Sea sediments. Deep-Sea Res Pt Ii 61-64, 85–92 (2012). 55. Stuiver, M. & Polach, H. Discussion: reporting of 14C data. Radiocarbon 19,
355–363 (1977). 27. Seki, O., Meyers, P. A., Kawamura, K., Zheng, Y. & Zhou, W. Hydrogen
isotopic ratios of plant wax n-alkanes in a peat bog deposited in northeast
China during the last 16kyr. Org. Geochem. 40, 671–677 (2009). 56. Wacker, L. & Christl, M. Data Reduction for Small Samples. Error Propagation
using the Model of Constant Contamination. Annual Report of Ion Beam
Physics, ETH Zürich 36 (2012). 28. Mokhova, L., Tarasov, P., Bazarova, V. & Klimin, M. Quantitative biome
reconstruction using modern and late Quaternary pollen data from the
southern part of the Russian Far East. Quat. Sci. Rev. 28, 2913–2926 (2009). 57. Shah, S. & Pearson, A. Ultra-microscale (5–25 μg C) analysis of individual
lipids by 14C AMS: assessment and correction for sample processing blanks. Radiocarbon 49, 69–82 (2007). 29. MacDonald, G. M. et al. Rapid early development of circumarctic peatlands
and atmospheric CH4 and CO2 variations. Science 314, 285–288 (2006). 58. Rethemeyer, J. et al. Status report on sample preparation facilities for 14C
analysis at the new CologneAMS center. Nucl. Instrum. Methods Phys. Res. B
294, 168–172 (2013). 30. Brosius, L. S. et al. Using the deuterium isotope composition of permafrost
meltwater to constrain thermokarst lake contributions to atmospheric CH4
during the last deglaciation. J. Geophys. Res. 117, G01022 (2012). 31. Durand, N. et al. Comparison of 14C and U-Th ages in Corals from IODP
#310 Cores Offshore Tahiti. Radiocarbon 55, 1947–1974 (2013). 59. Köhler, P., Fischer, H. & Schmitt, J. Atmospheric δ13CO2 and its relation to
pCO2 and deep ocean δ13C during the late Pleistocene. Paleoceanography 25,
PA1213 (2010). 32. Tanski, G. et al. Transformation of terrestrial organic matter along
thermokarst-affected permafrost coasts in the Arctic. Sci. Total Environ. 581-
582, 434–447 (2017). 60. Köhler, P., Muscheler, R. & Fischer, H. A model-based interpretation of low-
frequency changes in the carbon cycle during the last 120,000 years and its
implications for the reconstruction of atmospheric Δ14C. Geochem. Geophys. Geosyst. 7, Q11N06 (2006). 33. WAIS Divide Project Members. Precise interpolar phasing of abrupt climate
change during the last ice age. Nature 520, 661–665 (2015). 61. Skinner, L. C., Fallon, S., Waelbroeck, C., Michel, E. & Barker, S. ARTICLE ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-06080-w 35. Knoblauch, C., Beer, C., Sosnin, A., Wagner, D. & Pfeiffer, E. M. Predicting
long-term carbon mineralization and trace gas production from thawing
permafrost of Northeast Siberia. Glob. Change Biol. 19, 1160–1172 (2013). 4. Crichton, K. A., Bouttes, N., Roche, D. M., Chappellaz, J. & Krinner, G. Permafrost carbon as a missing link to explain CO2 changes during the last
deglaciation. Nat. Geosci. 9, 683–686 (2016). g
5. Vonk, J. E. et al. Activation of old carbon by erosion of coastal and subsea
permafrost in Arctic Siberia. Nature 489, 137–140 (2012). g
36. Schädel, C. et al. Circumpolar assessment of permafrost C quality and its
vulnerability over time using long-term incubation data. Glob. Change Biol. 20, 641–652 (2013). 6. Schneider von Deimling, T. et al. Observation-based modelling of permafrost
carbon fluxes with accounting for deep carbon deposits and thermokarst
activity. Biogeosciences 12, 3469–3488 (2015). 37. Bauska, T. K. et al. Carbon isotopes characterize rapid changes in atmospheric
carbon dioxide during the last deglaciation. Proc. Natl Acad. Sci. USA 113,
3465–3470 (2016). y
g
7. Schuur, E. A. G. et al. Climate change and the permafrost carbon feedback. Nature 520, 171–179 (2015). (
)
38. Barker, S. et al. Interhemispheric Atlantic seesaw response during the last
deglaciation. Nature 457, 1097–1102 (2009). 8. Vandenberghe, J. et al. The Last Permafrost Maximum (LPM) map of the
Northern Hemisphere: permafrost extent and mean annual air temperatures,
25-17 ka BP. Boreas 43, 652–666 (2014). 39. Schmittner, A. & Galbraith, E. D. Glacial greenhouse-gas fluctuations
controlled by ocean circulation changes. Nature 456, 373–376 (2008). 9. Vaks, A. et al. Speleothems Reveal 500,000-year history of Siberian Permafrost. Science 340, 183–186 (2013). 40. Petrenko, V. V. et al. Minimal geological methane emissions during the
Younger Dryas–Preboreal abrupt warming event. Nature 548, 443–446
(2017). 10. Nakatsuka, T., Toda, M., Kawamura, K. & Wakatsuchi, M. Dissolved and
particulate organic carbon in the Sea of Okhotsk: transport from continental
shelf to ocean interior. J. Geophys. Res. Oceans 109, C09S14 (2004). 41. Ohshima, K. I. et al. Sverdrup balance and the cyclonic gyre in the Sea of
Okhotsk. J. Phys. Oceanogr. 34, 513–525 (2004). p y
11. Reimer, P. J. et al. IntCal13 and Marine13 radiocarbon age calibration curves
0-50,000 years cal BP. Radiocarbon 55, 1869–1887 (2013). y
g
42. Nakatsuka, T. et al. ARTICLE & Sinninghe
Damsté, J. Analysis of intact tetraether lipids in archaeal cell material and
sediments by high performance liquid chromatography/atmospheric pressure
chemical ionization mass spectrometry. Rapid Commun. Mass Spectrom. 14,
585–589 (2000). 19. Walter Anthony, K. et al. Methane emissions proportional to permafrost
carbon thawed in Arctic lakes since the 1950s. Nat. Geosci. 9, 679–682 (2016). 19. Walter Anthony, K. et al. Methane emissions proportional to permafrost
carbon thawed in Arctic lakes since the 1950s. Nat. Geosci. 9, 679–682 (2016). 20. Tesi, T. et al. Massive remobilization of permafrost carbon during post-glacial
warming. Nat. Commun. 7, 13653 (2016). carbon thawed in Arctic lakes since the 1950s. Nat. Geosci. 9, 679 682 (2016). 20. Tesi, T. et al. Massive remobilization of permafrost carbon during post-glacial
warming. Nat. Commun. 7, 13653 (2016). g
21. Mann, P. J. et al. Utilization of ancient permafrost carbon in headwaters of
Arctic fluvial networks. Nat. Commun. 6, 7856 (2015). 50. Sinninghe Damsté, J., Hopmans, E., Pancost, R., Schouten, S. & Geenevasen, J. Newly discovered non-isoprenoid glycerol dialkyl glycerol tetraether lipids in
sediments. Chem. Commun. 1683–1684. https://doi.org/10.1039/b004517i
(2000). 22. Tachibana, Y., Oshima, K. & Ogi, M. Seasonal and interannual variations of
Amur River discharge and their relationships to large-scale atmospheric
patterns and moisture fluxes. J. Geophys. Res. 113, D16102 (2008). 51. Eglinton, T., Aluwihare, L., Bauer, J., Druffel, E. & McNichol, A. Gas
chromatographic isolation of individual compounds from complex matrices
for radiocarbon dating. Anal. Chem. 68, 904–912 (1996). 23. Dykoski, C. et al. A high-resolution, absolute-dated Holocene and deglacial
Asian monsoon record from Dongge Cave, China. Earth Planeti Sci. Lett. 233,
71–86 (2005). 52. Kusch, S., Rethemeyer, J., Schefuß, E. & Mollenhauer, G. Controls on the age
of vascular plant biomarkers in Black Sea sediments. Geochim Cosmochim. Acta 74, 7031–7047 (2010). 24. Strauss, J. et al. Deep Yedoma permafrost: a synthesis of depositional
characteristics and carbon vulnerability. Earth-Sci. Rev. 172, 75–86 (2017). 53. Synal, H.-A., Stocker, M. & Suter, M. MICADAS: a new compact radiocarbon
AMS system. Nucl. Instrum. Methods Phys. Res. A 259, 7–13 (2007). 25. Ficken, K. J., Li, B., Swain, D. L. & Eglinton, G. An n-alkane proxy for the
sedimentary input of submerged/floating freshwater aquatic macrophytes. Org. Geochem. 31, 745–749 (2000). 54. Wacker, L. et al. A versatile gas interface for routine radiocarbon analysis with
a gas ion source. Nucl. Instrum. Methods Phys. Res. B 294, 315–319
(2013). g
26. Seki, O. References 1. Ciais, P. et al. Large inert carbon pool in the terrestrial biosphere during the
Last Glacial Maximum. Nat. Geosci. 5, 74–79 (2012). 2. Hugelius, G. et al. Estimated stocks of circumpolar permafrost carbon with
quantified uncertainty ranges and identified data gaps. Biogeosciences 11,
6573–6593 (2014). 2. Hugelius, G. et al. Estimated stocks of circumpolar permafrost carbon with
quantified uncertainty ranges and identified data gaps. Biogeosciences 11,
6573–6593 (2014). 3. Köhler, P., Knorr, G. & Bard, E. Permafrost thawing as a possible source of
abrupt carbon release at the onset of the Bolling/Allerod. Nat. Commun. 5,
5520 (2014). 10 Reprints and permission information is available online at http://npg.nature.com/
reprintsandpermissions/ Reprints and permission information is available online at http://npg.nature.com/
reprintsandpermissions/ 68. Rasmussen, S. O. et al. Synchronization of the NGRIP, GRIP, and GISP2 ice
cores across MIS 2 and palaeoclimatic implications. Quat. Sci. Rev. 27, 18–28
(2008). Publisher's note: Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. 69. Köhler, P., Nehrbass-Ahles, C., Schmitt, J., Stocker, T. F. & Fischer, H. A 156
kyr smoothed history of the atmospheric greenhouse gases CO2, CH4, and
N2O and their radiative forcing. Earth Syst. Sci. Data 9, 363–387 (2017). 70. Mudelsee, M. Break function regression. Eur. Phys. J. Spec. Top. 174, 49–63
(2009). Open Access This article is licensed under a Creative Commons
Attribution 4.0 International License, which permits use, sharing,
adaptation, distribution and reproduction in any medium or format, as long as you give
appropriate credit to the original author(s) and the source, provide a link to the Creative
Commons license, and indicate if changes were made. The images or other third party
material in this article are included in the article’s Creative Commons license, unless
indicated otherwise in a credit line to the material. If material is not included in the
article’s Creative Commons license and your intended use is not permitted by statutory
regulation or exceeds the permitted use, you will need to obtain permission directly from
the copyright holder. To view a copy of this license, visit http://creativecommons.org/
licenses/by/4.0/. Author contributions 62. Laj, C., Kissel, C. & Beer, J. High Resolution Global Paleointensity Stack since
75 kyrs (GLOPIS-75) calibrated to absolute values, in Timescales of the
Geomagnetic Field, eds J. E. T. Channell, D. V. K. Kent, W. Lowrie, and J. G. Meert (AGU Monogr. Ser. vol. 145) (Washington, DC: American Geophysical
Union), 255–265. https://doi.org/10.1029/145gm19 (2004). G.M. designed the study. R.T. and L.L.-J. performed field work and sampling. M.W.,
W.D. and J.H. carried out biomarker analyses, purification of long-chain n-alkanoic
acids, and preparation for compound-specific radiocarbon analysis. C.M. and L.W. performed AMS 14C analysis on the MICADAS system and helped with 14C data pro-
cessing. V.M. was responsible for 14C blank correction. P.K. performed the carbon cycle
modelling and calculated the pre-depositional ages. U.K. provided freshwater algae
counts. M.W. and G.M. wrote the manuscript with input from L.L.-J., V.M., W.D., P.K. and L.W. All authors discussed the results and commented on the manuscript at different
stages. 63. Hain, M. P., Sigman, D. M. & Haug, G. H. Distinct roles of the Southern
Ocean and North Atlantic in the deglacial atmospheric radiocarbon decline. Earth Planet. Sci. Lett. 394, 198–208 (2014). 64. Joos, F. et al. Carbon dioxide and climate impulse response functions for the
computation of greenhouse gas metrics: a multi-model analysis. Atmos. Chem. Phys. 13, 2793–2825 (2013). y
65. Lord, N. S., Ridgwell, A., Thorne, M. C. & Lunt, D. J. An impulse response
function for the ‘long tail’ of excess atmospheric CO2 in an Earth system
model. Glob. Biogeochem. Cycle 30, 2–17 (2016). NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-06080-w NATURE COMMUNICATIONS | DOI: 10.1038/s41467-018-06080-w Supplementary Information accompanies this paper at https://doi.org/10.1038/s41467-
018-06080-w. 66. Brown, J., Ferrians, O. J., Jr, Heginbottom, J. A. & Melnikov, E. S. Circum-
Arctic map of permafrost and ground-ice conditions. National Snow and Ice
Data Center (1998). Competing interests: The authors declare no competing interests. ARTICLE ARTICLE ARTICLE ARTICLE Ventilation of
the Deep Southern Ocean and Deglacial CO2 Rise. Science 328, 1147–1151
(2010). 34. Rostek, F. & Bard, E. Hydrological changes in eastern Europe during the last
40,000yr inferred from biomarkers in Black Sea sediments. Quatern Res 80,
502–509 (2013). 11 NATURE COMMUNICATIONS | (2018) 9:3666 | DOI: 10.1038/s41467-018-06080-w | www.nature.com/naturecommunications Additional information Supplementary Information accompanies this paper at https://doi.org/10.1038/s41467-
018-06080-w. © The Author(s) 2018 Competing interests: The authors declare no competing interests. 67. Lehner, B. & Döll, P. Development and validation of a global database of lakes,
reservoirs and wetlands. J. Hydrol. 296, 1–22 (2004). Reprints and permission information is available online at http://npg.nature.com/
reprintsandpermissions/ Acknowledgements We acknowledge the professional support of masters and crew of R/V Akademik M.A. Lavrentiev and R/V Sonne on expeditions LV28 and SO178. We thank Ralph Kreutz and
Hendrik Grotheer for laboratory support. We thank Jens Strauss for valuable comments
on the manuscript. G.M. acknowledges funding from the Helmholtz Association (grant
no. VH-NG-202 also supporting M.W., and funds in the W2/W3 program supporting V. M. and J.H.). L.L.-J. and R.T. acknowledge support from the Helmholtz REKLIM
Initiative and BMBF grant no. 03F0704A ‘Sino-German Pacific-Arctic Experiment
(SIGEPAX)’. U.K. acknowledges support from the VILLUM Foundation (grant no. 10100). This work contributes to PALMOD, the German Paleomodeling Research
Project funded by BMBF. We acknowledge the professional support of masters and crew of R/V Akademik M.A. Lavrentiev and R/V Sonne on expeditions LV28 and SO178. We thank Ralph Kreutz and
Hendrik Grotheer for laboratory support. We thank Jens Strauss for valuable comments
on the manuscript. G.M. acknowledges funding from the Helmholtz Association (grant
no. VH-NG-202 also supporting M.W., and funds in the W2/W3 program supporting V. M. and J.H.). L.L.-J. and R.T. acknowledge support from the Helmholtz REKLIM
Initiative and BMBF grant no. 03F0704A ‘Sino-German Pacific-Arctic Experiment
(SIGEPAX)’. U.K. acknowledges support from the VILLUM Foundation (grant no. 10100). This work contributes to PALMOD, the German Paleomodeling Research
Project funded by BMBF. 12 NATURE COMMUNICATIONS | (2018) 9:3666 | DOI: 10.1038/s41467-018-06080-w | www.nature.com/naturecommunications
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Tramas do tempo no telejornalismo local: temporalidades sociais no programa Terra de Minas
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Revista FAMECOS
| 2,020
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cc-by
| 7,177
|
Recebido em: 2 abr. 2019.
Aprovado em: 21 ago. 2019.
Publicado em: 16 jul. 2020. OPEN ACCESS OPEN ACCESS https://dx.doi.org/10.15448/1980-3729.2020.1.33837 REVISTA FAMECOS
mídia, cultura e tecnologia
Revista FAMECOS, Porto Al gre, v. 27, p. 1-11, jan.-dez. 2020
e-ISSN: 1980-3729 | ISSN-L: 1415-0549 Tramas del tiempo en el teleperiodismo local: temporalidades
sociales en el programa Terra de Minas Tramas del tiempo en el teleperiodismo local: temporalidades
sociales en el programa Terra de Minas RESUMO: O presente artigo tem como objetivo analisar a forma como o programa
Terra de Minas (TV Globo Minas) aborda diferentes temporalidades como forma de
estabelecer uma imagem da cidade de Belo Horizonte. A partir das contribuições
dos Estudos Culturais, este artigo assume o passado como algo não finalizado,
mas é convocado no presente podendo assumir lugares de disputa e oposição
às formas dominantes. Do mesmo modo, o futuro pode ser vivido no presente,
não como algo projetado, mas como aquilo que reconfigura elementos do do-
minante ou que instaura algo novo. A análise textual do programa, embasada
em seus elementos visuais, sonoros e verbais, sinaliza para pelo menos três
convocações das temporalidades sociais: o passado como patrimônio, o futuro
como aprimoramento do passado e o passado como construção dos sujeitos. 1 Universidade Federal de Minas Gerais (UFMG), Belo Horizonte, MG, Brasil. Silva1
id orcid.org/0000-0003-3661-6475
fernandamauricio@gmail.com Recebido em: 2 abr. 2019. Aprovado em: 21 ago. 2019. Publicado em: 16 jul. 2020. Recebido em: 2 abr. 2019. Aprovado em: 21 ago. 2019. Publicado em: 16 jul. 2020. Palavras-chave: Telejornalismo local. Temporalidades sociais. Terra de Minas. ABSTRACT: This article analyzes how the program called Terra de Minas (TV
Globo Minas) addresses different temporalities as a way to establish an image
of the city of Belo Horizonte. Based on the contributions of Cultural Studies, this
article assumes that the past is not something that is finalized, but it is sum-
moned in the present and may assume places of dispute and opposition to the
dominant forms. In the same way, the future can be lived in the present, not as
something projected, but as that which reconfigures elements of the dominant
or that establishes something new. The textual analysis of the program, based
on its visual, sound and verbal elements, signals for at least three calls of social
temporalities: the past as patrimony, the future as an improvement of the past
and the past as a construction of oneself. Keywords: Local telejournalism. Social temporality. Terra de Minas. RESUMEN: El presente artículo tiene como objetivo analizar la forma en que el
programa Tierra de Minas (TV Globo Minas) aborda diferentes temporalidades
como forma de establecer una imagen de la ciudad de Belo Horizonte. A partir
de las contribuciones de los Estudios Culturales, este artículo asume que el pa-
sado no es algo finalizado, pero es convocado en el presente pudiendo asumir
lugares de disputa y oposición a las formas dominantes. De la misma manera,
el futuro puede ser vivido en el presente, no como algo proyectado, sino como
aquello que reconfigura elementos del dominante o que instaura algo nuevo. El análisis textual del programa, basado en sus elementos visuales, sonoros y
verbales, señala para al menos tres convocatorias de las temporalidades sociales:
el pasado como patrimonio, el futuro como perfeccionamiento del pasado y el
pasado como construcción de los sujetos. Palabras clave: Teleperiodismo local. Temporalidades sociales. Terra de Minas. Artigo está licenciado sob forma de uma licença
Creative Commons Atribuição 4.0 Internacional. 1 Universidade Federal de Minas Gerais (UFMG), Belo Horizonte, MG, Brasil. 2/11
Revista FAMECOS, Porto Al gre, v. 27, p. 1-11, jan.-dez. 2020 | e-33837 Revista FAMECOS, Porto Al gre, v. 27, p. 1-11, jan.-dez. 2 Nos anos de 2009 e 2010, a TV Globo Minas fez uma campanha publicitária que tinha como eixo elementos que a emissora considera
relevantes na formação identitária do estado. Os spots iam ao ar ao longo da programação e consistiam em uma trilha musical de artistas
locais acompanhados por imagens de paisagens do estado.
3 TERRA DE MINAS. O programa. Minas, Rede Globo, 31 jan. 2017. Disponível em: https://redeglobo.globo.com/globominas/terrademi-
nas/noticia/o-programa.ghtml. Acesso em: 18 out. 2017. Silva1
id 2020 | e-33837 disputam a construção de uma imagem que põe
em contradição a ideia de “cidade do futuro” e
a necessidade de preservação do passado são
algumas das questões de fundo deste artigo. Introdução Terra de Minas é um programa de grandes
reportagens que estreou em 2001 na TV Globo
Minas. Com edições semanais, o jornalístico tem
como parte de sua pauta mostrar diferentes
localidades do estado e diferentes modos de
viver, especialmente em cidades do interior. A
capital mineira, Belo Horizonte (BH), se constrói no
programa como símbolo da modernidade, o que
se ratifica nas imagens da igreja de São Francisco,
do Edifício Niemeyer e na paisagem urbana. Assim, BH representa um lugar de contradição
para a afirmação do discurso hegemônico sobre
estado defendido no Terra de Minas: ao mesmo
tempo que traz “o progresso” e insere o estado
em um cenário de modernidade, essa mesma
modernidade impede a manutenção dos valores
tradicionais que definem, segundo a emissora,
o mineiro: simpatia, tranquilidade, simplicidade2. A análise do programa apresenta oito
reportagens exibidas entre os anos de 2015 e
2017, que demonstram os deslocamentos das
temporalidades acionados enquanto forma
midiática. Antes, porém, faremos uma breve
contextualização do programa Terra de Minas
no cenário do telejornalismo local, buscando
compreender suas matrizes culturais e sua inserção
no gênero televisivo. Em seguida, trataremos
a questão da temporalidade nos estudos
comunicacionais trazendo as contribuições,
principalmente, dos Estudos Culturais. Deste
modo, este artigo assume, como lugar teórico-
metodológico, um olhar para o tempo enquanto
categoria que se mantém dinâmica na vida social
e é acionada pelos produtos midiáticos em uma
relação próxima à vida cotidiana. Muito do programa Terra de Minas consiste
em dar visibilidade aos locais onde se pode
encontrar tais valores tradicionais. As práticas
e diferentes modos de viver dizem de outra
temporalidade, de um passado que o programa
procura resgatar enquanto resíduo, enquanto
aspecto ainda ativo na sociedade. Mas o que
dizer da cidade de Belo Horizonte retratada no
programa? De que forma tradição e modernidade
dialogam no mesmo espaço televisivo? Que
tensionamentos são encontrados entre passado,
presente e futuro? O objetivo deste artigo é
fomentar uma discussão sobre as distintas
temporalidades acionadas pelo programa
Terra de Minas para retratar a cidade de Belo
Horizonte. O programa projeta ao telespectador
uma experiência temporal, uma forma de estar no
mundo que articula dimensões identitárias a uma
relação específica com o espaço-tempo. De que
forma ele o faz, como passado, presente e futuro
aparecem articulados nas formas do programa,
e ainda, tomando Belo Horizonte como cenário
e problema, de que forma as temporalidades O Terra de Minas e o telejornalismo local Terra de Minas é um programa produzido e
exibido pela TV Globo Minas, uma versão regional
da Rede Globo de Televisão. Indo ao ar nas tardes
de sábado desde outubro de 2001, o programa
possui a seguinte descrição: Juliana Perdigão [apresentadora] leva
ao público as histórias, as tradições e
os personagens fascinantes de Minas
Gerais aos sábados. Ela apresenta o
Terra de Minas, programa que viaja
pelo estado para mostrar o patrimônio
histórico e cultural mineiro3 (TERRA DE
MINAS, [2017], grifo nosso). Apesar do forte sentido de pertencimento
construído pelo programa, ele também é
transmitido para mais de 130 países pela Globo
Internacional. Assim, a emissora aposta no local
como elemento de exportação, como marca
das características do estado que, por vezes, se
confundem com marcas do próprio Brasil. Por conta Fernanda Mauricio da Silva
Tramas do tempo no telejornalismo local: temporalidades sociais no programa Terra de Minas 3/11 Fernanda Mauricio da Silva
Tramas do tempo no telejornalismo local: temporalidades sociais no programa Terra de Minas 3/11 que engloba produção e recepção. Os laços
de pertencimento de que nos falam Coutinho
e Mata (2010) são ratificados por um sentido de
“estar no mundo” compartilhado no momento da
transmissão do programa. Por esta razão, tem sido
cada vez mais comum, nos programas jornalísticos,
os telespectadores enviarem fotos e vídeos em
sua residência, em espaços públicos das cidades,
em momentos de lazer, ou seja, pessoas comuns
em sua vida cotidiana exibem-se na programação
local em uma relação contínua entre o tempo
midiático e o tempo da experiência do dia a dia4. disso, o Terra de Minas possui um forte tom turístico,
como se se endereçasse ao turista de passagem. Terra de Minas é um programa de grandes
reportagens que assume um modelo próximo aos
programas de turismo vistos principalmente na TV
fechada, mas guarda as convenções dominantes
do telejornalismo presentes em qualquer manual
de redação. O programa perscruta vilarejos,
valoriza monumentos, mostra curiosidades, ensina
receitas ancestrais, tudo isso sob o enfoque de
uma tradição que constitui a identidade local. A pesquisa em comunicação possui uma
ampla literatura a respeito das relações entre
televisão local e formação/representação da
identidade. Em muitas dessas abordagens,
o objeto de análise são os telejornais diários
exibidos pelas emissoras regionais dispersas
pelo País (MATA, 2011; COUTINHO; MATA, 2010;
LISBOA FILHO; ENNINGER, 2013). 4 O Terra de Minas, por exemplo, utiliza imagens de pessoas comuns nos cenários explorados pelo programa: cidades históricas,
cachoeiras etc. Tudo isso reforça o papel do telejornalismo em possibilitar a partilha do mesmo tempo-espaço (aqui-agora) em uma
experiência contínua. O presente é vivo, portanto, porque é
histórico, porque permite a reconfigura-
ção constante do passado e do futuro.
Todo narrar, todo esforço de configurar
a experiência temporal – midiático in-
clusive – resulta, então, desse agir, se
constitui como uma operação de pro-
dução de sentido, de configuração de
mundos, a partir da proposição de uma
experiência do tempo, ao configurar
presente, passado e futuro. (RIBEIRO;
LEAL; GOMES, 2017, p. 39). O Terra de Minas e o telejornalismo local Lisboa Filho
e Enninger (2013) explicam que a delimitação
de um território, a partilha de certos valores e
práticas e a disseminação de um mito fundador
são recursos empregados para a construção de
um sentido de unicidade. Coutinho e Mata (2010)
defendem que a programação televisiva atua
na formação de um laço de pertencimento que
oculta os dissensos e procura estabelecer um
consenso a respeito do que significa “pertencer”. Em um estudo sobre a construção identidade Buscando caracterizar a experiência estética
a partir do prazer gerado pela socialização dos
indivíduos, Mead (1926) chama atenção para
o fato de que as experiências, quando vividas
em conjunto, são apreendidas a partir de uma
dimensão de deleite, que envolve o simples fato de
colocar as pessoas em contato em direção a uma
finalidade comum. Para Mead, a experiência parte
da necessidade de interpretar as complexidades
da vida social em termos dos objetivos e dos
esforços dos indivíduos em alcançá-los. Com base nisso, o autor reconhece no
cinema e no jornalismo formas de obter prazer
por meio da recepção coletiva do produto. A
simples leitura dos jornais (diariamente, pela
manhã, por exemplo) e o contato com assuntos
comuns provocam uma recepção prazerosa,
uma vez que ultrapassa o nível do pessoal e
une os indivíduos em torno de questões vividas
socialmente. Sendo assim, o caráter generalizante
dos assuntos pautados pelo jornalismo permite
uma experiência comunitária e a identificação do
grupo social ao qual o indivíduo faz parte. Em um estudo sobre a construção identidade
juiz-forana em telejornais da TV Alterosa, TVE e
Globo Minas, Mata afirma que A TV local, por seu pioneirismo e papel
de integração, não deixou de unir os
laços sociais da modernidade, inspi-
rando-se nas suas tradições regionais
para elaborar seus programas, mesmo
com toda influência das grandes redes
(MATA, 2011, p. 42). O telejornalismo local, por buscar maior
proximidade com sua audiência (COUTINHO;
MATA, 2010), constitui-se como um espaço
profícuo para dar sentido às experiências comuns
e transmiti-las a outros. São esses significados
que, segundo Mead (1926), permitem a percepção
do “mundo real” e a socialização dos indivíduos a
partir de um sentimento de apreciação e prazer Não é a apenas a televisão local que gera
sentidos de pertencimento por uma vinculação
mais evidente com elementos reconhecíveis
pelos públicos que deles partilham – os bairros,
os eventos, as celebrações etc. O Terra de Minas e o telejornalismo local – mas é papel
do próprio jornalismo conferir uma experiência 4/11 Revista FAMECOS, Porto Al gre, v. 27, p. 1-11, jan.-dez. 2020 | e-33837 É por partilhar essa forma de entender as
temporalidades que efetuamos um percurso de
aproximação aos Estudos Culturais, corrente de
investigação que teve, desde sua origem, uma
preocupação central com o tempo e suas tramas
(SILVA; GUTMANN, 2017). Embasados em Martín-
Barbero, Ribeiro, Leal e Gomes destacam que a
“multiplicidade de temporalidades, multiplicidade
de histórias, com seus próprios ritmos e com suas
próprias lógicas” (MARTÍN-BARBERO, 2006, p. 43)
atravessam os processos culturais e midiáticos,
estabelecendo uma nova perspectiva de
observação dos fenômenos. Ainda de acordo com
Ribeiro, Leal e Gomes (2017, p. 53), Martín-Barbero
encontra apoio nas formulações de Raymond
Williams para afirmar que cada sociedade vive
uma heterogeneidade de temporalidades, ou
seja, em um mesmo momento histórico vive-
se aspectos arcaicos, residuais e emergentes. Assim, retomaremos as formulações de Williams
para entendermos de que forma as distintas
temporalidades convivem simultaneamente na
sociedade e configuram o processo cultural. pelo simples fato de ser compartilhado com
outros. Assim, se o telejornalismo local permite
uma experiência no e do espaço em busca da
construção de laços sociais, faz-se relevante
entender também como a categoria do tempo
pode ratificar esses valores. temporalidades midiáticas A questão das temporalidades encontra-se
em crescimento nas pesquisas em comunicação,
não tanto no sentido de meramente atribuir-lhe
um caráter histórico, mas pelo reconhecimento
de que a cultura contemporânea é atravessada
por tempos distintos. Se a linearidade histórica já
ocupou o ponto de partida para a consideração
dos fenômenos comunicacionais, na atualidade
percebe-se que os tempos possuem movimentos
dinâmicos, implicando diversos ires-e-vires em
sentidos múltiplos. A experiência com o tempo,
portanto, está se modificando. Elementos do
passado emergem no presente e reconfiguram-se
em novas práticas. Para Musse, Vargas e Nicolau, Williams (1979) considera que a cultura
é marcada por um jogo de disputas entre
valores distintos assumidos como dominantes
em um certo período histórico. Assim, formas
hegemônicas a todo momento concorrem com
formas alternativas e oposicionais (WILLIAMS,
2011b) para se estabelecer como dominante. Essas disputas podem provocar transformações
(leves ou severas) nos modos de viver de uma
sociedade em um dado momento histórico,
assim, como transforma sua arte, sua literatura,
sua linguagem, suas práticas cotidianas. Para
Williams, a cultura é um processo sempre
dinâmico e em transformação, que se evidencia
em convenções dominantes, mas que não
descarta formas já vividas no passado. Para dar
conta dessas diferentes categorias de tempo, o
autor formulou as noções de arcaico, residual e
emergente, que trataremos a seguir. [...] cada mídia e cada processo co-
municacional engendra um ou mais
regimes de temporalidade. Cada um
deles traduz o tempo e sua percepção
de maneira peculiar conforme o uso
social e simbólico que a sociedade faz
dessa mediatização (MUSSE; VARGAS;
NICOLAU, 2017, p. 8). Essa trama requer, primeiramente, considerar
o presente como algo não cristalizado em
processos solidificados, mas de forma fluida e
em permanente transformação. Concordamos
com Ribeiro, Leal e Gomes quando afirmam que O residual diz respeito aos aspectos vividos no
passado que permanecem ativos no processo
cultural por meio de uma reconfiguração no
presente, podendo apresentar-se como alternativo Fernanda Mauricio da Silva
Tramas do tempo no telejornalismo local: temporalidades sociais no programa Terra de Minas 5/11 Fernanda Mauricio da Silva
Tramas do tempo no telejornalismo local: temporalidades sociais no programa Terra de Minas 5/11 Fernanda Mauricio da Silva Fernanda Mauricio da Silva
Tramas do tempo no telejornalismo local: temporalidades sociais no programa Terra de Minas procuramos demonstrar de que forma passado,
presente e futuro estão concatenados provocando
distintas formas de ver o tempo. ou opositor. temporalidades midiáticas A relação entre o dominante e o
residual convoca uma tradição seletiva, ou seja, “a
forma pela qual, a partir de toda uma área possível
do passado e do presente, certos significados e
práticas são escolhidos e enfatizados, enquanto
outros significados e práticas são negligenciados
e excluídos” (WILLIAMS, 2011b, p. 54). A noção de
residual segundo o autor não pode confundir-se
com a de arcaico, ou seja, das formas que tiveram
uma existência no passado, mas deixaram de
existir completamente. 5 Segundo Gomes (2011), as noções de dominante, residual e emergente estão presentes na hipótese cultural da “estrutura de sentimen-
to”, termo que designa os aspectos vividos que se encontram em processo, sempre em uma posição cambiante. Para uma consideração
mais detalhada e uma análise de um produto comunicacional a partir da noção de estrutura de sentimento, ver Silva e Gutmann (2017). Continuidades e rupturas temporais no
Terra de Minas Propõe-se, então, uma análise do programa
Terra de Minas com base em seus elementos
sonoros, visuais e verbais. Para tanto,
selecionamos, aleatoriamente, seis edições do
programa que tiveram ao menos uma reportagem
centrada em elementos da capital: uma em 2015
(7 mar. 2015), três em 2016 (7 maio 2016a; 14
maio 2016b; 25 jun. 2016c) e duas em 2017 (18
nov. 2017a; 9 dez. 2017a). Foi com base nelas
que localizamos distintas formas de aparição e
tratamento das temporalidades que revelam uma
presença tensionada entre elas. Discutiremos a
seguir as principais delas. Já o emergente refere-se àquilo que está
presente na sociedade de forma ainda virtual. São
os “novos valores, novas práticas, novas relações e
tipos de relação [que] estão sendo continuamente
criados” (WILLIAMS, 1979, p. 126) e que resistem
à cultura dominante. O conceito de emergente
não pode se confundir com o de “inovação” que,
segundo o autor, representa a reprodução da
ordem dominante a fim de ratificá-la e dar-lhe
força. A inovação acontece dentro da cultura
dominante, enquanto o emergente teria o papel
de negá-la, atuando como uma forma cultural
de oposição. Deste modo, para Williams (1979),
em um mesmo momento estão incorporadas
diversas temporalidades, que, postas em relação,
possibilitam olhar as articulações entre presente,
passado e futuro5. o analista precisa considerar as diversas
temporalidades sociais em qualquer aná-
lise da cultura e estar atento a um certo
senso de movimento, de processo históri-
co, de conexões com o futuro e o passado,
de articulações complexas entre esses
elementos dominantes e os residuais e
emergentes (GOMES, 2011, p. 44). O passado como patrimônio Ela mostra que às vezes inter-
romper a pressa com um cafezinho coado
na hora faz um bem danado pra gente. Por ser absorvida pela modernidade, Belo
Horizonte torna-se cenário de suas consequências
positivas e negativas: ao mesmo tempo que
representa o “progresso”, representa a fuga dos
valores ancestrais do estado. Diferentemente
das demais localidades que visita, quando
fala de BH, o Terra de Minas costuma mostrar
a ação negativa do tempo para então revelar
algo positivo. Mantém-se o tom afirmativo do
programa a respeito do estado e do “ser mineiro”,
buscando-se valorizar ações que resgatem a
cidade dos problemas vividos. Segundo Musse, Viviane Possato: ela faz isso aqui no
centro da cidade mesmo. Imagine você
andando apressado no meio desta mul-
tidão. De repente surge o convite: tomar
um cafezinho logo cedo (TERRA DE
MINAS, 2015). A atuação das jornalistas enfatiza os sentidos
pretendidos pela reportagem: Viviane Possato
instaura um aqui (rua) - agora (horário de
movimento) reconhecido pelo telespectador
residente em grandes centros urbanos. A
partilha da experiência do tempo apressado do
presente torna-se uma maneira do programa
vincular-se à audiência, por isso, estratégia
semelhante se repete em diversas edições do
programa: a repórter Iana Coimbra coloca-se
em um movimentado cruzamento de veículos
no centro da cidade e pergunta: “qual a imagem
que você tem do centro de Belo Horizonte? Trânsito? Barulho? Ruas cheias?” (7 maio 2016a);
o repórter Vladmir Vilhaça usa a expressão “ritmo
frenético” para definir as ruas do centro da capital
enquanto a imagem mostra um cruzamento
movimentado (14 maio 2016b). O Terra de Minas
destaca a pressa como um efeito negativo da
contemporaneidade, assim como a fragilidade
das relações interpessoais, o que também é
validado nas falas de pessoas comuns: [...] o cidadão típico da Modernidade
Tardia, pelo menos aquele que vive
nos grandes centros urbanos, tende
a estar quase sempre em trânsito e
conectado a algum suporte eletrônico,
que lhe permita estabelecer contatos
a longa distância, mas, certamente, o
desassocia do ambiente do seu entorno. Tais aspectos, provenientes de uma
rápida observação, estabelecem as
bases de uma nova rede de sociabili-
dade, pautada menos no face a face e
mais nas relações mediadas por uma
série de gadgets tecnológicos. [...] Da
mesma forma, as relações afetivas com
o patrimônio, com a paisagem urbana,
parecem sofrer um desgaste natural
(MUSSE, 2013, p. 229-230). O passado como patrimônio O Terra de Minas usa referências ao passado
para legitimar os modos de vida do estado
através das histórias que certos personagens
têm para contar e que revelam algo do passado. O programa refere-se ao passado como um
tempo onde se viviam as autênticas (e puras)
relações sociais, ao contrário do presente, que
é definido pela correria. Terra de Minas alonga o
passado e busca preservá-lo como um patrimônio
no presente. A dicotomia “passado tranquilo” x
“presente acelerado” é o modo mais evidente
de posicionamento das distintas temporalidades
sociais vividas em um mesmo momento histórico. Isto se mostra tanto nas falas dos agentes do
programa, quanto dos sujeitos entrevistados. Na
abertura da reportagem que inicia o programa no
dia 7 de março 2015, enquanto a apresentadora
Juliana Perdigão encontra-se em um café no
centro da cidade de Belo Horizonte, a repórter
Viviane Possato está ao lado de fora, na rua,
reforçando o sentido de correria: É a partir dessas noções que Gomes afirma que Isto se mostra tanto nas falas dos agentes do
programa, quanto dos sujeitos entrevistados. Na
abertura da reportagem que inicia o programa no
dia 7 de março 2015, enquanto a apresentadora
Juliana Perdigão encontra-se em um café no
centro da cidade de Belo Horizonte, a repórter
Viviane Possato está ao lado de fora, na rua,
reforçando o sentido de correria: Tendo em vista as noções de residual,
emergente e dominante, mas também de arcaico
e de tradição seletiva, procedemos à análise do
programa Terra de Minas em um esforço inicial de
desvendar, ao menos em parte, essas complexas
articulações das múltiplas temporalidades
que atravessam o programa. Nesta análise, 11
Revista FAMECOS, Porto Al gre, v. 27, p. 1-11, jan.-dez. 2020 | e-33837 6/11 6/11 Revista FAMECOS, Porto Al gre, v. 27, p. 1-11, jan.-dez. 2020 | e-33837 Minas (autêntica, verdadeira) não se encontra na
capital. No entanto, nos últimos anos, o programa
tem se situado mais em Belo Horizonte. Juliana Perdigão: Para começar a gente
vai falar da arte de fazer café, ou melhor,
de uma artista que decidiu fazer arte
com o café. Ela mostra que às vezes inter-
romper a pressa com um cafezinho coado
na hora faz um bem danado pra gente. Juliana Perdigão: Para começar a gente
vai falar da arte de fazer café, ou melhor,
de uma artista que decidiu fazer arte
com o café. O futuro como aprimoramento do
passado dialoga com aquela tradição seletiva engendrada
pelo programa e sua emissora. A legitimação
social do Terra de Minas e sua longevidade
perpassam o seu papel enquanto defensor do
passado, enquanto espaço de preservação desse
patrimônio. É recorrente o uso de expressões
que indicam essa revelação: “Mas a nossa equipe
encontrou moradores que conseguem manter
essa amizade durante décadas” (TERRA DE MINAS,
14 maio 2016b); “No meio de tantos prédios, ruas
e avenidas nem sempre a gente para observar as
novidades que surgem por aí” (TERRA DE MINAS,
7 maio 2016a). Um estudo da socióloga Mônica
Abdala sobre os hábitos de vida em cidades
do interior de Minas Gerais e Goiás aponta que
certas práticas comuns no passado já entraram
em desuso. No entanto, afirma a autora que a Cabe, aqui, uma breve consideração sobre o
que o Terra de Minas entende por “modernidade”,
que também se traduz por expressões como
“progresso” ao longo do programa. Ao mesmo
tempo que o programa esclarece a que tipo de
tradição ele se refere – os hábitos de vida da
sociedade rural, a simplicidade das pequenas
casas, os afetos da comunidade – ele também
dá ampla visibilidade aos edifícios com traços
modernistas, aos artistas, aos avanços técnicos. Por este motivo, na ocasião do aniversário de
120 anos da capital mineira, o programa colocou
em seu primeiro bloco trechos de reportagens
antigas em que se podia ver os espaços públicos
do centro da cidade do modo como se vivia
“nas primeiras décadas” do século XX. Com isso,
o programa convoca o telespectador a uma
posição de deslocamento, de estranhamento
com os espaços que ele frequenta ainda hoje: a
Praça da Liberdade, o Parque Municipal, onde se
podia passear de barco, aspectos que convocam
alguma nostalgia, mas que naturalizam as formas
contemporâneas de viver. [...] experiência coletiva, permeada por
formas de cooperação, solidariedade e
vizinhança, em meios rurais e pequenas
cidades que se tornaram centros rurais
urbanizados [...] também podem ser
apreendidos por meio da valorização e
ressignificação das tradições em meio
à vida urbana (ABDALA, 2011, p. 127). Ou seja, marcas da vida comunitária do passado
ainda encontram espaço para preservação de
diversos agentes e, em certa medida, o Terra de
Minas procura validar esse outro modo de viver como
uma alternativa à correria e fugacidade. O programa
almeja constituir o residual como dominante. O passado como patrimônio É contra esses efeitos da modernidade
que o Terra de Minas se constrói. Enquanto o
contemporâneo é marcado pela aceleração e
correria, o passado tem um outro ritmo, mais
lento, em que o afeto e as relações interpessoais
podem ser vividos de forma autêntica e profunda. A modernidade trouxe facilidades para o dia a dia,
mas “roubou” sabor e afeto. O programa legitima,
por meio das vozes dos sujeitos entrevistados,
um ritmo lento da vida cotidiana. Maria das Graças (sonora, pessoa co-
mum): hoje em dia, as pessoas estão
muito olhando ele, ele, ele. [voltadas
para si mesmas]. Esse trabalho filan-
trópico, essa reciprocidade, essa forma
de agradar está muito difícil nos nossos
tempos (TERRA DE MINAS, 7 mar. 2015). Este tensionamento entre presente e passado
oculta outro: o Interior x capital. Não apenas o
modo de viver da simplicidade está em outro
tempo, como também em outro espaço: no campo,
longe do “progresso” e da “modernidade”. Por este
motivo, o Terra de Minas privilegia as cidades do
interior como cenário para suas reportagens. É
como se quisesse construir uma dimensão de que Para que ainda se encontre algum traço dos
valores que configuram o ser mineiro projetado
pelo programa, é preciso que ele o revele aos
telespectadores. O jornalismo do Terra de Minas
assume um papel de desvendamento e revelação
(FRANCISCATO, 2005), de tirar do segredo os
lugares que escondem um modo de vida que ainda Fernanda Mauricio da Silva
Tramas do tempo no telejornalismo local: temporalidades sociais no programa Terra de Minas 7/11 Fernanda Mauricio da Silva
Tramas do tempo no telejornalismo local: temporalidades sociais no programa Terra de Minas 7/11 Fernanda Mauricio da Silva
Tramas do tempo no telejornalismo local: temporalidades sociais no programa Terra de Minas 7/11 O futuro como aprimoramento do
passado Rocha (2017) explica que a América Latina
entrou no que se considera modernidade
de um modo próprio estabelecendo valores
típicos regionais. Segundo a autora, entender
a modernidade latino-americana é “entender
que a televisão [...] cumpre papel decisivo na
articulação entre o mundo simbólico do rural, do
popular e a racionalidade técnico-instrumental
do urbano” (ROCHA, 2017, p. 116). Por este motivo,
falar em modernidade implica considerar suas
contradições e mestiçagens. É nesse sentido
que Silva (2017) afirma que Minas entrou na
modernidade a partir de formas próprias. Por causa disso, Belo Horizonte do Terra
de Minas quase que se restringe ao centro da
cidade, espaço que mais sofreu os efeitos das
políticas públicas em nome da modernização, e
que, hoje, sofre com o desgaste da ausência de
manutenção dos espaços públicos. Deste modo,
o programa valoriza a cidade, pensada como
“cidade do futuro”, mas pouco problematiza as
consequências desse futuro projetado, quase
como se fossem provocadas naturalmente pelo
tempo. Assim, uma outra forma de tratar o tempo
no Terra de Minas é não apenas preservar os
hábitos do passado, mas acenar para um futuro
que aprimora as experiências ancestrais. No Terra de Minas, apesar da forte presença de
um passado que o programa busca preservar, há o
reconhecimento de que a cidade vivida no presente
resulta da projeção de um futuro que prometia o
bem comum. Se o tempo incidiu sobre a cidade
trazendo consequências negativas, os avanços
técnicos provenientes do “progresso” permitem
um aprimoramento da experiência do passado no Revista FAMECOS, Porto Al gre, v. 27, p. 1-11, jan.-dez. 2020 | e-33837 8/11 vez que seus projetos de futuro são fundados no
sonho do progresso e do sucesso na vida urbana. (ABDALA, 2011, p. 137). Os efeitos perversos pouco
aparecem problematizados no programa, que
se por um lado quer oferecer resistência aos
avanços do capitalismo, eles aparecem como
um traço que o tempo traz por si só. O Terra de
Minas sinaliza, no presente, para um futuro mais
positivo e otimista que pode romper o caos do
cotidiano. Esse futuro não oferece uma ruptura
com o passado, uma vez que o utiliza como
referência e como marco para uma continuidade. presente. Assim, se não é possível viver no sítio para
ter alimentos frescos, que se façam hortas urbanas. Este foi o tema de uma das reportagens exibidas
no programa no dia 18 de novembro de 2017. O futuro como aprimoramento do
passado Na
cobertura de um edifício localizado no centro da
capital, um grupo interdisciplinar de pesquisadores
(biólogos, nutricionistas, engenheiros etc.) criaram
uma horta que produz alimentos sem agrotóxico e
conservantes. O repórter Vladmir Vilhaça ressalta
o estranhamento da produção: “horta em terraço,
assim, no centro da cidade, dá certo? As plantas
sobrevivem assim?” (TERRA DE MINAS, 18 nov. 2017a). A modernidade possibilita a reconfiguração
de práticas do presente que se articulam ao
passado, mas as transformam. A tecnologia
funciona, então, como instrumento de resgate
e aprimoramento do que havia de positivo no
passado. O mesmo sentido se nota no tratamento
do processo de restauração de obras de arte,
monumentos e edifícios da cidade, tema
recorrente no programa, como a reportagem
sobre a restauração dos cinemas de rua em
Belo Horizonte. Após entrevistar moradores da
região que guardam na memória experiências
naquelas salas, a reportagem exibe o presidente
da Fundação Municipal de Cultura, que explica
o processo de restauração do prédio do Cine
Santa Tereza, edifício inaugurado em 1948 que,
após sofrer o desgaste do tempo, foi restaurado e
reativado, mantendo os traços arquitetônicos de
sua origem. Assim, o programa pretende instaurar
um sentido de que a experiência do passado
pode ser vivida hoje, mas com mais conforto. O passado como construção de si No entanto, de que passado o Terra de
Minas está falando? A que momento histórico o
programa se refere quando aciona um tempo que
já não é mais em sua plenitude, mas que almeja
seu retorno? Se o passado é um patrimônio que
precisa ser preservado, isso decorre do fato de
que, no programa, o passado se materializa nos
sujeitos. Ao ativar constantemente a memória
dos entrevistados, Terra de Minas deixa ver
permanentemente um sentimento de nostalgia
ou saudade. Assim, o programa endossa “o
mito do passado mais feliz” (WILLIAMS, 2011a). Mais feliz porque quem efetua o exercício de
rememorar o faz a partir do afeto, da juventude,
da infância, de um tempo em que, supostamente,
havia maior pureza e simplicidade. Sendo assim,
o passado não possui um tempo definido, ele é
o tempo de quem o viveu. São poucos os momentos em que Terra de
Minas dá precisão nas datas e períodos. O passado
datado entra no programa enquanto dimensão
legitimadora dos patrimônios – das igrejas, dos
edifícios etc. Mas a dimensão preferencial do
passado no programa é da história de vida, o
passado do sujeito. Deste modo, o programa
não faz distinção entre a infância que se deu
nos anos 1950 e a dos anos 1980, a conjuntura
que conforma as práticas vividas em um e outro
tempo pouco se expressa para dar significado
temporal. Por esse motivo, o programa utiliza
expressões genéricas como “antigamente” para
falar do tempo histórico. Ao que parece, há uma vertente da modernidade
que é aceita: o programa orgulha-se dos museus,
da literatura, dos monumentos, mas eles
ganham maior relevo quando associados a certa
historicidade que, certamente, encontra respaldo
nas políticas públicas de promoção de cultura. 6 Hoje, aquela casa abriga uma ONG que cuida de menores em situação de risco por meio da arte. O passado como construção de si Embora lamente os danos da modernidade,
o programa pouco problematiza a conjuntura
desse mesmo passado que procura preservar:
a chegada das monoculturas destinadas ao
mercado global; a criação intensiva do gado; o
desinteresse dos jovens em continuar os projetos
dos pais, pequenos agricultores familiares, uma Fernanda Mauricio da Silva
Tramas do tempo no telejornalismo local: temporalidades sociais no programa Terra de Minas 9/11 Fernanda Mauricio da Silva
Tramas do tempo no telejornalismo local: temporalidades sociais no programa Terra de Minas 9/11 Fernanda Mauricio da Silva
Tramas do tempo no telejornalismo local: temporalidades sociais no programa Terra de Minas 9/11 teve como gancho a pesquisa realizada por duas
jovens publicitárias em seu trabalho de conclusão
de curso, cujo objetivo era mapear todas as salas
de cinema de bairro em BH, contar suas histórias
e aviltar o testemunho de pessoas que tenham
frequentado aqueles espaços. Sendo assim, ao
lado da experiência de quem viveu o passado,
há o desejo de saber das novas gerações. A infância/juventude é um tempo
frequentemente recorrido pelo programa, como
na fala da artista plástica Maria Thereza que
organiza diariamente um café nas ruas do centro
de Belo Horizonte. Após mostrar a casa onde
a artista viveu em sua infância6 e o relato do
cotidiano de seu avô, ela conclui: “é como se eu
estivesse relembrando esse passado que eu vivi. Esse cheiro de café constante na casa, com bolo. E eu estivesse reeditando essa história aqui na
rua” (TERRA DE MINAS, 7 mar. 2015). O tempo da infância, o tempo vivido legitima-se
no Terra de Minas e põe em contato a experiência
de passado e presente na voz dos sujeitos. Em
geral, a tentativa é de fazer uma crítica ao presente
buscando restaurá-lo, é tomar o passado como
horizonte para a construção de um modo de
viver mais afetivo. Terra de Minas procura evidenciar situações
em que encontra espontaneamente pessoas
passando pela rua no momento da gravação do
programa para contar suas histórias. Para falar
sobre os murais urbanos, o programa interpela
duas entrevistadas por meio de expressões como
“a senhora lembra”? (18 nov. 2017a). Na reportagem
que abordou a renovação dos cinemas de rua
em BH, a sonora de Ieda Ferreira, que estava
passando no momento de gravação, ratificou a
mesma posição ao lembrar sua juventude: Horizontes para uma agenda de
investigação A partir do Estudos Culturais, Rocha (2017)
afirma que a mestiçagem é uma condição da
modernidade latino-americana. Isso se comprova
na forma como a imagem da cidade de Belo
Horizonte se constrói no Terra de Minas. BH é, ao
mesmo tempo, a materialização da modernidade e
do progresso do estado, e as tradições do interior. As duas dimensões coexistem no programa, que
pouco problematiza suas contradições. Ieda Ferreira (advogada): tinha a roupa
de vir ao cinema. Eu fiz uma vez um
vestido lilás para vir ao Paté [...] e até
hoje eu tenho um pouco da nostalgia
do lilás. Era muito bom! Pena que você
[repórter] não tenha vivido essa época
(TERRA DE MINAS, 25 jun. 2016c). Ao fazer essa articulação, Terra de Minas constrói
para si um lugar de distinção no telejornalismo
local: enquanto os telejornais diários ratificam os
efeitos negativos da modernidade – o trânsito
intenso, a violência etc. – o Terra de Minas
atua como fomentador de uma versão afetiva
que a cidade carrega como continuidade do
passado. Ao tratar Minas Gerais como um local
onde o passado permanece, como se o tempo
fosse linear, o programa, justamente, ratifica
a temporalidade não linear e comprova que
as distintas temporalidades vividas estão em
articulação no mesmo momento histórico. Tanto quanto o parecer técnico de um
especialista, o testemunho de quem viu e viveu
possui forte peso na construção informativa e
afetiva do programa. Como consequência, certos
personagens são preferenciais na legitimação
do discurso. Especialistas e fontes oficias têm
lugares assegurados, mas também idosos,
anciãos que tenham vivido aquele passado
projetado no programa para assegurar uma
experiência autêntica de outra temporalidade no
presente. Com isso, Terra de Minas parece assumir
também o papel de transmitir as experiências de
geração em geração, fortalecendo um vínculo
de pertencimento e criando um sentido de
comunidade. Ainda sobre a reportagem sobre
a restauração dos cinemas de rua, a produção Há, também, um certo senso de arcaico no
programa. A preservação, nesse caso, opera
como uma tentativa de manter estática no tempo
a experiência de um tempo que não se vive mais. 6 Hoje, aquela casa abriga uma ONG que cuida de menores em situação de risco por meio da arte. /11
Revista FAMECOS, Porto Al gre, v. 27, p. 1-11, jan.-dez. Horizontes para uma agenda de
investigação Gêneros midiáticos e identidade. Belo
Horizonte: PPGCOM UFMG, 2017, p. 115-132. Horizontes para uma agenda de
investigação 2020 | e-33837 Diferentemente do passado como patrimônio, em
que há uma tentativa de evidenciar os valores e
práticas que permanecem ativos como resíduo, o
arcaico diz de algo que ficou no passado e torna-
se peça de museu, como no caso dos enxovais
do Museu da Renda (9 dez. 2017b). Diferentemente do passado como patrimônio, em
que há uma tentativa de evidenciar os valores e
práticas que permanecem ativos como resíduo, o
arcaico diz de algo que ficou no passado e torna-
se peça de museu, como no caso dos enxovais
do Museu da Renda (9 dez. 2017b). MATA, Jhonatan. Um telejornal para chamar de seu:
identidade, representação e inserção popular no telejor-
nalismo local. Dissertação (Mestrado em Comunicação)
– Faculdade de Comunicação, UFJF, Juiz de Fora, 2011. MEAD, George Herbert. The nature of aesthetics ex-
perience. International Journal of Ethics, [s. l.], v. 36,
n. 4, p. 382-393, 1926. https://doi.org/10.1086/inteje-
thi.36.4.2377635. A análise das temporalidades em programas
televisivos mostra-se como um fértil campo
de investigação para pesquisadores brasileiros. As temporalidades dizem da experiência do
tempo nas sociedades contemporâneas que são
atravessadas por políticas públicas de ocupação
do espaço, tecnologias que transformam as
formas de sociabilidade entre outros fatores que
modificam a percepção sobre estar no tempo, o
que também se traduz nos produtos midiáticos. Este artigo procurou levantar algumas dessas
possibilidades, ainda de modo inicial, mas com a
finalidade de apontar pistas para análises futuras. MUSSE, Christina. Cultura, televisão e imaginário ur-
bano. Matrizes, [s. l.], v. 7, n. 1, p. 223-234, jan./jun. 2013. https://doi.org/10.11606/issn.1982-8160.v7i1p223-234. MUSSE, Christina; VARGAS, Herom; NICOLAU, Marcos. Apresentação – Temporalidades: dos conceitos às apli-
cações midiáticas. In: MUSSE, C.; VARGAS, H.; NICOLAU,
(
) C
i
ã
ídi
lid d MUSSE, Christina; VARGAS, Herom; NICOLAU, Marcos. Apresentação – Temporalidades: dos conceitos às apli-
cações midiáticas. In: MUSSE, C.; VARGAS, H.; NICOLAU,
M. (org.). Comunicação, mídias e temporalidades. Salvador: Edufba, 2017. p. 7-16. M. (org.). Comunicação, mídias e temporalidades. Salvador: Edufba, 2017. p. 7-16. RIBEIRO, Ana Paula; LEAL, Bruno; GOMES, Itania. A
historicidade dos processos comunicacionais: elemen-
tos para uma abordagem. In: MUSSE, C.; VARGAS, H.;
NICOLAU, M. (org.). Comunicação, mídias e tempora-
lidades. Salvador: Edufba, 2017, p. 37-58. ROCHA, Simone. “Ele é o atraso e você a moder-
nidade”: experiências anacrônicas da modernidade
latino-americana na televisualidade brasileira, o caso
da telenovela Duas Caras. In: FRANÇA, V.; COHEN, E.;
GOMES, I. (org.). MARTÍN-BARBERO, Jesús. Dos meios às mediações:
comunicação, cultura e hegemonia. Rio de Janeiro:
Editora UFRJ, 2006, p. 11-21. Referências Fernanda Mauricio da Silva
Tramas do tempo no telejornalismo local: temporalidades sociais no programa Terra de Minas 11/11 11/11 Fernanda Mauricio da Silva Doutora e Pós-doutora em Comunicação e Cultura
Contemporâneas pela Universidade Federal da Bahia
(UFBA). Professora do Programa de Pós-Graduação
em Comunicação e do Departamento de Comunica-
ção Social da Universidade Federal de Minas Gerais
(UFMG), Belo Horizonte, MG, Brasil. Referências SILVA, Fernanda Mauricio da; GUTMANN, Juliana. O
feminino dá o tom: resultados de uma análise histórica
e cultural do talk show no Brasil. Texto apresentado no
XXVI Encontro Anual da Compós, São Paulo, jun. 2017. ABDALA, Mônica Chaves. Saberes e sabores: tradições
culturais populares do interior de Minas e de Goiás. História: Questões & Debates, Curitiba, n. 54, p. 125-158,
jan./jun. 2011. Editora UFPR. https://doi.org/10.5380/
his.v54i1.25743. SILVA, Marcos Vinícius. O estilo televisivo e a figuração
da mineiridade em programas de caráter regional. 2017. Dissertação (Mestrado em Comunicação Social)
– Faculdade de Filosofia e Ciências Humanas, UFMG,
Belo Horizonte, 2017. COUTINHO, Iluska; MATA, Jhonatan. Telejornalismo a
serviço do público: a voz do povo em cena. Revista
Famecos, Porto Alegre, v. 17, n. 1, p. 65-73. jan./abr. 2010. https://doi.org/10.15448/1980-3729.2010.1.6881. TERRA DE MINAS. Programa TV Globo Minas. 7 mar. 2015. FRANCISCATO, Carlos Eduardo. A fabricação do pre-
sente: como o jornalismo reformulou a experiência do
tempo nas sociedades ocidentais. São Cristóvão: Editora
UFS; Aracaju: Fundação Oviêdo Teixeira, 2005. 274 p. TERRA DE MINAS. Programa TV Globo Minas. 7 maio 2016a. TERRA DE MINAS. Programa TV Globo Minas. 14
maio 2016b. GOMES, Itania. Raymond Williams e a hipótese cultural
da estrutura de sentimento. In: GOMES, Itania; JANOTTI,
Jeder (org.). Comunicação e estudos culturais. Salva-
dor: EDUFBA, 2011. p. 29-48. GOMES, Itania. Raymond Williams e a hipótese cultural
da estrutura de sentimento. In: GOMES, Itania; JANOTTI,
Jeder (org.). Comunicação e estudos culturais. Salva-
dor: EDUFBA, 2011. p. 29-48. TERRA DE MINAS. Programa TV Globo Minas. 25 jun. 2016c. TERRA DE MINAS. Programa TV Globo Minas. 18 nov. 2017a. LISBOA FILHO, Flavi Ferreira; ENNINGER, Rossana Zott. Identidade e televisão regional: conceitos e aproxi-
mações. Intercom – Sociedade Brasileira de Estudos
Interdisciplinares da Comunicação, XXXVI Congresso
Brasileiro de Ciências da Comunicação – Manaus/
AM – 4 a 7 set. 2013. Disponível em http://w3.ufsm.br/
estudosculturais/arquivos/trabalhos-eventos/IDEN-
TIDADE%20E%20TELEVIS%C3%83O%20REGIONAL%20
CONCEITOS%20E%20APROXIMA%C3%87%C3%95ES. pdf. Acesso em: 20 mar. 2018. TERRA DE MINAS. Programa TV Globo Minas. 9 dez. 2017b. WILLIAMS, Raymond. O campo e a cidade: na história
e na literatura. São Paulo: Companhia das Letras, 2011a. WILLIAMS, Raymond. Cultura. Rio de Janeiro: Paz e
Terra, 2011b. WILLIAMS, Raymond. Marxismo e Literatura. Rio de
Janeiro: Zahar Editores, 1979. p. 179-184. MARTÍN-BARBERO, Jesús. Dos meios às mediações:
comunicação, cultura e hegemonia. Rio de Janeiro:
Editora UFRJ, 2006, p. 11-21. Endereço para correspondência Fernanda Mauricio da Silva
Universidade Federal de Minas Gerais
Av. Antônio Carlos, 6.627, Sala 4.238, 4º Andar
Pampulha, 31.270-901
Belo Horizonte, MG, Brasil Fernanda Mauricio da Silva
Universidade Federal de Minas Gerais
Av. Antônio Carlos, 6.627, Sala 4.238, 4º Andar
Pampulha, 31.270-901
Belo Horizonte, MG, Brasil Fernanda Mauricio da Silva
Universidade Federal de Minas Gerais
Av. Antônio Carlos, 6.627, Sala 4.238, 4º Andar
Pampulha, 31.270-901
Belo Horizonte, MG, Brasil Belo Horizonte, MG, Brasil
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https://europepmc.org/articles/pmc7143966?pdf=render
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English
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Synthesis of 4′-Substituted-2′-Deoxy-2′-α-Fluoro Nucleoside Analogs as Potential Antiviral Agents
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Molecules/Molecules online/Molecules annual
| 2,020
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cc-by
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Received: 3 February 2020; Accepted: 28 February 2020; Published: 11 March 2020 Abstract: Nucleoside analogs are widely used for the treatment of viral diseases (Hepatitis B/C,
herpes and human immunodeficiency virus, HIV) and various malignancies. ALS-8176, a prodrug of
the 4′-chloromethyl-2′-deoxy-2′-fluoro nucleoside ALS-8112, was evaluated in hospitalized infants
for the treatment of respiratory syncytial virus (RSV), but was abandoned for unclear reasons. Based
on the structure of ALS-8112, a series of novel 4′-modified-2′-deoxy-2′-fluoro nucleosides were
synthesized. Newly prepared compounds were evaluated against RSV, but also against a panel of
RNA viruses, including Dengue, West Nile, Chikungunya, and Zika viruses. Unfortunately, none of
the compounds showed marked antiviral activity against these viruses. Keywords: nucleoside; virus; polymerase inhibitors; respiratory syncytial virus; Zika; Dengue;
West Nile; Chikungunya Molecules 2020, 25, 1258; doi:10.3390/molecules25061258 molecules Through this work we focused on small groups
r been introduced on the 4′-position of a nucleoside analog. These modifications included www.mdpi.com/journal/molecules Synthesis of 4′-Substituted-2′-Deoxy-2′-α-Fluoro
Nucleoside Analogs as Potential Antiviral Agents Center for AIDS Research, Laboratory of Biochemical Pharmacology, Department of Pediatrics, Emory
University School of Medicine, 1760 Haygood Drive, Atlanta, GA 30322, USA;
mahesh.kasthuri@emory.edu (M.K.); cli35@emory.edu (C.L.); kverma2@emory.edu (K.V.);
olivia.ollinger@emory.edu (O.O.R.); lyndsey.dickson@emory.edu (L.D.); alouisemccormick@gmail.com (L.M. leda.bassit@emory.edu (L.B.); famblar@emory.edu (F.A.) * Correspondence: rschina@emory.edu molecules molecules molecules sis of 4′-Substituted-2′-Deoxy-2′-α-Fluoro
side Analogs as Potential Antiviral Agents
huri, Chengwei Li, Kiran Verma, Olivia Ollinger Russell, Lyndsey Dickson,
rmick, Leda Bassit, Franck Amblard and Raymond F. Schinazi *
DS Research, Laboratory of Biochemical Pharmacology, Department of Pediatrics, Emory
hool of Medicine, 1760 Haygood Drive, Atlanta, GA 30322, USA;
uri@emory.edu (M.K.); cli35@emory.edu (C.L.); kverma2@emory.edu (K.V.);
@emory.edu (O.O.R.); lyndsey.dickson@emory.edu (L.D.); alouisemccormick@gmail.com (L.M.);
mory.edu (L.B.); famblar@emory.edu (F.A.)
dence: rschina@emory.edu
ebruary 2020; Accepted: 28 February 2020; Published: 11 March 2020
ucleoside analogs are widely used for the treatment of viral diseases (Hepatitis B/C,
human immunodeficiency virus, HIV) and various malignancies. ALS-8176, a prodrug of
omethyl-2′-deoxy-2′-fluoro nucleoside ALS-8112, was evaluated in hospitalized infants
ment of respiratory syncytial virus (RSV), but was abandoned for unclear reasons. Based
ture of ALS-8112, a series of novel 4′-modified-2′-deoxy-2′-fluoro nucleosides were
Newly prepared compounds were evaluated against RSV, but also against a panel of
s, including Dengue, West Nile, Chikungunya, and Zika viruses. Unfortunately, none of
nds showed marked antiviral activity against these viruses. nucleoside; virus; polymerase inhibitors; respiratory syncytial virus; Zika; Dengue;
hikungunya
on
d nucleoside and nucleotide analogs are now the cornerstone of antiviral and anticancer
ies [1,2] and among them, 4′-substituted nucleosides have attracted a great deal of
gure 1). Balapiravir (1), the prodrug of 4′-azidocytidine, was one of the early hits
a potent and selective inhibitor of hepatitis C virus (HCV) RNA polymerase [3]. Further,
fluoro-2′-deoxyadenosine (2) (EFdA/MK-8591/islatravir), in its triphosphate form, is a
t nucleoside reverse transcriptase translocation inhibitor (NRTTI) which is right now
the treatment and pre-exposure prophylaxis of HIV-1 infection via subdermal implant [4]. -C-cyano-2-amino-2′-deoxyadenosine (CAdA) (3) [5] was also reported as a highly potent
oth HBV and HIV-1 replication while E-CFCP (4), another 4′-C-cyano nucleoside analog,
to be a subnanomolar inhibitor of HBV replication [6]. ALS-8176/lumicitabine (6), a
LS-8112, a 4′-chloromethyl-2′-deoxy-2′-fluorocytidine analog, was evaluated in a phase 2
or the treatment of respiratory syncytial virus (RSV) infections which was terminated
asons [7]. We recently reported that ALS-8112 also displayed potent anti-Nipah virus
ro while also displaying in vitro toxicity [8]. Based on the potential of ALS-8112, we wish
in, the synthesis and the antiviral evaluation of new 4′-substituted-2′-deoxy-2′-fluoro
oside analogs. Although numerous 4′-substitutions have already been introduced on the
ffold, these modifications remained basic and included mostly simple groups such as N3,
ethynyl, cycloalkyl, ethers and thioethers. 2 1 Chemistry
2.1. Chemistry 2.1. Chemistry
Scheme 1. Synthesis of key intermediates 8 and 9 from commercially available 2′-deoxy-2′-α-
fluorocytidine 7. Targeted 4′-substituted-2′-deoxy-2′-α-fluoro nucleoside derivatives 11, 14, 17, 20, 25, and 26 were
prepared from key intermediates 8 and/or 9 obtained from commercially available 2′-deoxy-2′-α-
fluorocytidine 7 following the chemistry described by Wang et al. [10] (Scheme 1). The synthesis of
4′-difluoromethoxy analog 11 was achieved by the reaction of 9 with a reactive Cu-difluorocarbene
complex obtained by the reaction of CuI with FSO2CF2CO2H [11], followed by removal of the trityl
groups in 80% aqueous acetic acid (Scheme 2). We first thought to prepare the desired azetidine
analog 14 by reacting an activated 5′-methyltriflate intermediate with azetidine in presence of an
organic base (Et3N or pyridine). However, under these conditions, we were unable to observe
formation of the desired compound. We hypothesized that the relatively bulky azetidine ring could
not reach the sterically hindered 5′- position due to the presence of the nearby large 5′- and 3′-
Targeted 4′-substituted-2′-deoxy-2′-α-fluoro nucleoside derivatives 11, 14, 17, 20, 25, and
26 were prepared from key intermediates 8 and/or 9 obtained from commercially available
2′-deoxy-2′-α-fluorocytidine 7 following the chemistry described by Wang et al. [10] (Scheme 1). The synthesis of 4′-difluoromethoxy analog 11 was achieved by the reaction of 9 with a reactive
Cu-difluorocarbene complex obtained by the reaction of CuI with FSO2CF2CO2H [11], followed by
removal of the trityl groups in 80% aqueous acetic acid (Scheme 2). We first thought to prepare the
desired azetidine analog 14 by reacting an activated 5′-methyltriflate intermediate with azetidine in
presence of an organic base (Et3N or pyridine). However, under these conditions, we were unable
to observe formation of the desired compound. We hypothesized that the relatively bulky azetidine
ring could not reach the sterically hindered 5′- position due to the presence of the nearby large 5′- and
3′- monomethoxytrityl groups. Therefore, we subsequently evaluated an intramolecular reductive
cyclization via the use of a primary halogeno alkylamine. The oxidation of 9 to the corresponding
aldehyde with Dess Martin periodinane followed by reaction with 3-bromopropylamine in the presence
of MgSO4 led to the formation of imine intermediate 12 which was subsequently reduced with NaBH4. Finally, the newly formed amine displaced the terminal bromine to form the desired azetidine derivative
13 [12,13]. Treatment of 13 under acidic conditions gave the targeted compound 14 (Scheme 3). 1. Introduction A selection of 4′-substituted nucleoside analogs displaying antiviral activity and structures
of targeted 4′- and 5′-substituted-2′-deoxy-2′-fluoro cytidine analogs (A). Figure 1. A selection of 4′-substituted nucleoside analogs displaying antiviral activity and structures
of targeted 4′- and 5′-substituted-2′-deoxy-2′-fluoro cytidine analogs (A). Figure 1. A selection of 4′-substituted nucleoside analogs displaying antiviral activity and structures
of targeted 4′- and 5′-substituted-2′-deoxy-2′-fluoro cytidine analogs (A). Figure 1. A selection of 4′-substituted nucleoside analogs displaying antiviral activity and structures
of targeted 4′- and 5′-substituted-2′-deoxy-2′-fluoro cytidine analogs (A). Figure 1. A selection of 4′-substituted nucleoside analogs displaying antiviral activity and structures
of targeted 4′- and 5′-substituted-2′-deoxy-2′-fluoro cytidine analogs (A). 1. Introduction Modified nucleoside and nucleotide analogs are now the cornerstone of antiviral and anticancer
chemotherapies [1,2] and among them, 4′-substituted nucleosides have attracted a great deal of
attention (Figure 1). Balapiravir (1), the prodrug of 4′-azidocytidine, was one of the early hits
identified as a potent and selective inhibitor of hepatitis C virus (HCV) RNA polymerase [3]. Further,
4′-ethynyl-2-fluoro-2′-deoxyadenosine (2) (EFdA/MK-8591/islatravir), in its triphosphate form, is a
highly potent nucleoside reverse transcriptase translocation inhibitor (NRTTI) which is right now
evaluated for the treatment and pre-exposure prophylaxis of HIV-1 infection via subdermal implant [4]. In addition, 4′-C-cyano-2-amino-2′-deoxyadenosine (CAdA) (3) [5] was also reported as a highly potent
inhibitor of both HBV and HIV-1 replication while E-CFCP (4), another 4′-C-cyano nucleoside analog,
was reported to be a subnanomolar inhibitor of HBV replication [6]. ALS-8176/lumicitabine (6), a
prodrug of ALS-8112, a 4′-chloromethyl-2′-deoxy-2′-fluorocytidine analog, was evaluated in a phase 2
clinical trial for the treatment of respiratory syncytial virus (RSV) infections which was terminated
for unclear reasons [7]. We recently reported that ALS-8112 also displayed potent anti-Nipah virus
activity in vitro while also displaying in vitro toxicity [8]. Based on the potential of ALS-8112, we wish
to report herein, the synthesis and the antiviral evaluation of new 4′-substituted-2′-deoxy-2′-fluoro
cytidine nucleoside analogs. Although numerous 4′-substitutions have already been introduced on the
ALS-8112 scaffold, these modifications remained basic and included mostly simple groups such as N3,
alkyls, vinyl, ethynyl, cycloalkyl, ethers and thioethers. Through this work we focused on small groups
that had never been introduced on the 4′-position of a nucleoside analog. These modifications included Molecules 2020, 25, 1258; doi:10.3390/molecules25061258 www.mdpi.com/journal/molecules 2 of 13
2 of 13 Molecules 2020, 25, 1258 small heterocyclic rings (azetidine, oxetane and isoxazole), but also a unique difluoromethyl ether
group. In parallel, we also evaluated the effect, in terms of antiviral potency, of a methyl group on the
5′-methylene portion of ALS-8112, a modification known to be tolerated by other viral polymerases [9]. unique difluoromethyl ether group. In parallel, we also evaluated the effect, in terms of antiviral
potency, of a methyl group on the 5′-methylene portion of ALS-8112, a modification known to be
tolerated by other viral polymerases [9]. Figure 1. A selection of 4′-substituted nucleoside analogs displaying antiviral activity and structures
of targeted 4′- and 5′-substituted-2′-deoxy-2′-fluoro cytidine analogs (A). Figure 1. 2 1 Chemistry
2.1. Chemistry The
4′-oxetane analog 17 was obtained from 9 by, first, oxidation to the corresponding aldehyde followed
by a Johnson-Corey-Chaykovsky epoxidation and consecutive ring-expansion. Thus, compound 9
was oxidized by treatment with Dess-Martin periodinane to the corresponding aldehyde which was
treated with 10 equivalents of trimethyloxosulfonium iodide in presence of tBuOK for 4 days to provide
oxetane derivative 16 as a single isomer. Final deprotection under acidic conditions afforded the
desired 4′-oxetane analog 17 in 48% yield over 3 steps (Scheme 3). Stereochemistry of the oxetane 3 of 13 Molecules 2020, 25, 1258 ring in compound 17 could not be assessed with certitude by NMR analysis, therefore, crystals were
grown from methanol by slow evaporation. Results from X-ray structure determination of 17 led
us to ascertain the S-configuration of the 5′-carbon (Figure 2). Synthesis of 4′-isoxazole analog 20
was achieved from intermediate 9 by first oxidation to the 5-aldehyde intermediate followed by a
Van Leusen cyclization reaction using tosylmethyl isocyanide (TosMIC) in the presence of K2CO3 [14]
and final deprotection with acetic acid. Molecules 2020, 25, x FOR PEER REVIEW
5 of 13 Figure 2. The ORTEP drawing of nucleoside 17 from X-ray crystal analysis. Figure 2. The ORTEP drawing of nucleoside 17 from X-ray crystal analysis. Figure 1. A selection of 4′-substituted nucleoside analogs displaying antiviral activity and structures
of targeted 4′- and 5′-substituted-2′-deoxy-2′-fluoro cytidine analogs (A). sults
Chemistry
ules 2020, 25, x FOR PEER REVIEW
3 of
zation via the use of a primary halogeno alkylamine. The oxidation of 9 to the correspondin
hyde with Dess Martin periodinane followed by reaction with 3-bromopropylamine in th
ence of MgSO4 led to the formation of imine intermediate 12 which was subsequently reduce
NaBH4. Finally, the newly formed amine displaced the terminal bromine to form the desire
dine derivative 13 [12,13]. Treatment of 13 under acidic conditions gave the targeted compoun
cheme 3). The 4′-oxetane analog 17 was obtained from 9 by, first, oxidation to the correspondin Figure 2. The ORTEP drawing of nucleoside 17 from X-ray crystal analysis. Figure 2. The ORTEP drawing of nucleoside 17 from X-ray crystal analysis. ative 13 [12,13]. Treatment of 13 under acidic conditions gave the targe
The 4′-oxetane analog 17 was obtained from 9 by first oxidation to the Targeted 5′-methyl derivatives 25 and 26 were prepared by following the chemistry described
in Scheme 4. 2 1 Chemistry
2.1. Chemistry Protected intermediate 8 was oxidized under Pfitzner–Moffatt conditions and then
reacted with MeMgCl to give the desired methylated intermediate as a 1/1 mixture. This compound
was then oxidized to the corresponding ketone 21 under Pfitzner–Moffatt conditions and the tert
butyldimethylsilyl (TBS) group was removed using tetra-n-butylammonium fluoride (TBAF). 22 wa
then reacted with Tf2O in pyridine to form a triflate intermediate which was directly treated with
LiCl or LiBr in DMF to give the corresponding halogeno derivatives 23 and 24, respectively. Finally
reduction with NaBH4 and removal of the monomethoxytrityl groups under acidic condition
afforded the desired compounds 25 and 26 as 1/1 mixtures of isomers at the 5′- position. Scheme 1. Synthesis of key intermediates 8 and 9 from commercially available 2′-deoxy-2′-α-
Scheme 1. Synthesis of key intermediates 8 and 9 from commercially available 2′-deoxy-2′-α-
aldehyde followed by a Johnson-Corey-Chaykovsky epoxidation and consecutive ring-expansion
Thus, compound 9 was oxidized by treatment with Dess-Martin periodinane to the corresponding
aldehyde which was treated with 10 equivalents of trimethyloxosulfonium iodide in presence o
BuOK for 4 days to provide oxetane derivative 16 as a single isomer. Final deprotection under acidic
conditions afforded the desired 4′-oxetane analog 17 in 48% yield over 3 steps (Scheme 3)
Stereochemistry of the oxetane ring in compound 17 could not be assessed with certitude by NMR
analysis, therefore, crystals were grown from methanol by slow evaporation. Results from X-ray
tructure determination of 17 led us to ascertain the S-configuration of the 5′-carbon (Figure 2)
Synthesis of 4′-isoxazole analog 20 was achieved from intermediate 9 by first oxidation to the 5
aldehyde intermediate followed by a Van Leusen cyclization reaction using tosylmethyl isocyanide mo
/1 m
ved cidi
ion. dati mon
1/1 m
ved p
/
p
Scheme 1. Synthesis of key intermediates 8 and 9 from commercially available 2′-deoxy-2′-α-
fluorocytidine 7. Scheme 1. Synthesis of key intermediates 8 and 9 from commercially available 2′-deoxy-2′-α-
fluorocytidine 7. hyde intermediate followed by a Van Leusen cyclization reaction using tosylmethyl isocyan
MIC) in the presence of K2CO3 [14] and final deprotection with acetic acid. p
/
p
Scheme 1. Synthesis of key intermediates 8 and 9 from commercially available 2′-deoxy-2′-α-
fluorocytidine 7. Scheme 1. Synthesis of key intermediates 8 and 9 from commercially available 2′-deoxy-2′-α-
fluorocytidine 7. 2 1 Chemistry
2.1. Chemistry 4 of 13
f Molecules 2020, 25, 1258 Molecules 2020, 25, 1258
4 of 1
Molecules 2020, 25, x FOR PEER REVIEW
4 of 13 Molecules 2020, 25, x FOR PEER REVIEW
4 of 13 Scheme 3. Synthesis of compounds 14, 17 and 20. Reagents and conditions: a) i) Dess-Martin
periodinane, pyridine, DCM, 3 h, rt; ii) 3-bromopropylamine, MgSO4, DCM, rt, 6 h, Quant. b) NaBH4,
40 °C, 2 h, 72% over 3 steps; c) i) Dess-Martin periodinane, pyridine, DCM, 3 h, rt; ii)
trimethyloxosulfonium iodide, KOtBu, tBuOH, 65% over 2 steps. d) i) Dess-Martin periodinane,
pyridine, DCM, 3 h, rt; ii) tosylmethyl isocyanide, K2CO3, MeOH, reflux, 2 h, 74% over 2 steps. e) 80%
aq. AcOH, rt, 16 h, 14 (68%), 17 (73%) and 20 (76%). Scheme 3. Synthesis of compounds 14, 17 and 20. Reagents and conditions: (a) (i) Dess-Martin
periodinane, pyridine, DCM, 3 h, rt; (ii) 3-bromopropylamine, MgSO4, DCM, rt, 6 h, Quant. (b) NaBH4, 40 ◦C, 2 h, 72% over 3 steps; (c) (i) Dess-Martin periodinane, pyridine, DCM, 3 h, rt;
(ii) trimethyloxosulfonium iodide, KOtBu, tBuOH, 65% over 2 steps. (d) (i) Dess-Martin periodinane,
pyridine, DCM, 3 h, rt; (ii) tosylmethyl isocyanide, K2CO3, MeOH, reflux, 2 h, 74% over 2 steps. (e) 80%
aq. AcOH, rt, 16 h, 14 (68%), 17 (73%) and 20 (76%). Scheme 3. Synthesis of compounds 14, 17 and 20. Reagents and conditions: a) i) Dess-Martin
periodinane, pyridine, DCM, 3 h, rt; ii) 3-bromopropylamine, MgSO4, DCM, rt, 6 h, Quant. b) NaBH4,
40 °C, 2 h, 72% over 3 steps; c) i) Dess-Martin periodinane, pyridine, DCM, 3 h, rt; ii)
trimethyloxosulfonium iodide, KOtBu, tBuOH, 65% over 2 steps. d) i) Dess-Martin periodinane,
pyridine, DCM, 3 h, rt; ii) tosylmethyl isocyanide, K2CO3, MeOH, reflux, 2 h, 74% over 2 steps. e) 80%
aq. AcOH, rt, 16 h, 14 (68%), 17 (73%) and 20 (76%). Scheme 3. Synthesis of compounds 14, 17 and 20. Reagents and conditions: (a) (i) Dess-Martin
periodinane, pyridine, DCM, 3 h, rt; (ii) 3-bromopropylamine, MgSO4, DCM, rt, 6 h, Quant. (b) NaBH4, 40 ◦C, 2 h, 72% over 3 steps; (c) (i) Dess-Martin periodinane, pyridine, DCM, 3 h, rt;
(ii) trimethyloxosulfonium iodide, KOtBu, tBuOH, 65% over 2 steps. (d) (i) Dess-Martin periodinane,
pyridine, DCM, 3 h, rt; (ii) tosylmethyl isocyanide, K2CO3, MeOH, reflux, 2 h, 74% over 2 steps. (e) 80%
aq. 2 1 Chemistry
2.1. Chemistry hyde intermediate followed by a Van Leusen cyclization reaction using tosylmethyl isocyani
MIC) in the presence of K2CO3 [14] and final deprotection with acetic acid. 2′-deoxy-2′-α-fluoro nucleoside deri
diates 8 and/or 9 obtained from co
he chemistry described by Wang et
1 was achieved by the reaction of 9
action of CuI with FSO2CF2CO2H [1
tic acid (Scheme 2). We first thoug
tivated 5′-methyltriflate intermedia
dine). However, under these cond
d W h
h
i
d h
h Targeted 4′-substituted-2′-deoxy-2′-α-fluoro nucleoside derivatives 11, 14, 17, 20, 25, and 26 were
prepared from key intermediates 8 and/or 9 obtained from commercially available 2′-deoxy-2′-α-
fluorocytidine 7 following the chemistry described by Wang et al. [10] (Scheme 1). The synthesis of
4′-difluoromethoxy analog 11 was achieved by the reaction of 9 with a reactive Cu-difluorocarbene
complex obtained by the reaction of CuI with FSO2CF2CO2H [11], followed by removal of the trityl
groups in 80% aqueous acetic acid (Scheme 2). We first thought to prepare the desired azetidine
analog 14 by reacting an activated 5′-methyltriflate intermediate with azetidine in presence of an
organic base (Et3N or pyridine). However, under these conditions, we were unable to observe
formation of the desired compound. We hypothesized that the relatively bulky azetidine ring could
not reach the sterically hindered 5′- position due to the presence of the nearby large 5′- and 3′-
monomethoxytrityl groups Therefore we subsequently evaluated an intramolecular reductive
Scheme 2. Synthesis of compound 11. Reagents and conditions: a) CuI, FSO2CF2CO2H, CH3CN, 60 °C,
2 h, 22%. b) 80% aq AcOH, rt, 16 h, 68%. Scheme 2. Synthesis of compound 11. Reagents and conditions: (a) CuI, FSO2CF2CO2H, CH3CN,
60 ◦C, 2 h, 22%. (b) 80% aq AcOH, rt, 16 h, 68%. y
(Et under ble to mation of the desired compound. We hypothesized that the relatively bulky azetidine ring cou
reach the sterically hindered 5′- position due to the presence of the nearby large 5′- and
nomethoxytrityl groups Therefore we subsequently evaluated an intramolecular reducti
Scheme 2. Synthesis of compound 11. Reagents and conditions: a) CuI, FSO2CF2CO2H, CH3CN, 60 °C,
2 h, 22%. b) 80% aq AcOH, rt, 16 h, 68%. Scheme 2. Synthesis of compound 11. Reagents and conditions: (a) CuI, FSO2CF2CO2H, CH3CN,
60 ◦C, 2 h, 22%. (b) 80% aq AcOH, rt, 16 h, 68%. 2 1 Chemistry
2.1. Chemistry AcOH, rt, 16 h, 14 (68%), 17 (73%) and 20 (76%). Targeted 5′-methyl derivatives 25 and 26 were prepared by following the chemistry described
in Scheme 4. Protected intermediate 8 was oxidized under Pfitzner–Moffatt conditions and then
reacted with MeMgCl to give the desired methylated intermediate as a 1/1 mixture. This compound
was then oxidized to the corresponding ketone 21 under Pfitzner–Moffatt conditions and the
tert-butyldimethylsilyl (TBS) group was removed using tetra-n-butylammonium fluoride (TBAF). 22
was then reacted with Tf2O in pyridine to form a triflate intermediate which was directly treated with
LiCl or LiBr in DMF to give the corresponding halogeno derivatives 23 and 24, respectively. Finally, 5 of 13
22 was
d with 5 of 13
22 was
d with Molecules 2020, 25, 1258
butyldimethylsilyl (
th
t d
ith T reduction with NaBH4 and removal of the monomethoxytrityl groups under acidic conditions afforded
the desired compounds 25 and 26 as 1/1 mixtures of isomers at the 5′-position. LiCl or LiBr in DMF to give the corresponding halogeno derivatives 23 and 24, respectively. Finally,
reduction with NaBH4 and removal of the monomethoxytrityl groups under acidic conditions
afforded the desired compounds 25 and 26 as 1/1 mixtures of isomers at the 5′- position. Scheme 4. Synthesis of compounds 25 and 26. Reagents and conditions: a) i) DCC, pyridine DMSO,
TFA, rt, overnight; ii) MeMgCl, THF, 86% over 2 steps. b) DCC, pyridine DMSO, TFA, 87%. c) TBAF,
95%; d) i) Tf2O, pyridine; ii) LiX, DMF. e) (i) NaBH4, MeOH; X = Cl 89%, X = Br 93%; f) 80% aq. AcOH,
60 °C, 16 h, X = Cl 81%, X = Br 48%. Scheme 4. Synthesis of compounds 25 and 26. Reagents and conditions: (a) (i) DCC, pyridine DMSO,
TFA, rt, overnight; (ii) MeMgCl, THF, 86% over 2 steps. (b) DCC, pyridine DMSO, TFA, 87%. (c) TBAF,
95%; (d) (i) Tf2O, pyridine; (ii) LiX, DMF. (e) (i) NaBH4, MeOH; X = Cl 89%, X = Br 93%; (f) 80% aq. AcOH, 60 ◦C, 16 h, X = Cl 81%, X = Br 48%. Scheme 4. Synthesis of compounds 25 and 26. Reagents and conditions: a) i) DCC, pyridine DMSO,
TFA, rt, overnight; ii) MeMgCl, THF, 86% over 2 steps. b) DCC, pyridine DMSO, TFA, 87%. c) TBAF,
95%; d) i) Tf2O, pyridine; ii) LiX, DMF. 2 2 Antiviral and Toxicity Evaluation
2.2. Antiviral and Toxicity Evaluation y
Based on their structural similarity with ALS-8112, compounds 11, 14, 17, 20, 25 and 26 were
tested against RSV replicon-containing adenocarcinomic human alveolar basal epithelial A549 cells
(kindly provided by Apath, L.L.C, New York, NY, USA), but unfortunately none of them display
antiviral activity in this system when evaluated up to 10 µM. It is worth noting that they did not show
Based on their structural similarity with ALS-8112, compounds 11, 14, 17, 20, 25 and 26 were
tested against RSV replicon-containing adenocarcinomic human alveolar basal epithelial A549 cells
(kindly provided by Apath, L.L.C, New York, NY, USA), but unfortunately none of them display
antiviral activity in this system when evaluated up to 10 µM. It is worth noting that they did not
show toxicity either, up to 100 µM, in a panel of cell lines, including primary human peripheral blood
mononuclear (PBM) cells, human lymphoblastoid cells (CEM), African Green monkey (Vero) cells
and human liver hepatocarcinoma (HepG2) cells. The excellent safety profile of these compounds
led us to further evaluate them against a panel of RNA viruses (Dengue (DENV), West Nile (WNV),
Chikungunya (CHIKV), and Zika viruses (ZIKV)) but, once again, none of them displayed antiviral
activity when tested up to 20 µM for ZIKV or 30 µM for DENV, WNV, or CHIKV. 2 1 Chemistry
2.1. Chemistry e) (i) NaBH4, MeOH; X = Cl 89%, X = Br 93%; f) 80% aq. AcOH,
60 °C, 16 h, X = Cl 81%, X = Br 48%. Scheme 4. Synthesis of compounds 25 and 26. Reagents and conditions: (a) (i) DCC, pyridine DMSO,
TFA, rt, overnight; (ii) MeMgCl, THF, 86% over 2 steps. (b) DCC, pyridine DMSO, TFA, 87%. (c) TBAF,
95%; (d) (i) Tf2O, pyridine; (ii) LiX, DMF. (e) (i) NaBH4, MeOH; X = Cl 89%, X = Br 93%; (f) 80% aq. AcOH, 60 ◦C, 16 h, X = Cl 81%, X = Br 48%. 3.1. Synthesis 1H NMR (400 MHz, CDCl3): δ 7.5–6.64 (m, 38H), 6.22 (t, J = 74.8,
Hz, 1H), 6.14 (d, J = 7.6 Hz, 1H), 6.09 (d, J = 19.7 Hz, 1H), 4.54 (dd, J = 24.5 Hz, J = 5.0 Hz, 1H), 4.32
(q, J = 12.0 Hz, 2H), 4.24 (d, J = 7.6 Hz, 1H), 3.78 (s, 3H), 3.76 (s, 3H), 3.73 (s, 3H), 3.61 (dd, J = 70.6
Hz, J = 10.0 Hz, 1H), 3.22 (dd, J = 52.0 Hz, J = 5.0 Hz, 1H). 19F NMR (376 MHz, CDCl3): δ –84.11 (d,
J = 74.8 Hz), −185.8 (m). 13C NMR (101 MHz, CDCl3): δ 165.3, 159.1, 158.7, 158.6, 154.4, 144.3, 144.0,
143.8, 143.67, 143.6, 143.3, 141.3, 135.8, 134.5, 134.3, 131.0, 130.8, 130.7, 129.9, 128.8, 128.7, 128.6, 128.5,
128.4, 128.3, 128.2, 127.9, 127.8, 127.6, 127.5, 127.4, 127.1, 127.0, 118.7, 116.1, 113.5, 113.4, 113.3, 113.2,
112.9, 94.8, 94.0, 89.4, 89.1, 88.2, 88.1, 87.4, 86.7, 72.2, 72.0, 703, 64.3, 62.3, 55.2. HRMS for C71H62F3N3O8
(M + H]. Calcd: m/z 1142.4489, found: m/z 1142.4549. 4-Amino-1-((2R,3R,4R,5S)-5-((difluoromethoxy)methyl)-3-fluoro-4-hydroxy-5-(hydroxymethyl) tetrahydrofuran-
2-yl)pyrimidin-2(1H)-one 11: Compound 10 (150 mg, 0.13 mmol) was treated with 3 mL of 80%
acetic acid in water (v/v) at 50–60 ◦C for 12 h. Volatiles were evaporated under reduced pressure
and the residue co-evaporated with toluene (3 × 5 mL). The resulting crude product was purified
by flash column chromatography (dichloromethane/methanol, 100/0 to 90/10) to give compound 11
(29 mg, 68%). 1H NMR (400 MHz, MeOD-d4): δ 8.09 (d, J = 7.6 Hz, 1H), 6.43 (t, J = 75.6, Hz, 1H), 6.17
(dd, J = 15.4 Hz, J = 3.6 Hz, 1H), 5.93 (d, J = 7.5 Hz, 1H), 5.17 (dq, J = 53.5 Hz, J = 3.6 Hz, 1H), 4.56
(dd, J = 15.5 Hz, J = 5 Hz, 1H), 4.09 (q, J = 12.0 Hz, 2H), 4.09 (dd, J = 24.0 Hz, J = 11.2 Hz, 2H). 19F
NMR (376 MHz, MeOD-d4): δ −85.6 (d, J = 73.0 Hz), −186.68 (m). 13C NMR (101 MHz, MeOD-d4):
δ165.2, 156.8, 142.2, 120.2, 117.7, 115.2, 94.9, 94.5, 92.7, 87.4, 87.1, 86.5, 69.3, 69.2, 65.2, 61.5. HRMS for
C11H14F3N3O5 (M + H]. Calcd: m/z 326.0885, found: m/z 326.0950. 1-((2R,3R,4R,5R)-5-(Azetidin-1-ylmethyl)-3-fluoro-4-((4-methoxyphenyl)diphenylmethoxy)-5-(((4-methoxyphenyl)
diphenylmethoxy)methyl)tetrahydrofuran-2-yl)-4-(((4-methoxyphenyl) diphenylmethyl)amino)pyrimidin-2(1H)-one
13: To a solution of 9 (200 mg, 0.18 mmol) in dichloromethane (7 mL) was added pyridine (0.14 mL, 1.83 mmol)
and Dess-Martin periodinane (173 mg, 0.41 mmol) at 0 ◦C. 3.1. Synthesis Anhydrous solvents were purchased from Aldrich Chemical Company, Inc. (Milwaukee,
Wisconsin, USA). Reagents were purchased from commercial sources. Unless noted otherwise,
the materials used in the examples were obtained from readily available commercial suppliers or
synthesized by standard methods known to one skilled in the art of chemical synthesis. 1H, 13C,
and 19F spectra were taken on a Bruker AscendTM 400 spectrometer (Bruker BioSpin Corporation,
Billerica, MA, USA) at rt and reported in ppm downfield from internal tetramethylsilane (for 1H-NMR). NMR processing was performed with MestReNova version 10.0.2-15465. Deuterium exchange and
decoupling experiments were utilized to confirm proton assignments. Signal multiplicities are
represented by s (singlet), d (doublet), dd (doublet of doublets), t (triplet), q (quadruplet), br (broad),
bs (broad singlet), m (multiplet). All J-values are in Hz and calculated by Mnova or MestReNova 6 of 13 Molecules 2020, 25, 1258 programs (V 14.1.1). Mass spectra were determined on a Waters Acquity UPLC using electrospray
ionization (Waters Corporation, Milford, MA, USA). Analytic TLC was performed on Analtech GHLF
silica gel plates (Analtech, Newark, DE, USA), and preparative TLC on Analtech GF silica gel plates
(Analtech, Newark, DE, USA). Column chromatography was performed on Combiflash Rf200 or via
reverse-phase high performance liquid chromatography. 1H, 13C and 19F-NMR spectra for compounds
11, 14, 17, 20, 25 and 26 are available online in Supplementary Materials at (Figures S1–S18). 1-((2R,3R,4R,5S)-5-((Difluoromethoxy)methyl)-3-fluoro-4-((4-methoxyphenyl)diphenylmethoxy)-5-(((4-
methoxyphenyl)diphenylmethoxy)methyl)tetrahydrofuran-2-yl)-4-(((4-methoxyphenyl) diphenylmethyl)amino)
pyrimidin-2(1H)-one 10: To a solution of 9 (650 mg, 0.59 mmol) in acetonitrile (10 mL) was added
CuI (22.2 mg, 0.12 mol). The resulting reaction mixture was heated to 60 ◦C and a solution of
2,2-difluoro-2-(fluorosulfonyl) acetic acid (89.7 µL, 0.89 mmol) in acetonitrile (2 mL) was added slowly
over 10 min. After 2 h at 60 ◦C, the reaction was cooled down to room temperature, quenched with a
saturated solution of NaHCO3 (50 mL) and stirred for 30 min at this temperature. The solution was
then extracted with ethyl acetate (3 × 20 mL) and the combined organic layers were washed with brine
(20 mL), dried over Na2SO4, filtered and concentrated under reduced pressure. The resulting crude
product was purified by flash column chromatography (dichloromethane/methanol, 100/0 to 95/5) to
give compound 10 (150 mg, 22%). 3.1. Synthesis The reaction mixture was then stirred for 2 h at 40 C before being quenched at room temperature
with a saturated solution of ammonium chloride (7 mL). The mixture was then diluted with ethyl
acetate (35 mL). The organic layer was separated, washed with brine (7 mL), dried over Na2SO4,
filtered and concentrated under reduced pressure. The resulting crude product was purified by flash
column chromatography (dichloromethane/methanol, 100/0 to 95/5) to give compound 13 (149 mg, 86
%). 1H NMR (400 MHz, CDCl3): δ 7.44–6.60 (m, 38H), 6.20 (d, J = 18.0 Hz, 1H), 4.45 (dd, J = 27.0 Hz,
J = 3.8 Hz, 1H), 4.08 (d, J = 18.0 Hz, 1H), 3.9 (d, J = 10.0 Hz, 1H), 3.77 (s, 6H), 3.73 (s, 3H), 3.59 (d,
J = 10.0 Hz, 1H), 3.12–2.96 (m, 6H), 2.86 (d, J = 13.2 Hz, 1H), 1.91 (m, 2H). 19F NMR (376 MHz, CDCl3):
δ −185.36 (m). 13C NMR (101 MHz, CDCl3): δ 165.1, 159.1,158.6, 158.5, 154.7, 144.4, 144.3, 144.0, 143.9,
143.7, 141.1,135.7, 134.8, 134.3, 131.0, 130.9, 129.9, 128.9, 128.8, 128.7, 128.6, 128.5, 128.4, 128.2, 128.1,
127.8, 127.7, 127.6, 127.5, 127.4, 127.3, 126.9, 126.8, 113.3, 113.1, 112.8, 94.7, 94.6, 92.7, 88.7, 87.8, 87.5,
71.5, 71.4, 70.1, 62.9, 60.6, 55.2, 18.8. HRMS for C73H67FN4O7 (M + H]. Calcd: m/z 1131.4994, found:
m/z 1131.5055. 4-Amino-1-((2R,3R,4R,5R)-5-(azetidin-1-ylmethyl)-3-fluoro-4-hydroxy-5-(hydroxymethyl) tetrahydrofuran-2-yl)
pyrimidin-2(1H)-one 14: Compound 13 (230 mg, 0.2 mmol) was treated with 4 mL of 80% acetic acid in
water (v/v) at 50–60 ◦C for 12 h. Volatiles were evaporated under reduced pressure and co-evaporated
with toluene (3 × 5 mL). The resulting crude product was purified by flash column chromatography
(dichloromethane/methanol, 100/0 to 90/10) to afford 14 (43 mg, 68%). 1H NMR (400 MHz, MeOD-d4): δ
8.02 (d, J = 7.5 Hz, 1H), 6.18 (dd, J = 15.2 Hz, J = 3.6 Hz, 1H), 5.9 (d, J = 7.5 Hz, 1H), 5.1 (dq, J = 53.6 Hz,
J = 3.7 Hz, 1H), 4.45 (dd, J = 15.7 Hz, J = 5.2 Hz, 1H), 3.71 (dd, J = 81.0 Hz, J = 11.8 Hz, 2H), 3.38 (m,
4H), 2.88 (dd, J = 14.5 Hz, J = 13.6 Hz, 2H), 2.14 (m, 2H). 19F NMR (376 MHz, MeOD-d4): δ −204.24 (dt,
J = 53.6 Hz, J = 15.4 Hz). 13C NMR (101 MHz, MeOD-d4): δ166.4, 156.8, 141.8, 94.8, 94.7, 92.9, 88.5, 88.1,
86.8, 71.0, 70.9, 63.7, 60.7, 60.6, 56.5, 17.8. 3.1. Synthesis The resulting reaction mixture was stirred
at room temperature for 3 h, then quenched with 10 mL of Na2S2O3 and Na2CO3 (1:1 mixture). The
solution was extracted with dichloromethane (3 × 20 mL) and the combined organic layers were
washed with brine (20 mL), dried over Na2SO4, filtered and concentrated under reduced pressure. The
resulting crude product was purified by flash column chromatography (dichloromethane/methanol,
100/0 to 95/5) to give the desired aldehyde (168 mg, 84%). To a solution of the freshly prepared
aldehyde (168 mg, 0.15 mmol) in dichloromethane (5 mL) was added MgSO4 (170 mg). After 5 min,
3-bromopropylamine hydrogen chloride (37 mg, 0.17 mmol) and pyridine (19 µL, 0.23 mmol) were
added and the resulting reaction mixture was stirred at room temperature for 16 h. After completion,
the reaction was filtered through celite and concentrated under reduced pressure. The resulting crude 7 of 13 Molecules 2020, 25, 1258 product was dissolved in methanol (5 mL) before addition of sodium borohydride (6 mg, 0.15 mmol). The reaction mixture was then stirred for 2 h at 40 ◦C before being quenched at room temperature
with a saturated solution of ammonium chloride (7 mL). The mixture was then diluted with ethyl
acetate (35 mL). The organic layer was separated, washed with brine (7 mL), dried over Na2SO4,
filtered and concentrated under reduced pressure. The resulting crude product was purified by flash
column chromatography (dichloromethane/methanol, 100/0 to 95/5) to give compound 13 (149 mg, 86
%). 1H NMR (400 MHz, CDCl3): δ 7.44–6.60 (m, 38H), 6.20 (d, J = 18.0 Hz, 1H), 4.45 (dd, J = 27.0 Hz,
J = 3.8 Hz, 1H), 4.08 (d, J = 18.0 Hz, 1H), 3.9 (d, J = 10.0 Hz, 1H), 3.77 (s, 6H), 3.73 (s, 3H), 3.59 (d,
J = 10.0 Hz, 1H), 3.12–2.96 (m, 6H), 2.86 (d, J = 13.2 Hz, 1H), 1.91 (m, 2H). 19F NMR (376 MHz, CDCl3):
δ −185.36 (m). 13C NMR (101 MHz, CDCl3): δ 165.1, 159.1,158.6, 158.5, 154.7, 144.4, 144.3, 144.0, 143.9,
143.7, 141.1,135.7, 134.8, 134.3, 131.0, 130.9, 129.9, 128.9, 128.8, 128.7, 128.6, 128.5, 128.4, 128.2, 128.1,
127.8, 127.7, 127.6, 127.5, 127.4, 127.3, 126.9, 126.8, 113.3, 113.1, 112.8, 94.7, 94.6, 92.7, 88.7, 87.8, 87.5,
71.5, 71.4, 70.1, 62.9, 60.6, 55.2, 18.8. HRMS for C73H67FN4O7 (M + H]. Calcd: m/z 1131.4994, found:
m/z 1131.5055. 3.1. Synthesis Compound 16 (610 mg, 0.546 mmol) was treated with 10 mL of 80% acetic acid
in water (v/v) at 50–60 ◦C for 12 h. The volatiles were then evaporated under reduced pressure and the
residue was purified by flash column chromatography (dichloromethane/methanol, 100/0 to 85/15) to
give compound 17 (119 mg, 73%). 1H NMR (400 MHz, DMSO-d6): δ 7.89 (d, J = 7.4 Hz, 1H), 7.32 (NH2,
2H), 6.35 (dd, J = 11.4, 7.0 Hz, 1H), 5.80 (d, J = 7.4 Hz, 1H), 5.56 (br s, 1H), 5.25 (br s, 1H), 5.12 (ddd,
J = 53.2, 6.8, 1.6 Hz, 1H), 4.96 (t, J = 7.4 Hz, 1H), 3.54 (m, 1H), 3.45 (m, 1H), 2.74 (m, 1H), 2.54 (m, 1H). 19F NMR (376 MHz, DMSO-d6): δ −210.35, (ddd, J = 53.2, 12, 3.6 Hz). 13C NMR (101 MHz, DMSO-d6):
δ 166.1, 155.8, 141.8, 95.4, 93.1, 91.2, 89.29, 89.26, 86.3, 86.0, 82.6, 70.6, 70.4, 69.0, 61.8, 24.9. HRMS for
C12H17FN3O5 (M + H). Calcd: m/z 302.1152, found: m/z 302.1142. 1-((2R,3R,4R,5R)-3-Fluoro-4-((4-methoxyphenyl)diphenylmethoxy)-5-(((4-methoxyphenyl) diphenylmethoxy)
methyl)-5-(oxazol-5-yl)tetrahydrofuran-2-yl)-4-(((4-methoxyphenyl) diphenylmethyl)amino)pyrimidin-2(1H)-one
19: To a solution of 9 (200 mg, 0.18 mmol) in dichloromethane (7 mL) was added pyridine (0.14 mL,
1.83 mmol) and Dess-Martin periodinane (173 mg, 0.41 mmol) at 0 ◦C. The resulting reaction mixture was
stirred at room temperature for 3 h, then quenched with 10 mL of Na2S2O3 and Na2CO3 (1:1 mixture). The solution was extracted with dichloromethane (3 × 20 mL) and the combined organic layers were
washed with brine (20 mL), dried over Na2SO4, filtered and concentrated under reduced pressure. The
resulting crude product was purified by flash column chromatography (dichloromethane/methanol,
100/0 to 95/5) to give the desired aldehyde intermediate (168 mg, 84%). To a solution of this aldehyde
(168 mg, 0.15 mmol) in methanol (2 mL) was added sequentially p-toluenesulfonylmethyl isocyanide
(TosMIC) (30 mg, 0.15 mmol) and K2CO3 (63 mg, 0.45 mmol). After 2 h at 65 ◦C, the volatiles were
evaporated under reduced pressure, water (5 mL) was added and the solution stirred for 5 min. The
organic content was extracted with ethyl acetate (3 × 5 mL), combined organic layer were washed with
brine (5 mL), dried over Na2SO4, filtered and concentrated under reduced pressure. The resulting
crude product was purified by flash column chromatography (dichloromethane/methanol, 100/0 to
95/5) to give 19 (147 mg, 88%). 3.1. Synthesis 1H NMR (400 MHz, CDCl3): δ 7.93 (s, 1H), 7.73–6.9 (m, 39H), 6.77
(d, J = 12 Hz, 2H), 6.70 (d, J = 12 Hz, 4H), 6.05 (d, J = 20.4 Hz, 1H), 4.66 (dd, J = 21.6 Hz, J = 4.4 Hz,
1H), 4.47 (d, J = 7.6 Hz, 1H), 3.77 (s, 3H), 3.76 (s, 3H), 3.74 (s, 3H), 3.68 (q, J = 10.0 Hz, 2H), 3.41 (dd,
J = 51.6 Hz, J = 24.8 Hz, 1H). 19F NMR (376 MHz, CDCl3): δ −185.53 (m). 13C NMR (101 MHz, CDCl3):
δ 165.5, 159.0, 158.7, 158.6, 154.3, 150.7, 150.2, 144.2, 144.1, 143.9, 143.8, 143.7, 143.2, 141.9, 135.7, 134.6,
134.4, 130.9, 130.6, 129.9, 128.8, 128.7, 128.6, 128.5, 128.4, 128.3, 128.2, 127.9, 127.8, 127.6, 127.5, 127.3,
127.1, 127.0, 125.3, 113.5, 113.1, 112.9, 94.9, 93.4, 91.7, 91.5, 91.4, 88.1, 87.1, 85.5, 73.6, 73.5, 70.4, 64.6, 55.2,
55.1. HRMS for C72H61FN4O8 (M + H]. Calcd: m/z 1129.45, found: m/z 1129.4543. 4-Amino-1-((2R,3R,4R,5R)-3-fluoro-4-hydroxy-5-(hydroxymethyl)-5-(oxazol-5-yl)tetrahydrofuran-2-yl)pyrimidin-
2(1H)-one 20: Compound 19 (400 mg, 0.35 mmol) was treated with 8 mL of 80% acetic acid in water
(v/v) at 50–60 ◦C for 12 h. The volatiles were then evaporated under reduced pressure and the residue
co-evaporated with toluene (3 × 10 mL). The resulting crude product was purified by flash column
chromatography (dichloromethane/methanol, 100/0 to 90/10) to give compound 20 (83.6 mg, 76%). 1H NMR (400 MHz, MeOD-d4): δ 8.21 (s, 1H), 8.05 (d, J = 7.5 Hz, 1H), 7.22 (s, 1H), 6.23 (dd, J = 18.0 Hz,
J = 2.0 Hz, 1H), 5.93 (d, J = 7.5 Hz, 1H), 5.17 (dq, J = 53.5 Hz, J = 2.0 Hz, 1H), 4.79 (dd, J = 20.0 Hz,
J = 5 Hz, 1H), 3.98 (q, J = 12.0 Hz, 2H). 19F NMR (376 MHz, MeOD-d4): δ −198.45 (dt, J = 53.0 Hz,
J = 19.6 Hz). 13C NMR (101 MHz, MeOD-d4): δ 166.5, 156.5, 151.8, 150.0, 142.3, 124.1, 94.9, 94.6,
92.7, 90.8, 90.5, 85.9, 70.4, 70.3, 63. 3. HRMS for C12H13FN4O5 (M + H]. Calcd: m/z 313.09, found:
m/z 313.0935. 1-((2R,3R,4R,5S)-5-Acetyl-5-(((tert-butyldimethylsilyl)oxy)methyl)-3-fluoro-4-((4-methoxyphenyl)
diphenylmethoxy) tetrahydrofuran-2-yl)-4-(((4-methoxyphenyl)diphenylmethyl)amino) pyrimidin-2(1H)-one 21:
To a solution of pyridine (0.21 mL, 2.51 mmol) in DMSO (4 mL) was added TFA (0.16 mL, 2.12 mmol)
at 0 ◦C. The mixture was then stirred at room temperature for 10 min before being added dropwise to a
solution of 8 (1.8 g, 1.93 mmol) and DCC (1.473 g, 7.14 mmol) in DMSO (10 mL). 3.1. Synthesis HRMS for C13H19FN4O4 (M + H]. Calcd: m/z 315.1390, found:
m/z 315.1456. (2R,3R,4R,5S)-3-Fluoro-4-((4-methoxyphenyl)diphenylmethoxy)-5-(((4-methoxyphenyl) diphenylmethoxy)methyl)
-5-((S)-oxetan-2-yl)tetrahydrofuran-2-yl)-4-(((4-methoxyphenyl) diphenylmethyl)amino)pyrimidin-2(1H)-one
16: To a solution of 9 (200 mg, 0.18 mmol) in dichloromethane (7 mL) was added pyridine (0.14 mL,
1.83 mmol) and Dess-Martin periodinane (173 mg, 0.41 mmol) at 0 ◦C. The resulting reaction mixture was
stirred at room temperature for 3 h, then quenched with 10 mL of Na2S2O3 and Na2CO3 (1:1 mixture). The solution was extracted with dichloromethane (3 × 20 mL) and the combined organic layers were
washed with brine (20 mL), dried over Na2SO4, filtered and concentrated under reduced pressure. The
resulting crude product was purified by flash column chromatography (dichloromethane/methanol,
100/0 to 95/5) to give the desired aldehyde intermediate (168 mg, 84%). A solution of trimethyl
oxosulfonium iodide (0.425 g, 1.91 mmol) and potassium tert-butoxide (0.43 g, 3.83 mmol) in 3 mL of
tert-butanol was stirred at 30 ◦C for 30 min before addition of the freshly prepare aldehyde (168 mg,
0.19 mmol) in tert-butanol (3 mL). The resulting mixture was stirred at 50 ◦C for 4 days. After being
cooled down to room temperature, the mixture was poured into a saturated solution of ammonium
chloride (10 mL) and then extracted with dichloromethane (2 × 10 mL). The combined organic layers
were dried over sodium sulfate, filtered, and concentrated under reduced pressure. The resulting
crude product was purified by flash column chromatography (dichloromethane/methanol, 100/0 to
97/3) to give 16 (133 mg, 78%). 1H NMR (400 MHz, CDCl3): δ 6.4–7.5 (m, 44H), 5.4 (t, J = 7.6 Hz, 1H),
4.62 (m, 2H), 4.40 (m, 1H), 3.95 (m, 2H), 3.80 (s, 3H), 3.77 (s, 3H), 3.74 (s, 3H), 3.63 (d, J = 10.6 Hz, 1H),
2.84 (m, 1H), 2.68 (m, 1H). 19F NMR (376 MHz, CDCl3): δ −186.83 (dt, J = 53.4, 25.6 Hz). 13C NMR(101
MHz, CDCl3): δ 165.0, 159.1, 158.7, 158.5, 154.7, 144.3, 144.2, 143.8, 143.6, 143.3, 143.2, 141.1, 135.6,
134.7, 134.2, 130.9, 130.8, 129.9, 129.2, 129.0, 128.8, 128.7, 128.4, 128.3, 128.2, 128.2, 127.9, 127.9, 127.7,
127.6, 127.4, 127.3, 127.2, 127.15, 113.4, 113.2, 112.7, 95.0, 94.2, 92.3, 89.6, 88.0, 87.8, 87.6, 87.4, 82.7, 77.2,
71.3, 71.2, 70.1, 69.1, 62.0, 55.2, 42.7, 42.7, 24.5. HRMS for C72H65FN3O8 (M + H). Calcd: m/z 1118.4756,
found: m/z 1118.4758. 8 of 13 Molecules 2020, 25, 1258 4-Amino-1-((2R,3R,4R,5R)-3-fluoro-4-hydroxy-5-(hydroxymethyl)-5-((S)-oxetan-2-yl) tetrahydrofuran-2-yl)
pyrimidin-2(1H)-one 17. 3.1. Synthesis The reaction mixture 9 of 13 Molecules 2020, 25, 1258 was stirred overnight, quenched by adding water (20 mL) and ethyl acetate (20 mL). The precipitate
was removed by filtration and washed with ethyl acetate (30 mL). The filtrate was extracted with
dichloromethane (3 × 100 mL) and the combined organic layers were washed with a saturated solution
of NaHCO3 (50 mL), dried with Na2SO4. filtered and concentrated under reduced pressure. The
resulting residue was purified by flash column chromatography (dichloromethane/methanol, 100/0
to 95/5) to give the desired crude aldehyde. To a solution of this aldehyde (1.565 g, 1.68 mmol) in
THF (10 mL) at −78 ◦C was slowly added MeMgCl (3.0 M solution in THF, 5.6 mL, 16.8 mmol). The
mixture was stirred for 30 min at room temperature and then quenched at −78 ◦C with methanol
(5 mL). The volatiles were then evaporated under reduced pressure and the residue was purified by
flash column chromatography (dichloromethane/methanol, 100/0 to 98/2) to give the desired hydroxy
intermediate as a 1:1 mixture of isomers (1.44 g, 91%). To a solution of pyridine (0.282 mL, 3.5 mmol)
in DMSO (3 mL) was added TFA (0.227 mL, 2.96 mmol) at 0 ◦C. The mixture was then stirred at
room temperature for 10 min before being added dropwise to a solution of the freshly prepared
hydroxy intermediate (1.44 g, 1.52 mmol) and DCC (3.12 g, 5.62 mmol) in DMSO (10 mL). The reaction
mixture was stirred overnight and quenched by adding water (15 mL) and ethyl acetate (15 mL). The
precipitate was removed by filtration and washed with ethyl acetate (15 mL). The filtrate was extracted
with dichloromethane (3 × 50 mL) and the combined organic layers were washed with a saturated
solution of NaHCO3 (30 mL), dried with Na2SO4. filtered and concentrated under reduced pressure. The resulting residue was purified by flash column chromatography (dichloromethane/methanol,
100/0 to 95/5) to give 21 (1.25 g, 87%). 1H NMR (400 MHz, CDCl3) δ: 6.6–7.2 (m, 29H), 5.22 (d, J = 21.88
Hz, 1H), 4.87 (d, J = 7.52 Hz, 1H), 4.52 (dd, J = 22.32, 5.0 Hz, 1H), 4.37 (d, J = 11.4 Hz, 1H), 4.09 (d,
J = 11.4 Hz, 1H), 4.05 (dd, J = 53.64, 5.0 Hz, 1H), 3.69 (s, 1H), 3.08 (s, 3H), 1.89 (s, 3H), 0.78 (s, 9H),
−0.0001 (s, 3H), -0.0222 (s, 3H). 3.1. Synthesis The resulting crude 10 of 13 10 of 13 Molecules 2020, 25, 1258 product was purified by flash column chromatography (Hexanes/ Ethyl acetate, 100/0 to 50/50) to give
compound 23 (113 mg, 87%). 1H NMR (400 MHz, CDCl3): δ 6.8–7.3 (m, 29H), 5.14 (dd, J = 20.8, 5.0 Hz,
1H), 5.07 (d, J = 24.2 Hz, 1H), 5.01 (1H, d, J = 7.5 Hz, 1H), 4.65 (d, J = 12.1 Hz, 1H), 4.27 (dd, J = 53.9,
5.0 Hz, 1H), 3.98 (d, J = 12.1 Hz, 1H), 3.80 (s, 6H), 3.48 (s, 1H), 1.99 (s, 3H), 19F NMR (376 MHz, CDCl3):
δ 179.8 (ddd, J = 57.8, 26, 22.9 Hz). 13C NMR (101 MHz CDCl3): δ 205.0, 166.1, 159.0, 158.9, 153.9, 145.2,
143.9, 143.8, 143.4, 135.6, 134.4, 131.3, 129.9, 128.8, 128.51, 128.47, 127.9, 127.8, 127.7, 127.41, 127.35,
113.7, 113.2, 97.1, 96.8, 94.9, 92.5, 91.3, 90.6, 88.6, 74.5, 74.4, 70.7, 55.29, 55.27, 50.9, 43.3, 43.2, 24.9. HRMS
for C51H46ClFN3O6 (M + H). Calcd: m/z 850.3059, found: m/z 850.3052, 852.3044. 1-((2R,3R,4R,5S)-5-Acetyl-5-(bromomethyl)-3-fluoro-4-((4-methoxyphenyl)diphenylmethoxy) tetrahydrofuran-
2-yl)-4-(((4-methoxyphenyl)diphenylmethyl)amino)pyrimidin-2(1H)-one 24: Title compound 24 was obtained
from 22 using the same procedure as for compound 23 and replacing LiCl by LiBr. Yield: 88%. 1H NMR
(400 MHz, CDCl3): δ 6.8–7.3 (m, 29H), 5.15 (dd, J = 20.9, 5.0 Hz, 1H), 5.06 (d, J = 25.5, 1H), 5.01 (d,
J = 7.6 Hz, 1H), 4.49 (d, J = 11.3 Hz, 1H), 4.29 (dd, J = 55.6, 11.3 Hz, 1H), 3.85 (d, J = 11.3 Hz, 1H), 3.80
(s, 6H), 1.97 (s, 3H). 19F NMR (376 MHz, CDCl3): δ 205.0 13C NMR (101 MHz CDCl3): δ 205.0, 166.1,
159.0, 158.9, 145.2, 143.9, 143.8, 143.4, 135.5, 134.4, 131.3, 129.9, 129.0, 128.8, 128.5, 128.47, 127.9, 127.8,
127.7, 127.4, 127.35, 113.7, 113.2, 97.0, 96.6, 94.9, 92.5, 90.74, 90.68, 88.6, 74.5, 74.3, 70.7, 55.3, 32.1, 24.8. HRMS for C51H46BrFN3O6 (M + H). Calcd: m/z 894.2554, found: m/z 894.2541, 896.2532. 4-Amino-1-((2R,3R,4R,5R)-5-(chloromethyl)-3-fluoro-4-hydroxy-5-(1-hydroxyethyl)tetrahydrofuran-2-yl)
pyrimidin-2(1H)-one 25: To a solution of 23 (150 mg, 0.177 mmol) in methanol (3 mL) was added sodium
borohydride (35 mg, 0.9 mmol) portion wise. The mixture was stirred for 30 min at room temperature,
quenched with water (20 mL) and extracted with dichloromethane (3 × 20 mL). The combined organic
layers were dried over sodium sulfate, filtered and concentrated under reduced pressure. 3.1. Synthesis The resulting
crude product was purified by flash column chromatography (Hexanes/Ethyl acetate, 100/0 to 33/67)
to give the desired hydroxy intermediate (134 mg, 89%) as a 1:1 mixture of isomers. A solution of
the mixture (134 mg, 0.159 mmol) in 80% acetic acid (10 mL) was heated at 60–65 ◦C overnight. The
volatiles were then evaporated under reduced pressure and the residue was purified by flash column
chromatography (dichloromethane/methanol, 100/0 to 90/10) to give 25 (42 mg, 88%) as a 1:1 mixture
of isomers. 1H NMR (400 MHz, DMSO-d6): δ 7.88 (d, J = 7.4 Hz, 0.5H), 7.87 (d, J = 7.4 Hz, 0.5H),
7.39 (bs, 0.5H), 7.35 (bs, 0.5H), 7.31(bs, 0.5H), 7.29 (bs, 0.5H), 6.19 (dd, J = 13.1, 6.6 Hz, 0.5H), 6.07
(dd, J = 16.2, 4.2 Hz, 0.5H), 5.95 (bs, 0.5H), 5.88 (bs, 0.5H), 5.81 (d, J = 7.4 Hz, 0.5H), 5.76 (d, J = 7.4
Hz, 0.5H), 5.50 (bs, 0.5H), 5.11 (m, 1H), 4.51 (dd, J = 13.8, 5.3 Hz, 0.5H), 4.37 (bs, 0.5H), 4.05 (m, 1H),
3.91 (d, J = 11.0 Hz, 0.5H), 3.85 (d, J = 12.8 Hz, 0.5H), 3.78 (d, J = 12.7 Hz, 0.5H), 1.15 (d, J = 6.6 Hz,
1.5H), 1.08 (d, J = 6.4 Hz, 1.5H). 19F NMR (376 MHz, DMSO-d6): δ −199.2 (dt, J = 57.5, 15.3 Hz), −206.2
(dd, J = 57.5, 13.7 Hz). 13C NMR (101 MHz, DMSO-d6): δ 166.2, 166.1, 155.6, 142.4, 142.0, 95.6, 95.0,
94.7, 93.5, 92.9, 91.6, 88.6, 88.5, 87.7, 87.3, 86.1, 85.8, 70.2, 70.1, 86.4, 68.3, 67.2, 66.6, 47.5, 41.1, 18.5, 17.4. HRMS for C11H16ClFN3O4 (M + H). Calcd: m/z 308.0813, found: m/z 308.0804, 310.0773. 4-Amino-1-((2R,3R,4R,5R)-5-(bromomethyl)-3-fluoro-4-hydroxy-5-(1-hydroxyethyl) tetrahydrofuran-2-yl)pyrimidin-
2(1H)-one 26: Title compound 26 was obtained as a 1:1 mixture of isomers from 24 using the same
procedure as for compound 25. Yield: 48% over two steps. 3.1. Synthesis 19F NMR (376 MHz, CDCl3): δ −182.4 (dt, J = 53.6, 22.3Hz). 13C NMR
(101 MHz CDCl3): δ 207.3, 165.9, 158.9, 158.8, 154.1, 144.2, 144.09, 144.05, 143.99, 143.6, 135.7, 134.8,
131.1, 130.0, 129.1, 128.9, 128.6, 128.4, 127.8, 127.7, 127.6, 127.4, 127.4, 127.3, 113.7, 113.1, 95.8, 95.4, 94.6,
92.7, 92.4, 90.5, 88.4, 73.5, 73.3, 70.6, 63.12, 63.09, 55.3, 49.2, 34.0, 26.2, 26.0, 25.6, 25.0, 18.4, −5.3, −5.4. HRMS for C57H61FN3O7Si (M + H). Calcd: m/z 946.4263, found: m/z 946.4250. 1-((2R,3R,4R,5S)-5-Acetyl-3-fluoro-5-(hydroxymethyl)-4-((4-methoxyphenyl)diphenylmethoxy) tetrahydrofuran-
2-yl)-4-(((4-methoxyphenyl)diphenylmethyl)amino)pyrimidin-2(1H)-one 22: To a solution of 21 (1.0 g,
1.06 mmol) in THF (5 mL) was added TBAF (1M in THF, 2 mL, 2.0 mmol) at 0 ◦C. The mixture was
stirred at room temperature for 7 h, water (30 mL) was added and extracted with dichloromethane
(3 × 30 mL). The combined organic layers were dried over sodium sulfate, filtered and concentrated
under reduced pressure. The resulting crude product was purified by flash column chromatography
(dichloromethane/methanol, 100/0 to 98/2) to give compound 22 (837 mg, 95%). 1H NMR (400 MHz,
CDCl3): δ 6.8–7.26 (m, 29H), 5.24 (d, J = 23.8 Hz, 1H), 5.04 (dd, J = 20.0, 5.5 Hz, 1H), 5.0 (d, J = 7.5 Hz,
1H), 4.1-4.4 (m, 3H), 3.79 (s, 6H), 2.03 (s, 3H), 19F NMR (376 MHz, CDCl3): δ −180.5, (dt, J = 56.9,
26.4 Hz), 13C NMR (101 MHz CDCl3): δ 208.5, 166.1, 159.0, 158.9, 154.0, 145.0, 144.00, 143.96, 143.93,
143.50, 135.6, 134.6, 131.1, 130.0, 128.8, 128.7, 128.5, 128.4, 128.0, 127.9, 127.7, 127.5, 127.4, 113.7, 113.2. 97.3, 97.0, 94.8, 92.4, 90.5, 88.5, 73.8, 73.6, 70.7, 62.4, 55.30, 55.28, 25.1. HRMS for C51H47FN3O7 (M + H). Calcd: m/z 832.3398, found: m/z 832.3388. 1-((2R,3R,4R,5S)-5-Acetyl-5-(chloromethyl)-3-fluoro-4-((4-methoxyphenyl)diphenylmethoxy) tetrahydrofuran-
2-yl)-4-(((4-methoxyphenyl)diphenylmethyl)amino)pyrimidin-2(1H)-one 23: 22 (128 mg, 0.154 mmol) was
co-evaporated with toluene twice then dissolved in dichloromethane (3 mL). Pyridine (0.14 mL,
1.54 mmol) was added to the solution and the mixture was cooled to −78 ◦C. Triflic anhydride (52 µL,
0.3 mmol) was then added and the mixture was stirred at 0 ◦C for 40 min. The volatiles were then
evaporated under reduced pressure and the residue was dissolved in DMF (3 mL) before addition
of LiCl (33 mg, 0.77 mmol). The mixture was stirred overnight, quenched with a saturated solution
of NaHCO3 (20 mL) and extracted with dichloromethane (3 × 20 mL). The combined organic layers
were dried over sodium sulfate, filtered and concentrated under reduced pressure. 3.3. Toxicity Assays Cytotoxicity assays. In vitro cytotoxicity was determined using the CellTiter 96 non-radioactive
cell proliferation colorimetric assay (MTT assay, Promega, Madison, WI, USA) in primary human
peripheral blood mononuclear (PBM) cells, human T lymphoblast (CEM) and human hepatocellular
carcinoma (HepG2 or Huh7) cell lines. Toxicity levels were measured as the concentration of test
compound that inhibited cell proliferation by 50% (CC50). 3.2.2. Zika Virus (ZIKV) Human hepatoma (Huh7) cells were exposed to the newly synthesized drugs or 7-deaza-7-
fluoro-2′-C-methyl adenosine (positive control) at concentrations up to 20 µM immediately following
infection with ZIKV (multiplicity of infection, MOI = 0.5) Puerto Rican strain (PRVABC59) to assess
antiviral activity. Cell cytopathic effect (CPE) MTS assay (Promega, Madison, WI, USA) was measured
five days after compound addition to determine the levels of replication inhibition [16,17]. 3.2.3. Dengue Virus serotype 2 (DENV-2), West Nile Virus (WNV) or Chikungunya (CHIKV) DENV2 or WNV replicon-harboring baby hamster kidney (BHK) cells and CHIKV
replicon-harboring Huh7 cells were exposed to the newly synthesized drugs or 7-deaza-7-fluoro-
2′-C-methyl adenosine or β-D-N4-hydroxycytidine (positive controls) at concentrations up to 30 µM to
assess antiviral activity. Renilla luciferase levels (Promega, Madison, WI, USA) were quantified 48 h
after test compounds addition to determine the levels of replication inhibition (EC50, µM) [18]. 3.1. Synthesis 1H NMR (400 MHz, DMSO-d6) δ 7.876
(d, J = 7.4 Hz, 0.5H), 7.872 (d, J = 7.4 Hz, 0.5H), 7.32 (m, 2H), 6.2 (dd, J = 12.9, 6.7 Hz, 0.5H), 6.05 (dd,
J = 16.5, 4.0 Hz, 0.5H), 5.94 (d, J = 5.4 Hz, 0.5H), 5.88 (d, J = 6.2 Hz, 0.5H), 5.80 (d, J = 7.4 Hz, 0.5H), 5.75
(d, J = 7.4 Hz, 0.5H), 5.49 (d, J = 5.4 Hz, 0.5H), 5.30 (d, J = 4.3 Hz, 0.5H), 5.10 (m, 1H), 4.54 (m, 0.5H), 4.36
(m, 0.5H), 4.129 (m, 0.5H), 4.04 (m, 0.5H), 3.75 (d, J = 10.1 Hz, 0.5H), 3.74 (d, J = 12.0 Hz, 0.5H), 3.65 (d,
J = 12.0 Hz, 0.5H), 1.14 (d, J = 6.6 Hz, 1.5H), 1.07 (d, J = 6.4 Hz, 1.5H). 19F NMR (376 MHz, DMSO-d6):
δ −198.1 (dt, J = 58.1, 16.2 Hz), -206.2 (dd, J = 57.5, 13.4 Hz). 13C NMR (101 MHz, DMSO-d6): δ 166.2,
166.1, 155.60, 155.58, 142.4, 142.0, 95.6, 95.0, 93.6, 93.1, 91.7, 88.00, 88.99, 87.8, 87.7, 87.3, 86.0, 85.7, 70.3,
70.2, 68.4, 68.29, 68.27, 67.2, 37.4, 32.2, 18.3, 17.3. HRMS for C11H16BrFN3O4 (M + H). Calcd: m/z
352.0308, found: m/z 352.0301, 354.0276. 11 of 13 Molecules 2020, 25, 1258 3.4. Crystallography Single colorless plate crystals of compound 17 were recrystallised from methanol by slow
evaporation. A suitable crystal with dimensions 0.41 × 0.30 × 0.15 mm3 was selected and mounted on
a loop with paratone oil on a XtaLAB Synergy-S diffractometer (Rigaku Oxford Diffraction, Wroclaw,
Poland). The crystal was kept at a steady T = 99.9(4) K during data collection. The structure was
solved with the ShelXT [19] solution program using dual-space recycling methods and by using Olex2
(V1.3-alpha) [20] as the graphical interface. The model was refined with ShelXL 2018/3 [21] using full
matrix least squares minimization on F2. Results from X-ray structure determination of 17 are the
following. Crystal data for C12H16FN3O5, Mr = 301.28, orthorhombic, P212121 (No. 19), a = 7.3409(5)
Å, b = 8.2950(5) Å, c = 19.9788(15) Å, α = β = γ = 90◦, V = 1216.56(14) Å3, T = 99.9(4) K, Z = 4, Z′ =
1, µ(Cu Kα) = 1.192, 11534 reflections measured, 2161 unique (Rint = 0.0568) which were used in all
calculations. The final wR2 was 0.1111 (all data) and R1 was 0.0417 (I > 2σ(I)). (More details available
in Supplementary Materials.) 3.2.1. RSV Replicon Assay RSV replicon cell lines were obtained from Apath, LLC (Brooklyn, NY, NY, USA) and were
cultured as previously described [15]. Ribavirin and ALS-8112, synthesized by following reported
procedures [11] were used as positive controls. Compounds were dissolved in dimethyl sulfoxide
(DMSO) to a 40 mM concentration and serially diluted to the desired compound concentrations. Anti-viral activity was measured after 72 h by using Renilla-Glo reagent kit (Promega, Madison, WI,
USA), according to manufacturer’s instruction. References 1. Seley-Radtke, K.L.; Yates, M.K. The evolution of nucleoside analogue antivirals: A review for chemists and
non-chemists. Part 1: Early structural modifications to the nucleoside scaffold. Antiviral Res. 2018, 154, 66–86. [CrossRef] [PubMed] Shelton, J.; Lu, X.; Hollenbaugh, J.; Cho, J.-H.; Amblard, F.; Schinazi, R.F. Metabolism, biochemical actions
and chemical synthesis of anticancer nucleosides. Chem. Rev. 2016, 119, 14379–14455. [CrossRef] [PubMed 3. Coats, S.J.; Garnier-Amblard, E.C.; Amblard, F.; Ehteshami, M.; Zhang, H.W.; Zhou, L.; Bondada, L.;
Chavre, S.; Amiralaei, S.; Boucle, S.; et al. Chutes and ladders in hepatitis C nucleoside drug development. Antivir. Res. 2014, 102, 119–147. [CrossRef] [PubMed] 3. Coats, S.J.; Garnier-Amblard, E.C.; Amblard, F.; Ehteshami, M.; Zhang, H.W.; Zhou, L.; Bondada, L.;
Chavre, S.; Amiralaei, S.; Boucle, S.; et al. Chutes and ladders in hepatitis C nucleoside drug development. Antivir. Res. 2014, 102, 119–147. [CrossRef] [PubMed] 4. Markowitz, M.; Sarafianos, S.G. 4’-Ethynyl-2-fluoro-2’-deoxyadenosine, MK-8591: A novel HIV-1 reverse
transcriptase translocation inhibitor. Curr. Opin. HIV AIDS 2018, 13, 294–299. [CrossRef] [PubMed] 4. Markowitz, M.; Sarafianos, S.G. 4’-Ethynyl-2-fluoro-2’-deoxyadenosine, MK-8591: A novel HIV-1 reverse
transcriptase translocation inhibitor. Curr. Opin. HIV AIDS 2018, 13, 294–299. [CrossRef] [PubMed] 5. Takamatsu, Y.; Tanaka, Y.; Kohgo, S.; Murakami, S.; Singh, K.; Das, D.; Venzon, D.J.; Amano, M.;
Higashi-Kuwata, N.; Aoki, M.; et al. 4’-modified nucleoside analogs: Potent inhibitors active against
entecavir-resistant hepatitis B virus. Hepatology 2015, 62, 1024–1036. [CrossRef] [PubMed] 5. Takamatsu, Y.; Tanaka, Y.; Kohgo, S.; Murakami, S.; Singh, K.; Das, D.; Venzon, D.J.; Amano, M.;
Higashi-Kuwata, N.; Aoki, M.; et al. 4’-modified nucleoside analogs: Potent inhibitors active against
entecavir-resistant hepatitis B virus. Hepatology 2015, 62, 1024–1036. [CrossRef] [PubMed] 6. Mitsuya, H. A novel long-acting anti-HBV nucleoside, E-CFCP, potently blocks the infectivity and replication
of wild-type and drug-resistant HBVs in human-liver-chimeric mice with potental QW oral dosing schedule
capabilities. Presented at the HEP DART, Kauai, HI, USA, 8–12 December 2019. 6. Mitsuya, H. A novel long-acting anti-HBV nucleoside, E-CFCP, potently blocks the infectivity and replication
of wild-type and drug-resistant HBVs in human-liver-chimeric mice with potental QW oral dosing schedule
capabilities. Presented at the HEP DART, Kauai, HI, USA, 8–12 December 2019. 7. Patel, K.; Kirkpatrick, C.M.; Nieforth, K.A.; Chanda, S.; Zhang, Q.; McClure, M.; Fry, J.; Symons, J.A.;
Blatt, L.M.; Beigelman, L.; et al. Respiratory syncytial virus-A dynamics and the effects of lumicitabine, a
nucleoside viral replication inhibitor, in experimentally infected humans. J. Antimicrob. Chemother. 2019, 74,
442–452. [CrossRef] [PubMed] 8. 4. Conclusions Based on the structure of anti-RSV agent ALS-8112, a series of 4′- and 5′- substituted-2′-deoxy-2′-
fluoro cytidine nucleoside analogs were synthesized in 10 to 13 steps from commercially available
2′-deoxy-2′-α-fluorocytidine. Nucleosides analogs with an azetidine, an oxetane, and an isoxazole 12 of 13 12 of 13 Molecules 2020, 25, 1258 ring, as well as a difluoromethyl ether group, four groups never previously introduced at the
4′-position of a nucleoside, were successfully prepared. Interestingly, the formation of the 4′-oxetane
ring via a Johnson–Corey–Chaykovsky epoxidation and consecutive ring-expansion was completely
stereoselective, as determined by single crystal X-ray diffraction. We hypothesized that this selectivity
could be attributed to the monomethoxytrityl groups hindering one face of the molecule. Final 4′-
and 5′-substituted nucleosides (11, 14, 17, 20, 25, and 26) were evaluated for antiviral activity but
unfortunately, none of them showed marked activity when tested against RSV, ZIKV, DENV-2, WNV,
or CHIKV. Supplementary Materials: The following are available online. Figures S1–S18: 1H, 13C and 19F-NMR spectra for
compounds 11, 14, 17, 20, 25 and 26, Table S1: Fractional Atomic Coordinates (×104) and Equivalent Isotropic
Displacement Parameters (Å2 × 103) for 14. Ueq is defined as 1/3 of the trace of the orthogonalised Uij; Table S2:
Anisotropic Displacement Parameters (×104) for 14. The anisotropic displacement factor exponent takes the form:
−2π2[h2a*2 × U11+ ... +2hka* × b* × U12]; TableS3: Bond Lengths in Å for 14; Table S4: Bond Angles in ◦for 14;
Table S5: Torsion Angles in ◦for 14; Table S6: Hydrogen Fractional Atomic Coordinates (×104) and Equivalent
Isotropic Displacement Parameters (Å2 × 103) for 14. Ueq is defined as 1/3 of the trace of the orthogonalised Uij. Author Contributions: M.K. and C.L.: Synthesis of the tested compounds and writing of the original draft;
L.B., L.M. and K.V.: In vitro antiviral assays; O.O.R. and L.D.: In vitro toxicity assays; F.A. and R.F.S.: Project
conception and supervision; writing of the manuscript. All authors have read and agreed to the published version
of the manuscript. Funding: This work was supported in part by NIH Grant 1-R01-AI-132833, and 5P30-AI-50409 (CFAR). Acknowledgments: This paper is dedicated to our friend and colleague Dr. Piet Herdewijn who is retiring in
2020. We thank Dr. John Bacsa, Emory X-ray Crystallography Facility for the X-ray structural analysis. Conflicts of Interest: The authors declare no conflict of interest. References Lo, M.K.; Amblard, F.; Flint, M.; Chatterjee, P.; Kasthuri, M.; Li, C.; Russell, O.; Verma, K.; Bassit, L.;
Schinazi, R.F.; et al. Potent in vitro activity of β-D-4′-chloromethyl-2′-deoxy-2′-fluorocytidine against Nipah
virus. Antiviral Res. 2019, accepted. [CrossRef] [PubMed] 9. Beigelman, L.; Blatt, L.; Wang, G.; Rajwanshi, V.K.; Dyatkina, N.; Smith, D.B. Substituted Nucleotide Analogs. U.S. Patent 20120070411A1, 22 March 2012. 13 of 13 Molecules 2020, 25, 1258 10. Wang, G.; Deval, J.; Hong, J.; Dyatkina, N.; Prhavc, M.; Taylor, J.; Fung, A.; Jin, Z.; Stevens, S.K.; Serebryany, V.;
et al. Discovery of 4’-chloromethyl-2’-deoxy-3’,5’-di-O-isobutyryl-2’-fluorocytidine (ALS-8176), a first-in-class
RSV polymerase inhibitor for treatment of human respiratory syncytial virus infection. J. Med. Chem. 2015,
58, 1862–1878. [CrossRef] [PubMed] 11. Levchenko, K.; Datsenko, O.P.; Serhiichuk, O.; Tolmachev, A.; Iaroshenko, V.O.; Mykhailiuk, P.K. Copper-Catalyzed O-Difluoromethylation of Functionalized Aliphatic Alcohols: Access to Complex Organic
Molecules with an OCF2H Group. J. Org. Chem. 2016, 81, 5803–5813. [CrossRef] [PubMed] 12. De Kimpe, N.; De Smaele, D. Synthesis of aziridines and azetidines from N-(ω-haloalkyl) imines. Tetrahedron
Lett. 1994, 35, 8023–8026. 13. Lia, G. A facile and efficient synthesis of N-benzylazetidine. Synth. Commun. 2001, 31, 565–568. 14. Van leusen, A.M.; Hoogenboom, B.E.; Siderius, H. A novel synthesis and efficient synthesis of oxazoles from
tosylmethylisocyanide and carbonyl compounds. Tetrahedron Lett. 1972, 23, 2369–2372. [CrossRef] 15. Malykhina, O.; Yednak, M.A.; Collins, P.L.; Olivo, P.D.; Peeples, M.E. A respiratory syncytial virus replicon
that is noncytotoxic and capable of long-term foreign gene expression. J. Virol. 2011, 85, 4792–4801. [CrossRef]
[PubMed] 16. Zmurko, J.; Marques, R.E.; Schols, D.; Verbeken, E.; Kaptein, S.J.F.; Neyts, J. The viral polymerase inhibitor
7-deaza-2′-C-methyladenosine is a potent inhibitor of in vitro Zika virus replication and delays disease
progression in a robust mouse infection model. PLoS Negl. Trop. Dis. 2016, 10, e0004695. [CrossRef]
[PubMed] 17. Gavegnano, C.; Bassit, L.C.; Cox, B.C.; Hsiao, H.-M.; Johnson, E.L.; Suthar, M.; Chakraborty, R.; Schinazi, R.F. Jak inhibitors modulate production of replication competent Zika virus in human Hofbauer, trophoblasts
and neuroblastoma cells. Pathogens Immunity. 2017, 2, 199–218. [CrossRef] [PubMed] 18. Ehteshami, M.; Tao, S.; Zandi, K.; Hsiao, H.M.; Jiang, Y.; Hammond, E.; Amblard, F.; Russell, O.; Merits, A.;
Schinazi, R.F. Characterization of β-D-N(4)-hydroxycytidine as a novel inhibitor of Chikungunya virus. Antimicrob. Agents Chemother. 2017, 61, e02395-16. [CrossRef] [PubMed] 19. Sheldrick, G.M. Crystal structure refinement with ShelXL. Acta Cryst. 2015, C71, 3–8. 20. Dolomanov, O.V.; Bourhis, L.J.; Gildea, R.J.; Howard, J.A.K.; Puschmann, H. © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/). References Olex2: A complete structure
solution, refinement and analysis program. J. Appl. Cryst. 2009, 42, 339–341. [CrossRef] 21. Sheldrick, G.M. ShelXT-Integrated space-group and crystal-structure determination. Acta Cryst. 2015, A71,
3–8. [CrossRef] [PubMed] Sample Availability: Samples of the compounds are not available from the authors. © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/). © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/).
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Glucose Augments Killing Efficiency of Daptomycin Challenged Staphylococcus aureus Persisters
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Marcel Prax1,2, Lukas Mechler1, Christopher Weidenmaier3, Ralph Bertram1,4* 1 Interfakultäres Institut für Mikrobiologie und Infektionsmedizin, Lehrbereich Mikrobielle Genetik, Auf der
Morgenstelle 28, Eberhard Karls Universität Tübingen, 72076 Tübingen, Germany, 2 Paul-Ehrlich-Institut,
Mikrobiologische Sicherheit, Paul-Ehrlich-Str. 51–59, 63225 Langen, Germany, 3 Interfakultäres Institut für
Mikrobiologie und Infektionsmedizin, Medizinische Mikrobiologie und Hygiene, Elfriede-Aulhorn-Str. 6,
Eberhard Karls Universität Tübingen, 72076 Tübingen, Germany, 4 Klinikum Nürnberg Medical School
GmbH, Research Department, Paracelsus Medical University, Nuremberg, Germany a1111 * ralph.bertram@pmu.ac.at RESEARCH ARTICLE OPEN ACCESS Editor: Dirk-Jan Scheffers, University of Groningen,
Groningen Institute for Biomolecular Sciences and
Biotechnology, NETHERLANDS
Received: September 1, 2014
Accepted: February 21, 2016
Published: March 9, 2016
Copyright: © 2016 Prax et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any
medium, provided the original author and source are
credited. Copyright: © 2016 Prax et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any
medium, provided the original author and source are
credited. Glucose Augments Killing Efficiency of
Daptomycin Challenged Staphylococcus
aureus Persisters Marcel Prax1,2, Lukas Mechler1, Christopher Weidenmaier3, Ralph Bertram1,4* Introduction Eradication of harmful bacteria in the human body is often cumbersome due to drug resistance
and drug tolerance particularly in biofilm embedded cells [1–7]. Biofilms accommodate a high
percentage of persister cells which are in a non-dividing and metabolically less active state [8]. Persisters are regarded as genetically identical variants among a population of unicellular
organisms that tolerate and survive high concentrations of antibiotics over extended periods of
time [9–12]. This kind of phenotypic heterogeneity is a successful bet-hedging strategy to
endure hostile conditions, such as antibiotic treatment or immune response and provides a
rationale for recurrent or chronic bacterial infections [9,13,14]. The level of persister cells
among a clonal bacterial culture is influenced by nutrient limitation, growth phase, various
stresses, quorum sensing and other factors [15–17]. Compared to the identification of numer-
ous persister-genes, information available on metabolic aspects of persisters is more limited Data Availability Statement: All relevant data are
within the paper and its Supporting Information files. OPEN ACCESS Treatment of Staphylococcus aureus in stationary growth phase with high doses of the anti-
biotic daptomycin (DAP) eradicates the vast majority of the culture and leaves persister
cells behind. Despite resting in a drug-tolerant and dormant state, persister cells exhibit
metabolic activity which might be exploited for their elimination. We here report that the
addition of glucose to S. aureus persisters treated with DAP increased killing by up to five-
fold within one hour. This glucose-DAP effect also occurred with strains less sensitive to the
drug. The underlying mechanism is independent of the proton motive force and was not
observed with non-metabolizable 2-deoxy-glucose. Our results are consistent with two
hypotheses on the glucose-DAP interplay. The first is based upon glucose-induced carbo-
hydrate transport proteins that may influence DAP and the second suggests that glucose
may trigger the release or activity of cell-lytic proteins to augment DAP’s mode of action. Citation: Prax M, Mechler L, Weidenmaier C,
Bertram R (2016) Glucose Augments Killing
Efficiency of Daptomycin Challenged Staphylococcus
aureus Persisters. PLoS ONE 11(3): e0150907. doi:10.1371/journal.pone.0150907 Editor: Dirk-Jan Scheffers, University of Groningen,
Groningen Institute for Biomolecular Sciences and
Biotechnology, NETHERLANDS
Received: September 1, 2014
Accepted: February 21, 2016
Published: March 9, 2016
Copyright: © 2016 Prax et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any
medium, provided the original author and source are
credited. Editor: Dirk-Jan Scheffers, University of Groningen,
Groningen Institute for Biomolecular Sciences and
Biotechnology, NETHERLANDS
Received: September 1, 2014
Accepted: February 21, 2016
Published: March 9, 2016 Editor: Dirk-Jan Scheffers, University of Groningen,
Groningen Institute for Biomolecular Sciences and
Biotechnology, NETHERLANDS
Received: September 1, 2014
Accepted: February 21, 2016
Published: March 9, 2016 Editor: Dirk-Jan Scheffers, University of Groningen,
Groningen Institute for Biomolecular Sciences and
Biotechnology, NETHERLANDS Editor: Dirk-Jan Scheffers, University of Groningen,
Groningen Institute for Biomolecular Sciences and
Biotechnology, NETHERLANDS
Received: September 1, 2014
Accepted: February 21, 2016
Published: March 9, 2016
Copyright: © 2016 Prax et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any
medium, provided the original author and source are
credited. * ralph.bertram@pmu.ac.at Data Availability Statement: All relevant data are
within the paper and its Supporting Information files. Funding: This work was supported by grant BE4038/
2 within the priority programme 1316 “host adapted
metabolism of bacterial pathogens” of the Deutsche
Forschungsgemeinschaft (www.dfg.de). The funder
had no role in study design, data collection and
analysis, decision to publish, or preparation of the
manuscript. Competing Interests: The authors have declared
that no competing interests exist. 1 / 15 PLOS ONE | DOI:10.1371/journal.pone.0150907
March 9, 2016 Glucose/Daptomycin Killing of S. aureus Persisters [18]. A change in carbon source utilization upon glucose limitation stimulates persister forma-
tion in E. coli [19] and accordingly, E. coli persisters maintain glycerol and glucose metabolism
[20–22]. De novo synthesis of amino acids was observed with persister cells of the notorious
pathogen Staphylococcus aureus [23], which is causative of skin infections, osteomyelitis, endo-
carditis, bacteremia and further illnesses [24–27]. Multiple antibiotic resistant S. aureus strains
continue to pose a formidable challenge in hospitals and in the community [28]. The bacteri-
cidal lipopeptide daptomycin (DAP) is one of few antibiotics that is generally effective against
many S. aureus strains [29], as well as other Gram positive bacteria [30–32]. The amphiphilic
character of DAP in combination with calcium cations facilitates the incorporation into the
bacterial membrane [33]. According to the current model, oligomerization of DAP leads to
pore formation and increased permeability for ions resulting in perturbation of the proton
motive force (PMF) and cell death [34]. DAP is highly efficient also against S. aureus cells in
stationary phase, which are tolerant towards a broad range of other antibiotics [35]. As shown
previously, the eradication efficiency of S. aureus by DAP is enhanced upon combination with
other antibiotics [36,37] or D-cycloserine [38]. First cases of DAP non-susceptible strains were
documented in hospitals briefly after introduction of the drug [39]. Such strains frequently
exhibit changes in the cell envelope [40–42]. To prevent resistance formation and selection for
non-susceptible strains due to prolonged drug-treatments [7], it is necessary to develop new
efficient therapeutic strategies, with a special focus on targeting persister cells [43]. A new means for persister eradication in biofilms was achieved by a combination therapy
with rifampicin and the acyldepsipeptide antibiotic ADEP4, leading to the permanent activa-
tion of protease ClpP [44]. Furthermore, the administration of carbohydrates increases per-
sister killing by aminoglycosides due to their dependency on the proton motive force (PMF)
[45,46]. We here show that supplementing cultures of DAP challenged S. Data Availability Statement: All relevant data are
within the paper and its Supporting Information files. aureus cells with spe-
cific carbohydrates in vitro leads to accelerated killing, which intriguingly also pertains to
strains less susceptible to this drug. According to our data, the underlying mechanism is not-
dependent on the PMF but may be dependent on metabolization of glucose. Unraveling the
molecular basis and exploiting this phenomenon provides perspectives for a powerful anti-per-
sister therapy. PLOS ONE | DOI:10.1371/journal.pone.0150907
March 9, 2016 Glucose/Daptomycin Killing of S. aureus Persisters Table 1. List of strains used in this study. S. aureus strains
Description
Reference
SA113 (ATCC
35556)
NCTC8325 derivative, agr-,rsbU-. agr: accessory gene regulator quorum-sensing system; rsbU: positive regulator of
σB
[50]
MSSA 616, 621
clinical isolates, DAP MIC, 0.5 mg/L
[42]
MSSA 701, 703
clinical isolates, DAP MIC, 2.0 mg/L
[42]
HG003
NCTC8325 derivative, rsbU and tcaR repaired
[51]
HG003 D6
Derivative of HG003 carrying SNP in SAOUHSC_00670 (pitA) and SAOUHSC_02622 (gltS). [48]
USA300 NE39
ptsG- (phosphotransferase system, glucose-specific IIABC component)
[47]
USA300 NE172
ptsG- (phosphotransferase system, glucose-specific IIABC component)
[47]
USA300 NE427
fumC- (fumarate hydratase)
[47]
USA300 NE476
fbaA- (fructose bisphosphate aldolase)
[47]
USA300 NE491
icd- (isocitrate dehydrogenase)
[47]
USA300NE1003
mqo- (malate:quinone oxidoreductase)
[47]
USA300 NE1046
fdh- (formate dehydrogenase accessory protein)
[47]
USA300 NE1407
pyk- (pyruvate kinase)
[47]
doi:10.1371/journal.pone.0150907.t001 Table 1. List of strains used in this study. S. aureus strains
Description
Reference
SA113 (ATCC
35556)
NCTC8325 derivative, agr-,rsbU-. agr: accessory gene regulator quorum-sensing system; rsbU: positive regulator of
σB
[50]
MSSA 616, 621
clinical isolates, DAP MIC, 0.5 mg/L
[42]
MSSA 701, 703
clinical isolates, DAP MIC, 2.0 mg/L
[42]
HG003
NCTC8325 derivative, rsbU and tcaR repaired
[51]
HG003 D6
Derivative of HG003 carrying SNP in SAOUHSC_00670 (pitA) and SAOUHSC_02622 (gltS). [48]
USA300 NE39
ptsG- (phosphotransferase system, glucose-specific IIABC component)
[47]
USA300 NE172
ptsG- (phosphotransferase system, glucose-specific IIABC component)
[47]
USA300 NE427
fumC- (fumarate hydratase)
[47]
USA300 NE476
fbaA- (fructose bisphosphate aldolase)
[47]
USA300 NE491
icd- (isocitrate dehydrogenase)
[47]
USA300NE1003
mqo- (malate:quinone oxidoreductase)
[47]
USA300 NE1046
fdh- (formate dehydrogenase accessory protein)
[47]
USA300 NE1407
pyk- (pyruvate kinase)
[47]
doi:10.1371/journal.pone.0150907.t001 Table 1. List of strains used in this study. MIC determination The MIC of all strains used in this study towards DAP was determined as described before [35]
in triplicates with at least two independent cultures grown in TSB medium. The MIC was
defined as the lowest antibiotic concentration that inhibited growth after 24 hours incubation
at 37°C without shaking. Glucose and acetate determination Glucose and acetate concentrations in culture supernatants were both determined using enzy-
matic kit systems (R-Biopharm, Art. No. 10716251035, Art. No. 10148261035) according to
the manufacturer’s instructions but with the following modifications: first, the supernatant of
each sample was diluted 1:10 with water prior to the reaction. For the glucose amount determi-
nation, the assay was scaled down to one third of the final volume recommended in the man-
ual. The extinction was measured photometrically at λ = 340 nm using a Hitachi spectrometer
U-2900. The acetate measurement was performed using the plate reader SpectraMax 340
(Molecular Devices) and 96 well plates (Greiner) loaded with a final volume of 200 μl of the
assay mix. Glucose (Roth, Karlsruhe, Germany) added to cultures was sterilized by filter of
0.2 μm pore size. Bacteria, growth conditions, and working solutions Bacteria, growth conditions, and working solutions Bacterial strains used in this study are listed in Table 1. Unless stated otherwise, cultures were
incubated at 37°C with aeration and shaking (150 rpm) in tryptic soy broth (TSB). To provide
stationary growth phase cultures, incubations were performed overnight. In the course of this
study, two different types of TSB were used, either composed of casein peptone (pancreatic)
(17 g/L), soy peptone (A3SC) (3 g/L), NaCl (5 g/L), K2HPO4 (2.5 g/L) and glucose (2.5 g/L,
sterile filtered and added after autoclaving, or a ready-to-use powder purchased from Sigma,
both at an approximate 1:10 culture-to-flask volume ratio. Daptomycin (DAP, analytic grade
powder; designated ‘Cubicin’, Novartis Pharma, Nuremberg, Germany) was prepared freshly
prior to each application, filter sterilized (0.2 μM pore size, Whatman, Dassel, Germany) and
used to challenge stationary-phase S. aureus cells. 100-fold the MIC of DAP solution had been
determined as 400 mg/L for S. aureus SA113 before [35] and 150 mg/L corresponding to
250-fold the MIC was determined and used for NARSA strains [47]. Strain HG003 D6 [48]
was treated with 400 mg/L corresponding to 100-fold the MIC and the clinical strains with 400
mg/L corresponding to 200-fold and 800-fold the MIC for strains 616/621 and 701/703 respec-
tively. Ca2+ cations, required for DAP activity [49], were provided as CaCl2 (Merck, Darmstadt,
Germany) at a final concentration of 50 μg/mL. 2 / 15 PLOS ONE | DOI:10.1371/journal.pone.0150907
March 9, 2016 Addition of glucose accelerates DAP-dependent killing of stationary
growth phase S. aureus in vitro Three SA113 cultures were grown identically in TSB medium to stationary growth phase at
which the medium is depleted for glucose [23]. 100-fold the MIC of DAP was added at time
point t = 0h to each of the cultures and at t = 3h, 5h or 7h, respectively, one culture each was
supplemented with glucose at a final concentration of 5 g/L The viable counts indicated signifi-
cantly enhanced killing when glucose was added at t = 3h compared to a culture challenged
with DAP only (Fig 1). We now refer to the observation of enhanced DAP killing upon addi-
tion of glucose as the “Glc-DAP effect”. Between t = 0h and t = 1h, the number of CFU
decreased to approximately 0.05% of the initial amount. Within the next two hours, the eradi-
cation slowed down, reflecting a typical biphasic killing behavior [9]. Of note, the addition of
glucose three or five hours after DAP challenge resulted in an eradication of persister cells in
the culture within the next five hours. In comparison, an SA113 culture exposed to 100-fold
the MIC of DAP but no glucose still contained more than 1.6x103 CFU/mL after ten hours. Cells residing in a DAP-tolerant state for a longer period (up to 7 hours after addition of the
drug) also were susceptible to the Glc-DAP effect, albeit less pronounced. Notably, a compara-
ble behavior was observed when stationary growth phase cells were washed and resuspended in
PBS buffer, ruling out that other components in the spent medium are causative for the Glc-
DAP effect (S1 Fig). Upon supplementing the DAP-containing medium with lower concentrations of glucose
(50 or 100 mg/L), killing of strain SA113 was only slightly affected, whereas higher glucose con-
centration markedly enhanced and killing efficiency (S2 Fig). The maximal effect was observed
with 1 g/L glucose, whereas higher concentrations (up to 5 g/L) did not accelerate killing fur-
ther. To account for glucose consumption we performed all further experiments using 5 g/L
glucose. Results Cells of stationary growth phase S. aureus SA113 cultures maintain an active amino acid anab-
olism during high-level DAP treatment for several hours [23]. We assume that persister cells
recalcitrant to eradication by this drug contribute significantly to this metabolic activity. Nota-
bly, a closer inspection of killing curves of our previous study suggested an increased killing
efficiency by DAP after the addition of glucose. We here scrutinized this effect in more detail. Statistical analysis Data are expressed as mean ± SD. Statistical analysis is described for each experiment in the
corresponding figure legend. For all comparisons, a P value of 0.05 indicated statistical signif-
icance. All statistical analyses were performed with GraphPad Prism version 4 and 5. CFU determination Overnight cultures of S. aureus SA113 were treated with 100-fold the MIC of DAP. Glucose
was added at indicated time-points to final concentrations of 5 g/L (25 mM) unless stated oth-
erwise. For the experiments with other compounds, glucose, fructose, ribose, xylose, glycerol,
pyruvate, succinate, arginine or 2-deoxy-glucose were added at indicated time-points to final
concentrations of 5 mM each. This concentration was chosen due to poorer aqueous solubility
of some of the compounds compared to glucose. Viable counts were analyzed by CFU analysis
on non-selective TSB agar plates. Cultures with viable counts below a threshold of 100 CFU/
mL were judged as sterilized. All viable count experiments were conducted using at least three
biological replicates. 3 / 15 PLOS ONE | DOI:10.1371/journal.pone.0150907
March 9, 2016 Glucose/Daptomycin Killing of S. aureus Persisters Glucose-enhanced killing of stationary growth phase S. aureus is DAP-
specific and independent from cell division Delta CFU/mL (n = 3) of glucose added after 3h (from 4h to 6h),
5h (6h to 8h) and 7h (8h to 10 h) and delta CFU/mL for the same time points of the control without Glc, were
compared by 1-way ANOVA with Bonferroni's Multiple Comparison Test. ***p<0.001. n.s.: not significant. doi:10.1371/journal.pone.0150907.g001 doi:10.1371/journal.pone.0150907.g001 doi:10.1371/journal.pone.0150907.g001 doi:10.1371/journal.pone.0150907.g001 did not induce killing by these antibiotics, which would be expected if the reversion to a repli-
cating mode was responsible for the reinstated drug susceptibility. We therefore conclude that
nutrient-dependent triggering of cell growth is not a reason for the Glc-DAP effect. Enhanced killing by DAP is specific to selected carbohydrates Are other metabolites also capable of accelerating DAP-dependent killing of stationary growth
phase S. aureus? We chose fructose, ribose, glycerol, pyruvate, succinate and arginine, all of
which are substrates or intermediates of catabolic pathways or anaplerotic reactions of S. aureus (Fig 2A) to test this hypothesis. The compounds were added to final concentrations of 5
mM each three hours after the onset of DAP treatment. Xylose and 2-deoxy-glucose, which are
both transported into the cytoplasm of S. aureus but are not further metabolized [52,53], served
as controls. Killing was enhanced with fructose, glycerol, succinate and arginine, but only glu-
cose showed a significant effect compared to the DAP-only control. Eradication kinetics were
unaffected with xylose or 2-deoxy-glucose (Fig 2B). As a further control, cultures were grown overnight in TSB-like medium in which glucose
had been replaced by fructose. Also these were eradicated more efficiently by the addition of
glucose, ruling out that an adaptation of metabolism to glucose during the cell cycle was mainly
causative for the Glc-DAP effect (data not shown). Glucose-enhanced killing of stationary growth phase S. aureus is DAP-
specific and independent from cell division At this point, it was conceivable that glucose induced killing of DAP challenged cells was the
result of nutrient-dependent induction of cell division, rendering the cells generally more vul-
nerable to antibiotics. We have previously shown that stationary growth phase S. aureus cul-
tures are extremely tolerant to a number of antibiotics in vitro, even at elevated drug-
concentrations [35]. This was consistent with observations in the present study, in which drugs
targeting the cell envelope (penicillin, 100-fold the MIC, 2 mg/L, or vancomycin, 100-fold the
MIC, 400 mg/L) did not discernibly decrease the life count (S3 Fig). The addition of glucose concentrations [35]. This was consistent with observations in the present study, in which drugs
targeting the cell envelope (penicillin, 100-fold the MIC, 2 mg/L, or vancomycin, 100-fold the
MIC, 400 mg/L) did not discernibly decrease the life count (S3 Fig). The addition of glucose 4 / 15 PLOS ONE | DOI:10.1371/journal.pone.0150907
March 9, 2016 Glucose/Daptomycin Killing of S. aureus Persisters Fig 1. Time dependent killing of SA113. SA113 cells were treated with 100-fold the MIC of DAP starting at
t = 0h. Glucose was added to cultures to final concentrations of 5 g/L each at time points 3h (triangles), 5h
(circles), or 7h (squares), respectively, as indicated by arrows. CFU concentrations of a culture treated with
DAP only (diamonds) were measured as a control. For statistical analysis area the delta of the CFU/mL was
calculated 1 h and 4 h after glucose addition. Delta CFU/mL (n = 3) of glucose added after 3h (from 4h to 6h),
5h (6h to 8h) and 7h (8h to 10 h) and delta CFU/mL for the same time points of the control without Glc, were
compared by 1-way ANOVA with Bonferroni's Multiple Comparison Test. ***p<0.001. n.s.: not significant. doi:10.1371/journal.pone.0150907.g001 Fig 1. Time dependent killing of SA113. SA113 cells were treated with 100-fold the MIC of DAP starting at
t = 0h. Glucose was added to cultures to final concentrations of 5 g/L each at time points 3h (triangles), 5h
(circles), or 7h (squares), respectively, as indicated by arrows. CFU concentrations of a culture treated with
DAP only (diamonds) were measured as a control. For statistical analysis area the delta of the CFU/mL was
calculated 1 h and 4 h after glucose addition. The Glc-DAP effect is independent of the proton motive force The proton motive force (PMF) is generated by the electron transport chain and reduction
equivalents originating from glycolysis and the TCA cycle. In order to examine a possible
involvement of the PMF in the Glc-DAP effect, the uncoupler carbonyl cyanide m-chlorophe-
nyl hydrazone (CCCP) was added to DAP challenged cells one hour before the addition of 5 / 15 PLOS ONE | DOI:10.1371/journal.pone.0150907
March 9, 2016 Glucose/Daptomycin Killing of S. aureus Persisters Fig 2. Influence of selected carbohydrates on DAP challenged S. aureus cultures. A) Schematic
overview of tested metabolites and their entrance into the metabolism of S. aureus and genes responsible for
selected metabolic reactions; fructose (fru), glyceraldehyde-3-phosphate (GAP), Dihydroxyacetone
phosphate (DHAP), phosphoenolpyruvate (PEP). B) Selected compounds were added to final
concentrations of 5 mM at t = 3h and the CFU values were determined after 24 hours. Groups were compared
to the untreated control group by 1-way ANOVA with Dunnett's Multiple Comparison Test. *p<0.05. doi:10.1371/journal.pone.0150907.g002 Fig 2. Influence of selected carbohydrates on DAP challenged S. aureus cultures. A) Schematic
overview of tested metabolites and their entrance into the metabolism of S. aureus and genes responsible for
selected metabolic reactions; fructose (fru), glyceraldehyde-3-phosphate (GAP), Dihydroxyacetone
phosphate (DHAP), phosphoenolpyruvate (PEP). B) Selected compounds were added to final
concentrations of 5 mM at t = 3h and the CFU values were determined after 24 hours. Groups were compared
to the untreated control group by 1-way ANOVA with Dunnett's Multiple Comparison Test. *p<0.05. doi:10.1371/journal.pone.0150907.g002 Fig 2. Influence of selected carbohydrates on DAP challenged S. aureus cultures. A) Schematic glucose. CCCP impedes energizing of membranes by scavenging protons, rapidly leading to a
lack of ATP in the cell [54]. As shown previously, the activity of DAP against exponential
growth phase S. aureus is unaffected by CCCP [32]. In our experiments, CCCP treatment of
cultures during exponential growth phase ceased growth independent of DAP (S4 Fig). Treat-
ment of cells with CCCP prior to the addition of DAP resulted in approximately 10-fold 6 / 15 PLOS ONE | DOI:10.1371/journal.pone.0150907
March 9, 2016 Glucose/Daptomycin Killing of S. aureus Persisters elevated persister levels compared to the untreated control (Fig 3), in agreement to results with
CCCP-treated exponential phase E. coli cultures [55]. The Glc-DAP effect, however, was still
observed in the presence of CCCP, suggesting a PMF independent mechanism. Analysis of S. aureus strains defective in glucose transport and
catabolism We next inspected selected steps of glucose transport and catabolism by exploiting specific
mutant strains of the S. aureus USA300 JE2 based NARSA Transposon Mutant Library [47]. The first two chosen strains exhibited disrupted phosphotransferase (PTS) systems, namely the
glucose-PTS specific IIABC component, SAUSA300_2476 (NE39) and the glucose-PTS spe-
cific IIBC component domain protein, SAUSA300_0191 (NE172). Compared to our PTS-posi-
tive control strain NE1046 (fdhD, formate dehydrogenase, SAUSA300_2231), both PTS
mutants’ killing curves showed a less pronounced incongruity between challenge with Glc-
DAP and DAP only (Fig 4). The reduced but still discernible Glc-DAP effect may be rational-
ized by redundant PTS systems or residual glucose transport due to secondary uptake systems
of S. aureus [52]. The results hitherto suggest the involvement of one or more metabolic path-
way(s) in the Glc-DAP phenomenon. In order to take a deeper look into central carbon metab-
olism, further transposon mutants affected at certain branch points of glycolysis, or TCA cycle,
respectively, were examined (Fig 2A). Results obtained with these mutants were inconclusive
as DAP susceptibility among the strains varied considerably even without glucose. However, a
trend towards an accelerated killing of all the tested strains upon the addition of glucose was
observed (S5 Fig). The Glc-DAP effect is not affected by physiologic changes in the pH The interplay between oxygen supply and an excess of glucose can lead to an overload of meta-
bolic pathways [56]. In S. aureus this results in accumulation of acetate and lactate stemming
from pyruvate and concomitant acidification of the medium [57]. We determined both the pH
value and the amount of acetate in DAP-containing cultures before and after the addition of
glucose. The medium became slightly alkalized during the first three hours of DAP treatment
(S6A Fig). After the addition of glucose the pH value rapidly decreased from 7.8 to about 7.4
and then leveled off, arguably due to glucose metabolism. The concentration of acetate was sta-
ble for the first three hours and rose upon glucose addition (S6B Fig). An artificial adjustment
of the pH value in the medium, to resemble the glucose-dependent changes, did not influence
the killing behavior by DAP only (data not shown). Thus, it is unlikely that acidification may
be causative of the Glc-DAP effect. The Glc-DAP effect is independent of the proton motive force elevated persister levels compared to the untreated control (Fig 3), in agreement to results with
CCCP-treated exponential phase E. coli cultures [55]. The Glc-DAP effect, however, was still
observed in the presence of CCCP, suggesting a PMF independent mechanism. Strains less susceptible to DAP are also subject to the Glc-DAP effect At t = 3h (arrows), glucose was added to cultures (filled
symbols). Cultures without CCCP pretreatment (squares) were handled identically. For statistical analysis
endpoint ODs after eight hours were compared by 1-way ANOVA with Bonferroni's Multiple Comparison
Test. *p<0.05. doi:10.1371/journal.pone.0150907.g003 doi:10.1371/journal.pone.0150907.g003 glucose after 24 hours of incubation (Fig 5B). Similar results were obtained for the two less tol-
erant strains 616 and 621 (Fig 5C). While DAP is regarded as non-lytic against S. aureus [59],
the experiments with strains 616, 621, 701 and 703 revealed a drastic decrease in OD578 values
after a 24 hour period of Glc-DAP treatment (Fig 5D). The OD578 of the samples treated with glucose after 24 hours of incubation (Fig 5B). Similar results were obtained for the two less tol-
erant strains 616 and 621 (Fig 5C). While DAP is regarded as non-lytic against S. aureus [59],
the experiments with strains 616, 621, 701 and 703 revealed a drastic decrease in OD578 values
after a 24 hour period of Glc-DAP treatment (Fig 5D). The OD578 of the samples treated with glucose after 24 hours of incubation (Fig 5B). Similar results were obtained for the two less tol-
erant strains 616 and 621 (Fig 5C). While DAP is regarded as non-lytic against S. aureus [59],
the experiments with strains 616, 621, 701 and 703 revealed a drastic decrease in OD578 values
after a 24 hour period of Glc-DAP treatment (Fig 5D). The OD578 of the samples treated with Fig 4. Time-dependent killing of PTS-mutants. Transposon mutants were treated with 250-fold the MIC of
DAP. Glucose was added to the culture at t = 3h (arrow). NE39 (glucose-PTS specific IIABC component,
circle), NE172 (glucose-PTS specific IIBC component domain protein, square). Strain NE1046 (formate
dehydrogenase, triangle) served as control. For statistical analysis, the area under curve (AUC) was
calculated from the time point of glucose (Glc) addition (3h). AUCs (n = 3) of all groups where compared by
1-way ANOVA with Bonferroni's Multiple Comparison Test, according to which the differences were not
significant. doi:10.1371/journal.pone.0150907.g004 Fig 4. Time-dependent killing of PTS-mutants. Transposon mutants were treated with 250-fold the MIC of
DAP. Glucose was added to the culture at t = 3h (arrow). NE39 (glucose-PTS specific IIABC component,
circle), NE172 (glucose-PTS specific IIBC component domain protein, square). Strain NE1046 (formate
dehydrogenase, triangle) served as control. Strains less susceptible to DAP are also subject to the Glc-DAP effect We next investigated, whether the addition of glucose also increases DAP-dependent killing of
strains with decreased susceptibility to this drug. Strain HG003 D6 [48] had previously been
isolated as a highly DAP-tolerant mutant generated by cyclic treatment with high doses of the
drug. The addition of glucose and DAP led to a tremendous killing also of this strain (Fig 5A)
whereas the culture treated with DAP only still contained more than 1x 108 CFU/mL seven
hours after drug-addition. The parent strain HG003 was highly susceptible for the Glc-DAP
effect reflecting a more pronounced killing behavior than SA113 (Fig 1). In addition, two DAP
sensitive strains (616, 621; MIC = 0.5 mg/L) and two less DAP-susceptible strains (701, 703;
MIC = 2 mg/L), all isolated from a patient with relapsing endocarditis during DAP therapy
[42,58] were tested for the Glc-DAP effect. Intriguingly, the killing efficiency was increased
about 100-fold (strain 703) and 600-fold (strain 701) compared to the treatment without PLOS ONE | DOI:10.1371/journal.pone.0150907
March 9, 2016 7 / 15 Glucose/Daptomycin Killing of S. aureus Persisters Fig 3. Influence of the proton motive force. CCCP pretreatment of DAP challenged SA113 cultures. Stationary phase SA113 cells were treated with 50 μM CCCP (triangles) at t = -1h, corresponding to one hour
before the addition of 100-fold the MIC of DAP. At t = 3h (arrows), glucose was added to cultures (filled
symbols). Cultures without CCCP pretreatment (squares) were handled identically. For statistical analysis
endpoint ODs after eight hours were compared by 1-way ANOVA with Bonferroni's Multiple Comparison
Test. *p<0.05. d i 10 1371/j
l
0150907 003 Fig 3. Influence of the proton motive force. CCCP pretreatment of DAP challenged SA113 cultures. Stationary phase SA113 cells were treated with 50 μM CCCP (triangles) at t = -1h, corresponding to one hour
before the addition of 100-fold the MIC of DAP. At t = 3h (arrows), glucose was added to cultures (filled
symbols). Cultures without CCCP pretreatment (squares) were handled identically. For statistical analysis
endpoint ODs after eight hours were compared by 1-way ANOVA with Bonferroni's Multiple Comparison
Test. *p<0.05. Fig 3. Influence of the proton motive force. CCCP pretreatment of DAP challenged SA113 cultures. Stationary phase SA113 cells were treated with 50 μM CCCP (triangles) at t = -1h, corresponding to one hour
before the addition of 100-fold the MIC of DAP. Strains less susceptible to DAP are also subject to the Glc-DAP effect This
apparent cell lysis was observed with all four strains, irrespective of their sensitivity towards the
drug. Glc-DAP decreased by more than 75% compared to the cultures treated with DAP only. This
apparent cell lysis was observed with all four strains, irrespective of their sensitivity towards the
drug. Strains less susceptible to DAP are also subject to the Glc-DAP effect For statistical analysis, the area under curve (AUC) was
calculated from the time point of glucose (Glc) addition (3h). AUCs (n = 3) of all groups where compared by
1-way ANOVA with Bonferroni's Multiple Comparison Test, according to which the differences were not
significant. 8 / 15 PLOS ONE | DOI:10.1371/journal.pone.0150907
March 9, 2016 Glucose/Daptomycin Killing of S. aureus Persisters Fig 5. Time-dependent killing of strains with different susceptibilities towards DAP. Stationary phase
cultures of HG003, HG003 D6 and the clinical S. aureus strains 616, 621, 701 and 703 were treated with
100-fold, or 250-fold the MIC of DAP, respectively. At t = 3h, glucose was added (arrow) to the cultures (filled
symbols) and CFU values were determined over time. For statistical analysis endpoint ODs after 24 hours for
-Glc and +Glc for each strain were compared with unpaired t-test (with Welch’s correction for unequal
variances if appropriate) ***p<0.001. A) Growth-phase-dependent DAP-tolerant strain HG003 D6 (square)
and parent wild type strain HG003 (triangle). B) DAP-tolerant strains 701 (square) and 703 (triangle) (MIC = 2
mg/L). C) Sensitive strains 616 (square) and 621 (triangle) (MIC = 0.5 mg/L). D) Optical densities after 24h of
incubation. Strains were challenged with 100-fold the MIC of DAP from t = 0h. Identically treated cultures
were supplemented with glucose from t = 3h. doi:10 1371/journal pone 0150907 g005 Fig 5. Time-dependent killing of strains with different susceptibilities towards DAP. Stationary phase
cultures of HG003, HG003 D6 and the clinical S. aureus strains 616, 621, 701 and 703 were treated with
100-fold, or 250-fold the MIC of DAP, respectively. At t = 3h, glucose was added (arrow) to the cultures (filled
symbols) and CFU values were determined over time. For statistical analysis endpoint ODs after 24 hours for
-Glc and +Glc for each strain were compared with unpaired t-test (with Welch’s correction for unequal
variances if appropriate) ***p<0.001. A) Growth-phase-dependent DAP-tolerant strain HG003 D6 (square)
and parent wild type strain HG003 (triangle). B) DAP-tolerant strains 701 (square) and 703 (triangle) (MIC = 2
mg/L). C) Sensitive strains 616 (square) and 621 (triangle) (MIC = 0.5 mg/L). D) Optical densities after 24h of
incubation. Strains were challenged with 100-fold the MIC of DAP from t = 0h. Identically treated cultures
were supplemented with glucose from t = 3h. doi:10.1371/journal.pone.0150907.g005 Glc-DAP decreased by more than 75% compared to the cultures treated with DAP only. Discussion Metabolite induced killing of bacterial persisters has been associated with PMF generation and
concomitant uptake of aminoglycoside compounds [20,45,46]. We here show that the lipopep-
tide antibiotic DAP also exhibits enhanced killing efficiency of S. aureus in the presence of glu-
cose. Of note, this effect was also observed with a number of strains with low DAP-
susceptibility. Our experiments with the uncoupler CCCP furthermore indicate that the Glc-
DAP effect is not merely a consequence of PMF generation. Instead, the metabolism of glucose
t b
i l f
th Gl DAP ff
t
hi h
ith
i
t
ith l
t Metabolite induced killing of bacterial persisters has been associated with PMF generation and
concomitant uptake of aminoglycoside compounds [20,45,46]. We here show that the lipopep-
tide antibiotic DAP also exhibits enhanced killing efficiency of S. aureus in the presence of glu-
cose. Of note, this effect was also observed with a number of strains with low DAP- Metabolite induced killing of bacterial persisters has been associated with PMF generation and
concomitant uptake of aminoglycoside compounds [20,45,46]. We here show that the lipopep-
tide antibiotic DAP also exhibits enhanced killing efficiency of S. aureus in the presence of glu-
cose. Of note, this effect was also observed with a number of strains with low DAP-
susceptibility. Our experiments with the uncoupler CCCP furthermore indicate that the Glc-
DAP effect is not merely a consequence of PMF generation. Instead, the metabolism of glucose
appears to be crucial for the Glc-DAP effect, which was neither prominent with low concentra-
tions of glucose, nor with the non-metabolizable 2-deoxy-glucose. The observations of our
study are consistent with two hypotheses for the mechanistic basis of the Glc-DAP effect. The
first one suggests an influence of Glc-transport proteins on DAP’s mode of action, while the susceptibility. Our experiments with the uncoupler CCCP furthermore indicate that the Glc-
DAP effect is not merely a consequence of PMF generation. Instead, the metabolism of glucose
appears to be crucial for the Glc-DAP effect, which was neither prominent with low concentra-
tions of glucose, nor with the non-metabolizable 2-deoxy-glucose. The observations of our
study are consistent with two hypotheses for the mechanistic basis of the Glc-DAP effect. The
first one suggests an influence of Glc-transport proteins on DAP’s mode of action, while the PLOS ONE | DOI:10.1371/journal.pone.0150907
March 9, 2016 9 / 15 Glucose/Daptomycin Killing of S. Discussion g
g
p y
Notably, our experiments were based upon in vitro stationary growth phase cultures that were
challenged with DAP concentrations that exceed serum concentrations in patients treated with
this drug by more than tenfold [74,75]. Certainly, the systemic application of glucose to
enhance DAP-dependent killing of S. aureus persisters in a patient is limited, as the blood
sugar level in the human body is normally subject to homeostatic regulation. Of note, glycemia
of non-diabetic humans is in a comparable range as the glucose concentrations that we deter-
mined to enhance DAP’s function. The importance of glucose as an adjuvant for DAP may
thus have gone unnoticed in patients so far. It may be an option to improve DAP-efficiency in
the treatment of non-invasive acute bacterial skin and skin-structure infections by increasing
local concentrations of glucose. Hopefully, recent achievements regarding the eradication of
persister cells will also aid in reducing the formation of drug resistant cells that pose an ever-
growing issue in public and clinical health [4,39,76–78]. Discussion aureus Persisters second is based upon Glc induced and DAP-specific lysis of cells. Based upon our observations
with a number of S. aureus transposon-mutants, it is conceivable that components of the Glc
PTS transport system may serve as receptors or targets of DAP. Accordingly, Glc-dependent
induction of specific PTS transporters [60,61] will increase susceptibility to DAP. A similar
effect was observed in Lactococcus lactis with bacteriocins that share biochemical features with
DAP [62]. Moreover, mutations in PTS proteins confer a high degree of DAP-non-susceptibil-
ity in Enterococcus faecium [63]. Regarding the integrity of S. aureus cells upon DAP treatment,
contradictory results have been reported. Electron microscopic images have shown tremen-
dous morphological changes of S. aureus cells during DAP challenge, but not lysis [64], in
agreement with another study also suggesting a lysis-independent mechanism of this drug
[59]. However, autolysis after DAP addition was observed, at least partially, in some S. aureus
strains during exponential phase [65]. Cell lysis may be augmented by intrinsic murein hydro-
lases. A potentiated lysis of exponential phase Staphylococcus cohnii upon addition of glucose
was described with Pep 5, a cationic bactericidal peptide produced by Staphylococcus. epidermi-
dis 5 [66]. It is conceivable that carbohydrates in combination with specific drugs induce a sui-
cidal mechanism in persister cells comparable to programmed cell death [67]. Of note,
carbohydrate metabolism influences murein hydrolase activity in S. aureus [68,69]. For exam-
ple, the pleiotropic regulator CcpA activates transcription of the hydrolase activator cidA in the
presence of glucose [70]. cidA is part of the cidABC operon which together with lrgAB is
involved in the regulation of murein hydrolase activity and autolysis [69,71,72]. According to
our previous data, an upregulation of the TCA cycle activity may lead to an overflow metabo-
lism [23] and acetate derived from pyruvate activates cidABC and lrgAB transcription. Further
studies are required to verify these speculations in regard to the Glc-DAP effect. q
y
p
g
Recently, a resuscitation promoting factor of S. aureus was postulated that is involved in
shifting dormant cells back to a dividing state [73]. This factor can be ruled out as responsible
for the Glc-DAP effect which we also observed in buffered solution, devoid of components
found in culture supernatants. Discussion Although the regulatory network of hydrolase activity is still not
well understood, it should be considered as a potential target for the development of new anti-
persister therapies of S. aureus. Artificial activation of peptidoglycan hydrolases could thereby
lead to a random lysis process with fatal consequences for the cells independent of both the sus-
ceptibility towards antibiotics and their physiological state. It would be interesting to investi-
gate the significance of the Glc-DAP effect in the treatment of staphylococcal infection. Notably, our experiments were based upon in vitro stationary growth phase cultures that were
challenged with DAP concentrations that exceed serum concentrations in patients treated with
this drug by more than tenfold [74,75]. Certainly, the systemic application of glucose to
enhance DAP-dependent killing of S. aureus persisters in a patient is limited, as the blood
sugar level in the human body is normally subject to homeostatic regulation. Of note, glycemia
of non-diabetic humans is in a comparable range as the glucose concentrations that we deter-
mined to enhance DAP’s function. The importance of glucose as an adjuvant for DAP may
thus have gone unnoticed in patients so far. It may be an option to improve DAP-efficiency in
the treatment of non-invasive acute bacterial skin and skin-structure infections by increasing
local concentrations of glucose. Hopefully, recent achievements regarding the eradication of
persister cells will also aid in reducing the formation of drug resistant cells that pose an ever-
growing issue in public and clinical health [4,39,76–78]. Recently, a resuscitation promoting factor of S. aureus was postulated that is involved in
shifting dormant cells back to a dividing state [73]. This factor can be ruled out as responsible
for the Glc-DAP effect which we also observed in buffered solution, devoid of components
found in culture supernatants. Although the regulatory network of hydrolase activity is still not
well understood, it should be considered as a potential target for the development of new anti-
persister therapies of S. aureus. Artificial activation of peptidoglycan hydrolases could thereby
lead to a random lysis process with fatal consequences for the cells independent of both the sus-
ceptibility towards antibiotics and their physiological state. It would be interesting to investi-
gate the significance of the Glc-DAP effect in the treatment of staphylococcal infection. Supporting Information NE427 (fumC-, fuma-
rate hydratase, diamonds), NE476 (fba-, fructose bisphosphate aldolase, squares), NE491 (icd-,
isocitrate dehydrogenase, triangles), NE1003 (mqo-, malate-quinone oxidoreductase, x-mark),
NE1046 (fdh-, formate dehydrogenase, circles), NE1407 (pyk-, pyruvate kinase, asterisks). For
statistical analysis area under curve (AUC) was calculated from the time point of glucose (Glc)
addition (3h). AUCs (n = 3) of all groups where compared to NE1046 fdh by 1-way ANOVA
with Dunnett's Multiple Comparison Test. (TIF) S6 Fig. pH and acetate/glucose measurement. Cultures were treated with 100-fold the MIC of
DAP at t = 0h. A) Glucose was added (filled squares) at t = 3h (arrow) and pH values were
determined over time. B) Acetate (triangle) and glucose (square) measurement of a culture
with glucose added at t = 3h. (TIF) Author Contributions Conceived and designed the experiments: MP LM RB. Performed the experiments: MP LM. Analyzed the data: MP LM CW RB. Wrote the paper: MP RB. Conceived and designed the experiments: MP LM RB. Performed the experiments: MP LM. Analyzed the data: MP LM CW RB. Wrote the paper: MP RB. Acknowledgments We thank Raphaela Künzel for technical assistance and Fritz Götz for support. Supporting Information S1 Fig. Time-dependent killing of SA113 cells in PBS. Stationary phase SA113 cells grown in
TSB were harvested and resuspended in PBS. At t = 0h, 100-fold the MIC of DAP was added to 10 / 15 PLOS ONE | DOI:10.1371/journal.pone.0150907
March 9, 2016 Glucose/Daptomycin Killing of S. aureus Persisters the cell suspensions. At t = 3h, one cell suspension was supplemented with glucose (filled
square), the other was left unaffected (open square) and CFU concentrations were determined
over time. (TIF) the cell suspensions. At t = 3h, one cell suspension was supplemented with glucose (filled
square), the other was left unaffected (open square) and CFU concentrations were determined
over time. (TIF) S2 Fig. Influence of the glucose concentration on the efficiency of the Glc-DAP effect. Sta-
tionary phase SA113 cells were treated with 100-fold the MIC of DAP at t = 0h. At t = 3h, dif-
ferent amounts of glucose were added and CFU values were determined after another four
hours. Pearson’s r coefficient: r = -0,704. (TIF) S3 Fig. Penicillin and vancomycin treatment of SA113 ± glucose. Stationary phase SA113
cells were treated with 100-fold the MIC of penicillin (square) or 100-fold the MIC of vanco-
mycin (triangle) at t = 0h. Glucose was added at t = 3h (arrow and filled symbols). (TIF) S4 Fig. Effect of CCCP on growth of SA113. SA113 was grown in TSB supplemented with
glucose (t = 0h, squares), 100 μM CCCP (t = 0h, diamonds), glucose and CCCP (t = 0h, trian-
gles), or glucose (t = 0h) and CCCP (t = 3h) (circles), respectively. (TIF) S5 Fig. Investigation of enzymatic branch points in glycolysis and TCA cycle. Time depen-
dent killing of stationary phase cultures with 250-fold the MIC of DAP. NE427 (fumC-, fuma-
rate hydratase, diamonds), NE476 (fba-, fructose bisphosphate aldolase, squares), NE491 (icd-,
isocitrate dehydrogenase, triangles), NE1003 (mqo-, malate-quinone oxidoreductase, x-mark),
NE1046 (fdh-, formate dehydrogenase, circles), NE1407 (pyk-, pyruvate kinase, asterisks). For
statistical analysis area under curve (AUC) was calculated from the time point of glucose (Glc)
addition (3h). AUCs (n = 3) of all groups where compared to NE1046 fdh by 1-way ANOVA
with Dunnett's Multiple Comparison Test. (TIF) S5 Fig. Investigation of enzymatic branch points in glycolysis and TCA cycle. Time depen-
dent killing of stationary phase cultures with 250-fold the MIC of DAP. 1.
Moy JA, Caldwell-Brown D, Lin AN, Pappa KA, Carter DM (1990) Mupirocin-resistant Staphylococcus
aureus after long-term treatment of patients with epidermolysis bullosa. J Am Acad Dermatol 22: 893–
895. PMID: 2112168 PLOS ONE | DOI:10.1371/journal.pone.0150907
March 9, 2016 References 1. Moy JA, Caldwell-Brown D, Lin AN, Pappa KA, Carter DM (1990) Mupirocin-resistant Staphylococcus
aureus after long-term treatment of patients with epidermolysis bullosa. J Am Acad Dermatol 22: 893–
895. PMID: 2112168 1. Moy JA, Caldwell-Brown D, Lin AN, Pappa KA, Carter DM (1990) Mupirocin-resistant Staphylococcus
aureus after long-term treatment of patients with epidermolysis bullosa. J Am Acad Dermatol 22: 893–
895. PMID: 2112168 2. Endimiani A, Blackford M, Dasenbrook EC, Reed MD, Bajaksouszian S, Hujer AM, et al. (2011) Emer-
gence of linezolid-resistant Staphylococcus aureus after prolonged treatment of cystic fibrosis patients 2. Endimiani A, Blackford M, Dasenbrook EC, Reed MD, Bajaksouszian S, Hujer AM, et al. (2011) Emer-
gence of linezolid-resistant Staphylococcus aureus after prolonged treatment of cystic fibrosis patients PLOS ONE | DOI:10.1371/journal.pone.0150907
March 9, 2016 11 / 15 Glucose/Daptomycin Killing of S. aureus Persisters in Cleveland, Ohio. Antimicrob Agents Chemother 55: 1684–1692. doi: 10.1128/AAC.01308-10 PMID:
21263048 3. Mariani PG, Sader HS, Jones RN (2006) Development of decreased susceptibility to daptomycin and
vancomycin in a Staphylococcus aureus strain during prolonged therapy. J Antimicrob Chemother 58:
481–483. PMID: 16847029 4. Skiest DJ (2006) Treatment failure resulting from resistance of Staphylococcus aureus to daptomycin. J Clin Microbiol 44: 655–656. PMID: 16455939 5. Babra C, Tiwari J, Costantino P, Sunagar R, Isloor S, Hedge N, et al. (2013) Human methicillin-sensi-
tive Staphylococcus aureus biofilms: potential associations with antibiotic resistance persistence and
surface polysaccharide antigens. J Basic Microbiol. 6. Donlan RM, Costerton JW (2002) Biofilms: survival mechanisms of clinically relevant microorganisms. Clin Microbiol Rev 15: 167–193. PMID: 11932229 7. Dortet L, Anguel N, Fortineau N, Richard C, Nordmann P (2013) In vivo acquired daptomycin resistance
during treatment of methicillin-resistant Staphylococcus aureus endocarditis. Int J Infect Dis 17:
e1076–1077. doi: 10.1016/j.ijid.2013.02.019 PMID: 23578850 8. Wood TK, Knabel SJ, Kwan BW (2013) Bacterial persister cell formation and dormancy. Appl Environ
Microbiol 79: 7116–7121. doi: 10.1128/AEM.02636-13 PMID: 24038684 9. Lewis K (2010) Persister cells. Annu Rev Microbiol 64: 357–372. doi: 10.1146/annurev.micro.112408. 134306 PMID: 20528688 10. Balaban NQ, Gerdes K, Lewis K, McKinney JD (2013) A problem of persistence: still more questions
than answers? Nat Rev Microbiol 11: 587–591. PMID: 24020075 11. Casadesús J, Low DA (2013) Programmed heterogeneity: epigenetic mechanisms in bacteria. J Biol
Chem 288: 13929–13935. doi: 10.1074/jbc.R113.472274 PMID: 23592777 12. Helaine S, Kugelberg E (2014) Bacterial persisters: formation, eradication, and experimental systems. Trends Microbiol 22: 417–424. doi: 10.1016/j.tim.2014.03.008 PMID: 24768561 13. PLOS ONE | DOI:10.1371/journal.pone.0150907
March 9, 2016 References Brady RA, Leid JG, Calhoun JH, Costerton JW, Shirtliff ME (2008) Osteomyelitis and the role of biofilms
in chronic infection. FEMS Immunol Med Microbiol 52: 13–22. PMID: 18081847 26. Moore CL, Osaki-Kiyan P, Haque NZ, Perri MB, Donabedian S, Zervos MJ (2012) Daptomycin versus
vancomycin for bloodstream infections due to methicillin-resistant Staphylococcus aureus with a high
vancomycin minimum inhibitory concentration: a case-control study. Clin Infect Dis 54: 51–58. doi: 10. 1093/cid/cir764 PMID: 22109947 27. Lowy FD (1998) Staphylococcus aureus infections. N Engl J Med 339: 520–532. PMID: 970904 28. DeLeo FR, Otto M, Kreiswirth BN, Chambers HF (2010) Community-associated meticillin-resistant
Staphylococcus aureus. Lancet 375: 1557–1568. doi: 10.1016/S0140-6736(09)61999-1 PMID:
20206987 29. French GL (2006) Bactericidal agents in the treatment of MRSA infections—the potential role of dapto-
mycin. J Antimicrob Chemother 58: 1107–1117. PMID: 17040922 30. Fuchs PC, Barry AL, Brown SD (2002) In vitro bactericidal activity of daptomycin against staphylococci. J Antimicrob Chemother 49: 467–470. PMID: 11864946 31. Steenbergen JN, Alder J, Thorne GM, Tally FP (2005) Daptomycin: a lipopeptide antibiotic for the treat-
ment of serious Gram-positive infections. J Antimicrob Chemother 55: 283–288. PMID: 15705644 32. Mascio CT, Alder JD, Silverman JA (2007) Bactericidal action of daptomycin against stationary-phase
and nondividing Staphylococcus aureus cells. Antimicrob Agents Chemother 51: 4255–4260. PMID:
17923487 33. Humphries RM, Pollett S, Sakoulas G (2013) A Current Perspective on Daptomycin for the Clinical
Microbiologist. Clin Microbiol Rev 26: 759–780. doi: 10.1128/CMR.00030-13 PMID: 24092854 34. Muraih JK, Pearson A, Silverman J, Palmer M (2011) Oligomerization of daptomycin on membranes. Biochim Biophys Acta 1808: 1154–1160. doi: 10.1016/j.bbamem.2011.01.001 PMID: 21223947 35. Lechner S, Lewis K, Bertram R (2012) Staphylococcus aureus Persisters Tolerant to Bactericidal Anti-
biotics. J Mol Microbiol Biotechnol 22: 235–244. doi: 10.1159/000342449 PMID: 22986269 36. Berti AD, Wergin JE, Girdaukas GG, Hetzel SJ, Sakoulas G, Rose WE (2012) Altering the proclivity
towards daptomycin resistance in methicillin-resistant Staphylococcus aureus using combinations with
other antibiotics. Antimicrob Agents Chemother 56: 5046–5053. doi: 10.1128/AAC.00502-12 PMID:
22802248 37. Werth BJ, Sakoulas G, Rose WE, Pogliano J, Tewhey R, Rybak MJ (2013) Ceftaroline increases mem-
brane binding and enhances the activity of daptomycin against daptomycin-nonsusceptible vancomy-
cin-intermediate Staphylococcus aureus in a pharmacokinetic/pharmacodynamic model. Antimicrob
Agents Chemother 57: 66–73. doi: 10.1128/AAC.01586-12 PMID: 23070161 38. References Fauvart M, De Groote VN, Michiels J (2011) Role of persister cells in chronic infections: clinical rele-
vance and perspectives on anti-persister therapies. J Med Microbiol 60: 699–709. doi: 10.1099/jmm.0. 030932-0 PMID: 21459912 14. Tuchscherr L, Medina E, Hussain M, Völker W, Heitmann V, Niemann S, et al. (2011) Staphylococcus
aureus phenotype switching: an effective bacterial strategy to escape host immune response and
establish a chronic infection. EMBO Mol Med 3: 129–141. doi: 10.1002/emmm.201000115 PMID:
21268281 15. Que YA, Hazan R, Strobel B, Maura D, He J, Kesarwani M, et al. (2013) A quorum sensing small vola-
tile molecule promotes antibiotic tolerance in bacteria. PLoS One 8: e80140. doi: 10.1371/journal. pone.0080140 PMID: 24367477 16. Leung V, Levesque CM (2012) A stress-inducible quorum-sensing peptide mediates the formation of
persister cells with noninherited multidrug tolerance. J Bacteriol 194: 2265–2274. doi: 10.1128/JB. 06707-11 PMID: 22366415 17. Keren I, Kaldalu N, Spoering A, Wang Y, Lewis K (2004) Persister cells and tolerance to antimicrobials. FEMS Microbiol Lett 230: 13–18. PMID: 14734160 18. Amato SM, Fazen CH, Henry TC, Mok WW, Orman MA, Sandvik EL, et al. (2014) The role of metabo-
lism in bacterial persistence. Front Microbiol 5: 70. doi: 10.3389/fmicb.2014.00070 PMID: 24624123 19. Amato SM, Orman MA, Brynildsen MP (2013) Metabolic control of persister formation in Escherichia
coli. Mol Cell 50: 475–487. doi: 10.1016/j.molcel.2013.04.002 PMID: 23665232 20. Orman MA, Brynildsen MP (2013) Establishment of a Method To Rapidly Assay Bacterial Persister
Metabolism. Antimicrobial Agents and Chemotherapy 57: 4398–4409. doi: 10.1128/AAC.00372-13
PMID: 23817376 21. Orman MA, Brynildsen MP (2013) Dormancy is not necessary or sufficient for bacterial persistence. Antimicrob Agents Chemother 57: 3230–3239. doi: 10.1128/AAC.00243-13 PMID: 23629720 22. Bokinsky G, Baidoo EE, Akella S, Burd H, Weaver D, Alonso-Gutierrez J, et al. (2013) HipA-Triggered
Growth Arrest and beta-Lactam Tolerance in Escherichia coli Are Mediated by RelA-Dependent ppGpp
Synthesis. J Bacteriol 195: 3173–3182. doi: 10.1128/JB.02210-12 PMID: 23667235 23. Lechner S, Prax M, Lange B, Huber C, Eisenreich W, Herbig A, et al. (2014) Metabolic and transcrip-
tional activities of Staphylococcus aureus challenged with high-doses of daptomycin. Int J Med Micro-
biol 304: 931–940. doi: 10.1016/j.ijmm.2014.05.008 PMID: 24980509 24. Gould IM (2009) Antibiotics, skin and soft tissue infection and meticillin-resistant Staphylococcus
aureus: cause and effect. Int J Antimicrob Agents 34 Suppl 1: S8–11. doi: 10.1016/S0924-8579(09)
70542-4 PMID: 19560675 12 / 15 PLOS ONE | DOI:10.1371/journal.pone.0150907
March 9, 2016 Glucose/Daptomycin Killing of S. aureus Persisters 25. PLOS ONE | DOI:10.1371/journal.pone.0150907
March 9, 2016 References Gasch O, Pillai S, Dakos J, Miyakis S, Moellering R Jr., Eliopoulos G (2013) Daptomycin in vitro activity
against methicillin-resistant Staphylococcus aureus is enhanced by D-cycloserine in a mechanism
associated with a decrease in cell surface charge. Antimicrob Agents Chemother. 39. Hayden MK, Rezai K, Hayes RA, Lolans K, Quinn JP, Weinstein RA (2005) Development of Daptomy-
cin resistance in vivo in methicillin-resistant Staphylococcus aureus. J Clin Microbiol 43: 5285–5287. PMID: 16207998 40. Bayer AS, Schneider T, Sahl HG (2013) Mechanisms of daptomycin resistance in Staphylococcus
aureus: role of the cell membrane and cell wall. Ann N Y Acad Sci 1277: 139–158. doi: 10.1111/j.1749-
6632.2012.06819.x PMID: 23215859 41. Song Y, Rubio A, Jayaswal RK, Silverman JA, Wilkinson BJ (2013) Additional routes to Staphylococ-
cus aureus daptomycin resistance as revealed by comparative genome sequencing, transcriptional
profiling, and phenotypic studies. PLoS One 8: e58469. doi: 10.1371/journal.pone.0058469 PMID:
23554895 42. Bertsche U, Weidenmaier C, Kuehner D, Yang SJ, Baur S, Wanner S, et al. (2011) Correlation of dapto-
mycin resistance in a clinical Staphylococcus aureus strain with increased cell wall teichoic acid pro-
duction and D-alanylation. Antimicrob Agents Chemother 55: 3922–3928. doi: 10.1128/AAC.01226-10
PMID: 21606222 43. Cohen NR, Lobritz MA, Collins JJ (2013) Microbial persistence and the road to drug resistance. Cell
Host Microbe 13: 632–642. doi: 10.1016/j.chom.2013.05.009 PMID: 23768488 44. Conlon BP, Nakayasu ES, Fleck LE, LaFleur MD, Isabella VM, Coleman K, et al. (2013) Activated ClpP
kills persisters and eradicates a chronic biofilm infection. Nature 503: 365–370. doi: 10.1038/
nature12790 PMID: 24226776 45. Allison KR, Brynildsen MP, Collins JJ (2011) Metabolite-enabled eradication of bacterial persisters by
aminoglycosides. Nature 473: 216–220. doi: 10.1038/nature10069 PMID: 21562562 13 / 15 PLOS ONE | DOI:10.1371/journal.pone.0150907
March 9, 2016 Glucose/Daptomycin Killing of S. aureus Persisters 46. Barraud N, Buson A, Jarolimek W, Rice SA (2013) Mannitol Enhances Antibiotic Sensitivity of Persister
Bacteria in Pseudomonas aeruginosa Biofilms. PLoS One 8: e84220. doi: 10.1371/journal.pone. 0084220 PMID: 24349568 47. Fey PD, Endres JL, Yajjala VK, Widhelm TJ, Boissy RJ, Bose JL, et al. (2013) A genetic resource for
rapid and comprehensive phenotype screening of nonessential Staphylococcus aureus genes. MBio
4: e00537–00512. doi: 10.1128/mBio.00537-12 PMID: 23404398 48. Mechler L, Herbig A, Paprotka K, Fraunholz M, Nieselt K, Bertram R (2015) A novel point mutation pro-
motes growth phase-dependent daptomycin tolerance in Staphylococcus aureus. Antimicrob Agents
Chemother 59: 5366–5376. doi: 10.1128/AAC.00643-15 PMID: 26100694 49. References Hanberger H, Nilsson LE, Maller R, Isaksson B (1991) Pharmacodynamics of daptomycin and vanco-
mycin on Enterococcus faecalis and Staphylococcus aureus demonstrated by studies of initial killing
and postantibiotic effect and influence of Ca2+ and albumin on these drugs. Antimicrob Agents Che-
mother 35: 1710–1716. PMID: 1659305 50. Iordanescu S, Surdeanu M (1976) Two restriction and modification systems in Staphylococcus aureus
NCTC8325. J Gen Microbiol 96: 277–281. 51. Herbert S, Ziebandt AK, Ohlsen K, Schäfer T, Hecker M, Albrecht D, et al. (2010) Repair of global regu-
lators in Staphylococcus aureus 8325 and comparative analysis with other clinical isolates. Infect
Immun 78: 2877–2889. doi: 10.1128/IAI.00088-10 PMID: 20212089 52. Götz F, Bannerman T., Schleifer KH. (2006) The Genera Staphylococcus and Macrococcus. The Pro-
karyotes 4: 5–75. 53. Wick AN, Drury DR, Nakada HI, Wolfe JB (1957) Localization of the primary metabolic block produced
by 2-deoxyglucose. J Biol Chem 224: 963–969. PMID: 13405925 54. Cavari BZ, Avi-Dor Y (1967) Effect of carbonyl cyanide m-chlorophenylhydrazone on respiration and
respiration-dependent phosphorylation in Escherichia coli. Biochem J 103: 601–608. PMID: 4962086 55. Kwan BW, Valenta JA, Benedik MJ, Wood TK (2013) Arrested protein synthesis increases persister-
like cell formation. Antimicrob Agents Chemother 57: 1468–1473. doi: 10.1128/AAC.02135-12 PMID:
23295927 56. Paczia N, Nilgen A, Lehmann T, Gatgens J, Wiechert W, Noack S (2012) Extensive exometabolome
analysis reveals extended overflow metabolism in various microorganisms. Microb Cell Fact 11: 122. doi: 10.1186/1475-2859-11-122 PMID: 22963408 57. Somerville GA, Said-Salim B, Wickman JM, Raffel SJ, Kreiswirth BN, Musser JM (2003) Correlation of
acetate catabolism and growth yield in Staphylococcus aureus: implications for host-pathogen interac-
tions. Infect Immun 71: 4724–4732. PMID: 12874354 58. Fischer A, Yang SJ, Bayer AS, Vaezzadeh AR, Herzig S, Stenz L, et al. (2011) Daptomycin resistance
mechanisms in clinically derived Staphylococcus aureus strains assessed by a combined transcrip-
tomics and proteomics approach. J Antimicrob Chemother 66: 1696–1711. doi: 10.1093/jac/dkr195
PMID: 21622973 59. Cotroneo N, Harris R, Perlmutter N, Beveridge T, Silverman JA (2008) Daptomycin exerts bactericidal
activity without lysis of Staphylococcus aureus. Antimicrob Agents Chemother 52: 2223–2225. doi: 10. 1128/AAC.01410-07 PMID: 18378708 60. Jahreis K, Pimentel-Schmitt EF, Bruckner R, Titgemeyer F (2008) Ins and outs of glucose transport sys-
tems in eubacteria. FEMS Microbiol Rev 32: 891–907. doi: 10.1111/j.1574-6976.2008.00125.x PMID:
18647176 61. PLOS ONE | DOI:10.1371/journal.pone.0150907
March 9, 2016 References Stülke J, Martin-Verstraete I, Zagorec M, Rose M, Klier A, Rapoport G (1997) Induction of the Bacillus
subtilis ptsGHI operon by glucose is controlled by a novel antiterminator, GlcT. Mol Microbiol 25: 65–
78. PMID: 11902727 62. Diep DB, Skaugen M, Salehian Z, Holo H, Nes IF (2007) Common mechanisms of target cell recogni-
tion and immunity for class II bacteriocins. Proc Natl Acad Sci U S A 104: 2384–2389. PMID:
17284603 63. Humphries RM, Kelesidis T, Tewhey R, Rose WE, Schork N, Nizet V, et al. (2012) Genotypic and phe-
notypic evaluation of the evolution of high-level daptomycin nonsusceptibility in vancomycin-resistant
Enterococcus faecium. Antimicrob Agents Chemother 56: 6051–6053. doi: 10.1128/AAC.01318-12
PMID: 22948885 64. Wale LJ, Shelton AP, Greenwood D (1989) Scanning electronmicroscopy of Staphylococcus aureus
and Enterococcus faecalis exposed to daptomycin. J Med Microbiol 30: 45–49. PMID: 2550648 65. Gustafson JE, Berger-Bachi B, Strassle A, Wilkinson BJ (1992) Autolysis of methicillin-resistant and
-susceptible Staphylococcus aureus. Antimicrob Agents Chemother 36: 566–572. PMID: 1320363 PLOS ONE | DOI:10.1371/journal.pone.0150907
March 9, 2016 14 / 15 Glucose/Daptomycin Killing of S. aureus Persisters 66. Bierbaum G, Sahl HG (1985) Induction of autolysis of staphylococci by the basic peptide antibiotics
Pep 5 and nisin and their influence on the activity of autolytic enzymes. Arch Microbiol 141: 249–254. PMID: 4004448 67. Bayles KW (2014) Bacterial programmed cell death: making sense of a paradox. Nat Rev Microbiol 12:
63–69. doi: 10.1038/nrmicro3136 PMID: 24336185 68. Rice KC, Nelson JB, Patton TG, Yang SJ, Bayles KW (2005) Acetic acid induces expression of the
Staphylococcus aureus cidABC and lrgAB murein hydrolase regulator operons. Journal of Bacteriology
187: 813–821. PMID: 15659658 69. Yang SJ, Rice KC, Brown RJ, Patton TG, Liou LE, Park YH, et al. (2005) A LysR-type regulator, CidR,
is required for induction of the Staphylococcus aureus cidABC operon. Journal of Bacteriology 187:
5893–5900. PMID: 16109930 70. Seidl K, Muller S, Francois P, Kriebitzsch C, Schrenzel J, Engelmann S, et al. (2009) Effect of a glucose
impulse on the CcpA regulon in Staphylococcus aureus. BMC Microbiol 9: 95. doi: 10.1186/1471-
2180-9-95 PMID: 19450265 71. Rice KC, Bayles KW (2003) Death's toolbox: examining the molecular components of bacterial pro-
grammed cell death. Molecular Microbiology 50: 729–738. PMID: 14617136 72. Groicher KH, Firek BA, Fujimoto DF, Bayles KW (2000) The Staphylococcus aureus lrgAB operon
modulates murein hydrolase activity and penicillin tolerance. Journal of Bacteriology 182: 1794–1801. PMID: 10714982 73. PLOS ONE | DOI:10.1371/journal.pone.0150907
March 9, 2016 References Pascoe B, Dams L, Wilkinson TS, Harris LG, Bodger O, Mack D, et al. (2014) Dormant Cells of Staphy-
lococcus aureus Are Resuscitated by Spent Culture Supernatant. PLoS One 9: e85998. doi: 10.1371/
journal.pone.0085998 PMID: 24523858 74. Van der Auwera P (1989) Ex vivo study of serum bactericidal titers and killing rates of daptomycin
(LY146032) combined or not combined with amikacin compared with those of vancomycin. Antimicrob
Agents Chemother 33: 1783–1790. PMID: 2556079 75. Kullar R, Chin JN, Edwards DJ, Parker D, Coplin WM, Rybak MJ (2011) Pharmacokinetics of single-
dose daptomycin in patients with suspected or confirmed neurological infections. Antimicrob Agents
Chemother 55: 3505–3509. doi: 10.1128/AAC.01741-10 PMID: 21502620 76. Friedman L, Alder JD, Silverman JA (2006) Genetic changes that correlate with reduced susceptibility
to daptomycin in Staphylococcus aureus. Antimicrob Agents Chemother 50: 2137–2145. PMID:
16723576 77. Peleg AY, Miyakis S, Ward DV, Earl AM, Rubio A, Cameron DR, et al. (2012) Whole genome character-
ization of the mechanisms of daptomycin resistance in clinical and laboratory derived isolates of Staph-
ylococcus aureus. PLoS One 7: e28316. doi: 10.1371/journal.pone.0028316 PMID: 22238576 78. Gasch O, Camoez M, Dominguez MA, Padilla B, Pintado V, Almirante B, et al. (2013) Emergence of
resistance to daptomycin in a cohort of patients with methicillin-resistant Staphylococcus aureus persis-
tent bacteraemia treated with daptomycin. J Antimicrob Chemother. 15 / 15
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* Gustavo De Santis
gustavo.desantis@unifi.it Abstract The presence of foreigners in a host country is a contentious issue: opponents claim, among
other things, that the cultural distance between them and natives is too large to permit inte‑
gration. However, it is impossible to ascertain whether this is true in the absence of a clear,
standardised system for measuring cultural distance (whether it be by nationality, length of
stay, educational level, etc.). In this paper, we argue that a recently proposed method, called
DBS or Distance Between Strata, fits this scope. We present the methodology under a new
light, investigate several of its properties, and apply it to two Italian surveys of 2011–13. Results indicate, first, that no group is homogeneous: Italians, for instance, display a clear
North to South gradient. Second, foreigners are not all equally culturally distant from Ital‑
ian natives: the ranking of their cultural distances largely conforms to expectation. Finally,
Italians with a foreign origin are, as expected, close to Italians tout court, which suggests
that cultural convergence is taking place. Keywords Clusters · Cultural distance · Multidimensional scaling · Foreigners in Italy Keywords Clusters · Cultural distance · Multidimensional scaling · Foreigners in Italy So Close, So Far. The Cultural Distance of Foreigners in Italy Accepted: 25 March 2021
© The Author(s) 2021 Social Indicators Research Social Indicators Research Social Indicators Research
https://doi.org/10.1007/s11205-021-02676-w https://doi.org/10.1007/s11205-021-02676-w ORIGINAL RESEARCH 1
DiSIA ‑ Dept. of Statistics, Computer Science, Applications, University of Florence, Florence,
Italy * Gustavo De Santis
gustavo.desantis@unifi.it
1
DiSIA ‑ Dept. of Statistics, Computer Science, Applications, University of Florence, Florence,
Italy 1 Introduction Cultural distance is frequently cited as a potential source of problems: it complicates the
management of multinational enterprises, reduces commercial exchanges, arouses sus‑
picion and sometimes hostility, and slows down the integration of foreigners in the host
country, etc. There are also potential benefits to it: for instance, it attracts curious tourists,
helps to address complex problems from different angles, and contrasts the tendency of the
world towards standardisation, under the pressure of globalisation. But whilst these ben‑
efits sometimes occur, they seem to materialize only rarely.i i
This issue is of great cultural and social significance, but research into it is still yet
to progress because the abstract concepts of culture and cultural distance are difficult to
define, impossible to measure directly (they are latent constructs), and hard to measure
even indirectly, because the corresponding manifest variables are typically questionable
and partial. 123456789)
1 3 56789)
3 G. De Santis et al. In the first part of this paper, we briefly discuss the notion of cultural distance, high‑
lighting two separate issues. The first regards the definition of culture and its empirical
indicators. Despite the relevance of the topic, we do not devote much space to it because
our data do not permit us any choice: we must stick to the few variables that we have
(Sect. 3). The second issue relates to the type of distance to be measured, distinguishing
between what we will call here the collective and the individual approach. The former,
which is a far more widely accepted concept, relies on the idea of a ‘representative’
(e.g., average, or modal) value, such as national culture. Groups have their ‘characteris‑
tic’ traits, and distances are built. The latter approach, the one that we will adopt here,
relates instead to the statistical notion of variability, and can be broadly described as
an attempt to estimate how likely it is for individuals of group A to find someone ‘like
them’ in group B. In Sect. 3 we present our data. By merging two similar but independent Italian sur‑
veys of 2011 and 2013, we try to assess the cultural distance between Italians and for‑
eigners in Italy. Unfortunately, overlap between the two surveys is rather limited; this
forced us to use just a few survey questions, focused on what may be called ‘culturally-
driven use of time (with a focus on selected items)’. 1 Introduction For brevity’s sake, we will some‑
times refer to this as (revealed, or actual manifestations of) culture. While we admit
that this may be a misnomer, and that in all cases the variables that we have may at best
reveal only part of the general picture (cultural distance between groups), we believe
that this may nonetheless prove of interest for three main reasons.i The first is that we do not know fully what people’s internal beliefs are, but we may
observe external social behaviour, which serves as a reflection of culture (and other var‑
iables, to be sure). This is precisely what our variables measure, albeit only partially and
imperfectly. The second reason is that the issue (potential problems caused by the presence of
‘aliens’ in the country) is deeply felt in Italy and is a cause of considerable political con‑
troversy. Despite this, to the best of our knowledge, no scientific evidence has ever been
produced on the subject. Is the cultural distance between natives and immigrants large or
small? Is it increasing or decreasing over time? Is it the same for all groups of foreigners? The third reason lies in the DBS (Distance Between Strata) method, introduced just a
few years ago (De Santis, Maltagliati, and Salvini, 2016). This presentation improves on
the preceding ones (see also Mucciardi and De Santis, 2017; De Santis and Mucciardi,
2017) in a few respects (1) we illustrate its overall philosophy more clearly, (2) we show that treating ordinal scales as interval scales does not worsen, and arguably
improves, the performance of the method (Sect. 4), and, perhaps most importantly, (2) we show that treating ordinal scales as interval scales does not worsen, and arguably
improves, the performance of the method (Sect. 4), and, perhaps most importantly, (3) we argue that, within limits, two of the critical choices of this method (the clustering
criterion and the number of clusters) are less problematic than it may seem: in a large
majority of the applications that we subjected to our sensitivity analysis (Sect. 7),
results do not essentially change. (3) we argue that, within limits, two of the critical choices of this method (the clustering
criterion and the number of clusters) are less problematic than it may seem: in a large
majority of the applications that we subjected to our sensitivity analysis (Sect. 7),
results do not essentially change. 1 3 1 Introduction (#1.a) foreigners coming from EU countries should be culturally closer to Italians
than foreigners coming from other parts of the world; Hy. (#1.a) foreigners coming from EU countries should be culturally closer to Italians
than foreigners coming from other parts of the world; Hy. (#2) the cultural distance should be smaller for people with some common back‑
ground, be it in geographical or socio-economic development terms; Hy. (#3) based on a recent survey (Istat, 2020, p. 22), the Chinese, and less so also the
Filipinos and the Peruvians living in Italy, should be the national groups most culturally
distant from Italians, given their linguistic difficulties (in the first two cases) and their ten‑
dency to form homogeneous but also relatively close communities (all of them). Hy. (#3) based on a recent survey (Istat, 2020, p. 22), the Chinese, and less so also the
Filipinos and the Peruvians living in Italy, should be the national groups most culturally
distant from Italians, given their linguistic difficulties (in the first two cases) and their ten‑
dency to form homogeneous but also relatively close communities (all of them). Surprisingly, though based on clustering, the proposed DBS method does not require
that clusters be understood, interpreted, or labelled. However, it is instructive to do so
and to understand why certain national groups are close to or far from others; this is what
Sect. 6 does. Section 7 reports the main results of our sensitivity analysis. We attempted several alter‑
native paths (e.g., different clustering procedures and different numbers of clusters) and we
compared the outcomes. As we show, in the large majority of cases the results are highly
consistent, which reinforces our claim that they are robust and not model-induced.i Substantive and methodological conclusions are drawn in the eighth and final Section 1 Introduction We produced a number of different results (Sects. 5 and 6). The first, and possibly
the most significant, is that heterogeneity characterises all groups, including Italians
(by macro-region of residence), who show a clear North–South gradient in their cul‑
turally-related use of time. The presence of heterogeneity suggests, on the one hand, 1 3 1 3 So Close, So Far. The Cultural Distance of Foreigners in Italy that stereotypes have scant scientific basis and, on the other, that measuring cultural
distances on ‘average’ (or ‘representative’) profiles is questionable. that stereotypes have scant scientific basis and, on the other, that measuring cultural
distances on ‘average’ (or ‘representative’) profiles is questionable. i
Among people of foreign origin living in Italy, we can distinguish those who are no
longer foreigners, because they acquired Italian nationality at some point, and those who
remain foreigners by country (or world region) of origin. This is, we believe, of the greatest
interest, both in itself (which foreigners are closer to Italians? Can we discern a pattern in
the cultural distance between groups of foreigners?) and as a check of the method: we can‑
not prove that the method works, but we can show that it leads to very reasonable results. Indeed, assessing the validity of a (relatively) new measure is not an easy task. One
way to do it is to see how closely its results conform to assumptions, or at least very strong
expectations. We designed two checks based on our assumptions: the method needs to pass
these tests to prove worthy of further consideration. These are:i Check (A) Italians (by macro-region of residence, of which we have five) should be
culturally close to each other and more or less in geographical order, from North to South; Check (B) people of foreign origin but now with an Italian citizenship should be cultur‑
ally closer to Italians (with Italian origin – simply Italians from now on) than foreigners
are; As our method passes both checks (Section 5) we deem it reliable, and we use it to test
the following hypotheses: Hy. (#1) foreigners should form relatively close cultural clusters when they come from
the same world region (e.g., Latin America or Africa), which implies that Hy. (#1) foreigners should form relatively close cultural clusters when they come from
the same world region (e.g., Latin America or Africa), which implies that Hy. 2 The Notion and Use of Cultural Distance Culture may be defined in several ways, whether it be according to norms, values, or
beliefs. In all cases, two broad approaches can be identified, which we will label ‘col‑
lective’ and ‘individual’, respectively. The former is more popular and intuitive. In a
famous interview, for instance, the social psychologist Hofstede defines culture as the
‘collective programming of the mind that distinguishes one group or category of peo‑
ple from another’ (http://www.geerthofstede.nl/). Shortly after, in the same interview, 3 3 G. De Santis et al. Hofstede simplifies his own definition to ‘the unwritten rules of the social game’. This
definition implies group homogeneity, which leads to the definition of cultural differ‑
ence as ‘a difference in human values that are rooted in national culture, which affect
individuals’ attitude and behaviour’ (Poh Chuin, 2019). These two sources are not chosen at random: they derive from the business and
administration world, where the main objective is to translate the overarching idea of
culture into something measurable and useful, such as for managing multinational enter‑
prises (Hofstede, 1980) and understanding what guides international commerce (Poh
Chuin, 2019), tourism (Ng et al., 2007; Petit & Seetaram, 2019), cultural consumption
(Schwartz, 2013), including the success of TV programmes (Berg, 2017; Ksiazek &
Webster, 2008), the tendency of customers to complain (Luria et al., 2016), the entre‑
preneurial success of women (Naidu & Chand, 2017), and human development (Gam‑
lath, 2017). These ideas are so deeply rooted in this context that Guiso et al. (2006)
assert that ‘the ultimate validity of the notion of culture resides in its ability to enhance
our understanding of economic behaviour’. However, cases when culture is evoked are also frequent outside the economic
sphere. 2 The Notion and Use of Cultural Distance For instance: • terrorism in OECD countries tends to increase with immigration, but not among
immigrants from culturally close countries (Böhmelt & Bove, 2020),fi • the necessity and difficulty of integrating (sometimes just assimilating) foreigners,
whose cultural difference is perceived as a menace, has inspired and continues to
inspire the immigration policy of several countries, such as Switzerland (Piñeiro &
Haller, 2012),f • potential migrants are culturally different from the rest of the population in their
origin countries, they select their destination country on the basis of cultural traits
(Docquier et al., 2020), and they contribute to the cultural modification not only of
the destination but also of the origin country thanks to the new ideas that they come
into contact with and bring back home (Fargues, 2011), • democratic stability or breakdown may depend on the depth of internal cultural divi‑
sions (McDoom & Gisselquist, 2020), • national cultures that attribute greater importance to economic success tend to breed
feelings of inferiority in the poor; this, while boosting economic activity, may prove
socially disruptive (Steckermeier & Delhey, 2019). • national cultures that attribute greater importance to economic success tend to breed
feelings of inferiority in the poor; this, while boosting economic activity, may prove
socially disruptive (Steckermeier & Delhey, 2019). In all cases, the attempt to define and measure a ‘typical’ cultural profile (for
instance, of a country) and to use this profile to ‘explain’ a dependent variable is rarely
successful (Beugelsdijk et al., 2015; Shenkar, 2001), and, when it is, suspicions arise
regarding the choice of the manifest variables used to define the latent (non-observable)
dimension of culture. If these manifest variables are chosen with the dependent variable
already in mind, as seems inevitable, results may be biased. While several indicators
may have a weak theoretical basis (Ortega-Villa & Ley-Garcia, 2018), and some, includ‑
ing our own, are clearly driven more by data availability than by a-priori reasoning (e.g.,
Vieira et al., 2020), it is also reasonable to suggest that finding suitable empirical data is
a particularly serious obstacle in this field. i
Part of the problem may lie in the often implicit assumption that ‘there are larger
cultural differences between countries than within countries’ (Ng et al., 2007). 2 The Notion and Use of Cultural Distance How‑
ever, this assumption may be questioned, which leads to the second line of research on
culture, the ‘individual’ approach, which is the style of approach that we follow here. 1 3 So Close, So Far. The Cultural Distance of Foreigners in Italy We follow Beugelsdijk et al.’s (2015) suggestion to build variance-based measures of
cultural distance, based on an idea that can be traced back to Byrne and Nelson’s (1965)
observation that individuals are attracted by those who resemble them. We follow Beugelsdijk et al.’s (2015) suggestion to build variance-based measures of
cultural distance, based on an idea that can be traced back to Byrne and Nelson’s (1965)
observation that individuals are attracted by those who resemble them. The point can be better illustrated with an example. Imagine three countries ‒ A, B
(reference), and C ‒ and imagine that, on some reliable scale of ‘national culture’, these
three countries score, respectively, 90, 100, and 120. Imagine further that a multinational
enterprise, based in B, wants to open a branch abroad, in country A or C, based on cultural
distance. At first sight, country A is a better choice, because the average cultural distance
is smaller, 10 instead of 20. However, imagine that the citizens of country A (potential
employees and customers of our enterprise) are extremely homogeneous, so that each of
them scores approximately 90, whereas those of country C are highly heterogeneous, scor‑
ing, say, between 80 and 160. In this case, there will be a reasonable share of them scoring
approximately 100, thus proving culturally close to our enterprise, coming from B. The
example could be made more realistic, by allowing for some variability within our (B)
enterprise, because not all of its managers and staff will score exactly 100. However, the
point is that, in the search for somebody who resembles us, it may be unwise to rely only
on group (country) means; it is better to consider also (or even primarily) internal vari‑
ability. Beugelsdijk et al. (2015) do so using variance. However, when individual data are
available, it seems preferable to measure cultural distance directly at the individual level, as
we do here (Sect. 4).ii To summarise, two separate issues are worth considering. The first refers to the specific
cultural aspects to include in the analysis. 1 There were, and still are, almost 200 different national groups of foreigners in Italy, from very large (e.g.,
more than 800 thousand Rumanians) to very small (two – units – coming from small and distant countries
such as Oman, Bahrein, Palau, and Brunei). Data elaborated with the SAS software (version 9.4). 2 The Notion and Use of Cultural Distance Scholars who are unable to design their own sur‑
vey must work with the empirical data they have at hand, frequently less than optimal. Our
case is no exception, as discussed in Sect. 3. The second issue is whether it is preferable to use the average-based (‘collective’)
approach or the variability-based (‘individual’) approach. With the former, researchers
look for the typical, or representative, individual of a group. With the latter, which is our
preference, researchers look at the composition (or ‘mix’) of individuals within groups,
and it is these internal distributions (not their averages, or any other representative value)
that make two groups close, or far away, from each other. 3 Data: Foreigners, Former Foreigners, and Italians in Italy (2011–13) Our data come from two Istat surveys (Istat is the National Institute of Statistics in Italy). The first is the multipurpose survey on the Condition and Social Integration of Foreign
Citizens in Italy – CSIFCI (‘Condizione e Integrazione Sociale dei Cittadini Stranieri’,
2011–12). At that time, foreigners in Italy accounted for approximately 4 million (6.8%)
of all residents, and comparatively little was known about them. They were in principle
included in all surveys, but they always ended up by being too few to be analysed sepa‑
rately, especially by origin.1 Adapting to their case the rationale (and the questionnaire) of
the multipurpose surveys that Istat routinely implemented in those years, 25,326 of them
were interviewed on this occasion. 1 3 3 G. De Santis et al. To compare foreigners in Italy with Italians, we used the ‘standard’ 2013 multipur‑
pose survey (ADL-Aspects of Daily Life, or ‘Aspetti della vita quotidiana’) with 20,275
respondents. Unfortunately, to merge the two surveys we were forced to use only the questions that
were (virtually) identical in the two cases, which turned out to be relatively few (Table 1). Based on the 11 manifest variables that we could retain for the analysis, our (implicit) defi‑
nition of ‘culture’ focuses on the way respondents spend part of their (free) time, alone or
with others, and on related activities: surfing the internet, or reading books, newspapers,
and magazines; attending cultural events (cinema, theatre, music); talking about politics. Admittedly, it is not only their cultural background that matters here; the outcome depends
also on several other variables that we cannot keep under control, such as their resources,
and the ‘cultural supply’ of their environment. All of these factors are also linked to the respondents’ age, which is known. As our
method is not well suited to include covariates (see Sect. 4), we needed to limit the hetero‑
geneity of the group retaining only respondents in their adult (18–64) years. As we wanted
to deal with sufficiently large national groups, we further limited our sample to nations (or
groups of supposedly homogenous nationalities) with at least 100 members, and we dis‑
carded the rest.2 These restrictions explain why, of the 20,275 respondents to the ADL-2013 Survey
(Aspects of Daily Living), only 11,481 appear in Table 1: these we will call ‘Italians’ in the
rest of this paper. 3 Data: Foreigners, Former Foreigners, and Italians in Italy (2011–13) Conversely, of the original 25,326 respondents of the 2011–12 ‘Foreign‑
ers’ Survey, only 15,007 survive in our analyses. Among these, there are 448 persons of
foreign origin but with (later acquired) Italian nationality, and 14,559 foreigners. Globally,
we have 26,488 observations (Table 2). 2 We also dropped the 4,251 respondents who were Italians since birth, but were nonetheless interviewed
in the CSIFCI Survey, because they co-resided with foreigners. 4 The DBS Method (Distance Between Strata) As the DBS method that we will apply here has been extensively illustrated elsewhere (De
Santis, Maltagliati, and Salvini, 2016; De Santis and Mucciardi, 2017; Mucciardi and De f Santis, 2017), what we are offering in these pages is an alternative, graphical illustration. Imagine that we observe 13 units (e.g., individuals) belonging to three different groups
(from now on, ‘strata’): Triangles, Squares, and Circles. These strata can be all types of
collective units: nations (e.g., Thailand, South Korea, and China–so that initials match),
ethnic groups, soccer teams, etc. Imagine further that we classify these individuals on two
manifest variables and that, given the outcome (Fig. 1), we form three clusters. Notice that
our methodological contribution is not in the clustering method, but in what comes next:
assuming that these clusters are meaningful, we use them to characterise the strata to which
the clustered units belong. We do this by looking at how the strata-specific units distribute
(proportionally) among clusters. The easiest way to conceptualise this is to imagine the strata as ‘planets’ in an N-dimen‑
sional space, where N + 1 is the number of clusters. The coordinates of these ‘planets’
(strata) are the observed proportions. For instance, ‘Circle’ has a third of its members in 1 1 3 1 3 So Close, So Far. 4 The DBS Method (Distance Between Strata) The Cultural Distance of Foreigners in Italy Table 1 Questions used for clustering taken from two Istat surveys, codes, and distribution of respondents
(Italy, 2011–13)
Bold indicates totals, of rows and columns
CSIFCI Condition and Social Integration of Foreign Citizens in Italy; ADL Aspects of Daily Life
Sources: Istat (2016a,b)
Variable
Respondents by survey
Answers
Code
CSIFCI
ADL
All
Use of PC
Daily
1
5674
5158
10,832
Often
2
2560
1820
4380
Rarely
3
2054
1183
3237
Never
4
4719
3320
8039
Use of Internet
Daily
1
5510
4859
10,369
Often
2
2597
2101
4698
Rarely
3
1981
1194
3175
Never
4
4919
3327
8246
Attendance to theatre (past 12 months)
Never
1
13,715
9268
22,983
1–3 times
2
1046
1781
2827
4 + times
3
246
432
678
Attendance to cinema
(12 months)
Never
1
10,061
5652
15,713
1–3 times
2
2735
3431
6166
4 + times
3
2211
2398
4609
Attendance to sport events
(12 months)
Never
1
12,507
8138
20,645
1–3 times
2
1653
2017
3670
4 + times
3
847
1326
2173
Attendance to live music
(12 months)
Never
1
12,196
8372
20,568
1–3 times
2
2067
1906
3973
4 + times
3
744
1203
1947
Go dancing
(all types)
(12 months)
Never
1
11,846
8568
20,414
1–3 times
2
1592
1458
3050
4 + times
3
1569
1455
3024
Read newspapers
(usual week)
No
1
8358
4782
13,140
1–2 days
2
3669
3333
7002
3 + days
3
2980
3366
6346
Read
magazines
Yes
1
4125
6233
10,358
No
2
10,882
5248
16,130
Read books
(12 months)
Yes
1
4606
5351
9957
No
2
10,401
6130
16,531
Talk about politics
Daily
1
995
1875
2870
A few days/week
2
1985
3568
5553
Once a week
3
809
677
1486
A few days/month
4
1388
1585
2973
A few days/year
5
809
1142
1951
Never
6
9021
2634
11,655
Total
15,007
11,481
26,488 e 1 Questions used for clustering taken from two Istat surveys, codes, and distribution of respondents
y, 2011–13) 1 3 G. De Santis et al. 4 The DBS Method (Distance Between Strata) Table 2 Respondents in our sample, by gender and national group, Italy 2011–13
Bold indicates (grand) total
Country/Region
Label
Males
Females
All
Country/Region
Label
Males
Females
All
Italy—North West
I_NW
1018
1058
2076
Albania
alb
1016
872
1888
Italy—North East
I_NE
1348
1396
2744
Bangladesh
bgd
163
78
241
Italy—Centre
I_CE
911
938
1849
Bulgaria
bgr
92
187
279
Italy—South
I_SO
1840
1834
3674
Brazil
bra
31
125
156
Italy—Islands
I_IS
564
574
1138
China
chn
265
256
521
Germany
deu
30
73
103
Algeria
dza
75
32
107
Ecuador
ecu
79
143
222
Egypt
egy
89
40
129
France
fra
37
71
108
Italians of foreign
origin
IT2
233
215
448
Ghana
gha
66
53
119
India
ind
167
104
271
Centre Nord
Europe *
NEU
77
114
191
Kosovo
kos
60
58
118
South Europe *
SEU
38
71
109
Sri Lanka
lka
184
149
333
Former Yugosla‑
via *
FYU
76
72
148
Morocco
mor
724
588
1312
East Europe *
EEU
24
136
160
Moldova
mda
109
251
360
Middle East *
MEA
50
70
120
North Macedonia
mkd
137
111
248
Central America *
CAM
57
156
213
Nigeria
nga
59
68
127
South America *
SAM
53
102
155
Pakistan
pak
95
48
143
Africa
AFR
170
172
342
Peru
per
70
134
204
Philippines
phl
172
235
407
Poland
pol
121
417
538
Romania
rou
1410
2085
3495
Russian Fed
rus
15
101
116
Senegal
sen
182
51
233
Serbia
srb
53
61
114
Tunisia
tun
278
154
432
All
12,368
14,120
26,488
Ukraine
ukr
130
667
797 Table 2 Respondents in our sample, by gender and national group, Italy 2011–13 All countries listed in alphabetical order of their label. Groups of countries are in capital letters (cf. Figure 3) countries listed in alphabetical order of their label. Groups of countries are in capital letters (cf. Figure 3)
Sources: Istat (2016a) for the Italians and Istat (2016b) for the rest Respondents aged 18 64 years and countries listed in alphabetical order of their label. Groups of countries are in capital letters (cf. Figure 3)
Sources: Istat (2016a) for the Italians and Istat (2016b) for the rest. Respondents aged 18–64 years, and
with no missing values in their answers to the questions listed in Table 1 Sources: Istat (2016a) for the Italians and Istat (2016b) for the rest. CAM: Barbados, Costa Rica, Cuba, Dominica, Dominican Republic, El Salvador, Guatemala, Honduras,
Mexico, Panama 4 The DBS Method (Distance Between Strata) Respondents aged 18–64 years, a
with no missing values in their answers to the questions listed in Table 1 NEU: Austria, Belgium, Denmark, Finland, Ireland, Luxembourg, Netherlands, Norway, Sweden, Switzer‑
land, UK SEU: Cyprus, Greece, Portugal, Spain SEU: Cyprus, Greece, Portugal, Spain FYU: Bosnia and Herzegovina, Montenegro, Croatia, Slovenia FYU: Bosnia and Herzegovina, Montenegro, Croatia, Slovenia EEU: Belarus, Czech Republic, Estonia, Hungary, Latvia, Lithuania, Slovakia MEA: Armenia, Azerbaijan, Georgia, Iraq, Israel, Jordan, Lebanon, Palestine, Syria, Turkey CAM: Barbados, Costa Rica, Cuba, Dominica, Dominican Republic, El Salvador, Guatemala, Honduras,
Mexico, Panama CAM: Barbados, Costa Rica, Cuba, Dominica, Dominican Republic, El Salvador, Guatemala, Honduras,
Mexico, Panama SAM: Argentina, Bolivia, Chile, Colombia, Paraguay, Uruguay, Venezuela SAM: Argentina, Bolivia, Chile, Colombia, Paraguay, Uruguay, Venezuela AFR: Angola, Benin, Burkina Faso, Burundi, Cameroon, Cape Verde, Congo, Côte d’Ivoire, Democratic
Republic of the Congo, Djibouti, Eritrea, Ethiopia, Gambia, Guinea, Guinea-Bissau, Kenya, Liberia, Libya,
Madagascar, Mali, Mauritania, Mauritius, Seychelles, Sierra Leone, Somalia, South Africa, Sudan, Tanza‑
nia, Togo AFR: Angola, Benin, Burkina Faso, Burundi, Cameroon, Cape Verde, Congo, Côte d’Ivoire, Democratic
Republic of the Congo, Djibouti, Eritrea, Ethiopia, Gambia, Guinea, Guinea-Bissau, Kenya, Liberia, Libya,
Madagascar, Mali, Mauritania, Mauritius, Seychelles, Sierra Leone, Somalia, South Africa, Sudan, Tanza‑
nia, Togo AFR: Angola, Benin, Burkina Faso, Burundi, Cameroon, Cape Verde, Congo, Côte d’Ivoire, Democratic
Republic of the Congo, Djibouti, Eritrea, Ethiopia, Gambia, Guinea, Guinea-Bissau, Kenya, Liberia, Libya,
Madagascar, Mali, Mauritania, Mauritius, Seychelles, Sierra Leone, Somalia, South Africa, Sudan, Tanza‑
nia, Togo 1 3 So Close, So Far. The Cultural Distance of Foreigners in Italy each cluster, while ‘Triangle’ has 50% of its members in cluster A, 25% in cluster B, and
another 25% in cluster C. This leads to Fig. 2. In this case, a bi-dimensional space suffices to represent our strata despite the appar‑
ent tri-dimensionality of their coordinates (N + 1 = 3), because we work with proportions,
the sum of which is one, which reduces the degrees of freedom (to two, in this example). When clusters are more than three, an exact bi-dimensional representation of the strata
Fig. 1 Imaginary individu‑
als belonging to three strata
(Triangles, Squares, and Circles),
classified on the basis of two
manifest variables and grouped
in three clusters Source: illus‑
trative example. Strata could
be, for instance, nations (e.g.,
T = Thailand; S = South Korea;
C = China)
Fig. 4 The DBS Method (Distance Between Strata) 2 Imaginary strata (Trian‑
gle, Square, and Circle) classified
on the basis of the proportional
distribution of their members
among the previously-formed
clusters Source: see Fig. 1 Fig. 1 Imaginary individu‑
als belonging to three strata
(Triangles, Squares, and Circles),
classified on the basis of two
manifest variables and grouped
in three clusters Source: illus‑
trative example. Strata could
be, for instance, nations (e.g.,
T = Thailand; S = South Korea;
C = China) Fig. 2 Imaginary strata (Trian‑
gle, Square, and Circle) classified
on the basis of the proportional
distribution of their members
among the previously-formed
clusters Source: see Fig. 1 each cluster, while ‘Triangle’ has 50% of its members in cluster A, 25% in cluster B, and
another 25% in cluster C. This leads to Fig. 2.fi each cluster, while ‘Triangle’ has 50% of its members in cluster A, 25% in cluster B, and
another 25% in cluster C. This leads to Fig. 2.fi In this case, a bi-dimensional space suffices to represent our strata despite the appar‑
ent tri-dimensionality of their coordinates (N + 1 = 3), because we work with proportions,
the sum of which is one, which reduces the degrees of freedom (to two, in this example). When clusters are more than three, an exact bi-dimensional representation of the strata
(planets in a hyper-space with N + 1 dimensions) becomes impossible. However, accept‑
able approximations are generally offered by ad-hoc dimension-reducing statistical tech‑
niques, such as factor analysis or, as in our case, MDS – multidimensional scaling. This
bi-dimensional plot, incidentally, is not a necessary ingredient of the DBS method, but it
helps to understand its results.i The final step consists of calculating how far these ‘planets’ (our strata) are from each
other (in Fig. 2), which can be done in the simplest possible way, i.e. calculating Euclidean
distances, the extension of Pythagoras’s formula to an N-dimensional space.f Note how different this approach is from using strata’s average values. In Fig. 1, for
instance, one could also easily calculate the average of each stratum on both dimensions 1 3 G. De Santis et al. (manifest variables) and use these three barycentres as strata-representative values. In so
doing, however, internal variability gets lost: one would obtain the same results if the units
that belong to the same stratum had different values with the same average. As mentioned,
Beugelsdijk et al. 4.1 Cautions Caution is needed in interpreting results. First, the maximum possible distance between
strata is √2, regardless of the number of clusters (N + 1), and the maximum empirical dis‑
tance that has ever been found until now is even smaller, approximately 1.2 (Mucciardi
and De Santis, 2017, Table 3). Even more importantly, results are relative, not only to the
manifest variables, but also to the terms of comparison. In Figs. 1 and 2, for instance, if we
added a new stratum (Diamonds), and if its members were culturally distant from all those
previously observed, either the number of clusters would change, or, with the same number
of clusters, a different distribution of respondents among clusters would be observed. In all
cases, the coordinates of the previous ‘planets’ (or strata: Triangles, Squares, and Circles)
would change and so would the distances between them. In this example, remembering that
the maximum possible distance is √2, these distances would shrink, to ‘accommodate’ the
heterogeneous newcomer in the new strata space. In other words, Triangles, Squares, and
Circles would now appear closer to one another, and all of them far from Diamonds. This
happens because the method builds a strata space (of the type shown in Fig. 2) that adapts
automatically to what is analysed. For instance, Poland may appear an outlier in a map
focused on the distance between France and the UK, but very close to France and the UK
in a map that also includes China, and all four of them very close to one another if the chart
also includes the Moon.i A few more observations are in order. The first is that manifest variables can be consid‑
ered all together (as we will do here) or subdivided into assumedly homogenous categories,
ideally referring to the same cultural sphere, e.g., ethics, family, and religion. In the latter
case, cultural distances will be evaluated by ‘area’, or ‘sphere’.fi Secondly, the members of the strata must be sufficiently numerous for their distribution
among clusters to be robust to random variations. Unfortunately, as the number of clusters
is a priori unknown (see below), it is not easy to determine the minimum number of mem‑
bers of each stratum that is required for the method to work properly. 4 The DBS Method (Distance Between Strata) (2015) try to correct for this loss of information by allowing for internal
variance, thus creating a sort of ‘acceptance zone’ around these barycentres: units that lie
in that zone are reasonably similar to the nationally representative values. We submit that
the proposed DBS (Distance Between Strata) method, while moving along the same lines,
performs better, because it preserves individual values, and lets the strata space (of Fig. 2)
reflect the exact distribution of respondents among clusters. 1 3 4.1 Cautions In this paper, we set
this minimum to 100 and we worked (primarily) with five clusters; this ensures we remain
in the safety zone and, besides, our sensitivity tests (when we progressively increased the
number of clusters up to 70–Sect. 7) confirm that our results are extremely robust. i
The third observation is that, beyond being members of a stratum, respondents have
other characteristics (e.g., sex, age, and education) that will affect their answers (manifest
variables), interfering with the connection of interest (stratum-culture). In ‘normal’ mod‑
els, one would introduce these characteristics as covariates, to keep them ‘under control’. However, this case is different, because individuals characterise their strata only indirectly,
by forming clusters, and the inclusion of individual covariates becomes impossible at this 1 3 So Close, So Far. The Cultural Distance of Foreigners in Italy Table 3 Respondents by national group (stratum) and five clusters (Cl, A to E), proportions and total. CL Cluster. The last column displays the distances from Italy (average). With 42 national groups, the to
number of distances is (42·41/2 =) 861. Sources and labels: see Table 2 Italics denote proportions 4.1 Cautions Cu
tural distance of each stratum from Italy (2011–13)
Area/Group
Label
Cl_A
Cl_B
Cl_C
Cl_D
Cl_E
No
Distance
from Italy
Italy, North-West
I_NW
0.395
0.168
0.091
0.125
0.221
2076
0.053
Italy, North-East
I_NE
0.439
0.168
0.078
0.109
0.207
2744
0.082
Italy, Centre
I_CE
0.427
0.172
0.107
0.117
0.177
1849
0.057
Italy, South
I_SO
0.309
0.227
0.164
0.132
0.168
3674
0.091
Italy, Islands
I_IS
0.336
0.224
0.153
0.113
0.174
1138
0.064
ITALY
ITA
0.377
0.193
0.120
0.121
0.189
11,481
Africa
AFR
0.158
0.295
0.205
0.047
0.295
342
0.287
Albania
alb
0.150
0.247
0.281
0.091
0.231
1888
0.288
Bangladesh
bgd
0.050
0.373
0.340
0.037
0.199
241
0.442
Bulgaria
bgr
0.161
0.258
0.262
0.047
0.272
279
0.289
Brazil
bra
0.308
0.167
0.096
0.026
0.404
156
0.248
Central America
CAM
0.249
0.239
0.141
0.014
0.357
213
0.242
China
chn
0.044
0.284
0.207
0.012
0.453
521
0.456
Germany
deu
0.437
0.107
0.029
0.068
0.359
103
0.226
Algeria
dza
0.206
0.336
0.215
0.056
0.187
107
0.251
Ecuador
ecu
0.149
0.293
0.198
0.045
0.315
222
0.300
East Europe
EEU
0.206
0.200
0.119
0.069
0.406
160
0.281
Egypt
egy
0.217
0.248
0.171
0.062
0.302
129
0.218
France
fra
0.472
0.139
0.037
0.352
108
0.245
Former Yugoslavia
FYU
0.203
0.284
0.155
0.095
0.264
148
0.215
Ghana
gha
0.059
0.345
0.286
0.050
0.261
119
0.402
India
ind
0.114
0.303
0.343
0.030
0.210
271
0.374
Italians (foreign origin)
it2
0.286
0.203
0.132
0.078
0.301
448
0.152
Kosovo
kos
0.153
0.220
0.229
0.034
0.364
118
0.318
Sri Lanka
lka
0.075
0.306
0.216
0.027
0.375
333
0.396
Moldova
mda
0.258
0.244
0.108
0.069
0.319
360
0.191
Middle East
MEA
0.200
0.225
0.150
0.017
0.408
120
0.304
North Macedonia
mkd
0.117
0.214
0.407
0.056
0.206
248
0.394
Morocco
mor
0.098
0.302
0.376
0.063
0.161
1312
0.399
North-Central Europe
NEU
0.450
0.073
0.042
0.016
0.419
191
0.299
Nigeria
nga
0.134
0.339
0.283
0.071
0.173
127
0.331
Pakistan
pak
0.154
0.252
0.301
0.042
0.252
143
0.310
Peru
per
0.162
0.324
0.142
0.049
0.324
204
0.295
Philippines
phl
0.098
0.224
0.253
0.034
0.391
407
0.380
Poland
pol
0.199
0.260
0.173
0.045
0.323
538
0.251
Romania
rou
0.142
0.273
0.244
0.054
0.287
3495
0.302
Russia (Fed)
rus
0.216
0.190
0.112
0.026
0.457
116
0.327
South America
SAM
0.284
0.213
0.103
0.071
0.329
155
0.177
Senegal
sen
0.159
0.335
0.193
0.069
0.245
233
0.281
South Europe
SEU
0.339
0.128
0.064
0.046
0.422
109
0.262
Serbia
srb
0.167
0.219
0.254
0.035
0.325
114
0.298
Tunisia
tun
0.104
0.329
0.285
0.100
0.183
432
0.347
Ukraine
ukr
0.141
0.301
0.226
0.065
0.267
797
0.297
Tot
Tot
26,488
Italics denote proportions
CL Cl
Th l
l
di
l
h di
f
I l (
) Wi h 42
i
l
h le 3 Respondents by national group (stratum) and five clusters (Cl, A to E), proportions and total. 4.1 Cautions Cul‑
l distance of each stratum from Italy (2011–13) CL Cluster. The last column displays the distances from Italy (average). With 42 national groups, the total
number of distances is (42·41/2 =) 861. Sources and labels: see Table 2 1 3 G. De Santis et al. stage, while the introduction of a summary measure (e.g., the mean age of the members of
the cluster) would contradict the individual nature of the approach (and lead to insignifi‑
cant results – not shown here). stage, while the introduction of a summary measure (e.g., the mean age of the members of
the cluster) would contradict the individual nature of the approach (and lead to insignifi‑
cant results – not shown here). Combining covariates (e.g., nationality and sex) and creating more homogeneous strata
is a possibility, but their number increases multiplicatively, and soon becomes incom‑
patible with the requirement mentioned above, that a reasonable balance be maintained
between the number of observations per (homogeneous) stratum and the number of clus‑
ters. Another possibility is to selects units (respondents, in our case) that are similar in
structural terms, as we did here (respondents aged 18–64 years). Fourthly, in this paper, we treated ordinal, Likert-type scales as interval scales, using the
values indicated in Table 1. We did this for several reasons. Firstly, we did it because, as
discussed by De Santis, Maltagliati, and Salvini (2016), to treat these answers as nominal
requires long and painstaking transformations (Jaccard’s index of similarity), which exceed
the computing capacity of most calculators and require ad-hoc solutions. Secondly, we did
it because this choice is likely to be close to the average respondent’s perceptions, i.e. non-
distortive, and is in all cases frequently adopted in cases like this (e.g., Carifio & Perla, 2007;
Spitzer, Greulich, & Hammer, 2018; Wu & Leung, 2017). Finally, and perhaps most impor‑
tantly, because none of these variables is analysed directly. In combination with others, they
are used to form clusters and (almost) any transformation that preserves the ranking of the
answers leads to similar results (Harwell & Gatti, 2001; Hennig et al., 2015; Walesiak &
Dudek, 2010). The fifth qualification is that clustering involves other arbitrary choices, among which
are the questions of which clustering method to adopt and how many clusters to form. 4.1 Cautions Cer‑
tain methods, among them EM (De Santis and Mucciardi, 2017 and Mucciardi and De San‑
tis, 2017), have the advantage of an incorporated stopping rule (which depends itself on an
arbitrary parameter predefined by the researcher), but they are not available in all statistical
packages. Here, after considering several options, we eventually opted for the Ward method
(minimal internal variance within clusters), because it tends to create clusters of compara‑
ble dimensions, a non-trivial advantage for the DBS method, which looks precisely at how
the members of a certain stratum distribute among clusters. As the ultimate purpose of the
procedure is to construct a matrix of distances between strata (in this case, between national
groups, of Italians and foreigners living in Italy) we checked that different clustering meth‑
ods (and different numbers of clusters within each of them) resulted in comparable distances
(Sect. 7). Table 4 Average cultural
distances within and between
Italian macro-regions (2011–13) 5 On the Heterogeneity of Foreigners (and Italians) in Italy Table 5 Cultural distance
between Italy, North-Western
and Southern Italy, and selected
world regions (2011–13)
The countries included in NEU and SEU are listed at the end of
Table 2
Source: Istat (2016a,2016b)
Area
Label
Distance from Italy
All
NW
South
Germany
deu
0.226
0.178
0.299
France
fra
0.245
0.206
0.319
North-Central Europe
NEU
0.299
0.256
0.367
South Europe
SEU
0.262
0.228
0.304
Other foreign origin
0.309
0.329
0.260 Table 5 Cultural distance
between Italy, North-Western
and Southern Italy, and selected
world regions (2011–13) preserving most of the initial information (the correlation between the original and the
transformed distances is 0.992).i preserving most of the initial information (the correlation between the original and the
transformed distances is 0.992).i Let us first check whether the method passes the two tests that we had set from the
beginning: A. Are Italians culturally closer to each other than to all other nationalities? Are the five
macro-regions of residence more or less in geographical order, from North to South? A. Are Italians culturally closer to each other than to all other nationalities? Are the five
macro-regions of residence more or less in geographical order, from North to South? The answer to both questions is yes. Italian macro-regions form a separated and rel‑
atively homogeneous subgroup (top left of Figure 3). Within that, the regions of the
North-Centre form a sub-cluster, with strong internal homogeneity, clearly separated
from the other, composed of South and Islands (Table 4). However, despite this marked
cultural divide, regardless of the region of residence, Italians are closer to other Italians
than they are to any other national group. B. Are people of foreign origin, but now with an Italian citizenship, culturally closer to
Italians (with Italian origin) than foreigners are? B. Are people of foreign origin, but now with an Italian citizenship, culturally closer to
Italians (with Italian origin) than foreigners are? Yes. The distance between Italians and these ‘late’ Italians is 0.152 (Table 3). This
number means nothing in itself. However, compared to the others of Table 3, it tells us
that this distance is larger than, although comparable to, that between Italians (Table 4),
but smaller than that between Italians and any other foreign group.i We can move on to determining whether our expectations are satisfied. 1. Do foreigners form relatively close cultural clusters when they come from the same
world region (e.g., Latin America or Africa)? Table 5 Cultural distance
between Italy, North-Western
and Southern Italy, and selected
world regions (2011–13) 5 On the Heterogeneity of Foreigners (and Italians) in Italy Several results emerge from our analysis. For the sake of brevity, in this section we will
present only those that we obtained from what we believe is the best clusterisation method:
Ward, with five clusters. Robustness checks are discussed in Sect. 7. 3 1 So Close, So Far. The Cultural Distance of Foreigners in Italy Fig. 3 Bi-dimensional representation (with MDS – multidimensional scaling) of the 861 distances between
the national groups listed in Table 3. Italy 2011–13. Note: with 42 national groups, there are (42·41/2 =)
861 distances. Sources and labels: see Table 2 Fig. 3 Bi-dimensional representation (with MDS – multidimensional scaling) of the 861 distances between
the national groups listed in Table 3. Italy 2011–13. Note: with 42 national groups, there are (42·41/2 =)
861 distances. Sources and labels: see Table 2 Fig. 3 Bi-dimensional representation (with MDS – multidimensional scaling) of the 861 distances between
the national groups listed in Table 3. Italy 2011–13. Note: with 42 national groups, there are (42·41/2 =)
861 distances. Sources and labels: see Table 2 Table 4 Average cultural
distances within and between
Italian macro-regions (2011–13)
Source: Istat (2016a, b)
Area
Average distance
Within North and Centre
0.051
Within South and Islands
0.035
Between these two areas
0.137
Between the five macro regions
0.101 Table 4 Average cultural
distances within and between
Italian macro-regions (2011–13) Table 4 Average cultural
distances within and between
Italian macro-regions (2011–13) The single most important result is displayed in Table 3, where we present the dis‑
tribution of our observations among the five clusters that we formed (A–E), and where
strata (national groups) appear in alphabetical order of their label. While Table 3 con‑
tains all the information, Fig. 3 is arguably easier to interpret: using MDS (multidi‑
mensional scaling), we projected the distances of Table 3 on a bi-dimensional plan, 3 1 G. De Santis et al. 1 3 5 On the Heterogeneity of Foreigners (and Italians) in Italy Are immigrants from EU countries cultur‑
ally closer to Italians than immigrants coming from elsewhere? 1. Do foreigners form relatively close cultural clusters when they come from the same
world region (e.g., Latin America or Africa)? Are immigrants from EU countries cultur‑
ally closer to Italians than immigrants coming from elsewhere? The answer is yes in both cases. Let us start with the second question. The cultural
distances between Italy and the (few) available European nationalities range between
.226 (Germany) and .299 (other northern European countries), but the distance between
Italy and other (non-European) nationalities is larger, .309 (Table 5). Closer inspection 1 3 So Close, So Far. The Cultural Distance of Foreigners in Italy Table 6 Regression of cultural distance on geographical and development distance, selected countries (and
nationalities of foreigners in Italy 2011–13)
Source: for cultural distances, Istat (2016a,b). For the HDI index, http://hdr.undp.org/en/content/2019-
human-development-index-ranking. Geographical distance computed by the authors, using the geographical
coordinates of capital cities
All distances
Italy vs other countries
Coeff
Std error
t statistics
Coeff
Std error
t statistics
Intercept
0.1767
0.0124
14.20
0.2963
0.0280
10.59
Geographical distance
0.0002
0.0014
0.15
0.0065
0.0042
1.55
HDI Distance
0.4124
0.0640
6.44
0.2545
0.1511
1.68
Adj. R-squared:
0.089
0.158
Observations
406
(29 countries)
28
(28 countries) le 6 Regression of cultural distance on geographical and development distance, selected countries (and
onalities of foreigners in Italy 2011–13) rce: for cultural distances, Istat (2016a,b). For the HDI index, http://hdr.undp.org/en/content/2019-
man-development-index-ranking. Geographical distance computed by the authors, using the geographical
rdinates of capital cities of Figure 3 and Table 5 reveals that the Centre-North of Italy is closer to the rest of
Europe than Southern Italy, which is instead closer to immigrants from other origins
(i.e., from less developed countries). This, too, is consistent with the available informa‑
tion on the degree of proximity of the central and northern part of Italy with the rest of
Western Europe, not only in geographical but also in economic and commercial terms. As for the other countries, a graphical answer to the question of their cultural dis‑
tance can be found in Figure 3 where we encircled nationalities with a common ori‑
gin. Of course, there are exceptions and overlaps: for instance, Egypt is far from other
Northern African countries, while Eastern Europe (in particular Romania and Bulgaria)
appears to be very close to Africa. 5 On the Heterogeneity of Foreigners (and Italians) in Italy Overall, however, expectations are satisfied: geo‑
graphically homogeneous countries tend to be characterised by smaller cultural dis‑
tances (see also Table 6). 2. Is the cultural distance that we obtain positively correlated with the geographical and
‘development’ distance (the latter measured with, for instance, the HDI – Human Devel‑
opment Index)? 2. Is the cultural distance that we obtain positively correlated with the geographical and
‘development’ distance (the latter measured with, for instance, the HDI – Human Devel‑
opment Index)? 2. Is the cultural distance that we obtain positively correlated with the geographical and
‘development’ distance (the latter measured with, for instance, the HDI – Human Devel‑
opment Index)? We expected a similar background (in terms of geographic proximity, or socio-eco‑
nomic development of the country of origin, or both) to translate into a similar cultur‑
ally-driven use of time (as measured by our empirical indicators). Table 6 shows that
this expectation is only partly satisfied. For the 29 single countries listed in Table 2, we
measured the corresponding distances in terms of ‘culture’ (our dependent variable),
geography (distance between capital cities, in kilometres), and development (absolute
value of the difference of the HDIs for each pair of countries). We did this twice: both
for the entire set of countries, with all the possible (29·28/2=406) distances, and for
Italy only (28 distances between Italy and the other countries on the list). In both cases, 1 3 G. De Santis et al. Fig. 4 Cultural distance from Italians (2011–12) and proportion of students (2nd generation immigrants)
declaring that they feel Italian (2014–15)Note: the nationalities displayed in this figure are those reported
in Istat (2020), Table 2.1, p. 23 Source: As for the cultural distance, Istat (2016a,b); as for the proportion of
students (of secondary schools, aged 11–18 years) declaring they feel Italian (out of a representative sample
of over 42 thousand respondents), Istat (2020, p. 23) Fig. 4 Cultural distance from Italians (2011–12) and proportion of students (2nd generation immigrants)
declaring that they feel Italian (2014–15)Note: the nationalities displayed in this figure are those reported
in Istat (2020), Table 2.1, p. 23 Source: As for the cultural distance, Istat (2016a,b); as for the proportion of
students (of secondary schools, aged 11–18 years) declaring they feel Italian (out of a representative sample
of over 42 thousand respondents), Istat (2020, p. 23) the results are scarcely conclusive: the independent variables have the expected sign,
but they are generally not significant (exception: ‘development distance’ for the whole
set of countries), and the goodness of fit is very low. 3. Are the Chinese, and less so also the Filipinos and the Peruvians, particularly far from
the Italians, as another Istat survey suggests (Istat, 2020)? 3. Are the Chinese, and less so also the Filipinos and the Peruvians, particularly far from
the Italians, as another Istat survey suggests (Istat, 2020)? 3 Or (not shown here) give similar indications of cultural integration, such as ‘My Italian is good’, ‘I think
in Italian’, ‘I have Italian friends’, and ‘I go to parties and gatherings organised by Italians’. 4 These immigrants (from Algeria, Egypt, Kosovo, Middle East, Morocco, Pakistan, Senegal, and Tunisia)
are called ‘Muslims’ in Fig. 5, for brevity’s sake. Note, however, that we ignore their individual religious
affiliation. 2. Is the cultural distance that we obtain positively correlated with the geographical and
‘development’ distance (the latter measured with, for instance, the HDI – Human Devel‑
opment Index)? Note, first, that the 2014–15 Istat survey (published in 2020) that we are using here as
a term of comparison is focused on a different target of respondents: the second genera‑
tion of foreigners (born in Italy by foreign parents, or who immigrated at young ages),
attending junior and senior secondary school (11–18 years). The connection between
this group of selected youngsters and the group that we analyse in the rest of the paper
(foreigners aged 18–64 years) is rather loose, and relies on two assumptions: that cer‑
tain cultural traits are preserved and passed on to the next generation and that they are
reflected in the 11 empirical variables that we use. With these cautions in mind, our
results seem to be in line with expectations (Figure 4): the greater the cultural distance
of the group, the smaller the proportion of young respondents from that group who
declare that ‘they feel Italian’.3 1 3 1 3 So Close, So Far. The Cultural Distance of Foreigners in Italy Fig. 5 Unit distribution among five clusters of four selected strata: Italy-South and Italy-Islands, China, and
immigrants from Muslims countries (‘Muslims’). Ward method. Note: CL = Cluster. ‘Muslims’ are immi‑
grants from Algeria, Egypt, Kosovo, Middle East, Morocco, Pakistan, Senegal, and Tunisia Fig. 5 Unit distribution among five clusters of four selected strata: Italy-South and Italy-Islands, China, and
immigrants from Muslims countries (‘Muslims’). Ward method. Note: CL = Cluster. ‘Muslims’ are immi‑
grants from Algeria, Egypt, Kosovo, Middle East, Morocco, Pakistan, Senegal, and Tunisia Fig. 5 Unit distribution among five clusters of four selected strata: Italy-South and Italy-Islands, China, and
immigrants from Muslims countries (‘Muslims’). Ward method. Note: CL = Cluster. ‘Muslims’ are immi‑
grants from Algeria, Egypt, Kosovo, Middle East, Morocco, Pakistan, Senegal, and Tunisia 6 Interpreting Clusters Note: the darker the circle, the more that activity is practised by the members of that cluster PC
1.7
0.1
0.0
0.0
2.2
Internet
1.7
0.1
0.0
0.0
2.3
Theathre
2.3
0.2
0.2
0.7
1.1
Cinema
1.7
0.5
0.3
0.5
1.5
Sports events
1.9
0.4
0.3
0.9
1.2
Live music
1.9
0.4
0.2
0.8
1.3
Dancing
1.4
0.6
0.2
0.5
1.7
Newspapers
1.7
0.7
0.5
1.0
0.9
Magazines
1.5
0.8
0.6
1.1
0.9
Books
1.6
0.7
0.4
0.9
1.2
Politics
3.1
0.0
0.0
2.6
0.0
Clusters
CL_A
CL_B
CL_C
CL_D
CL_E
Fig. 6 Illustrative characterisation of the main characteristics of the five clusters (A to E). Ward method. Note: the darker the circle, the more that activity is practised by the members of that cluster Fig. 6 Illustrative characterisation of the main characteristics of the five clusters (A to E). Ward meth
Note: the darker the circle, the more that activity is practised by the members of that cluster Fig. 6 Illustrative characterisation of the main characteristics of the five clusters (A to E). Ward method. Note: the darker the circle, the more that activity is practised by the members of that cluster respondents are in cluster D, which hosts only 1% of the Chinese. Conversely, 45% of the
Chinese are in cluster E, which includes only about 17% of the Italians. Immigrants from Muslim countries lie somewhere in between: if we considered only
the members of this group belonging to cluster A (12%), we should conclude that they are
closer to the Chinese. Instead, if we focused only on the proportion belonging to cluster E
(21%), we should come to the opposite conclusion. In fact, their correct allocation is better
assessed by looking at the entire distribution, and it transpires that immigrants from Mus‑
lim countries are approximately halfway between southern Italians and the Chinese. What characterises the members of these clusters is illustrated in Fig. 6 and Table 7. Cluster A, for instance, is composed of respondents who frequently use personal com‑
puters, access the internet, go out (theatre, cinema, music, and sport events), read books
and newspapers, and like to talk about politics. More than 30% of Italians are like this. Cluster C is just the opposite: the members of this group do very little of any of these activ‑
ities–and this describes more than 30% of immigrants from Muslim countries. 6 Interpreting Clusters Cluster E
groups respondents who, while active with computers and on the internet (even more than
those of cluster A, actually), limit their outings to dancing, and rarely, if ever, talk about
politics. 45% of the Chinese are more or less like this. The other clusters can be character‑
ised in a similar way, by looking both at Fig. 6 and Table 7. 6 Interpreting Clusters The DBS method does not require scholars to interpret and label the resulting clusters;
indeed, we reached our conclusions on the relative cultural distance of the various groups
of foreigners from one another, and from Italians, without commenting on our clusters.fi However, once a sufficiently reliable result has been reached, it may be worthwhile to
stop and consider what the members of a given cluster have in common and why certain
national groups differ from, or are instead close to, others. f
Let us start with Fig. 5, where we compare four groups, two of which are very similar
(Italians, and on top of that, both from the southern part of the country), while the others
are immigrants, from China and, separately, from predominantly Muslims countries.4 The
two Italian subgroups are very similar: not because they are internally homogeneous, but
because the five typologies that we identify (i.e. people belonging to clusters A–E) have
very similar proportions in the two areas. Conversely, the Chinese appear to be culturally
distant from this standard because the distribution of their members among the five clusters
is markedly different. For instance, more than 30% of (southern) Italians are in cluster A,
where only less than 5% of the Chinese can be found. Approximately 12% of the Italian 1 3 G. De Santis et al. PC
1.7
0.1
0.0
0.0
2.2
Internet
1.7
0.1
0.0
0.0
2.3
Theathre
2.3
0.2
0.2
0.7
1.1
Cinema
1.7
0.5
0.3
0.5
1.5
Sports events
1.9
0.4
0.3
0.9
1.2
Live music
1.9
0.4
0.2
0.8
1.3
Dancing
1.4
0.6
0.2
0.5
1.7
Newspapers
1.7
0.7
0.5
1.0
0.9
Magazines
1.5
0.8
0.6
1.1
0.9
Books
1.6
0.7
0.4
0.9
1.2
Politics
3.1
0.0
0.0
2.6
0.0
Clusters
CL_A
CL_B
CL_C
CL_D
CL_E
Fig. 6 Illustrative characterisation of the main characteristics of the five clusters (A to E). Ward method. 1 3 7 Sensitivity Analysis This section is devoted to a sensitivity analysis, which shows that several plausible alterna‑
tive choices would not have meaningfully affected our results.i f
The first question that we will explore is on the best number of clusters. For each
clustering method (e.g., Ward), we know the proportion of the total variance explained 1 3 So Close, So Far. 7 Sensitivity Analysis The Cultural Distance of Foreigners in Italy Table 7 Clustering variables, distribution of units by five (Ward) clusters, and relative proportions
Variable
Answers
Values
Absolute frequencies by cluster
%
Relative proportions within clusters
A
B
C
D
E
Tot
A
B
C
D
E
Use of PC
Daily
1
4770
256
3
5803
10,832
41
1.742
0.101
0.000
0.003
2.214
Often
2
1466
2307
9
42
556
4380
17
1.324
2.248
0.011
0.113
0.525
Rarely
3
430
2088
174
501
44
3237
12
0.525
2.753
0.288
1.831
0.056
Never
4
30
1555
4756
1693
5
8039
30
0.015
0.826
3.173
2.491
0.003
Use of Internet
Daily
1
4537
142
3
5687
10,369
39
1.731
0.058
0.000
0.003
2.267
Often
2
1652
2313
3
52
678
4698
18
1.391
2.101
0.003
0.131
0.597
Rarely
3
462
2058
165
448
42
3175
12
0.576
2.767
0.279
1.669
0.055
Never
4
45
1693
4771
1736
1
8246
31
0.022
0.876
3.103
2.491
0.001
Attendance to theatre (past 12 months)
Never
1
4907
5820
4782
2019
5455
22,983
87
0.845
1.081
1.116
1.039
0.981
1–3 times
2
1392
351
136
180
768
2827
11
1.948
0.530
0.258
0.753
1.123
4 + times
3
397
35
21
40
185
678
3
2.316
0.220
0.166
0.698
1.128
Attendance to cinema (12 months)
Never
1
2541
4425
4170
1646
2931
15,713
59
0.640
1.202
1.423
1.239
0.771
1–3 times
2
2153
1232
550
414
1817
6166
23
1.381
0.853
0.478
0.794
1.218
4 + times
3
2002
549
219
179
1660
4609
17
1.718
0.508
0.255
0.459
1.489
Attendance to sport events (12 months)
Never
1
4263
5437
4533
1795
4617
20,645
78
0.817
1.124
1.178
1.029
0.924
1–3 times
2
1412
563
268
284
1143
3670
14
1.522
0.655
0.392
0.915
1.287
4 + times
3
1021
206
138
160
648
2173
8
1.859
0.405
0.341
0.871
1.233
Attendance to live music (12 months)
Never
1
4272
5368
4613
1808
4507
20,568
78
0.822
1.114
1.203
1.040
0.906
1–3 times
2
1480
639
267
292
1295
3973
15
1.474
0.686
0.360
0.869
1.347
4 + times
3
944
199
59
139
606
1947
7
1.918
0.436
0.163
0.845
1.287
Go dancing (all types) (12 months)
Never
1
4572
5182
4580
1959
4121
20,414
77
0.886
1.083
1.203
1.135
0.834
1–3 times
2
1063
574
232
152
1029
3050
12
1.379
0.803
0.408
0.590
1.395
4 + times
3
1061
450
127
128
1258
3024
11
1.388
0.635
0.225
0.501
1.720 G. 7 Sensitivity Analysis De Santis et al. Relative proportions are the ratio between observed and expected frequency, e.g., ‘Daily use of PC’ (first line) is observed in 10,832 cases out of 26,488 (41%). In cluster A,
however, this ratio is 4,770 out of 6,696 (71% – not reported in the table). The ratio between the two figures (.71/.41) gives 1.742. Values greater than 1.5 are in bold (and
smaller than 0.5 underlined) because they characterise clusters A to E (to be read by column)
Source: Istat (2016a b)
(
)
Variable
Answers
Values
Absolute frequencies by cluster
%
Relative proportions within clusters
A
B
C
D
E
Tot
A
B
C
D
E
Read newspapers (usual week)
No
1
1540
3689
3685
1000
3226
13,140
50
0.464
1.198
1.504
0.900
1.015
1–2 days
2
2353
1489
721
698
1741
7002
26
1.329
0.908
0.552
1.179
1.028
3 + days
3
2803
1028
533
541
1441
6346
24
1.747
0.691
0.450
1.009
0.939
Read magazines
Yes
1
3874
2036
1070
1004
2374
10,358
39
1.480
0.839
0.554
1.147
0.947
No
2
2822
4170
3869
1235
4034
16,130
61
0.692
1.103
1.286
0.906
1.034
Read books (12 months)
Yes
1
3972
1721
730
754
2780
9957
38
1.578
0.738
0.393
0.896
1.154
No
2
2724
4485
4209
1485
3628
16,531
62
0.652
1.158
1.365
1.063
0.907
Talk about politics
Daily
1
2245
625
2870
11
3.094
0.000
0.000
2.576
0.000
A few days/week
2
4060
1484
9
5553
21
2.892
0.000
0.000
3.162
0.007
Once a week
3
387
444
123
532
1486
6
1.030
1.275
0.000
0.979
1.480
A few days/month
4
4
1563
9
7
1390
2973
11
0.005
2.244
0.016
0.028
1.933
A few days/year
5
1030
105
816
1951
7
0.000
2.253
0.289
0.000
1.729
Never
6
3169
4825
3661
11,655
44
0.000
1.161
2.220
0.000
1.298
Total
6696
6206
4939
2239
6408
26,488 So Close, So Far. The Cultural Distance of Foreigners in Italy Fig. 7 Share of variance explained, and increases in the explained share of variance, by number of clus‑
ters (Ward method) How to read the figure. With the Ward method, our preferred choice, if one uses three
clusters, approximately 74% of the original variance is explained (thick line, left scale)). As this share is
approximately 67% with two clusters, the improvement (or marginal progress) is of approximately 7% (dot‑
ted line, right scale). 7 Sensitivity Analysis Source: Istat (2016a, 2016b) Fig. 7 Share of variance explained, and increases in the explained share of variance, by number of clus‑
ters (Ward method) How to read the figure. With the Ward method, our preferred choice, if one uses three
clusters, approximately 74% of the original variance is explained (thick line, left scale)). As this share is
approximately 67% with two clusters, the improvement (or marginal progress) is of approximately 7% (dot‑
ted line, right scale). Source: Istat (2016a, 2016b) Fig. 7 Share of variance explained, and increases in the explained share of variance, by number of clus‑
ters (Ward method) How to read the figure. With the Ward method, our preferred choice, if one uses three
clusters, approximately 74% of the original variance is explained (thick line, left scale)). As this share is
approximately 67% with two clusters, the improvement (or marginal progress) is of approximately 7% (dot‑
ted line, right scale). Source: Istat (2016a, 2016b) Fig. 8 Correlation of results (distances between nationalities) between the case with five clusters and the
case with N clusters. Ward (left) and other methods (right). How to read the figure. With the Ward method
(left panel), if one uses 6 clusters instead of 5 (standard of reference), the resulting 861 cultural distances
are almost the same (or, more precisely, are an almost perfect linear transformation of the baseline case –
i.e., produce the same substantial result): the correlation is 0.996. As the number of clusters increases, the
correlation of the 861 cultural distances with the reference case (5 clusters) declines, but only very slightly:
with 50 clusters, for instance, it is still .882. The same happens in the right panel, where we show the results
of the same test for different clustering criteria (Average linkage, Centroid, …). The only exception is the
average linkage, where a discontinuity emerges in the passage from 35 to 40 clusters. Source: Istat (2016a,
2016b) Fig. 8 Correlation of results (distances between nationalities) between the case with five clusters and the
case with N clusters. Ward (left) and other methods (right). How to read the figure. With the Ward method
(left panel), if one uses 6 clusters instead of 5 (standard of reference), the resulting 861 cultural distances
are almost the same (or, more precisely, are an almost perfect linear transformation of the baseline case –
i.e., produce the same substantial result): the correlation is 0.996. 7 Sensitivity Analysis As the number of clusters increases, the
correlation of the 861 cultural distances with the reference case (5 clusters) declines, but only very slightly:
with 50 clusters, for instance, it is still .882. The same happens in the right panel, where we show the results
of the same test for different clustering criteria (Average linkage, Centroid, …). The only exception is the
average linkage, where a discontinuity emerges in the passage from 35 to 40 clusters. Source: Istat (2016a,
2016b) with N-1 clusters, and its improvement in passing from N-1 to N clusters. Figure 7 shows
that this improvement declines very rapidly: it is slightly higher than 3% in the passage
from four to five clusters (when about 81% of the total variance is explained), but it
drops to less than 1% after that. This justifies our choice of stopping at five clusters. ii
Besides, the results do not change in any relevant way as the number of clusters var‑
ies. With 42 national groups (five are Italians, one is Italians with foreign origin, and
36 are foreigners) we have (42·41/2 =861) cultural distances. These distances change 1 3 3 G. De Santis et al. Fig. 9 Correlation of results (861 between nationalities) between the standard (Ward, 5 clusters) and other
clustering methods (with 5 clusters, except for the Average method, also used with 50 clusters) Source: Istat
(2016a, 2016b) Fig. 9 Correlation of results (861 between nationalities) between the standard (Ward, 5 clusters) and other
clustering methods (with 5 clusters, except for the Average method, also used with 50 clusters) Source: Istat
(2016a, 2016b) almost linearly with the number of clusters and are therefore very strictly correlated to
those that one finds working with just five clusters (Fig. 8, left). ii
This consistency (virtually the same results as the number of clusters vary) is not lim‑
ited to the Ward method; it also emerges with almost all the other clustering methods that
we tried: Centroid, Complete linkage, EML, Median linkage, and Single linkage (Fig. 8,
right). In short, the number of clusters does not affect results in any significant way.ii fi
This permits us to compare methods on a predefined number of clusters (five, except for
the Average linkage method, for which we selected both five‒representative of what hap‑
pens up to 35 clusters ‒ and 50 ‒ representative of what happens for 40 or more clusters;
Fig. 5 This method is based on the minimum distance between pairs of observations, and tends to generate elon‑
gated and irregular clusters. 8 Conclusions A few notes of caution are in order. The first is that emigrants are a selected subgroup:
their cultural orientation may not be representative of that of their home country (see Doc‑
quier et al., 2020) or, depending on the length of their stay abroad, it may no longer be. If
anything, however, if emigrants were positively selected towards emigration and towards a
given destination at the start, or if they have somewhat adapted to the cultural habits of the
host country, or both, they should be closer to natives than their fellow citizens are (that
is, those who have remained in their country of origin). In short, our results are likely an
underestimate of the cultural distances that would emerge comparing residents. The main note of caution, however, comes from the ‘cultural’ variables that we used for
our analysis. We could not choose them because we were data-constrained; we considered
only the questions that were asked, with the same wording, in the two Istat surveys that we
merged (Istat, 2016a, 2016b), one of which focused on immigrants in Italy. Our empirical
variables are therefore few, only 11, and they refer primarily to what respondents do in
their (free) time. This use, while surely culturally driven, is also influenced by several other
variables that we could not keep under control, such as personal resources, availability of
free time, and the endowment of the areas where respondents live. In other words, we are
also measuring the socio-economic standing of our respondents, together with their cul‑
tural orientation and their constraints, and we cannot determine how relevant each of these
factors is.i However, first, this is what always happens, in various degrees, with empirical indica‑
tors. Secondly, it was impossible to do any better at this stage: future surveys will hopefully
cover an increasing number of appropriate cultural dimensions. Thirdly, this weakness can
also be used to defend our approach: even with the few and perfectible manifest variables
that we had at our disposal, the method produced an output that passed all our preliminary
checks, proved robust to alternative specifications (e.g., clustering method and number of
clusters), and ‘makes sense’. 7 Sensitivity Analysis 9).fi The correlation with our reference (Ward) method is sufficiently high overall (above
60%), except for the Single linkage method.5 In three cases, the correlation with Ward is
extremely high (above 90%): Complete linkage, EML, and Average linkage (this one, how‑
ever, only with a large number of clusters). In short, the conclusion of this section is that, as it always happens with clustering, sev‑
eral alternatives are possible, not all leading to the same results. However, Ward’s cluster‑
ing method seems preferable in this type of application, because it tends to generate clus‑
ters of comparable dimensions, i.e., with approximately the same number of units. As the
DBS (Distance Between Strata) method is based on the distribution of units (from different
strata) among clusters, it is better to avoid an excessive concentration of units in the same
cluster, if this is at all possible. In this case in particular, it transpires that similar results
emerge with other robust clustering methods, which reinforces our claim that Ward’s clus‑
tering criterion should be the preferred choice when using the DBS method. 1 3 So Close, So Far. The Cultural Distance of Foreigners in Italy 8 Conclusions We began with an expectation: that
the closer they were ‘at the start’ (better: the closer was their country of origin, in terms of
geographical distance and in terms of development, measured through the Human Devel‑
opment Index), the closer they would turn out to be in cultural terms. This expectation
found only moderate empirical support, and surely needs further investigation, with better
data and alternative methods.fi The nationalities that a subsequent Istat survey indicates as the most difficult to inte‑
grate in Italian society (e.g., the Chinese and the Filipinos) appear to be the farthest (or at
least among the farthest) in our data, despite the use of different target populations, differ‑
ent indicators, and a very different methodology. Based on this, and on the other pieces of
evidence presented above, we submit that our ranking (in Table 3) may be used as a pos‑
sible starting point to obtain at least an indication of the cultural distance of the various
national subgroups of immigrants in Italy.i We suggest three main lines of future research. The first is to check whether these
results are robust to alternative approaches. For instance, one could go into much greater
depth by separating the two databases that we merged here, ADL for Italians and CSIFCI
for foreigners. The comparison between Italians and immigrants becomes impossible, but
one could verify, on a much wider and more appropriate set of questions, if the results for
the two subgroups (separately: Italians by macro region of origin; foreigners by national‑
ity) remain at least roughly the same. The second step is to apply this methodology to more recent databases, as soon as they
become available, and to determine how cultural distances evolve over time, both in gen‑
eral, and for specific national subgroups. Is there convergence towards the Italian ‘stand‑
ard’ (which, incidentally, may not remain constant)? If yes, how quick is it? Can this con‑
vergence be related to covariates such as length of stay, marital status, and labour market
participation? This leads us to the third step: how to use our results. Even without going as far as Guiso
et al. (2006), who view culture exclusively as a way of predicting economic behaviour, it
seems reasonable to wonder how these findings can help us understand Italian society, and
the socio-economic (and demographic) behaviours of her increasingly diverse actors. 8 Conclusions The cultural distances that we find are in fact consistent with
expectations, and with what alternative sources suggest (e.g., a later Istat survey, conducted
in 2014–15; Istat, 2020).i Among the expectations that were fulfilled, there is the distinction between the vari‑
ous parts of Italy, which also emerges in our data, with the well-known geographical gra‑
dient, North to South. Further, we found that people with Italian nationality but foreign
origin are relatively close to Italians tout court, definitely closer than all foreigners living
in Italy, including other Europeans, such as Germans and French. Their distance from the
Italian ‘standard’ (assuming its existence) is 0.155 (on a 0‒√2 scale), comparable with the
distance that separates ‘the two Italies’ (North to South, equalling 0.137), which can be
conveniently used as a standard of reference in this peculiar context, where the metric is
conventional and otherwise impossible to appreciate. Unfortunately, we do not have panel data (not even time series) for any of the meas‑
ures presented here and we cannot be sure about the correct interpretation. We offer two,
not necessarily alternative, explanations: convergence and selection. The former implies
that people at different stages of their assimilation into Italian society (first foreigners, then
Italians with foreign origin) are also characterised by varying degrees of proximity to the
Italian ‘culture’. In this interpretation, cultural orientations (influencing the use of time,
which is what we measure here) change over time. The latter, instead (i.e., selection), is a
mechanism that induces people with greater affinity to the Italian culture to come, stay, and
eventually acquire the Italian nationality. In this interpretation, cultural orientations do not 3 G. De Santis et al. need to change; they simply differ between individuals. The truth likely lies somewhere in
between, but, as mentioned, the lack of longitudinal data prevents us from exploring the
matter in greater depth. need to change; they simply differ between individuals. The truth likely lies somewhere in
between, but, as mentioned, the lack of longitudinal data prevents us from exploring the
matter in greater depth. As for foreigners, their average cultural distance from Italians is approximately 0.300,
but they are not homogeneous ‒ far from it, in fact. Acknowledgements Anonymous referees greatly helped us to improve this paper, which also benefitted
from two sources of economic support: (1) JPI MYBL/CREW Project (Joint Programme Initiative: More
Years Better Life, 2016 Call. CREW: Care, retirement and wellbeing of older people across different welfare
regimes». MIUR Decree: n. 3266/2018; Official Bulletin no. 32 7. Feb 2019), and (2) MIUR-PRIN 2017
Grant (Italian Ministry of University and Research, Prot. N. 2017W5B55Y). Author contributions AP suggested that the method be applied to this specific topic and took care of the lit‑
erature review. MM collected and elaborated the data. GDS wrote the paper. All authors extensively debated
the paper in all of its stages and approved its final version. Declarations Conflict of interest The authors declare that they have no conflict of interest. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License,
which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long
as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Com‑
mons licence, and indicate if changes were made. The images or other third party material in this article
are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the
material. If material is not included in the article’s Creative Commons licence and your intended use is not
permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly
from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. 8 Conclusions An
additional difficulty is that cultural proximity can be both a cause (for instance of greater or
lesser economic success) and an effect (for instance, of intermarriage). Disentangling the
causal chain appears to be particularly problematic, in this case. Much remains to be done, but no progress is possible until a reliable measure of cultural
distances becomes available. The one that we have proposed in these pages hopefully will
pave the way for advancements in this field. Acknowledgements Anonymous referees greatly helped us to improve this paper, which also benefitted
from two sources of economic support: (1) JPI MYBL/CREW Project (Joint Programme Initiative: More
Years Better Life, 2016 Call. CREW: Care, retirement and wellbeing of older people across different welfare
regimes». MIUR Decree: n. 3266/2018; Official Bulletin no. 32 7. Feb 2019), and (2) MIUR-PRIN 2017
Grant (Italian Ministry of University and Research, Prot. N. 2017W5B55Y). Author contributions AP suggested that the method be applied to this specific topic and took care of the lit‑
erature review. MM collected and elaborated the data. GDS wrote the paper. All authors extensively debated
the paper in all of its stages and approved its final version. 1 3 1 So Close, So Far. The Cultural Distance of Foreigners in Italy Funding Open access funding provided by Università degli Studi di Firenze within the CRUI-CARE Agree‑
ment.. Financial support from the Italian MIUR is gratefully acknowledged, twice. In part through the JPI
MYBL/CREW Project (Joint Programme Initiative: More Years Better Life, 2016 Call. CREW: Care, retire‑
ment and wellbeing of older people across different welfare regimes». MIUR Decree: n. 3266/2018; Official
Bulletin no. 32 7. Feb 2019), and in part thanks to the 2017 MiUR-PRIN Grant (Italian Ministry of Univer‑
sity and Research, Prot. N. 2017W5B55Y. Code Availability (software application or custom code): SAS programs available on request. Data Availability (data transparency): Istat surveys. Individual data available on request. Data Availability (data transparency): Istat surveys. Individual data available on request. References Cultural proximity and audience behavior: The role of language in
patterns of polarization and multicultural fluency. Journal of Broadcasting & Electronic Media, 52(3),
485–503. https://doi.org/10.1080/08838150802205876. p
g
Luria, G., Levanon, A., Yagil, D., & Gal, I. (2016). Status, national culture and customers’ propensity to
complain. Social Indicators Research, 126, 309–330. https://doi.org/10.1007/s11205-015-0884-y. McDoom, O. S., & Gisselquist, R. M. (2020). The measurement of ethnic and religious divisions: spatial,
temporal, and categorical dimensions with evidence from Mindanao, the Philippines. Social Indicators
Research, 129, 863–891. https://doi.org/10.1007/s11205-015-1145-9. ,
p
g
Mucciardi, M., & De Santis, G. (2017). Cultural versus objective distances: the DBS-EM approach. Social
Indicators Research, 30(3), 867–882. Naidu, S., & Chand, A. (2017). National culture, gender inequality and women’s success in micro,
small and medium enterprises. Social Indicators Research, 130, 647–664. https://doi.org/10.1007/
s11205-015-1203-3. Ng, S. I., Lee, J. A., & Soutar, G. N. (2007). Tourists’ intention to visit a country: The impact of cultural
distance. Tourism Management, 28(6), 1497–1506. Ortega-Villa, L. M., & Ley-Garcia, J. (2018). Analysis of cultural indicators: A comparison of their con‑
ceptual basis and dimensions. Social Indicators Research, 137, 413–439. https://doi.org/10.1007/
s11205-017-1588-2.f Petit, S., & Seetaram, N. (2019). Measuring the effect of revealed cultural preferences on tourism e
Journal of Travel Research, 58(8), 1262–1273. https://doi.org/10.1177/0047287518807582. Piñeiro, E., & Haller, J. (2012). Learning to live together - Towards a new integration society, in Z. Bek‑
erman, & T. Geisen, International handbook of migration, minorities and education, pp. 85–100. Springer. Poh Chuin, T. (2019). Belt and road initiative: The case of Malaysia. In The Belt and Road strategy in
international business and administration, W. Liu, Z. Zhang, J.-X. Chen, & S.-B. Tsai, IGI Global, pp. 176–199, doi: https://doi.org/10.4018/978-1-5225-8440-7.ch011.f Schwartz S. H. (2013). National culture as value orientations: Consequences of value differences and cul‑
tural distance, in Handbook of the Economics of Art and Culture, Eds: V. Ginsburgh & D. Throsby,
Elsevier/North Holland. Vol 2: 547–586. doi: https://doi.org/10.1016/B978-0-444-53776-8.00020-9. Shenkar, O. (2001). Cultural distance revisited: Towards a more rigorous conceptualization and measure‑
ment of cultural differences. Journal of International Business Studies, 32(4), 519–535. f
Spitzer, S., Greulich, A. & Hammer, B. (2018). The subjective cost of young children: A European compari‑
son, VID Working Paper 12. Steckermeier, L. C., & Delhey, J. (2019). Better for everyone? Egalitarian culture and social wellbeing in
Europe. Social Indicators Research, 143, 1075–1108. https://doi.org/10.1007/s11205-018-2007-z. Vieira, C. C., Ribeiro, F. N., Vaz de Melo, P. O. References Berg, M. (2017). The importance of cultural proximity in the success of Turkish dramas in Qatar. Interna-
tional Journal of Communication, 11(2017), 3415–3430. Beugelsdijk, S., Maseland, R., Onrust, M., van Hoorn, A., & Slangen, A. (2015). Cultural distance in inter‑
national business and management: From mean-based to variance-based measures. The International
Journal of Human Resource Management, 26(2), 165–191. https://doi.org/10.1080/09585192.2014.
922355. Byrne, D., & Nelson, D. (1965). Attraction as a linear function of proportion of positive reinforcements. Journal of Personality and Social Psychology, 1(6), 659–663. https://doi.org/10.1037/h0022073.f Böhmelt, T., & Bove, V. (2020). Does cultural proximity contain terrorism diffusion? Journal of Peace
Research, 57(2), 251–264. https://doi.org/10.1177/0022343319864425.i Carifio, J., & Perla, R. J. (2007). Ten common misunderstandings, misconceptions, persistent myths and
urban legends about Likert scales and Likert response formats and their antidotes. Journal of Social
Sciences, 3(3), 106–116. ( )
De Santis, G., Maltagliati, M., & Salvini, S. (2016). A measure of the cultural distance between countries. Social Indicators Research, 126(3), 1065–1087. De Santis, G., & Mucciardi, M. (2017). From Euclidean distances to APC models. Quality and Quantity,
51(2), 829–846. Docquier, F., Tansel, A., & Turati, R. (2020). Do emigrants self-select along cultural traits? Evidence from
the MENA countries. International Migration Review, 54(2), 388–422. https://doi.org/10.1177/01979
18319849011. Fargues, Ph. (2011). International migration and the demographic transition: a two-way interaction. Interna-
tional Migration Review, 45(3), 588–614. https://doi.org/10.1111/j.1747-7379.2011.00859.x. Gamlath, S. (2017). Human development and national culture: A multivariate exploration. Social Indicators
Research, 133, 907–930. https://doi.org/10.1007/s11205-016-1396-0.f Guiso, L., Sapienza, P., & Zingales, L. (2006). Does culture affect economic outcomes? Journal of Eco-
nomic Perspectives, 20(2), 23–48. Harwell, M., & Gatti, G. (2001). Rescaling ordinal data to interval data in educational research. Review
Educational Research, 71(1), 105–131. ,
( ),
Hennig, C., Meila, M., Murtagh, F., & Rocci, R. (Eds.). (2015). Handbook of cluster analysis (1st ed.). Chapman and Hall/CRC. https://doi.org/10.1201/b19706f Hennig, C., Meila, M., Murtagh, F., & Rocci, R. (Eds.). (2015). Handbook of cluster analysis (1st e
Chapman and Hall/CRC. https://doi.org/10.1201/b19706f p
p
g
Hofstede, G. (1980). Culture’s consequences: international differences in work-related values. . Sage. 1 3 3 3 G. De Santis et al. ISTAT (2016b) Aspetti della vita quotidiana: file per la ricerca, https://www.istat.it/it/archivio/129916 ISTAT (2020) Identità e percorsi di integrazione delle seconde generazioni in Italia [Cultural identity and
integration of second generations in Italy], Rome. https://www.istat.it/it/files//2020/04/Identit%C3%
A0-e-percorsi.pdf. p
p
Ksiazek, T. B., & Webster, J. G. (2008). Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in published maps and
institutional affiliations. References S., Benevenuto, F., & Zagheni. E. (2020). Using Facebook
data to measure cultural distance between countries: The case of Brazilian cuisine. In Proceedings of
TheWeb Conference 2020 (WWW’20), April 20–24, Taipei, Taiwan. ACM, New York, NY, USA, 7
pages. doi: https://doi.org/10.1145/3366423.3380082. p g
p
g
Walesiak M., & Dudek A. (2010). Finding groups in ordinal data: An examination of some clustering proce‑
dures. In: Locarek-Junge H., Weihs C. (eds) Classification as a tool for research. Studies in classifica‑
tion, data analysis, and knowledge organization. Springer. https://doi.org/10.1007/978-3-642-10745-0_
19 Walesiak M., & Dudek A. (2010). Finding groups in ordinal data: An examination of some clustering proce‑
dures. In: Locarek-Junge H., Weihs C. (eds) Classification as a tool for research. Studies in classifica‑
tion, data analysis, and knowledge organization. Springer. https://doi.org/10.1007/978-3-642-10745-0_
19 Wu, H., & Leung, S. O. (2017). Can Likert scales be treated as interval scales? A simulation study. Journal
of Social Service Research, 43(4), 527–532. https://doi.org/10.1080/01488376.2017.1329775. Wu, H., & Leung, S. O. (2017). Can Likert scales be treated as interval scales? A simulation study. Journal
of Social Service Research, 43(4), 527–532. https://doi.org/10.1080/01488376.2017.1329775. Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in published maps and
institutional affiliations. Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in published maps and
institutional affiliations. 1 3 1
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The Development of a Conceptual Model Promoting Learners’ Ownership in an Online Learning Environment
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The Development of a Conceptual Model Promoting Learners’
Ownership in an Online Learning Environment Divina C. Casim1 & Yong-Chil Yang2
1 Pampanga Agricultural College, Philippines
2 Andong National University, Andong, Korea
Correspondence: Yong-Chil Yang, Andong National University, Andong, Kyungbuk 750-749, Korea. Tel:
82-54-820-5585. E-mail: ycyang@andong.ac.kr Received: October 15, 2012 Accepted: October 25, 2012 Online Published: December 31, 2012
doi:10.5539/ass.v9n1p9 URL: http://dx.doi.org/10.5539/ass.v9n1p9 Received: October 15, 2012 Accepted: October 25, 2012 Online Published: December 31, 2012
doi:10.5539/ass.v9n1p9 URL: http://dx.doi.org/10.5539/ass.v9n1p9 Keywords: ownership, conceptual model, online learning Keywords: ownership, conceptual model, online learning Asian Social Science; Vol. 9, No. 1; 2013
ISSN 1911-2017 E-ISSN 1911-2025
Published by Canadian Center of Science and Education Asian Social Science; Vol. 9, No. 1; 2013
ISSN 1911-2017 E-ISSN 1911-2025
Published by Canadian Center of Science and Education Abstract The purpose of this study was to explore the development of a conceptual model that promotes ownership in an
online learning environment. It proceeds toward building a comprehensive online learning model that illustrates
the interrelationship among learning motivation, cognition and meta-cognition. Those components can be
employed into strategies to promote the learner ownership that is assumed to be an essential factor influencing
learners’ achievement. The main methods of the study were literature review about ownership and development
research on building of a conceptual model. A conceptual model of learners’ ownership in an online learning
environment is proposed into integration of three factors of learning motivation, cognition, and meta-cognition
and Milner-Bolotin’s three categories of ownership (2001), which are composed of personal value, control and
responsibility. Since the model is a hypothetical and conceptual, further research for testing its theoretical
validity is needed. 1. Introduction The fast growing information technology extensively increases online learning environments (OEL) such as
e-learning, mobile learning, or smart learning. Although OEL is characterized by being taught anytime,
anywhere, anyhow and any content, it poses dangers to learners’ experiences like early withdrawal or drop-out
from online learning due to poor learning skills or sense of isolation. Thus, it is required that online learners have
effective learning skills to proceed responsibly online learning, and then to enable them to become self-regulated
learners. In order to help learners effectively in online settings, Milner-Bolotin (2001) suggested learners have
ownership to online learning settings, and that there are three categories of ownership to online learning. According to the suggestion, the categories of ownerships are composed of three components. First, finding
personal value is about understanding how the knowledge might be useful and can be connected to the acquired
knowledge to his/her prior knowledge. Second, feeling in control pertains to learners’ involvement in making
decisions and being proactive rather than reactive learner. And third, taking responsibility means being
accountable for the process of learning as well as the results. Actually, ownership has been a common concept in many areas like psychology, economics, political science,
philosophy, sociology, but it is comparatively a new concept in the field of education and training. With the
emergence of constructivism as another epistemology in learning, ownership has also started gaining attention
from educational researchers and theorists. Although it has already been initially explored for its potential benefit,
further research is still required to conduct its affordances in the aspect of human learning. On the other hand, Pierce et al. (2003) in their conceptual examination of psychological ownership proposed
three human motives that serve as roots of this psychological state: efficacy and effectiveness, self-identity, and
having a place to dwell. First, an efficacy and effectiveness can influence desired outcomes in our environment
and control object in any way (Furby, 1978). In learning setting, an efficacy and/or effectiveness is also
considered to be a very strong determinant to learners’ motivation as illustrated in the work of Bandura (1986). It
shows that self-efficacy influences on how individuals feel, think, motivate themselves and behave. Thus, it
influences learners’ choice and the amount of effort that he puts forth and his persistence at a given task. It is 9 Vol. 9, No. 2.1 Finding Personal Value Learners need rich motivation at the very outset of any instruction. During the process of learning, poor
motivation can also cause learners to quit the course in online learning easily since this type of setting leaving
the course is as easy as clicking the mouse button. Recently, online designers have been focusing on identifying
ways of attracting and retaining learners’ attention such as use of graphics, color, sound and animation (Ritchie
& Hoffman, 1997). However, these techniques are more of external stimuli which are just useful for perceptual
arousal or gaining learners’ initial attention which is considered as a short-lived motivation. In online learning, a
more internal motive is highly demanded to sustain learners’ motivation throughout the course. Establishing the
usefulness or value of the material in relation to the learners’ traits is one way to enhance motivation among
learners in online learning. Learning tasks must be linked with learners’ needs, goals, values and interests, personal beliefs and even volition
to ensure higher motivation or involvement of the learners. Tasks that are useful or valuable to the learner would
elicit not only his attention, but his/her interest to pursue and persist during learning at the same time. Personal
values and interest are also important factors influencing learners’ motivation to learn. Every person comes into
learning with a distinct set of stable or general beliefs about the desirability of a certain object or activity and
with individual interests to be satisfied. Thus, instruction should try to meet these values and interest for the
learners to get highly motivated. In the study of Milner-Bolotin (2001) on the effect of topic choice on learners’
interest, ownership, and motivation in an offline learning, significant correlation between the learner interest and
ownership had been observed. Therefore, matching instruction to learners’ interest can promote ownership and
motivation as well. 1. Introduction 1; 2013 Asian Social Science www.ccsenet.org/ass assumed that learners with higher self-efficacy would consider a difficult task as a challenge to master rather
than treats to be avoided letting them approach learning with higher level of motivation and quickly recover their
sense of efficacy after failures. assumed that learners with higher self-efficacy would consider a difficult task as a challenge to master rather
than treats to be avoided letting them approach learning with higher level of motivation and quickly recover their
sense of efficacy after failures. The second root of psychological ownership is self-identity. Pierce et al. (2003) proposes that ownership helps
people come to define themselves, express their self-identity to others, and maintain the continuity of the self
across time. Identity is the interface between the individual and society. An individual develops a sense of
self-identity as a result of viewing oneself from the perspective of how others view him/her. As pleasure and
comfort are found in interactions with objects, the socially shared meaning ascribed to those objects becomes
part of the individuals’ self-identity (McCracken, 1986). In addition to affording power over others, they
communicate the individuals’ identity to others. Lastly, having a place to dwell is the third human motive that serves as another root of psychological ownership. According to Weil (1952), to have a place is an important “need of the human soul” (p.41). This can be formed
to the idea being emphasized by Maslow (1954) on hierarchy of human needs wherein safety or security is on the
second level of the hierarchy. Humans have an innate need of protecting themselves from all types of harm. So,
having a place to dwell is a very important necessity for them. The purpose of this study is to explore the development of a conceptual model that promotes ownership in an
online learning environment. To conduct the study, Milner-Bolotin’s three categories of ownership are employed. A conceptual model of learners’ ownership in an online learning environment is to propose the integration of
three factors of learning motivation, cognition, and meta-cognition, and Milner-Bolotin’s three categories of
ownership (2001), which are composed of finding personal value, feeling in control and taking responsibility. 2. Three Categories of Ownership
2.1 Finding Personal Value 2. Three Categories of Ownership 2.2 Feeling in Control In online learning, being an open system confronts learners with greater control than in other delivery media. The most common and important things are controls given to learners in terms of navigation and presentation. One example is the freedom given to the learner in sequencing of information. Strict, linear, and designer-driven
sequence is now being replaced by user-driven sequencing decision (Jones & Farquhar, 1997). Although it can
be noted that greater control does not benefit all types of learners, learners are motivated by having control of
their learning rather than the program totally controlling the learning process (Allesi & Trollip, 2001). When
learners are required to do something to get a reward that a teacher control, resentment may occur because the
teacher has taken over part of the learner’s area of control over his/her life (Keller, 1987). One of the most
important aspects of learner control is the design of navigational tools that allow learners to control the sequence
of the learning process in online learning (Yang, 1993). It has been suggested that navigational freedom has an
impact to the learners’ control of the program. Learners feel that they have the control of the program when they 10 Vol. 9, No. 1; 2013 Asian Social Science www.ccsenet.org/ass are provided with navigational aids that offer many options than with few ones. Trollip and Allesi (2001) mentioned that because we cannot be certain what purposes learners have for a
program, the incorporation of different navigation methods facilitates different purposes and customized to the
individuals need. In addition, they suggest the following strategies in designing learner control in online learning:
(a) allowing the learner temporary termination of the program and return to it later with the use of bookmarking
and do not use timed pauses, (b) allowing optional pacing which means learners should decide how fast the
learning processes occur, (c) providing multiple orientation device that the learner can use at any time whenever
the need arise such as directions, help, complaints, and glossaries, (d) providing appropriate controls for the
learners’ needs. These strategies clearly reflect that learners are given enough instructional options both for
navigation and presentation process so they can customize the instruction based on their own preferences. 2.3 Taking Responsibility Strategies such as self-goal setting and planning, supporting learners’ cognitive strategies providing enough
opportunities for learners’ use of knowledge, and providing opportunities for self-evaluation can be included. Planning and goal setting influence not only learners’ motivation but also their meta-cognition because they
provide learners with criteria in evaluating their own performance. A good deal of research indicates that goal
setting is related to different types of performance as well as learners belief related to achievement such as
personal efficacy for self-regulated learning (Garavalia, & Gredler, 2002). Learners with learning goals focus
their attention on process of learning (Scott, 1996). However researchers found that allowing learners to set their
goals enhances self-efficacy and learning (Schunk, & Ertmer, 2000). Self-goal setting let learners experience
control of their learning and be responsible for achieving the desired goals. Another way of allowing learners to take responsibility of their learning is supporting their cognitive strategies. Instruction has to provide more opportunities for learners in exercising their cognitive strategies. Learners have
to be more active in their cognitive process and they have to be provided with good activities for exercising
rehearsal, elaboration and organization strategies to aid their cognitive process during online learning (Kim,
2008). Rehearsal is the repetition of the information to aid encoding into the memory. It can be in an oral manner
by way of reciting a word or any piece of information aloud or in a written form by taking notes or highlighting
words in a rather passive manner. Elaboration involves paraphrasing or summarizing the material learned and
creating a generative note taking (Pintrich, 1999). Learners organize and connect ideas actively in their notes
rather than taking notes passively and linearly. They also create analogies to fully understand materials to be
learned, and explain ideas related with learning materials to someone else. Organization strategies include
selecting the main idea from the text, making an outline of the material and using variety of specific techniques
for selecting and organizing the ideas in the material by utilizing methods. 3.1 Ownership and Motivation Based on Schunk & Ertmer’s Model of Motivated Learning (2000), there are various variables affecting learner’s
motivation from the pre-task phase until the post-task that indicate the changing role of motivation from one
phase to another. Considering these variables, it seems to be assumed that linking ownership strategies into some
of these variables can be a very significant way to enhance motivation for the entire learning process. In the
model proposed in this study, personal value is the first category of ownership strategies that can be linked into
these motivational variables, especially in terms of goals, values, and needs to ensure well-motivated learners. Though it can be noticed that only goal, personal desires, and need variables are being emphasized, this study
deemed it necessary to add values, personal beliefs, and volition as additional determinants of learners’
motivation especially in the pre-task and post-task phase. Volition can be considered for its potential influence on
learners’ motivation for the whole learning process. Goal reflects one’s purpose and refers to quantity, quality, or rate of performance (Schunk, 1990). Goals motivate
people to exert effort necessary to meet task demands and to persist on the task over time. Goals can be set by
the individual himself or can be established by others. However, allowing the learners to set their own learning
goals as a way of taking ownership in their learning has been assumed to be more effective. Researchers have
found that allowing learners to set their goals enhances self-efficacy and learning, perhaps because self-set goals
produce high goal commitment (Schunk, & Ertmer, 2000). It is likely that before one can totally proceed with
instruction in an optimal way, learners believe that it is related to their personal goals and will meet their specific
needs (Driscoll, 2005). 11 Vol. 9, No. 1; 2013 Asian Social Science www.ccsenet.org/ass 3.2 Ownership and Cognition Cognition is the mental process of knowing, including aspects such as awareness, perception, reasoning, and
judgment. It involves thinking, perceiving, abstracting, synthesizing, organizing, or any other process that allows
the individual to conceptualize the nature of the external world (Franken, 1998). In the pursuit of trying to
explain human behaviors especially in articulating how learning occurs, there are three theoretical perspectives:
behaviorism, cognitivism and constructivism. Among them, it is known that cognitivism and constructivism
emphasized the human factor more than the environment in the formation and modification of one’s behavior. Behaviorists assume for a direct influence of the environment to behavior. In contrast, cognitive psychology
places emphasis on unobservable constructs, such as the mind, memory, attitudes, motivation, thinking,
reflection and other internal processes. It attempts to describe how information around the world enters through
our senses is retained or forgotten. Ownership in learning can be explored for its potential implications to
cognitive theory as it emphasized the significance of the role of attention and perception, memory, and active
learning. 3.3 Ownership and Meta-cognition Meta-cognition is the process of cognition about cognition. Being composed by self-awareness, reflection, and
self-assessment, it can be related to the responsibility component of ownership in learning. Self-awareness is the
learners’ awareness of his own knowledge and ability levels. Reflection is the stopping and thinking about what
one has been doing and where one is going while self-assessment refers to giving oneself tests either actual or
mental to evaluate cognition process. The development of meta-cognitive ability is greatly influenced by a
variety of variables. Understanding which skills and strategies help us process and remember information is
necessary but not sufficient to enhance our achievement (Schunk, & Ertmer, 2000). There are times that learners
are fully aware of what helps them learn better and yet do not use them. One of the main reasons is the lack of
understanding as to why, how, when, and where to use them in a particular situation. Hence, helping learners to
gain a full understanding about the use of meta-cognitive strategies can boost their self-efficacy for performing
well in the assigned task. Table 1 shows the potential ownership strategies classified into three components of
learning and three categories of ownership in online learning. Table 1. Potential ownership strategies between three components of learning & three categories of ownership
Components of
Learning
Categories of
Ownership
Potential Ownership Strategies
Motivation
Personal Value
Relating the tasks to learners’ needs and goals. Relating the tasks to learners’ values and interest. Relating the task to learners’ ability, and successful achievements in
the past. Control
Providing multiple navigational aids and higher navigational
freedom. Providing ill-defined learning space. Responsibility
Allowing learners to set their own learning goals. Supporting learners in sustaining their motivation throughout the
whole process of learning. Cognition
Personal Value
Relating the task to learners’ prior knowledge and experience. Allowing learners to use their own learning styles. Control
Providing enough instructional options. Making instruction highly interactive. Responsibility
Supporting learners in the use of their cognitive strategies. Providing more opportunities for learners to use the newly gained
knowledge. Meta-cognition
Personal Value
Guiding the learners to attribute the result of learning to their own
effort rather than luck or ease of task when appropriate. Control
Allowing learners to monitor their own learning. Allowing learners to manage their own learning resources. Responsibility
Providing learners enough opportunities for self-evaluation
Support learners in redefining goals and planning. Table 1. 3.3 Ownership and Meta-cognition Potential ownership strategies between three components of learning & three categorie ownership strategies between three components of learning & three categories of ownership 12 Vol. 9, No. 1; 2013 Asian Social Science www.ccsenet.org/ass 4. A Proposed Ownership Strategy Model A model of ownership strategy has been proposed with a spiral figure located at the center that depicts the
process of learning with the active interplay of its three components. They are all indispensable variables of
learning and they should work synergistically to achieve the desired learning outcomes. The following Figure 1 shows the whole illustration of the final version of the ownership strategy model. The
spiral figure starts at its inner most part and continuously expands following a series of loops. This implies the
close and active interplay of the three components of learning in such a way that each component depends on
each other throughout the learning process to arrive at the desired outcomes. It also depicts the ever dynamic
nature of learning that is continuously undergoing change, making education a lifetime process. The outermost
part of the figure is considered to be the area of learners’ highest degree of ownership. The spiral figure is three
boxes representing the categories of ownership with specific strategies under each category. Two-way directional
arrows connect these three categories that illustrate their interrelatedness. Embedding the strategies into the
components of learning is illustrated by three separate arrows from each category to link strategies directly to the
individual component of learning. It is assumed that it is through the active interplay of all the variables in the
model that learner ownership can be fostered. Figure 1. Proposed ownership strategies model in online learning Figure 1. Proposed ownership strategies model in online learning Figure 1. Proposed ownership strategies model in online learning Figure 1. Proposed ownership strategies model in online learning References Allesi, S. M., & Trollip, S. R. (2001). Multimedia for learning: Methods and development. Needham Heights,
MA: Allyn & Bacon. Bandura, A. (1986). Social foundations of thought and action: A social-cognitive theory. Englewood Cliffs, NJ:
Prentice-Hall. Dittmar, H. (1992). The social psychology of material possessions: To have is to be. New York: St. Ma Driscoll, M. P. (2005). Psychology of learning for instruction (3rd ed.). Needham Heights, MA: Allyn & Bacon. Eccles, J. S. (1983). Expectancies, values, and academic behaviors. In J. T. Spence (Ed.), Achievement and
Achievement Motivation (pp.75-146). San Francisco, CA: Freeman. Furby, L. (1978). Possessions’ in humans: An exploratory study of its meaning and motivation. Social Behavior
and Personality, 6(1), 49-65. http://dx.doi.org/10.2224/sbp.1978.6.1.49 Garavalia, L. S., & Gredler, M. E. (2002). An exploratory study of academia goal setting, achievement
calibration and self-regulated learning. Journal of Instructional Psychology, 29(4), 221-230. Jones, M. G., & Farquhar, J. D. (1997). User interface design for web-based instruction. In B. H. Khan (Ed.),
Web-based instruction. Englewood Cliffs, NJ: Educational Technology Publications. Keller, J. M. (1987). Development and use of the ARCS model of instructional design. Journal of Instructional
Development, 10(3), 2-10. http://dx.doi.org/10.1007/BF02905780 Kim, C-S. (2008). Development and utilization of self-regulatory tools to support e-Learning. Unpublished
doctoral dissertation. Andong National University, Andong, Korea. Maslow, A. H. (1954). Motivation and personality. New York: Harper. Maslow, A. H. (1954). Motivation and personality. New York: Harper. McCracken, G. (1986). Culture and Consumption: A theoretical account of the structure and movement of the
cultural meaning of consumer goods. Journal of Consumer Research, 17, 398-411. Milner-Bolotin, M. (2001). The effects of topic choice in project-based instruction on undergraduate physical
science students’ interest, ownership, and motivation. Unpublished doctoral dissertation. University of
Texas at Austin, Texas, USA. Pierce, J. L., Kostova, T., & Dirks, K. T. (2003). The state of psychological ownership: integrating and extending
a
century
of
research. Review
of
General
Psychology,
7(1),
84-107. http://dx.doi.org/10.1037/1089-2680.7.1.84 Pintrich, P. R. (1999). The Role of motivation in promoting and sustaining self-regulated learning. Journal of
Educational Research, 31, 459-470. Ritchie, D. C., & Hoffman, B. (1997). Incorporating instructional design principles with the World Wide Web. In
B. H. Khan (Ed.), Web-Based Instruction. Englewood Cliffs, New Jersey: Educational Technology
Publications. Schunk, D. H. (1990). Goal setting and self-efficacy during self-regulated learning. Educational Psychologist, 25,
71-86. http://dx.doi.org/10.1207/s15326985ep2501_6 Schunk, D. H., & Ertmer, P. A. (2000). Self-regulation and academic learning: Self-efficacy enhancing
interventions. In M. Boekaerts, P. 5. Concluding Remarks With the belief that ownership greatly influences learners’ achievement especially in online learning, this study
was conducted to conceptualize ownership strategies model. Since online learning is desirable to be related with
learners’ personal value, it should allow more learner control and require learners to take responsibility of their
own learning. Specific strategies that have potential in promoting ownership were investigated and integrated the
three categories of personal value, control, responsibility about learner ownership into three components of
motivation, cognition and meta-cognition. It is indicated that for learners to develop ownership over their
learning the task should be related to their personal characteristics. Relating the task to learners’ needs, goals,
values, interest and abilities are only some of the strategies under the first category which is about finding
personal value. Also, learners have to feel in control of the learning process by involving them in making 13 Asian Social Science www.ccsenet.org/ass Vol. 9, No. 1; 2013 decision as to how and what to learn. This can be done by designing good navigational aids that offer higher
navigational freedom, providing ill-defined learning space, monitor and manage their learning resource and
many others. Also, learners should feel responsible and accountable both for the process and outcomes of
learning. This can be done by letting them set their own learning goals, supporting them in the use of their
cognitive strategies and providing more opportunities to use the newly-gained knowledge. These potential
ownership strategies will be embedded into the motivational, cognitive, and meta-cognitive design of instruction
to promote learner ownership in online learning. References R. Pintrich, & M. Zeidner (Eds.), Handbook of self-regulation (pp. 631-649). San Diego, CA: Academic Press. http://dx.doi.org/10.1016/B978-012109890-2/50048-2 Scott, J. E. (1996). Self-efficacy: A key to literacy learning. Reading Horizon, 36, 195-213. Weil, S. (1952). The Need for Roots: Prelude to a declaration of duties towards mankind. London: Routledge. Yang, Y-C. (1995). The effects of self-regulatory skills and type of instructional control on learning from
computer-based instruction. International Journal of Instructional Media, 20(3), 225-241. 14
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Effect of ethanolic extract of Cyperus rotundus reduces the surgical induced secondary lymphedema and oxidative stress in adult mice tail
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bioRxiv (Cold Spring Harbor Laboratory)
| 2,023
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cc-by
| 13,467
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.
CC-BY 4.0 International license
available under a
(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint
this version posted September 22, 2023.
;
https://doi.org/10.1101/2023.09.18.558373
doi:
bioRxiv preprint . CC-BY 4.0 International license
available under a
(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint
this version posted September 22, 2023. ;
https://doi.org/10.1101/2023.09.18.558373
doi:
bioRxiv preprint . CC-BY 4.0 International license
available under a
(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint
this version posted September 22, 2023. ;
https://doi.org/10.1101/2023.09.18.558373
doi:
bioRxiv preprint 1
Effect of ethanolic extract of Cyperus rotundus reduces the surgical induced secondary
2
lymphedema and oxidative stress in adult mice tail . 3
4
Nikhil Pandey1*, Priyanka Mishra1,
5
1Department of Medicinal Chemistry, Institute of Medical Sciences, Banaras Hindu University
6
7
*Corresponding Author
8
Dr Nikhil Pandey, Senior Researcher
9
Department of Medicinal Chemistry
10
IMS-BHU
11
Varanasi
12
Email: nikhil.pandey1@bhu.ac.in
13
14
Abstract
15
Background: Lymphedema is clinically manifested as swelling in the extremities due to abnormal accumulation of protein
16
rich in the extravascular interstitial space resulting in irreversible structural changes to the limb (s). The aim of this
17
explorative work was to evaluate the effect of Cyperus rotundus root (CRR) ethanolic extract in a mouse tail model of
18
secondary lymphedema. Method: Mice were temporally anaesthetised under sterile condition and the skin from the tail was
19
removed from distal part of the trunk after leaving 1cm of distance. The animals were divided into Experimental control
20
(EC) and Cyperus rotundus root (CRR) 80 mg/kg b.w. /day) treated groups. Change in tail volume and circumference were
21
monitored for 20 days. TNFα, SOD and catalase were estimated from blood obtained through retro-orbital at day 0, 5, 10
22
and 15. Further TS of upper part of the tail skin was stained with H&E stain to document histological changes mRNA level
23
of COX-2 was estimated from the skin. RESULTS: EC group showed gradual rise in tail oedema post-surgery (PS),
24
elevated inflammation, oxidative stress and histopathological alterations. However in CRR (80 mg/kg b.w./day) treated
25
group shown the reduced tail oedema after post-surgery. TNFα, SOD and catalase levels were significantly less in CRR
26
then EC group supporting anti-inflammatory potential. CRR protected the tail from structural damage. .
CC-BY 4.0 International license
available under a
(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint
this version posted September 22, 2023.
;
https://doi.org/10.1101/2023.09.18.558373
doi:
bioRxiv preprint 3
4
Nikhil Pandey1*, Priyanka Mishra1,
5
1Department of Medicinal Chemistry, Institute of Medical Sc
6
7
*Corresponding Author
8
Dr Nikhil Pandey, Senior Researcher
9
Department of Medicinal Chemistry
10
IMS-BHU
11
Varanasi
12
Email: nikhil.pandey1@bhu.ac.in
13
14
Abstract
15
Background: Lymphedema is clinically manifested as swelling in the ex
16
rich in the extravascular interstitial space resulting in irreversible stru
17
explorative work was to evaluate the effect of Cyperus rotundus root (
18
secondary lymphedema. Method: Mice were temporally anaesthetised un
19
removed from distal part of the trunk after leaving 1cm of distance. Th
20
(EC) and Cyperus rotundus root (CRR) 80 mg/kg b.w. /day) treated grou
21
monitored for 20 days. TNFα, SOD and catalase were estimated from b
22
and 15. Further TS of upper part of the tail skin was stained with H&E st
23
of COX-2 was estimated from the skin. RESULTS: EC group showe
24
elevated inflammation, oxidative stress and histopathological alteration
25
group shown the reduced tail oedema after post-surgery. TNFα, SOD
26
then EC group supporting anti-inflammatory potential. CRR protecte
27
regulated the expression of COX-2 in comparison to EC group. Conclusio
28
secondary lymphedema indicating it potential for therapeutic use. 29
30 .
CC-BY 4.0 International license
available under a
(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint
this version posted September 22, 2023.
;
https://doi.org/10.1101/2023.09.18.558373
doi:
bioRxiv preprint It also down
27
regulated the expression of COX-2 in comparison to EC group. Conclusions: CRR ethanolic extract significantly attenuated
28
secondary lymphedema indicating it potential for therapeutic use. 29 1
Effect of ethanolic extract of Cyperus rotundus reduces the surgical induced secondary
2
lymphedema and oxidative stress in adult mice tail . 3
4
Nikhil Pandey1*, Priyanka Mishra1,
5
1Department of Medicinal Chemistry, Institute of Medical Sciences, Banaras Hindu University
6
7
*Corresponding Author
8
Dr Nikhil Pandey, Senior Researcher
9
Department of Medicinal Chemistry
10
IMS-BHU
11
Varanasi
12
Email: nikhil.pandey1@bhu.ac.in
13
14
Abstract
15
Background: Lymphedema is clinically manifested as swelling in the extremities due to abnormal accumulation of protein
16
rich in the extravascular interstitial space resulting in irreversible structural changes to the limb (s). The aim of this
17
explorative work was to evaluate the effect of Cyperus rotundus root (CRR) ethanolic extract in a mouse tail model of
18
secondary lymphedema. Method: Mice were temporally anaesthetised under sterile condition and the skin from the tail was
19
removed from distal part of the trunk after leaving 1cm of distance. The animals were divided into Experimental control
20
(EC) and Cyperus rotundus root (CRR) 80 mg/kg b.w. /day) treated groups. Change in tail volume and circumference were
21
monitored for 20 days. TNFα, SOD and catalase were estimated from blood obtained through retro-orbital at day 0, 5, 10
22
and 15. Further TS of upper part of the tail skin was stained with H&E stain to document histological changes mRNA level
23
of COX-2 was estimated from the skin. RESULTS: EC group showed gradual rise in tail oedema post-surgery (PS),
24
elevated inflammation, oxidative stress and histopathological alterations. However in CRR (80 mg/kg b.w./day) treated
25
group shown the reduced tail oedema after post-surgery. TNFα, SOD and catalase levels were significantly less in CRR
26
then EC group supporting anti-inflammatory potential. CRR protected the tail from structural damage. It also down
27
regulated the expression of COX-2 in comparison to EC group. Conclusions: CRR ethanolic extract significantly attenuated
28
secondary lymphedema indicating it potential for therapeutic use. 29
30
31 1
Effect of ethanolic extract of Cyperus rotundus red
2
lymphedema and oxidative stress in adult mice tail . 1
Graphical abstract 2 Key words: Secondary Lymphedema, Cyperus rotundus, mice tail, histology, anti-inflammatory, Natural compounds. 1. Introduction Key words: Secondary Lymphedema, Cyperus rotundus, mice tail, histology, anti-inflammatory, Natural compounds. 1. Introduction 1
Effect of ethanolic extract of Cyperus rotundus reduces the surgical induced secondary
2
lymphedema and oxidative stress in adult mice tail . 14
Abstract
15
Background: Lymphedema is clinically manifested as swelling in the extremities due to abnormal accumulation of protein
16
rich in the extravascular interstitial space resulting in irreversible structural changes to the limb (s). The aim of this
17
explorative work was to evaluate the effect of Cyperus rotundus root (CRR) ethanolic extract in a mouse tail model of
18
secondary lymphedema. Method: Mice were temporally anaesthetised under sterile condition and the skin from the tail was
19
removed from distal part of the trunk after leaving 1cm of distance. The animals were divided into Experimental control
20
(EC) and Cyperus rotundus root (CRR) 80 mg/kg b.w. /day) treated groups. Change in tail volume and circumference were
21
monitored for 20 days. TNFα, SOD and catalase were estimated from blood obtained through retro-orbital at day 0, 5, 10
22
and 15. Further TS of upper part of the tail skin was stained with H&E stain to document histological changes mRNA level
23
of COX-2 was estimated from the skin. RESULTS: EC group showed gradual rise in tail oedema post-surgery (PS),
24
elevated inflammation, oxidative stress and histopathological alterations. However in CRR (80 mg/kg b.w./day) treated
25
group shown the reduced tail oedema after post-surgery. TNFα, SOD and catalase levels were significantly less in CRR
26
then EC group supporting anti-inflammatory potential. CRR protected the tail from structural damage. It also down
27
regulated the expression of COX-2 in comparison to EC group. Conclusions: CRR ethanolic extract significantly attenuated
28
secondary lymphedema indicating it potential for therapeutic use. 1 1 . CC-BY 4.0 International license
available under a
(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint
this version posted September 22, 2023. ;
https://doi.org/10.1101/2023.09.18.558373
doi:
bioRxiv preprint . CC-BY 4.0 International license
available under a
(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is ma
The copyright holder for this prep
this version posted September 22, 2023. ;
https://doi.org/10.1101/2023.09.18.558373
doi:
bioRxiv preprint 1. Introduction Such prepared
29
inoculums were used to spread onto agar plates using sterile cotton to make a lawn of bacteria. Preparation of samples in
30
different chemical.10 grams of sample was mixed with 40 ml of different chemical such as chloroform, water and ethanol. 31
Sample mixed chemical was boiled in a boiling water bath for 30 minutes, cooled at room temperature and filtered
32
through whatsmann No .1 filter paper and collected in a sterile container for further use. Extracts was kept at 4°C to
33
preserve the antibacterial property before they were used for well diffusion assay with antibiotic disc. Antibacterial assay
34
A loopful of each bacterial isolates were prepared in agar plates using a sterile cotton swab from the inoculums. The plates 1
Therefore the finding new therapeutic option is absolutely necessary. In the present work, we chose Cyperus rotundus (CR)
2
which is known for its TNFα inhibitory activity (7) and is employed for its preventive action of the reduction of obesity and
3
the reducing of the blockage in vascular system. (8).CR has been earlier reported to inhibit inflammatory cascade.(9)
4
Therefore ,we hypothesised that CR could be used in the management of SL by assessing its activity on inflammatory
5
cytokines, oxidative stress and on histological changes observed in mice. Here based on the earlier work of Olszewski’s
6
lymphedema model we chose the moue tail model to induce SL (10)(11). 7
2 Material and Methods: 1
Therefore the finding new therapeutic option is absolutely necessary. In the present work, we chose Cyperus rotundus (CR)
2
which is known for its TNFα inhibitory activity (7) and is employed for its preventive action of the reduction of obesity and
3
the reducing of the blockage in vascular system. (8).CR has been earlier reported to inhibit inflammatory cascade.(9)
4
Therefore ,we hypothesised that CR could be used in the management of SL by assessing its activity on inflammatory
5
cytokines, oxidative stress and on histological changes observed in mice. Here based on the earlier work of Olszewski’s
6
lymphedema model we chose the moue tail model to induce SL (10)(11). 7
2 M
i l
d M h d 1. Introduction 6
More than 130 million people are affected with secondary lymphedema (SL), a chronic condition characterised by the
7
accumulation of fluid, proteins, and adipocytes in the interstitium, resulting in the swelling of the affected limb.(1)(2) .The
8
vascular network in the lymphatic system is vital to maintain the homeostasis of fluid in the tissue in order to maintain the
9
tissue fluid homeostasis and to conciliate the local inflammation and the immune response. As the anatomical and the
10
functional integrity of the vasculature in the lymphatic system is impaired, leads to the loss of fluid transport potential
11
resulting to the condition of lymphedema which is the easily recognizable characteristics (3) .It is characterised by
12
progressive swelling due to disrupt local lymph transport, leading to the permanent and disoriented changes in the tissue
13
architecture. Due to surgical intervention or by infection, people develop the secondary lymphedema which gets worse in
14
gradual manner mostly in developed countries. As SL is common and leads to loss of limb function due to vascular
15
insufficiency, still lacks pharmacological treatment. (4).Hence at present the use of the pharmacotherapy agents in clinical
16
and experimental studies are focusing on inhibiting inflammation. Earlier, approaches were made to reduce the chronic
17
lymphedema through inhibiting the NfkB for example sodium selenite shown to reduce the lymphedema volume by directly
18
inhibiting the expression of adhesion molecules and NfkB, But its further trial are needed to confirm these results. (6). 2 . CC-BY 4.0 International license
available under a
which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint
this version posted September 22, 2023. ;
https://doi.org/10.1101/2023.09.18.558373
doi:
oRxiv preprint . CC-BY 4.0 International license
available under a
(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint
this version posted September 22, 2023. ;
https://doi.org/10.1101/2023.09.18.558373
doi:
bioRxiv preprint 1
Therefore the finding new therapeutic option is absolutely necessary. In the present work, we chose Cyperus rotundus (CR)
2
which is known for its TNFα inhibitory activity (7) and is employed for its preventive action of the reduction of obesity and
3
the reducing of the blockage in vascular system. 1. Introduction (8).CR has been earlier reported to inhibit inflammatory cascade.(9)
4
Therefore ,we hypothesised that CR could be used in the management of SL by assessing its activity on inflammatory
5
cytokines, oxidative stress and on histological changes observed in mice. Here based on the earlier work of Olszewski’s
6
lymphedema model we chose the moue tail model to induce SL (10)(11). 7
2. Material and Methods:
8
2.1. Material: Characterization of extract : Anti-bacterial analysis : Cytotoxicity Study:
9
10
For surgical procedure -Carbon steel surgical blade No.23, Stainless steel split ring tweezer Ethanol (70%), sterile cotton
11
,digital vernacular calliper(Mavotank Pvt ltd),For biochemical procedure- Mouse TNF alpha ELISA kit was purchased from
12
Elabscience (E-EL-M3063), TRIzol (Ambion),TURBO DNA-free Kit (Invitrogen),RevertAid First Strand cDNA Synthesis
13
kit (Thermo scientific). 14
15
2.2. Preparation and standardization of the extract: Cyperus rotundus roots (CRR) were procured from the botanical
16
garden and its authenticity was verified by Centre of Advanced study in Botany, Institute of Science, BHU (voucher no. 17
Cypera.2021/4). The 200g roots were powdered and then exhaustively extracted with ethanol in continuous Soxhlet
18
extractor for 36 hrs. The ethanol filtrate was evaporated to a dryness using a Buchi RE11 rotavapor and Buchi461 water
19
bath. The yield was 17.5 percent i.e 17.5 gm of crude Cyperus rotundus roots extract (weight of dried extract/weight of the
20
powdered root). Fresh solution of the crude CRR extract was prepared by dissolving a given quantity of the ethanol extract
21
in a small volume of tween 20 and made up to appropriate volume with the sterile water The Ethanol CRR extract was given
22
in the dose of 80 mg.kg/BW/day orally to the mice of the CRR group up to twenty days. The experimental control group
23
was given 1ml of drug vehicle (i.e 20% of Tween 80 in the appropriate volume with the sterile water). 24
2.3. Characterization of extract:
25
2.4. Anti-bacterial analysis: The bacterial isolates Escherichia coli and Staphylococcus aureus were isolated from the
26
lab. Bacterial cultures were maintained on nutrient agar (NA) plates and slants. They were sub cultured every 2 weeks and
27
subsequently stored at 4°C. Inoculum Preparation
28
Nutrient agar broth was inoculated with freshly sub cultured bacteria and incubated at 37°C for few hours. 2.1. Material: Characterization of extract : Anti-bacterial analysis : Cytotoxicity Study: During the given time scale the photography of the tail
27
change in inflammation in lower and upper part of the cut. The measurement of tail was don
28
2.5. Parameters studied
29
2.5. A. Measurement of morphological changes and tail oedema after post surgery
30
Mice were analyzed visually for assessing morphological condition on day 0, 5, 10 and 20
31
were measured in terms of volume and circumference measurement followed from previous
32
33
Determination of Volume measurement at inflamed area –At post - surgery every mice w
34
of tail diameter of by digital vernacular calliper of upper and lower ends of the swelling. Alon microlitre of extracts of samples on each well. All plates were incubating at 37°C for 18-24 hours and the zones of inhibition
(diameter in mm) were measured on the agar plate. microlitre of extracts of samples on each well. All plates were incubating at 37°C for 18-24 hours and the zones of inhibition
(diameter in mm) were measured on the agar plate. 3
4
2.5. Cytotoxicity Study: Cell lines:
5
a) MCF7-Human Breast adenocarcinoma cell line (From NCCS, Pune) ,Cell culture medium: DMEM- High Glucose -
6
(#AL111, Himedia) ,Adjustable multichannel pipettes and a pipettor (Benchtop, USA) ,Fetal Bovine Serum (#RM10432,
7
Himedia) ,MTT Reagent (5 mg/ml) (# 4060 Himedia) ,DMSO (#PHR1309, Sigma) ,Camptothecin (#C9911, Sigma) ,D-
8
PBS (#TL1006, Himedia) ,96-well plate for culturing the cells (From Corning,USA) ,T25 flask (# 12556009, Biolite -
9
Thermo) ,50 ml centrifuge tubes (# 546043 TORSON) ,1.5 ml centrifuge tubes (TORSON) ,10 ml serological pipettes
10
(TORSON) ,Centrifuge (Remi: R-8oC). Inverted Biological Light microscope (Biolinkz) ,37°C incubator with humidified
11
atmosphere of 5% CO2 (Healforce, China)
12
13
2.3. Animal and experimental design: The experimental protocols were approved by the Animal Ethical Committee of
14
IMS-BHU (letter No. Dean/2021/IAEC/2567). Inbred male mice Swiss albino strain (15-20gm) was purchased from the
15
Central Animal facility. They were acclimatized for 7 days in ambient conditions of temperature, and a day-light cycle of
16
12 hrs. normal room temperature with 45%-55% of the humidity. The normal diet was provided during the course of the
17
whole experiment. Animals were divided in the following group as shown in (Table 1)
S.No. 2.5. Cytotoxicity Study: Cell lines: 5
a) MCF7-Human Breast adenocarcinoma cell line (From NCCS, Pune) ,Cell culture medium: DMEM- High Glucose -
6
(#AL111, Himedia) ,Adjustable multichannel pipettes and a pipettor (Benchtop, USA) ,Fetal Bovine Serum (#RM10432,
7
Himedia) ,MTT Reagent (5 mg/ml) (# 4060 Himedia) ,DMSO (#PHR1309, Sigma) ,Camptothecin (#C9911, Sigma) ,D-
8
PBS (#TL1006, Himedia) ,96-well plate for culturing the cells (From Corning,USA) ,T25 flask (# 12556009, Biolite -
9
Thermo) ,50 ml centrifuge tubes (# 546043 TORSON) ,1.5 ml centrifuge tubes (TORSON) ,10 ml serological pipettes
10
(TORSON) ,Centrifuge (Remi: R-8oC). Inverted Biological Light microscope (Biolinkz) ,37°C incubator with humidified
11
atmosphere of 5% CO2 (Healforce, China) 3
2.3. Animal and experimental design: The experimental protocols were approved by the Animal Ethical Committee of
4
IMS-BHU (letter No. Dean/2021/IAEC/2567). Inbred male mice Swiss albino strain (15-20gm) was purchased from the
5
Central Animal facility. They were acclimatized for 7 days in ambient conditions of temperature, and a day-light cycle of
6
12 hrs. normal room temperature with 45%-55% of the humidity. The normal diet was provided during the course of the
7
whole experiment. Animals were divided in the following group as shown in (Table 1) p
g g
p
(
)
S.No. Group
Intervention
Route
1
I- Experimental control (n=30)
20% of Tween 80/day
Per oral
2
II- Treatment (n=30)
CRR (80 mg/kg b.w/day)
Per oral
Table 1- Experimental design of the study Table 1- Experimental design of the study 2.1. Material: Characterization of extract : Anti-bacterial analysis : Cytotoxicity Study: Group
Intervention
Route
1
I- Experimental control (n=30)
20% of Tween 80/day
Per oral
2
II- Treatment (n=30)
CRR (80 mg/kg b.w/day)
Per oral
18
Table 1- Experimental design of the study
19
2.4. Model to induce SL: We carried the study for secondary lymphedema in the tails of Swiss albino mice (20-25gm). 20
The tail skin was removed after leaving 1cm of distance from the base of the trunk. Cut was introduced in sterile condition
21
and no vessels were damaged. The administration of ether was applied for the temporary anesthesia and skin and
22
subcutaneous tissue between from the base of 5-10 mm to the distal region of the tail was removed (fig1). The mice were
23
kept in separate cages to avoid the damage being caused by the other mice. We measured the volume of the tails every day
24
for 20 days, thickness and histological studies were also done to assess the lymphatic adequacy. The tail was ethically
25
amputated in aseptic condition on due time period for the examination of tail for mRNA expression and histological studies
26
for its gross examination of the tail. During the given time scale the photography of the tail was carried out to examine the
27
change in inflammation in lower and upper part of the cut. The measurement of tail was done with digital caliper. 28
2.5. Parameters studied
29
2.5. A. Measurement of morphological changes and tail oedema after post surgery
30
Mice were analyzed visually for assessing morphological condition on day 0, 5, 10 and 20 for both groups. Tail Odema
31
were measured in terms of volume and circumference measurement followed from previous study (12). 32
33
Determination of Volume measurement at inflamed area –At post - surgery every mice were taken for the measurement
34
of tail diameter of by digital vernacular calliper of upper and lower ends of the swelling. Along with the a ruler for measuring 2.1. Material: Characterization of extract : Anti-bacterial analysis : Cytotoxicity Study: CC-BY 4.0 International license
available under a
(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is ma
The copyright holder for this prepr
this version posted September 22, 2023. ;
https://doi.org/10.1101/2023.09.18.558373
doi:
bioRxiv preprint 1
microlitre of extracts of samples on each well. All plates were incubating at 37°C for 18-24 h
2
(diameter in mm) were measured on the agar plate. 3
4
2.5. Cytotoxicity Study: Cell lines:
5
a) MCF7-Human Breast adenocarcinoma cell line (From NCCS, Pune) ,Cell culture med
6
(#AL111, Himedia) ,Adjustable multichannel pipettes and a pipettor (Benchtop, USA) ,Fet
7
Himedia) ,MTT Reagent (5 mg/ml) (# 4060 Himedia) ,DMSO (#PHR1309, Sigma) ,Camp
8
PBS (#TL1006, Himedia) ,96-well plate for culturing the cells (From Corning,USA) ,T2
9
Thermo) ,50 ml centrifuge tubes (# 546043 TORSON) ,1.5 ml centrifuge tubes (TORSO
10
(TORSON) ,Centrifuge (Remi: R-8oC). Inverted Biological Light microscope (Biolinkz) ,3
11
atmosphere of 5% CO2 (Healforce, China)
12
13
2.3. Animal and experimental design: The experimental protocols were approved by the
14
IMS-BHU (letter No. Dean/2021/IAEC/2567). Inbred male mice Swiss albino strain (15-2
15
Central Animal facility. They were acclimatized for 7 days in ambient conditions of temper
16
12 hrs. normal room temperature with 45%-55% of the humidity. The normal diet was pro
17
whole experiment. Animals were divided in the following group as shown in (Table 1)
S.No. Group
Intervention
Rou
1
I- Experimental control (n=30)
20% of Tween 80/day
Per
2
II- Treatment (n=30)
CRR (80 mg/kg b.w/day)
Per
18
Table 1- Experimental design of the study
19
2.4. Model to induce SL: We carried the study for secondary lymphedema in the tails of
20
The tail skin was removed after leaving 1cm of distance from the base of the trunk. Cut was
21
and no vessels were damaged. The administration of ether was applied for the tempo
22
subcutaneous tissue between from the base of 5-10 mm to the distal region of the tail was r
23
kept in separate cages to avoid the damage being caused by the other mice. We measured th
24
for 20 days, thickness and histological studies were also done to assess the lymphatic ad
25
amputated in aseptic condition on due time period for the examination of tail for mRNA exp
26
for its gross examination of the tail. 2.1. Material: Characterization of extract : Anti-bacterial analysis : Cytotoxicity Study: For surgical procedure -Carbon steel surgical blade No.23, Stainless steel split ring tweezer Ethanol (70%), sterile cotton
,digital vernacular calliper(Mavotank Pvt ltd),For biochemical procedure- Mouse TNF alpha ELISA kit was purchased from
Elabscience (E-EL-M3063), TRIzol (Ambion),TURBO DNA-free Kit (Invitrogen),RevertAid First Strand cDNA Synthesis
kit (Thermo scientific). 15
2.2. Preparation and standardization of the extract: Cyperus rotundus roots (CRR) were procured from the botanical
16
garden and its authenticity was verified by Centre of Advanced study in Botany, Institute of Science, BHU (voucher no. 17
Cypera.2021/4). The 200g roots were powdered and then exhaustively extracted with ethanol in continuous Soxhlet
18
extractor for 36 hrs. The ethanol filtrate was evaporated to a dryness using a Buchi RE11 rotavapor and Buchi461 water
19
bath. The yield was 17.5 percent i.e 17.5 gm of crude Cyperus rotundus roots extract (weight of dried extract/weight of the
20
powdered root). Fresh solution of the crude CRR extract was prepared by dissolving a given quantity of the ethanol extract
21
in a small volume of tween 20 and made up to appropriate volume with the sterile water The Ethanol CRR extract was given
22
in the dose of 80 mg.kg/BW/day orally to the mice of the CRR group up to twenty days. The experimental control group
23
was given 1ml of drug vehicle (i.e 20% of Tween 80 in the appropriate volume with the sterile water). 24
2.3. Characterization of extract: 25
2.4. Anti-bacterial analysis: The bacterial isolates Escherichia coli and Staphylococcus aureus were isolated from the
26
lab. Bacterial cultures were maintained on nutrient agar (NA) plates and slants. They were sub cultured every 2 weeks and
27
subsequently stored at 4°C. Inoculum Preparation 5
2.4. Anti-bacterial analysis: The bacterial isolates Escherichia coli and Staphylococcus aureus were isolated from the
6
lab. Bacterial cultures were maintained on nutrient agar (NA) plates and slants. They were sub cultured every 2 weeks and
7
subsequently stored at 4°C. Inoculum Preparation 3 . CC-BY 4.0 International license
available under a
(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint
this version posted September 22, 2023. ;
https://doi.org/10.1101/2023.09.18.558373
doi:
bioRxiv preprint . 29
2.5. A. Measurement of morphological changes and tail oedema after post surgery 30
Mice were analyzed visually for assessing morphological condition on day 0, 5, 10 and 20 for both groups. Tail Odema
31
were measured in terms of volume and circumference measurement followed from previous study (12). 32 33
Determination of Volume measurement at inflamed area –At post - surgery every mice were taken for the measurement
34
of tail diameter of by digital vernacular calliper of upper and lower ends of the swelling. Along with the a ruler for measuring 4 . CC-BY 4.0 International license
available under a
(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint
this version posted September 22, 2023. ;
https://doi.org/10.1101/2023.09.18.558373
doi:
bioRxiv preprint . CC-BY 4.0 International license
available under a
(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint
this version posted September 22, 2023. ;
https://doi.org/10.1101/2023.09.18.558373
doi:
bioRxiv preprint 1
the length ,digital vernacular calliper was used to find the thickness increase and decrease in the murine tail. Photos were
2
taken to measure the diameter of each region .Besides after converting the diameter into circumference by using
3
mathematical equation : 1
the length ,digital vernacular calliper was used to find the thickness increase and decrease in the murine tail. Photos we
2
taken to measure the diameter of each region .Besides after converting the diameter into circumference by usin
3
mathematical equation :
4
Finally the volume was measured by using the following mathematical equation where tail was assumed to be a sliced
5
cone. (13). 6
7
8
9
10
2.5. B. Measurement of biochemical changes
11
Determination of TNF-α level: Wounded part of the mice tail were surgically removed at day 0,5,10 and 15 wa
12
homogenised in cold PBS, centrifuged and supernatant was kept for TNF-α estimation through a procedure stated b
13
Elabscience mice ELISA kit (E-EL-M3063). 14
Determination of oxidative stress: Part of the inflamed area from the upper part of the wound was taken day 0,5,10 an
15
15 and placed in 1ml of PBS and used for further estimation. 0
2.5. B. Measurement of biochemical changes 11
Determination of TNF-α level: Wounded part of the mice tail were surgically removed at day 0,5,10 and 15 was
12
homogenised in cold PBS, centrifuged and supernatant was kept for TNF-α estimation through a procedure stated by
13
Elabscience mice ELISA kit (E-EL-M3063). 14
Determination of oxidative stress: Part of the inflamed area from the upper part of the wound was taken day 0,5,10 and
15
15 and placed in 1ml of PBS and used for further estimation. Superoxide dismutase (SOD) activity was quantified by
16
Beauchamp method where the rate of inhibition of nitro blue tetrazolium (NBT) reduction in the presence of riboflavin as
17
described (14).The catalase enzyme activity was measured by the Aebi’s method by observing the H2O2 breakdown at the
18
240nm (15). 19
2.5. C. Measurement of histological changes: The collected tail samples at day 5 and 11 were removed surgically from
20
both groups. It was fixed in formaldehyde and was dehydrated ,embedded in paraffin ,sectioned into slices (5 μm ) and
21
stained with haematoxylin and eosin (H&E).The Samples were observed at 10X magnification. 22 19
2.5. C. Measurement of histological changes: The collected tail samples at day 5 and 11 were removed surgically from
20
both groups. It was fixed in formaldehyde and was dehydrated ,embedded in paraffin ,sectioned into slices (5 μm ) and
21
stained with haematoxylin and eosin (H&E).The Samples were observed at 10X magnification. 22 29
2.5. A. Measurement of morphological changes and tail oedema after post surgery 6
7
8
9
C=2 π r
V=h (C12+ C1C2+C22) /12 π was measured by using the following mathematical equation where tail was assumed to be a sliced 29
2.5. A. Measurement of morphological changes and tail oedema after post surgery Superoxide dismutase (SOD) activity was quantified b
16
Beauchamp method where the rate of inhibition of nitro blue tetrazolium (NBT) reduction in the presence of riboflavin a
17
described (14).The catalase enzyme activity was measured by the Aebi’s method by observing the H2O2 breakdown at th
18
240nm (15). 19
2.5. C. Measurement of histological changes: The collected tail samples at day 5 and 11 were removed surgically fro
20
both groups. It was fixed in formaldehyde and was dehydrated ,embedded in paraffin ,sectioned into slices (5 μm ) an
21
stained with haematoxylin and eosin (H&E).The Samples were observed at 10X magnification. 22
23
2.5. D. Measurement of mRNA expression of COX-2
24
Inflamed upper part of the tail was taken for the total RNA extraction on day 5, 10 and 15 from both the EC group and C
25
group. As per the user’s manual, dissolved RNA (DEPC-water) was quantified through spectrophotometer. 1mg of tissu
26
was subjected to TRIzol homogenation and RNA was extracted. It was further subjected to DNAse treatment as per th
27
protocol mentioned by TURBO DNA-free Kit (Invitrogen). Then for cDNA preparation,DNAse treated RNA samples we
28
reverse transcribed by using Superscript II RNase H-reverse transcriptase (RT) through random hexamers as per th
29
manufacturer’s instruction (Fermentas, Thermo Fisher Scientific,Waltham,MA,USA) . The synthesised cDNA was store
30
at -20˚ C to be directly used for reverse transcriptase polymerase chain reaction (RT-PCR) .Specific oligonucleotides we
31
used for the analysis of COX-2 (FP – 5' AAAGGCCTCCATTGACCAGA -3’, RP 5’- GTGCTCGGCTTCCAGTATTG
32
3’),
product
size
373
bp
and
GAPDH
(glyceraldehyde
3-
phosphate
dehydrogenase)
(FP
5
33
AGTGAGGAGCAGGTTGAGGA-3’ and (RP) 5’ -GAGGAGGGGAGATGATGTGA-3’ (Reverse primer), product siz
34
244 bp were synthesized from Euro film, India. The PCR reactions were performed in 25ml reaction mixtures containin
35
2ml cDNA, 2.0 mM of dNTP, and 2.5ml of 10 x standard Taq reaction buffer, 1.0 unit of Taq DNA polymerase (Ne
36
England BioLabs, Inc.) and 5μmol of each primer. The reactions were carried out in the Thermo Fischer MiniAmp therm
C=2 π r
V=h (C12+ C1C2+C22) /12 π 4
Finally the volume was measured by using the following mathematical equation where tail was assumed to be a sliced
5
cone. (13). 23
2.5. D. Measurement of mRNA expression of COX-2 The steps for GAPDH: initial denaturation at 94˚C for 3
3
min, followed by 35 cycles of 94˚C for 30 s, 55˚C for 30 s, 72˚C for 1min and final extension at 72˚C for 8 min. The
4
amplified products were separated on 1.5 %agarose gel electrophoresis containing ethidium bromide. The intensity of COX-
5
2 was determined using image quant Omega Flour TM (GEL Company, USA) using Omega Fluor Acquisition software. 6
The expression of COX-2 was expressed as per cent band intensity relative to that of GAPDH. All RT-PCR experiments
7
were performed in triplicate with the same results and the best result provided in the result section. 8 2.6. Statistical analysis: Results are expressed as Means ± SD with the p value<0.001 in volume, upper and lower
9
circumference of both the groups. Statistical significance was analyzed with unpaired student’s T-test for comparison
10
between the 2 groups day wise. The comparisons among the groups were performed through Graph pad (8.0.2) using one-
11
way ANOVA (Tukey’s multiple comparison tests) to compare the mean values of each group with each other. *,p < 0.05,
12
***, p < 0.001, and ****, p < 0.0001 is significantly different from experimental control group
13
3. Results: 1
cycler. PCR steps for COX-2: initial denaturation at 94 ˚C for 5 min- 1 cycle, followed by 35 cycles of 94 C for 45s, 55 C
2
for 45 s, 72 C for 1 min and final extension at 72˚ C for 10 min. The steps for GAPDH: initial denaturation at 94˚C for 3
3
min, followed by 35 cycles of 94˚C for 30 s, 55˚C for 30 s, 72˚C for 1min and final extension at 72˚C for 8 min. The
4
amplified products were separated on 1.5 %agarose gel electrophoresis containing ethidium bromide. The intensity of COX-
5
2 was determined using image quant Omega Flour TM (GEL Company, USA) using Omega Fluor Acquisition software. 6
The expression of COX-2 was expressed as per cent band intensity relative to that of GAPDH. All RT-PCR experiments
7
were performed in triplicate with the same results and the best result provided in the result section. 8 2.6. Statistical analysis: Results are expressed as Means ± SD with the p value<0.001 in volume, upper and lower
9
circumference of both the groups. 23
2.5. D. Measurement of mRNA expression of COX-2 p
24
Inflamed upper part of the tail was taken for the total RNA extraction on day 5, 10 and 15 from both the EC group and CR
25
group. As per the user’s manual, dissolved RNA (DEPC-water) was quantified through spectrophotometer. 1mg of tissue
26
was subjected to TRIzol homogenation and RNA was extracted. It was further subjected to DNAse treatment as per the
27
protocol mentioned by TURBO DNA-free Kit (Invitrogen). Then for cDNA preparation,DNAse treated RNA samples were
28
reverse transcribed by using Superscript II RNase H-reverse transcriptase (RT) through random hexamers as per the
29
manufacturer’s instruction (Fermentas, Thermo Fisher Scientific,Waltham,MA,USA) . The synthesised cDNA was stored
30
at -20˚ C to be directly used for reverse transcriptase polymerase chain reaction (RT-PCR) .Specific oligonucleotides were
31
used for the analysis of COX-2 (FP – 5' AAAGGCCTCCATTGACCAGA -3’, RP 5’- GTGCTCGGCTTCCAGTATTG-
32
3’),
product
size
373
bp
and
GAPDH
(glyceraldehyde
3-
phosphate
dehydrogenase)
(FP
5’-
33
AGTGAGGAGCAGGTTGAGGA-3’ and (RP) 5’ -GAGGAGGGGAGATGATGTGA-3’ (Reverse primer), product size
34
244 bp were synthesized from Euro film, India. The PCR reactions were performed in 25ml reaction mixtures containing
35
2ml cDNA, 2.0 mM of dNTP, and 2.5ml of 10 x standard Taq reaction buffer, 1.0 unit of Taq DNA polymerase (New
36
England BioLabs, Inc.) and 5μmol of each primer. The reactions were carried out in the Thermo Fischer MiniAmp thermal 5 . CC-BY 4.0 International license
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ioRxiv preprint 1
cycler. PCR steps for COX-2: initial denaturation at 94 ˚C for 5 min- 1 cycle, followed by 35 cycles of 94 C for 45s, 55 C
2
for 45 s, 72 C for 1 min and final extension at 72˚ C for 10 min. 23
2.5. D. Measurement of mRNA expression of COX-2 Statistical significance was analyzed with unpaired student’s T-test for comparison
10
between the 2 groups day wise. The comparisons among the groups were performed through Graph pad (8.0.2) using one-
11
way ANOVA (Tukey’s multiple comparison tests) to compare the mean values of each group with each other. *,p < 0.05,
12
***, p < 0.001, and ****, p < 0.0001 is significantly different from experimental control group
13
3. Results: .
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bioRxiv preprint 14
3. A. Effect of CRR on tail morphology and kinetics
15
1: Morphological changes 16
We carried out an experimental model of the post-acute -surgical based lymphedema. We observed that following the
17
incision, the murine shown the acquired lymphatic swelling in both groups however the EC group (fig1) showed more
18
swelling. The hair follicles on the inflamed area were erected and the shiny texture was started to appear as the marked area
19
started to swell. Inflammation area of the tail near the edema was hairless and this condition was continuous in both the
20
upper and lower area of the edema area. These changes were less prominent in CRR group (fig 2) 6 6 . CC-BY 4.0 International license
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bioRxiv preprint Figu
Morphological assessment of mice tail at day 0,5,10 and 20 in EC group. 1 Figure 1:
Morphological assessment of mice tail at day 0,5,10 and 20 in EC group. Figure 1: Figure 1: Figure 1: Morphological assessment of mice tail at day 0,5,10 and 20 in EC group. 7 7 . CC-BY 4.0 International license
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oRxiv preprint 2: Tail oedema post surgery changes 5
1) On volume- The gradual increase of the tail’s total volume at post-surgical was observed using the formula mentioned
6
in methodology. After the assessment of volume of the mice’s tail in both groups, the CRR group shown the significant
7
decrease in volume compared to volume of the EC group. Significant difference (p<0.001) was observed from day 6 till end
8
in comparison to EC group. and this difference was continued till the end point of the experiment. When observing the
9
volume change, the most distinct increase was observed in day 11 where highest difference was observed. Though CRR
10
group shown to attain the highest swelling area on the day 8 and day 9 but it was still low as compared to the EC which
11
shown the highest swelling on the day 11th . Continuous decrease in volume was presented after day 9 for CRR and day 11
12
for EC. Furthermore, according to the assessment of the diameter the higher swelling was observed on the upper (Proximal)
13
compared to lower (Distal) area in all the mice of the two groups. (Figure 3 and 4) Experimental Control Experimental Control 14
15
Fig3 Graphical representation of the change in the volume of both groups. The Statistical analysis was done with
16
Student’s t-test. The results were considered significant at p<0.001. 17
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
0
1
2
3
1.1356
1.1992
1.2899
1.3536
1.4818
1.5912
1.6640
1.7230
1.6624
1.6106
1.5700
1.5121
1.4690
1.4364
1.4105
1.3946
1.3544
1.3348
1.2750
1.2540
1.3234
1.3523
1.4701
1.5401
1.5811
1.9348
1.6812
1.8342
1.9709
2.0778
2.1574
2.0665
2.0668
2.0335
1.9429
1.8637
1.7630
1.6773
1.6410
1.6203
Days
VOULUME
Experimental Control
Cyperus Rotundus
***,p<0.001 1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
0
1
2
3
1.1356
1.1992
1.2899
1.3536
1.4818
1.5912
1.6640
1.7230
1.6624
1.6106
1.5700
1.5121
1.4690
1.4364
1.4105
1.3946
1.3544
1.3348
1.2750
1.2540
1.3234
1.3523
1.4701
1.5401
1.5811
1.9348
1.6812
1.8342
1.9709
2.0778
2.1574
2.0665
2.0668
2.0335
1.9429
1.8637
1.7630
1.6773
1.6410
1.6203
Days
VOULUME
yp
***,p<0.001 14
15
Fig3 Graphical representation of the change in the volume of both groups. The Statistical analysis was done with
16
Student’s t-test. The results were considered significant at p<0.001. 2: Tail oedema post surgery changes 3 B Eff
f CRR
bi
h
i
l
Day 1
Day 2
Day 3
Day 4
Day 5
Day 6
Day 7
Day 8
Day 9
Day 10
Day 11
Day 12
Day 13
Day 14
Day 15
Day 16
Day 17
Day 18
Day 19
Day 20
0.0
0.2
0.4
0.6
0.360
0.370
0.380
0.400
0.420
0.440
0.450
0.460
0.460
0.460
0.460
0.440
0.440
0.430
0.420
0.420
0.420
0.410
0.410
0.400
0.420
0.450
0.470
0.470
0.490
0.510
0.520
0.520
0.513
0.510
0.500
0.500
0.473
0.472
0.451
0.451
0.423
Days
UC
Experimental Control
Cyperus Rotundus
Upper Circumference
***, p<0.001
Day 1
Day 2
Day 3
Day 4
Day 5
Day 6
Day 7
Day 8
Day 9
Day 10
Day 11
Day 12
Day 13
Day 14
Day 15
Day 16
Day 17
Day 18
Day 19
Day 20
0.0
0.2
0.4
0.6
0.370
0.380
0.390
0.420
0.420
0.430
0.450
0.460
0.450
0.440
0.440
0.430
0.430
0.420
0.420
0.420
0.410
0.410
0.390
0.390
0.389
0.408
0.421
0.434
0.439
0.449
0.464
0.475
0.492
0.502
0.507
0.504
0.513
0.511
0.498
0.490
0.480
0.472
0.464
0.459
Days
LC
Experimental Control
Cyperus Rotundus
Lower Circumference
***,p<0.001 Day 1
Day 2
Day 3
Day 4
Day 5
Day 6
Day 7
Day 8
Day 9
Day 10
Day 11
Day 12
Day 13
Day 14
Day 15
Day 16
Day 17
Day 18
Day 19
Day 20
0.0
0.2
0.4
0.6
0.360
0.370
0.380
0.400
0.420
0.440
0.450
0.460
0.460
0.460
0.460
0.440
0.440
0.430
0.420
0.420
0.420
0.410
0.410
0.400
0.420
0.450
0.470
0.470
0.490
0.510
0.520
0.520
0.513
0.510
0.500
0.500
0.473
0.472
0.451
0.451
0.423
Days
UC
Experimental Contr
Cyperus Rotundus
Upper Circumference
***, p<0.001 l
Day 1
Day 2
Day 3
Day 4
Day 5
Day 6
Day 7
Day 8
Day 9
Day 10
Day 11
Day 12
Day 13
Day 14
Day 15
Day 16
Day 17
Day 18
Day 19
Day 20
0.0
0.2
0.4
0.6
0.370
0.380
0.390
0.420
0.420
0.430
0.450
0.460
0.450
0.440
0.440
0.430
0.430
0.420
0.420
0.420
0.410
0.410
0.390
0.390
0.389
0.408
0.421
0.434
0.439
0.449
0.464
0.475
0.492
0.502
0.507
0.504
0.513
0.511
0.498
0.490
0.480
0.472
0.464
0.459
Days
LC
Experimental Control
Cyperus Rotundus
Lower Circumference
***,p<0.001 Days Days 4
Fig 4 Graphical representation of the change in the circumference of the tail in both groups. 2: Tail oedema post surgery changes 17
18
19
Days 15
Fig3 Graphical representation of the change in the volume of both groups. The Statistical analysis was done with
16
Student’s t-test. The results were considered significant at p<0.001. 20 8 8 . CC-BY 4.0 International license
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(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint
this version posted September 22, 2023. ;
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bioRxiv preprint 1 2 Fig 4 Graphical representation of the change in the circumference of the tail in both groups. Upper (a),lower(b) The
Statistical analysis was done with Student’s t-test. The results were considered significant at p<0.001. 2: Tail oedema post surgery changes Upper (a),lower(b) The
5
Statistical analysis was done with Student’s t-test. The results were considered significant at p<0.001. 6
3
ff
f C
i
i 7
1) On TNFα level: As the disruption to the lymphatic vasculature start the edema and inflammation. Hence to assess the
8
inflammation in both the experimental control and Cyperus rotundus administered mice, inflammation was measured .The
9
experimental group have shown the significant increment in the TNF-alpha ,but in the case of CRR it was significantly
10
lower in a mouse model of acquired lymphedema.(p<0.001) (Fig 5). Highest inflammation in the EC and CR were
11
170.73pg/ml and 148.221pg/ml respectively. 7
1) On TNFα level: As the disruption to the lymphatic vasculature start the edema and inflammation. Hence to assess the
8
inflammation in both the experimental control and Cyperus rotundus administered mice, inflammation was measured .The
9
experimental group have shown the significant increment in the TNF-alpha ,but in the case of CRR it was significantly
10
lower in a mouse model of acquired lymphedema.(p<0.001) (Fig 5). Highest inflammation in the EC and CR were
11
170.73pg/ml and 148.221pg/ml respectively. 9 9 . CC-BY 4.0 International license
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bioRxiv preprint 0
5
10
15
20
0
50
100
150
200
D
TNF alpha (pg/ml)
Experimental Contro
Cyprus Rotundus
*
***
****
****
**** 1
2
Fig5 Level of TNFα in experimental control vs Cyperus rotundus at day 0, 5, 10, 15 and 20. Values represented as mean
3
± SD (n=5). The comparisons among the groups were performed using one-way ANOVA (Tukey’s multiple comparison
4
tests) to compare the mean values of EC with CR. (*p < 0.05, ***p < 0.001, and ****p < 0.0001 is significantly different from
5
the EC group in day wise.)
6
2. On antioxidant enzyme status: The increased inflammation in the wounded area and its oxidative stress was determined
7
by measuring antioxidant enzymes (SOD and CAT). .
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bioRxiv preprint 2: Tail oedema post surgery changes It was observed that CRR group shown decreased SOD and CAT
8
levels as compared to EC group .CRR treatment significantly elevated the SOD and CAT levels (p < 0.01) as equated to the
0
5
10
15
20
0
50
100
150
200
Day
TNF alpha (pg/ml)
Experimental Contro
Cyprus Rotundus
*
***
****
****
**** 2
Fig5 Level of TNFα in experimental control vs Cyperus rotundus at day 0, 5, 10, 15 and 20. Values represented as mean
3
± SD (n=5). The comparisons among the groups were performed using one-way ANOVA (Tukey’s multiple comparison
4
tests) to compare the mean values of EC with CR. (*p < 0.05, ***p < 0.001, and ****p < 0.0001 is significantly different from
5
the EC group in day wise.) 2
Fig5 Level of TNFα in experimental control vs Cyperus rotundus at day 0, 5, 10, 15 and 20. Values represented as mean
3
± SD (n=5). The comparisons among the groups were performed using one-way ANOVA (Tukey’s multiple comparison
4
tests) to compare the mean values of EC with CR. (*p < 0.05, ***p < 0.001, and ****p < 0.0001 is significantly different from
5
the EC group in day wise.) 6
2. On antioxidant enzyme status: The increased inflammation in the wounded area and its oxidative stress was determined
7
by measuring antioxidant enzymes (SOD and CAT). It was observed that CRR group shown decreased SOD and CAT
8
levels as compared to EC group .CRR treatment significantly elevated the SOD and CAT levels (p < 0.01) as equated to the
9
EC group as evident from (Figure 6 (a) (b)). 10 . CC-BY 4.0 International license
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bioRxiv preprint 0
5
10
15
0.0
0.5
1.0
1.5
SOD U/mg
Exp
Cyp
****
****
**** 1
2
Fig 6 (a) SOD level in experimental control vs cyperus rotundus at day 0, 5, 10 and 15. Values represented as mean ±
3
SD (n=5). The comparisons among the groups were performed using one-way ANOVA (Tukey’s multiple comparison tests)
4
to compare the mean values of EC with CR. .
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bioRxiv preprint 1
2
3
4
5
6
7
8
9
10 comparison tests) to compare the mean values of EC with CR. (*p < 0.05, ***p < 0.001, and ****p < 0.0001 is significantly
different from the EC group day wise) 2: Tail oedema post surgery changes (*p < 0.05, ***p < 0.001, and ****p < 0.0001 is significantly different from the EC
5
group day wise)
0
5
10
15
0.0
0.5
1.0
Day
SOD U/mg
Experimental Contro
Cyprus Rotundus
****
****
**** Day 2
Fig 6 (a) SOD level in experimental control vs cyperus rotundus at day 0, 5, 10 and 2
Fig 6 (a) SOD level in experimental control vs cyperus rotundus at day 0, 5, 10 and 15. Values represented as mean ±
3
SD (n=5). The comparisons among the groups were performed using one-way ANOVA (Tukey’s multiple comparison tests)
4
to compare the mean values of EC with CR. (*p < 0.05, ***p < 0.001, and ****p < 0.0001 is significantly different from the EC
5
group day wise) 6 7
8
Fig 6 (b) Catalase level in experimental control vs Cyperus rotundus at day 0, 5, 10 and 15. Values represented as
9
mean ± SD (n=5). The comparisons among the groups were performed using one-way ANOVA (Tukey’s multiple
0
5
10
15
0.0
0.5
1.0
1.5
Day
Catalase (U/mg)
Experimental Control
Cyprus Rotundus
****
****
**** 0
5
10
15
0.0
0.5
1.0
1.5
Day
Catalase (U/mg)
Experimental Control
Cyprus Rotundus
****
****
**** 8
Fig 6 (b) Catalase level in experimental control vs Cyperus rotundus at day 0, 5, 10 and 15. Values represented as
9
mean ± SD (n=5). The comparisons among the groups were performed using one-way ANOVA (Tukey’s multiple 11 . CC-BY 4.0 International license
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bioRxiv preprint 3. C. Effect of CRR on histological changes in mice tail H&E staining of a cross section of the mouse tail shown to have different thickness in the EC tail in comparison to the
CRR treated tail. While there are many infiltrated cells at the site of lymphedema in EC groups a lesser number of the
inflammatory cells was observed in the CRR group (Fig.7(B)(D)).As the higher thickening in the dermal ,perivascular and
peri- lymphatic site can be seen EC group as compared to CRR administered group. Likewise, in EC group there was the
marked inflammatory response, infiltration of leukocytes and higher collagen deposition in comparison to CRR group. 10 10
11
12
Fig.7 Histological observation (10X) in experimental control on day 5 (A) and day 11 (C) showed the thicker dermal,
13
hypodermic perivascular and peri lymphatic layer . However in CRR treated group on day 5 (B) and day 11(D) there is
14
reduced infiltration of lymphatic fluid and cells as compared to EC group. 15 12
Fig.7 Histological observation (10X) in experimental control on day 5 (A) and day 11 (C) showed the thicker dermal,
13
hypodermic perivascular and peri lymphatic layer . However in CRR treated group on day 5 (B) and day 11(D) there is
14
reduced infiltration of lymphatic fluid and cells as compared to EC group. 12
Fig.7 Histological observation (10X) in experimental control on day 5 (A) and day 11 (C) showed the thicker dermal,
13
hypodermic perivascular and peri lymphatic layer . However in CRR treated group on day 5 (B) and day 11(D) there is
14
reduced infiltration of lymphatic fluid and cells as compared to EC group. 15 12 . CC-BY 4.0 International license
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bioRxiv preprint 1
2
Fig8. Immunostaining observation (10X) of CD 4 in the experimental control on day 5 (a) was observed high as compared
3
to day 5 (b) of the CRR. 3. C. Effect of CRR on histological changes in mice tail In the day 11 (c) the pre-fasical lymphatics are dilated (arrow head) as compared to day 11 of
4
CRR (d) and CD4 expression is higher in (c) as compared to (d). 1
2
Fig8. Immunostaining observation (10X) of CD 4 in the experimental control on day 5 (a) was observed high as compared
3
to day 5 (b) of the CRR. In the day 11 (c) the pre-fasical lymphatics are dilated (arrow head) as compared to day 11 of
4
CRR (d) and CD4 expression is higher in (c) as compared to (d). 5
6
7
3. D Effect of CRR on mRNA level of COX-2-
8
In the RT-PCR, the expression of the COX-2 was observed in both the EC and CR group, the findings indicate the up
9
regulation of cox-2 in experimental group in EC Day 5, 10 and 15, in comparison to the Cyperus rotundus treated mice. In
10
the day 15 we observed more down regulation of the expression in COX2 in both the EC and CR, but in comparison with
11
day wise manner, CR group shown lower expression of cox-2 .In highest marked swelled area (DAY 11) of EC, the cox2
12
was highest but on the same day the CR group shown the lower expression of COX2 as well as in other parameters. 13 2
Fig8. Immunostaining observation (10X) of CD 4 in the experimental control on day 5 (a) was observed high as compared
3
to day 5 (b) of the CRR. In the day 11 (c) the pre-fasical lymphatics are dilated (arrow head) as compared to day 11 of
4
CRR (d) and CD4 expression is higher in (c) as compared to (d). 3. D Effect of CRR on mRNA level of COX-2- 8
In the RT-PCR, the expression of the COX-2 was observed in both the EC and CR group, the findings indicate the up
9
regulation of cox-2 in experimental group in EC Day 5, 10 and 15, in comparison to the Cyperus rotundus treated mice. 3. C. Effect of CRR on histological changes in mice tail In
10
the day 15 we observed more down regulation of the expression in COX2 in both the EC and CR, but in comparison with
11
day wise manner, CR group shown lower expression of cox-2 .In highest marked swelled area (DAY 11) of EC, the cox2
12
was highest but on the same day the CR group shown the lower expression of COX2 as well as in other parameters. 8
In the RT-PCR, the expression of the COX-2 was observed in both the EC and CR group, the findings indicate the up
9
regulation of cox-2 in experimental group in EC Day 5, 10 and 15, in comparison to the Cyperus rotundus treated mice. In
10
the day 15 we observed more down regulation of the expression in COX2 in both the EC and CR, but in comparison with
11
day wise manner, CR group shown lower expression of cox-2 .In highest marked swelled area (DAY 11) of EC, the cox2
12
was highest but on the same day the CR group shown the lower expression of COX2 as well as in other parameters. 13 13 . CC-BY 4.0 International license
available under a
which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint
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doi:
oRxiv preprint . CC-BY 4.0 International license
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(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
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2
Fig 8 (a) (b) mRNA level of COX-2 in experimental control vs Cyperus rotundus at day 5, 10 and 15. Values
3
represented as mean ± SD (n=3). The comparisons among the groups were performed using one-way ANOVA
4
(Tukey’s multiple comparison tests) to compare the mean values of EC with CR. (*p < 0.05, ***p < 0.001, and
5
****p < 0.0001 is significantly different from the EC group day wise
6
4. 3. C. Effect of CRR on histological changes in mice tail DISCUSSION:
EC DAY 5
EC DAY 10
EC DAY 15
CR DAY 5
CR DAY 10
CR DAY 15
0.0
0.2
0.4
0.6
0.8
1.0
COX-2/GAPDH
EC DAY 5
EC DAY 10
EC DAY 15
CR DAY 5
CR DAY 10
CR DAY 15
****
****
**** EC DAY 5
EC DAY 10
EC DAY 15
CR DAY 5
CR DAY 10
CR DAY 15
0.0
0.2
0.4
0.6
0.8
1.0
COX-2/GAPDH
EC DAY 15
CR DAY 5
CR DAY 10
CR DAY 15
****
****
**** 2
Fig 8 (a) (b) mRNA level of COX-2 in experimental control vs Cyperus rotundus at day 5, 10 and 15. Values
3
represented as mean ± SD (n=3). The comparisons among the groups were performed using one-way ANOVA
4
(Tukey’s multiple comparison tests) to compare the mean values of EC with CR. (*p < 0.05, ***p < 0.001, and
5
****p < 0.0001 is significantly different from the EC group day wise
6
4. DISCUSSION: 4. DISCUSSION: 7
Till date many research had been conducted on lymphedema but the molecular mechanism and targeted therapy remains
8
debatable. The most common non-pharmacological treatment is decongestive physiotherapy which is used as supportive
9
care for post management (16). Since the core question lies in the pathogenesis of lymphedema and its progression. It is an
10
important domain to identify and utilise new therapeutic targets as currently there is no drug available in common person
11
domain . The uncovering of the new compounds which can act on the various different pathways during the lymphedema
12
is utmost important task for patients. As the secondary lymphedema induction in animals is utilised by researcher to
13
understand the pathophysiology(17). How the therapeutic agent could be used to observe the effects of it on the site of the
14
oedema is another important point for the study of SL .Towards this objective here for the first time we have validated the
15
therapeutic response of Cyperus rotundus root extract (CRR) in mouse model of secondary lymphedema. In this work we
16
evaluated the effect of ethanolic extract of CRR in terms of change in the tail oedema post-surgery, biochemical,
17
morphological and molecular changes in comparison to experimental control. 18 18 14 . CC-BY 4.0 International license
available under a
(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint
this version posted September 22, 2023. ;
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doi:
bioRxiv preprint . CC-BY 4.0 International license
available under a
which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint
this version posted September 22, 2023. ;
https://doi.org/10.1101/2023.09.18.558373
doi:
ioRxiv preprint 1
As roots of CR claims to have good efficiency as anti-oxidant and anti-inflammatory agent, owing to presence of high
2
flavonoids and polyphenols in polar and non-polar extract of CR(18). 4. DISCUSSION: In silico studies indicated the effect of CRR as an
3
inhibitor of 5-lypoxygenease and leukotriene A4 hydrolase (LTA4H) reported by Fenanir et al (19) .Thus it could be that
4
the reduced swelling after post-surgery in CRR group could be due to the effect of cyperus the provides a insight attenuating
5
swelling in mice tail can be supported by earlier reports from the in-silico studies indicating the role of CRR as Apart from
6
this, another feature of lymphedema which is the deposition of adipose tissue which may triggered by subtle dysfunction or
7
the injury in the lymphatic system . Cyperus rotundus root extract effect in the decrescent of swelling is strongly supporting
8
its earlier described role as downregulating of pro-inflammatory cytokines genes. Molecule’s present in CR has been
9
reported to inhibit the pro-inflammation via the inhibition of the NF-κB and STAT3 pathways and ROS. (20)(21).As in the
10
condition of SL, some of the studies have shown the expression of the pro-inflammatory gene which are been upregulated
11
in animal models and patients with lymphedema. Hence the expression of pro-inflammatory gene such as the TNF-alpha
12
are seen to be at increased state(22). 13 1
As roots of CR claims to have good efficiency as anti-oxidant and anti-inflammatory agent, owing to presence of high
2
flavonoids and polyphenols in polar and non-polar extract of CR(18). In silico studies indicated the effect of CRR as an
3
inhibitor of 5-lypoxygenease and leukotriene A4 hydrolase (LTA4H) reported by Fenanir et al (19) .Thus it could be that
4
the reduced swelling after post-surgery in CRR group could be due to the effect of cyperus the provides a insight attenuating
5
swelling in mice tail can be supported by earlier reports from the in-silico studies indicating the role of CRR as Apart from
6
this, another feature of lymphedema which is the deposition of adipose tissue which may triggered by subtle dysfunction or
7
the injury in the lymphatic system . Cyperus rotundus root extract effect in the decrescent of swelling is strongly supporting
8
its earlier described role as downregulating of pro-inflammatory cytokines genes. Molecule’s present in CR has been
9
reported to inhibit the pro-inflammation via the inhibition of the NF-κB and STAT3 pathways and ROS. 4. DISCUSSION: (20)(21).As in the
10
condition of SL, some of the studies have shown the expression of the pro-inflammatory gene which are been upregulated
11
in animal models and patients with lymphedema. Hence the expression of pro-inflammatory gene such as the TNF-alpha
12
are seen to be at increased state(22). 13
14
Another factor is the increased ROS level which causes higher oxidative stress in the higher lymphedema fluid . These
15
implications have been addressed in literatures on how the ROS are able to disturb the lymphatic contractions and how
16
the robust anti-oxidant defence could play vital role in the secondary lymphedema . In the lymphedema ,COX pathway
17
sits in centre for the production of ROS in the surgically induced lymphedema site and due to increased ROS it also
18
enhances lipid peroxidation .CRR have the potency to decrease the lipid peroxidation (23). 19
20
Therefore, due to high inflammation and increased ROS at the inflamed area brings the subcutaneous fat deposition and
21
increased in fat thickness in the case of the mice tail skin which can be observed in histological analysis (24) (25) (26). 22
Considering all these cascading effects arising after the induction of surgical based lymphedema ,we propose that CRR
23
can effectively downregulate the ROS level via inhibiting the COX -2 expression and also lowers the TNF alpha level. 24
We utilised the mouse tail edema model to research this hypothesis .As shown in figures above . It was supported by the
25
volume change in mice tail (Fig 3.) and change in circumferential area of both upper and lower area of surgical area also
26
established this(Fig 4 (a)(b)). 27
28
Hence ,from this study our results shows that CRR ethanolic extract shown its potency as anti-inflammatory and
29
antioxidant property in the mice tail of lymphedema. Though more refined and single compounds based studies in future
30
could aid in the management of secondary lymphedema and this could shed more light on the Cyperus rotundus’s derived
31
compounds in the initiation of therapeutic use of it in future. 32
33
Conclusions – Our work showed roots of Cyperus rotundus can be used to target secondary lymphedema by decreasing
34
the level of inflammatory cytokines and reactive oxygen species. This was morphologically supported by change in the tail
35
volume and circumference. 4. DISCUSSION: It is made
The copyright holder for this preprint
this version posted September 22, 2023. ;
https://doi.org/10.1101/2023.09.18.558373
doi:
bioRxiv preprint 1
CRR significantly reduced it after the post-surgery . However further studies are required for Cyperus r
2
potential plant as an additional treatment option in future. 3
4
Acknowledgement: NP and PM is thankful to ICMR and UGC respectively for providing the financial as
5
Conflict of Interest: Authors have no conflict of interest . 6
7
8
9
References:
10
11
1. Rockson, Stanley G. "Lymphedema." The American journal of medicine 110, no. 4 (2001
12
2. Rockson, Stanley G., and Kahealani K. Rivera. "Estimating the population burden of
13
lymphedema." Annals of the New York Academy of Sciences 1131, no. 1 (2008): 147-15
14
3. Rockson, Stanley G. "Diagnosis and management of lymphatic vascular disease." Journa
15
American College of Cardiology 52, no. 10 (2008): 799-806. 16
4. Borman, Pınar. "Lymphedema diagnosis, treatment, and follow-up from the view point of
17
medicine and rehabilitation specialists." Turkish journal of physical medicine and rehabilit
18
3 (2018): 179. 19
5. Birmingham, Brian, and Asokumar Buvanendran. "Nonsteroidal anti-inflammatory drugs,
20
acetaminophen, and COX-2 inhibitors." In Practical Management of Pain, pp. 553-568. M
21
6. Pfister, Christina, Horst Dawzcynski, and Franz-Josef Schingale. "Sodium selenite and ca
22
lymphedema: Biological and pharmacological effects." Journal of Trace Elements in Med
23
Biology 37 (2016): 111-116. 24
7. Shin, Ji-Sun, Yujin Hong, Hwi-Ho Lee, Byeol Ryu, Young-Wuk Cho, Nam-Jung Kim, Dae
25
and Kyung-Tae Lee. "Fulgidic acid isolated from the rhizomes of Cyperus rotundus suppr
26
induced iNOS, COX-2, TNF-α, and IL-6 expression by AP-1 inactivation in RAW264. 7
27
macrophages." Biological and Pharmaceutical Bulletin 38, no. 7 (2015): 1081-1086. 28
8. Venkatasubramanian, Padma, Subrahmanya K. Kumar, and Venugopalan SN Nair. "Cyp
29
rotundus, a substitute for Aconitum heterophyllum: Studies on the Ayurvedic concept of A
30
Pratinidhi Dravya (drug substitution)." Journal of Ayurveda and integrative medicine 1, no
31
33. 32
9. Jung, Seung-Hyun, Su Jung Kim, Bo-Gyu Jun, Kyung-Tae Lee, Seon-Pyo Hong, Myung
33
Dae Sik Jang, and Jung-Hye Choi. "α-Cyperone, isolated from the rhizomes of Cyperus r
34
inhibits LPS-induced COX-2 expression and PGE2 production through the negative regu
35
signalling in RAW 264.7 cells." Journal of ethnopharmacology 147, no. 1 (2013): 208-214 1
CRR significantly reduced it after the post-surgery . 27 19 26 4. DISCUSSION: However further studies are required for Cyperus rotundus to be a
2
potential plant as an additional treatment option in future. 3 4
Acknowledgement: NP and PM is thankful to ICMR and UGC respectively for providing the financial assistance.. 5
Conflict of Interest: Authors have no conflict of interest . 6 4
Acknowledgement: NP and PM is thankful to ICMR and UGC respectively for providing the financial assistance.. 5
Conflict of Interest: Authors have no conflict of interest . 6 25 18 22 28 4. DISCUSSION: We have a Swiss albino mice tail model for inducing secondary lymphedema, which can be
36
used to stimulate a trait of human secondary lymphedema and provides the insights of functional and structural changes of
37
lymphedema. Our work provides insight on the importance of COX-2 in development of secondary lymphedema and how 14
Another factor is the increased ROS level which causes higher oxidative stress in the higher lymphedema fluid . These
15
implications have been addressed in literatures on how the ROS are able to disturb the lymphatic contractions and how
16
the robust anti-oxidant defence could play vital role in the secondary lymphedema . In the lymphedema ,COX pathway
17
sits in centre for the production of ROS in the surgically induced lymphedema site and due to increased ROS it also
18
enhances lipid peroxidation .CRR have the potency to decrease the lipid peroxidation (23). 19 Hence ,from this study our results shows that CRR ethanolic extract shown its potency as anti-inflammatory and
antioxidant property in the mice tail of lymphedema. Though more refined and single compounds based studies in future
could aid in the management of secondary lymphedema and this could shed more light on the Cyperus rotundus’s derived
compounds in the initiation of therapeutic use of it in future. 33
Conclusions – Our work showed roots of Cyperus rotundus can be used to target secondary lymphedema by decreasing
34
the level of inflammatory cytokines and reactive oxygen species. This was morphologically supported by change in the tail
35
volume and circumference. We have a Swiss albino mice tail model for inducing secondary lymphedema, which can be
36
used to stimulate a trait of human secondary lymphedema and provides the insights of functional and structural changes of
37
lymphedema. Our work provides insight on the importance of COX-2 in development of secondary lymphedema and how 15 . CC-BY 4.0 International license
available under a
(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint
this version posted September 22, 2023. ;
https://doi.org/10.1101/2023.09.18.558373
doi:
bioRxiv preprint . CC-BY 4.0 International license
available under a
(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. 24 20 29 21 17 16 23 References: 1. Rockson, Stanley G. "Lymphedema." The American journal of medicine 110, no. 4 (2001): 288-295. 2. Rockson, Stanley G., and Kahealani K. Rivera. "Estimating the population burden of
lymphedema." Annals of the New York Academy of Sciences 1131, no. 1 (2008): 147-154. 3. Rockson, Stanley G. "Diagnosis and management of lymphatic vascular disease." Journal of the
American College of Cardiology 52, no. 10 (2008): 799-806. 4. Borman, Pınar. "Lymphedema diagnosis, treatment, and follow-up from the view point of physical
medicine and rehabilitation specialists." Turkish journal of physical medicine and rehabilitation 64, no. 3 (2018): 179. 5. Birmingham, Brian, and Asokumar Buvanendran. "Nonsteroidal anti-inflammatory drugs,
acetaminophen, and COX-2 inhibitors." In Practical Management of Pain, pp. 553-568. Mosby, 2014. 6. Pfister, Christina, Horst Dawzcynski, and Franz-Josef Schingale. "Sodium selenite and cancer related
lymphedema: Biological and pharmacological effects." Journal of Trace Elements in Medicine and
Biology 37 (2016): 111-116. 7. Shin, Ji-Sun, Yujin Hong, Hwi-Ho Lee, Byeol Ryu, Young-Wuk Cho, Nam-Jung Kim, Dae Sik Jang,
and Kyung-Tae Lee. "Fulgidic acid isolated from the rhizomes of Cyperus rotundus suppresses LPS-
induced iNOS, COX-2, TNF-α, and IL-6 expression by AP-1 inactivation in RAW264. 7
macrophages." Biological and Pharmaceutical Bulletin 38, no. 7 (2015): 1081-1086. 8. Venkatasubramanian, Padma, Subrahmanya K. Kumar, and Venugopalan SN Nair. "Cyperus
rotundus, a substitute for Aconitum heterophyllum: Studies on the Ayurvedic concept of Abhava
Pratinidhi Dravya (drug substitution)." Journal of Ayurveda and integrative medicine 1, no. 1 (2010):
33. 9. Jung, Seung-Hyun, Su Jung Kim, Bo-Gyu Jun, Kyung-Tae Lee, Seon-Pyo Hong, Myung Sook Oh,
Dae Sik Jang, and Jung-Hye Choi. "α-Cyperone, isolated from the rhizomes of Cyperus rotundus,
inhibits LPS-induced COX-2 expression and PGE2 production through the negative regulation of NFκB
signalling in RAW 264.7 cells." Journal of ethnopharmacology 147, no. 1 (2013): 208-214. 16 . CC-BY 4.0 International license
available under a
(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint
this version posted September 22, 2023. ;
https://doi.org/10.1101/2023.09.18.558373
doi:
bioRxiv preprint . CC-BY 4.0 International license
available under a
(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint
this version posted September 22, 2023. ;
https://doi.org/10.1101/2023.09.18.558373
doi:
bioRxiv preprint 10. Olszewski, W., Z. Machowski, J. 27 17 16 28 26 15 18 24 25 19 References: Sokolowski, and J. Nielubowicz. "Experimental lymphedema in
dogs." J. Cardiovasc. Surg 9, no. 2 (1968): 178-183. 11. Rutkowski, Joseph M., Monica Moya, Jimmy Johannes, Jeremy Goldman, and Melody A. Swartz. "Secondary lymphedema in the mouse tail: Lymphatic hyperplasia, VEGF-C upregulation, and the
protective role of MMP-9." Microvascular research 72, no. 3 (2006): 161-171. 12. Taylor, Richard, Upali W. Jayasinghe, Louise Koelmeyer, Owen Ung, and John Boyages. "Reliability
and validity of arm volume measurements for assessment of lymphedema." Physical therapy 86, no. 2
(2006): 205-214. 13. Taylor, Richard, Upali W. Jayasinghe, Louise Koelmeyer, Owen Ung, and John Boyages. "Reliability
and validity of arm volume measurements for assessment of lymphedema." Physical therapy 86, no. 2
(2006): 205-214. 14. Beauchamp, Charles, and Irwin Fridovich. "Superoxide dismutase: improved assays and an assay
applicable to acrylamide gels." Analytical biochemistry 44, no. 1 (1971): 276-287. 15. Aebi, Hugo. "[13] Catalase in vitro." Methods in enzymology 105 (1984): 121-126. 16. Borman, P., 2018. Lymphedema diagnosis, treatment, and follow-up from the view point of
physical medicine and rehabilitation specialists. Turkish journal of physical medicine and
rehabilitation, 64(3), p.179. 17. Pandey, Nikhil, Priyanka Mishra, and Yamini Bhusan Tripathi. "CYPERUS ROTUNDUS IN THE
MANAGEMENT OF METABOLIC SYNDROME–BENEFIT IN THE TREATMENT OF METABOLIC
SYNDROME." (2021). 18. Fenanir, Fares, Abderrahmane Semmeq, Yacine Benguerba, Michael Badawi, Marie-Antoinette
Dziurla, Smain Amira, and Hocine Laouer. "In silico investigations of some Cyperus rotundus
compounds as potential anti-inflammatory inhibitors of 5-LO and LTA4H enzymes." Journal of
Biomolecular Structure and Dynamics (2021): 1-16. 19. Seo, Yun-Ji, Miran Jeong, Kyung-Tae Lee, Dae Sik Jang, and Jung-Hye Choi. "Isocyperol, isolated
from the rhizomes of Cyperus rotundus, inhibits LPS-induced inflammatory responses via suppression
of the NF-κB and STAT3 pathways and ROS stress in LPS-stimulated RAW 264.7 cells." International
immunopharmacology 38 (2016): 61-69. 19. Seo, Yun-Ji, Miran Jeong, Kyung-Tae Lee, Dae Sik Jang, and Jung-Hye Choi. "Isocyperol, isolated
from the rhizomes of Cyperus rotundus, inhibits LPS-induced inflammatory responses via suppression
of the NF-κB and STAT3 pathways and ROS stress in LPS-stimulated RAW 264.7 cells." International
immunopharmacology 38 (2016): 61-69. 20. Ramadhani, Abu Hanifah, Wirdatun Nafisah, Hary Isnanto, Tri Kurniawati Sholeha, Yoga Dwi Jatmiko,
Hideo Tsuboi, and Muhaimin Rifa'i. "Immunomodulatory Effects of Cyperus rotundus Extract on 7, 12
Dimethylbenz [a] anthracene (DMBA) Exposed BALB/c Mice." Pharmaceutical Sciences 27, no. 1
(2020): 46-55. 20. Ramadhani, Abu Hanifah, Wirdatun Nafisah, Hary Isnanto, Tri Kurniawati Sholeha, Yoga Dwi Jatmiko,
Hideo Tsuboi, and Muhaimin Rifa'i. 14 13 29 12 23 22 20 21 6 10 8 33 9 6 7 8 References: "Immunomodulatory Effects of Cyperus rotundus Extract on 7, 12
Dimethylbenz [a] anthracene (DMBA) Exposed BALB/c Mice." Pharmaceutical Sciences 27, no. 1
(2020): 46-55. 21. Ly, Catherine L., Raghu P. Kataru, and Babak J. Mehrara. "Inflammatory manifestations of
lymphedema." International journal of molecular sciences 18, no. 1 (2017): 171. 21. Ly, Catherine L., Raghu P. Kataru, and Babak J. Mehrara. "Inflammatory manifestations of
lymphedema." International journal of molecular sciences 18, no. 1 (2017): 171. 21. Ly, Catherine L., Raghu P. Kataru, and Babak J. Mehrara. "Inflammatory manifestations of
lymphedema." International journal of molecular sciences 18, no. 1 (2017): 171. 17 . CC-BY 4.0 International license
available under a
(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint
this version posted September 22, 2023. ;
https://doi.org/10.1101/2023.09.18.558373
doi:
bioRxiv preprint . CC-BY 4.0 International license
available under a
(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprint
this version posted September 22, 2023. ;
https://doi.org/10.1101/2023.09.18.558373
doi:
bioRxiv preprint 22. Chang, Ting-Chen, Yih-Huei Uen, Cheng-Hung Chou, Joen-Rong Sheu, and Duen-Suey Chou. "The
role of cyclooxygenase-derived oxidative stress in surgically induced lymphedema in a mouse tail
model." Pharmaceutical biology 51, no. 5 (2013): 573-580. 23. Aschen, Seth, Jamie C. Zampell, Sonia Elhadad, Evan Weitman, Marina De Brot Andrade, and Babak
J. Mehrara. "Regulation of adipogenesis by lymphatic fluid stasis part II: expression of adipose
differentiation genes." Plastic and reconstructive surgery 129, no. 4 (2012): 838. 24. Benoit, JOSEPH N., and DAVID C. Zawieja. "Effects of f-Met-Leu-Phe-induced inflammation on
intestinal lymph flow and lymphatic pump behavior." American Journal of Physiology-Gastrointestinal
and Liver Physiology 262, no. 2 (1992): G199-G202. 25. Zawieja, D. C., and K. L. Davis. "Inhibition of the active lymph pump in rat mesenteric lymphatics by
hydrogen peroxide." Lymphology 26, no. 3 (1993): 135-142. 26. Pandey, Nikhil, Priyanka Mishra, and Yamini Bhusan Tripathi. "Cyperus rotundus root extract inhibits
progress of lymphedema in mouse tail model." bioRxiv (2021). 18
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https://openalex.org/W4390056643
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https://www.qeios.com/read/9J86JS/pdf
|
English
| null |
Review of: "Targeting Alzheimer's disease hallmarks with the Nrf2 activator Isoeugenol"
| null | 2,023
|
cc-by
| 431
|
Qeios, CC-BY 4.0 · Review, December 21, 2023 Potential competing interests: No potential competing interests to declare. The authors have worked on isoeugenol, as an activator of Nrf2 and having potential to treat AD. Different in vivo and in
vitro tests are conducted targeting the transcription factor nuclear factor erythroid 2–related factor 2 (Nrf2) as a master
controller of metabolism, neuroinflammationa and proteostais in AD. This work was conducted in vitro (in mice microglia cells exposed to LPS and neuronal cells overexpressing the human
APP with Swedish mutation, N2a-APPswe) and in vivo (in the AD double transgenic mice, APP/PS1, intranasally
administered with Isoeugenol), at an early (6-month-old animals) and late (11-month-old animals) AD stage. Overall, the results showed that Isoeugenol exhibit a good pharmacokinetic and pharmacodynamic profile. Isoeugenol
activates Nrf2 and displays antioxidant and anti-inflammatory effects and reduced the levels of Aβ peptides in in vitro and
in vivo models of AD. In addition, its positive effect on metabolism was also demonstrated in vivo, as it reduced the
triglyceride and LDL cholesterol levels in treated AD mice. Importantly, Isoeugenol improved the memory deficits observed
in APP/PS1 mice, which was more evident in older animals (11-month-old), reinforcing its potential in ameliorating AD
hallmarks, even at a late stage. The article is having multiple studies placed on one table, causing a lot of confusion and showing an asymmetric data. The authors might reconsider the title in order to address all the studies provided, or the authors may only include the
data related to Nrf2 activation. Review of: "Targeting Alzheimer's disease hallmarks with the
Nrf2 activator Isoeugenol" Dr. Shehla Akbar1
1 Cecos Univeristy of Information Technology Dr. Shehla Akbar1
1 Cecos Univeristy of Information Technology Potential competing interests: No potential competing interests to declare. Introduction a. The information about the AD is too long, the introduction must be precise and to the point. a. The information about the AD is too long, the introduction must be precise and to the point. b. The results must not be added in the introduction part. Qeios ID: 9J86JS · https://doi.org/10.32388/9J86JS Qeios, CC-BY 4.0 · Review, December 21, 2023 Methods Phramcokinetic Studies Phramcokinetic Studies a. Why was the brain samples homogenized in NaCl? Usually the brain samples are homogenized in the solvents of
mobile phase. a. Why was the brain samples homogenized in NaCl? Usually the brain samples are homogenized in the solvents of
mobile phase. b. The detail of HPLC method development and validation is not provided. Qeios ID: 9J86JS · https://doi.org/10.32388/9J86JS 1/2 Qeios, CC-BY 4.0 · Review, December 21, 2023 Qeios ID: 9J86JS · https://doi.org/10.32388/9J86JS 2/2
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Assertive, trainable and older dogs are perceived as more dominant in multi-dog households
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RESEARCH ARTICLE
Assertive, trainable and older dogs are
perceived as more dominant in multi-dog
households RESEARCH ARTICLE a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 Lisa J. WallisID*, Ivaylo B. Iotchev, Enikő Kubinyi
Department of Ethology, Eo¨tvo¨s Lora´nd University, Budapest, Hungary Lisa J. WallisID*, Ivaylo B. Iotchev, Enikő Kubinyi
Department of Ethology, Eo¨tvo¨s Lora´nd University, Budapest, Hungary a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 * lisa.wallis@live.co.uk * lisa.wallis@live.co.uk a1111111111
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a1111111111
a1111111111 Abstract Social dominance is an important and widely used concept, however, different interpreta-
tions have led to ambiguity in the scientific literature and in popular science. Even though in
ethology dominance is an attribute of dyadic encounters, and not a characteristic of the indi-
vidual, ‘dominance’ has often been referred to as a personality trait in animals. Since few
studies have specifically examined the link between personality traits and dominance status,
we investigated this in dogs living in multi-dog households using a questionnaire, which
required owners to specify whether the dog had a dominant or submissive status, and com-
prised items of both the features of the individual (i.e. personality traits) and previous social
experience (interactions with group members and strangers). Four distinct personality
factors emerged from 23 behavioural items by principal component analysis, labelled as
assertiveness, trainability, intraspecific aggression and independence. Binomial logistic
regression was used to examine how the demographic information of the dogs and the per-
sonality factors predicted the owner’s estimate of the dog’ status as dominant or submissive. The personality factor assertiveness accounted for 34% of the variance in dominance sta-
tus, trainability 5% and dog age contributed 4%. Dogs perceived as dominant scored more
highly on the factors assertiveness and trainability, which can help explain why ‘dominance’
has often been suggested to be a personality trait, rather than a dyad-specific social status
according to different traditions in behavioural research. Similar to the ‘social dominance’
trait in humans, owner ascribed dominance showed a quadratic trajectory in cross-sectional
mean change across the lifespan, increasing during adulthood and then maintaining high
levels until old age. Overall, our study proposes a multifactorial background of dominance
relationships in pet dogs, suggesting that not only previous experience of social interactions
between individuals but also age and personality traits influence owner perceived domi-
nance status in multi-dog households. OPEN ACCESS Citation: Wallis LJ, Iotchev IB, Kubinyi E (2020)
Assertive, trainable and older dogs are perceived as
more dominant in multi-dog households. PLoS
ONE 15(1): e0227253. https://doi.org/10.1371/
journal.pone.0227253 Introduction 1158?m=178), all to EK. The funders had no role in
study design, data collection and analysis, decision
to publish, or preparation of the manuscript. 1158?m=178), all to EK. The funders had no role in
study design, data collection and analysis, decision
to publish, or preparation of the manuscript. Dominance is used to describe social relationships among group-living animals. It is an impor-
tant and widely used concept, however, there is little agreement regarding its meaning, and dif-
ferent interpretations have often led to ambiguity in the scientific literature and in popular
science. In ethology, dominance is a relative measure, an attribute of dyadic encounters and
refers to a consistent outcome in favour of the same dyad member and a default yielding
response of its opponent rather than escalation [1]. Dominance status is typically determined
by examining the outcomes of aggressive interactions within dyads (agonistic dominance), rit-
ualized and/or greeting signals that are independent of context (formal dominance) and moti-
vation to obtain valued resources (competitive ability, measured through pairwise competition
tests). When dominance is operationalized as competitive ability, the consistent winner is
dominant, and the loser—subordinate. Competing interests: The authors have declared
that no competing interests exist. Historically, in human psychology, social dominance is considered as an aspect or trait of
personality [2]. Personality describes a specific pattern of behaviour, thoughts, and feelings
that persist through time and across situations [3]. Personality traits refer to measurable
aspects of personality that vary between individuals, but remain relatively consistent within
individuals across time and context [4]. Factor analysis (or principle component analysis) can
be used to identify personality factors/traits that are robust across investigations, samples and
time. Confusingly, in some studies in animals, if a behavioural factor identified through factor
analysis associated with dominance status or rank, it was often labelled as ‘dominance’ [5],
which contributed to the ambiguity around the term, leading to the assumption that domi-
nance is a personality trait. For example, meta-analyses of research on temperament and per-
sonality (the two terms are often used interchangeably [6]) traits in dogs have suggested that
across studies, ‘social dominance’ (a terminology adopted by e.g. [7–9]), is one of six [10], or
seven recurring personality factors investigated in the dog [11]. Jones and Gosling [11] found
that dominance was characterised by behaviours such as refusing to move out of the way, bul-
lying other dogs, guarding food, and eating first. Demographic variables and personality traits as predictors of perceived dominance status in dogs Editor: Nicolas Chaline, Universidade de São paulo,
BRAZIL Editor: Nicolas Chaline, Universidade de São paulo,
BRAZIL Received: November 1, 2018
Accepted: December 16, 2019
Published: January 3, 2020 Copyright: © 2020 Wallis et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited. Data Availability Statement: All relevant data are
within the paper and its Supporting Information
files. Funding: This project has received funding from
the European Research Council (ERC) under the
European Union’s Horizon 2020 research and
innovation program (Grant Agreement No. 680040;
https://erc.europa.eu/), from the Ja´nos Bolyai
Research Scholarship of the Hungarian Academy
of Sciences, and from the U´NKP-Bolyai+
Scholarship (https://ttk.elte.hu/content/uj-nemezti-
kivalosag-program-unkp-2018-2019-es-tanev.t. 1 / 17 PLOS ONE | https://doi.org/10.1371/journal.pone.0227253
January 3, 2020 PLOS ONE | https://doi.org/10.1371/journal.pone.0227253
January 3, 2020 Introduction One suitable species to examine the link between personality traits and dominance status
is the domestic dog. Many households contain more than one dog, which allows owners to
observe the formation of dominance relationships. Even in single dog households, the emer-
gence of dog parks has facilitated socialisation between dogs, which has enabled owners to
view interactions between familiar dogs on a regular basis. Several studies have already utilised
owner questionnaires to determine the dominance status of dogs in multi-dog households
[26,27,41,42]. When dominance is considered as an attribute of dyadic encounters, and not a
property of individuals, the perception of each dogs’ status can be based on consistent patterns
in the outcome of interactions within dyads [23,43]. For example, in multi-dog households,
dogs perceived as dominant by the owner have priority access to certain resources (for exam-
ple, resting places and food rewards), undertake specific tasks (defend the group during per-
ceived threats and lead other dog/s during walks), display dominance (win fights and over
mark), have characteristic personality traits (measured using single item statements), and are
usually older than subordinates [26]. The fact that owner estimates of dominance status corre-
spond to previously established behavioural markers of dominance displays in dogs, suggests
that dominance relationships are robust and well-perceivable components of companion dog
behaviour. It furthermore shows that owner-derived reports about dominance status have
external validity. Additionally, there is evidence that owners scoring of their dogs’ behavioural
traits via questionnaire is also valid, as it corresponds to observational measurements of behav-
iour. For example, extraverted dogs spent more time in dyads in off-leash parks, highly amica-
ble dogs spent more time in play, and neurotic dogs displayed a higher frequency of lowered
or hunched postures [44]. In free ranging and/or pet dogs, dominance status has been found to be associated with the
personality factors motivation, trainability, sociability, impulsivity, and aggression. Impor-
tantly, the relationships tend to be less strong in larger dog packs and to be more specifically
related to the formal dominance style [26,27,45]. Age, sex, leadership and reproductive
success have also been found to be related to dominance status in free ranging and/or pet dogs
[24,26,46–49]. Theoretical models predict that intra-specific dominance, especially when tied
to consistent leadership, is only useful in small groups characterized by asymmetric distribu-
tion of experience and familiarity with the environment [50,51]. Introduction Therefore, dominance is often referred to as a
personality trait of dogs, both in the literature [2] and by laymen [12,13]. This misuse of the
term has contributed to the rise of dominance related aversive training techniques, such as hit-
ting, shaking, growling, staring, and using other physical force, such as the ‘alpha roll’, and the
‘dominance down’; all of which in most cases provoke fearful or defensively aggressive behav-
iour in the dog [14]. Ethologists have argued against the existence of dominance as a personality trait. Individu-
als living in a group can be dominant or submissive with different partners, and thus domi-
nance status within dyads is flexible, which does not fit to the definition of personality traits. In some relationships, the context of the behavioural interaction proves important. For exam-
ple, individual competitive ability and differences in motivation to obtain valued resources can
interact to produce different outcomes in different contexts. Relationships between dyads also
involves affiliative behaviours in addition to, or even in the absence of dominance behaviours. Some dyads avoid each other and thus do not interact, so it is not possible to easily determine
their relationship [15]. The fact that animals can form complex dynamic relationships that dif-
fer between dyads argues against the concept of dominance (and submissiveness) as a person-
ality trait. The relationship between dominance rank (position in a hierarchy) and related behaviours
has been investigated in many species (for example; elephants (Loxodonta africana and Elephas
maximus) [16], bottlenose dolphins (Tursiops truncatus) [17], chimpanzees (Pan troglodytes)
[18–21], dogs (Canis familiaris) [15,22–27], hyena (Crocuta crocuta) [28], gorilla (Gorilla
gorilla) [29–31], female zebra finches (Taeniopygia guttata) [32], great tits (Parus major) [33], PLOS ONE | https://doi.org/10.1371/journal.pone.0227253
January 3, 2020 2 / 17 Demographic variables and personality traits as predictors of perceived dominance status in dogs mountain chickadees (Poecile gambeli) [34], starlings (Sturnus vulgaris) [35], barnacle geese
(Branta leucopsis) [36], male rainbowfish (Melanotaenia duboulayi) [37], and brown trout
(Salmo trutta) [38]). However, far fewer studies have attempted to determine whether natural
variation in personality can predict social status [27,37,39]. This is particularly surprising
given the theoretical links between evolutionary game theory and the maintenance of animal
personality [40]. Such studies would help clarify the correct terminology and ensure that per-
sonality traits/factors and dominance status/rank are not treated equivalently. PLOS ONE | https://doi.org/10.1371/journal.pone.0227253
January 3, 2020 Subjects The questionnaire was filled in online by 396 owners of more than one dog (90.1% of which
were women), for a total of 550 dogs, in Hungarian. The questionnaire was advertised in a
social media Dog Ethology group, between 14th June 2014 and 6th February 2015, and specifi-
cally targeted owners with more than one dog in their household. Since we were interested
in the personal knowledge and experience of the owner when examining owners’ perception
of the dominance status of their dogs, we provided no training, explanation, or definition of
dominance. Dogs were on average 5.0 years old (± 3.13 SD), weighted 22.7 kg (± 13.54 SD), 54% of the
total sample were female, and 54% of the total sample were neutered. Regarding breed, 4.4%
were of unknown/mixed breed, and the most frequently present breeds in the sample were the
German shepherd dog (8%), Border collie (6.0%), Vizsla (5.3%), Spaniel (including Cocker
and Springer 4.7%), Dachshund (4.6%), Golden retriever (4.0%), Labrador retriever (3.6%),
and Belgian shepherd (3.3%). All other breeds were represented by less than 3% of the sample. Please refer to the supplementary materials for tables with a breakdown of the breeds and
breed groups (S1 and S2 Tables). According to dogs housing conditions, 26.6% of the dogs
were kept in the house, 16.4% in the garden, and 57.0% both in the garden and in the house. We allocated the dogs to three groups according to their training level; 43.3% did not received
any formal training, 28.1% received basic and 28.6% participated in specialised training (e.g. agility, hunting). Procedure The questionnaire consisted of demographic and keeping conditions questions about individ-
ual dogs (age in years, weight in kg, sex, neuter status, where the dog is kept, and training
level), followed by one question about the perceived dominance status of the dog in the group
(dominant N = 252, submissive, N = 116, both (or “I do not know”) N = 149, NA (missing
data) N = 33 (the owner provided no answer to this question). The third part consisted of 23
questions about the dogs’ behaviour and personality (Table 1). For the questions about dog
behaviour and personality we used a 1–5 scale system (Likert scale: 1 = no/not/never, 5 = very/
very much/frequently). Introduction The more knowledgeable
individual can convey a true advantage to other group members. Dominance follows almost
automatically from this asymmetrical arrangement [23,52]. The likelihood of formal domi-
nance and/or leadership can be expected to increase with age for this reason, since aged ani-
mals have more experience if the environment is stable across generations. In the current study, we investigated how the owner perceived dominance rank of dogs liv-
ing in multi-dog households is related to their personality traits, derived from a behavioural
questionnaire by factor analysis, and dog demographic information using a pilot sample. Instead of using existing questionnaires, we developed a new one to include both the owners’
estimation of their dogs’ personality traits, and their dogs’ previous experience with other dogs
in the household, and during meetings with other individuals. The questionnaire items were
pre-selected to address behaviours frequently studied in dog personality research that might
be related to dominance status [53]. We chose the terminology that owners most often use PLOS ONE | https://doi.org/10.1371/journal.pone.0227253
January 3, 2020 3 / 17 Demographic variables and personality traits as predictors of perceived dominance status in dogs (e.g. ‘smart’ instead of ‘trainable’). In contrast to previous studies we used age in years to inves-
tigation nonlinear relationship with dominance rank. We hypothesized that dominant dogs as
perceived by the owners will be older, and possess specific personality traits, such as high asser-
tiveness, confidence or boldness, high physical aggression, and high trainability, in contrast to
subordinate dogs. Statistical analysis Analyses were performed in SPSS 22.0 (factor analysis) and R (binomial logistic regression
and graphs) [54]. In order to reduce the number of items, and to determine the underlying
structure of the data, a principle component analysis (PCA) with Varimax rotation [55] and
a default of maximum 25 iterations was used with the Maximum Likelihood method on the
23 questions concerning dog behaviour and personality traits on the full sample (N = 500,
NA = 50). For details please refer to supplementary materials S1 File. The solution that
explained >50% of the variance and with factor eigenvalues > 1 was accepted. In addition,
items that did not load on any of the factors (below 0.5) were removed from the analysis. PLOS ONE | https://doi.org/10.1371/journal.pone.0227253
January 3, 2020 4 / 17 Demographic variables and personality traits as predictors of perceived dominance status in dogs Table 1. Questionnaire items related to dog characteristics, behaviours, and previous social experiences. Item
number
Short name of item Characteristics/behaviours/social experiences
1
Fit
How fit is your dog? 2
Smart
How smart is your dog? 3
Calm
How easily does your dog calm down if it is nervous? 4
Leading type
Is your dog the leading type? 5
Cunning
How cunning is your dog? 6
Read people well
How well can your dog “read human thoughts”? 7
Best rest
How often does your dog acquire the best resting place? 8
Temper
How often does your dog display his/her temper? 9
Break rules
How often does your dog cunningly try to break the rules? 10
Interfere
How much does your dog interfere in other dogs’ fights? 11
Fast learner
Is your dog a fast learner? 12
Win play fights
How often does your dog win play-fights with other dogs? 13
Stubborn
Is your dog “devious” (does he/she often get his/her own way)? 14
Slow
Is your dog a slow (lazy) type? 15
Pack defence
Does your dog remain in the front if the pack faces real or apparent threat? 16
Look down
Does your dog appear to look down on other dogs? 17
Socialized
How well is your dog socialized? 18
Mount others
How often does your dog try to mount other dogs outside the breeding
season? 19
Adaptive
How well does your dog adapt to your other dogs? 20
Challenge others
How often does your dog initiate rough interactions with other dogs? Statistical analysis 21
Novelty seeking
Does your dog quickly respond to novel or distressing stimuli? 22
Fighting
How often does your dog fight with other dogs, including strangers? 23
Obedience
Is your dog obedient? https://doi.org/10.1371/journal.pone.0227253.t001 Subsequently, the items of each final factor were tested for internal consistency with Cron-
bach’s alpha. The resulting factor structure was then used as a template to calculate the factor
scores for each individual dog, in order to allow missing values, with the provision of a mini-
mum of two values per factor, to maximise the sample size (N = 542). We calculated the trait
scores by taking the mean of the items loading with at least 0.5 on a given factor (items that
loaded negatively on a factor were inverted (e.g. calm and socialized)). Subsequently, the items of each final factor were tested for internal consistency with Cron-
bach’s alpha. The resulting factor structure was then used as a template to calculate the factor
scores for each individual dog, in order to allow missing values, with the provision of a mini-
mum of two values per factor, to maximise the sample size (N = 542). We calculated the trait
scores by taking the mean of the items loading with at least 0.5 on a given factor (items that
loaded negatively on a factor were inverted (e.g. calm and socialized)). We then used binomial logistic regression to test how the demographic information of the
dogs (age in years, weight in kg, sex, neuter status, where the dog is kept, and training level),
and the factors obtained with the personality trait factor analysis would predict the owner’s
estimate of the dog as dominant or submissive (rank status). After removing dogs that were
identified as “both” (sometimes dominant, sometimes submissive (N = 182)) and those with
missing information ((NA) N = 28), the sample size using the full model was 332 individuals,
and in the reduced model 343 individuals were included. Due to the small sample size, we only
examined main effects, but included quadratic terms for the continuous personality factor
scores and age in years. Non-significant terms (P > 0.05) were removed stepwise from the
model. A pseudo R-squared value was calculated to determine how well the model explains the
data. PLOS ONE | https://doi.org/10.1371/journal.pone.0227253
January 3, 2020 Descriptive information of the canine personality factors The intraspecific aggression factor was positively skewed, with half the dogs scoring between
1.80 and 3.33. Trainability was the most negatively skewed of the factors, with half the dogs
scoring between 3.75 to 4.75. At least one dog obtained the maximum score possible on each
of the four factors, apart from for intraspecific aggression. The largest range of scores was
obtained for the assertiveness and independence factors while the intraspecific aggression fac-
tor had the smallest range. The median scores and percentiles for each of the personality trait
factors are shown in Fig 1. Factor analysis of dog characteristics, behaviours and previous social
experience questionnaire items Seventeen items contributing to four factors were found to explain 57.8% of the total variance
(Table 2), while six items were excluded (listed in short form: fit, best rest, slow, mount others,
adaptive, and novelty seeking). The factors were labelled as assertiveness (22.77% of variance
explained, Cronbach alpha = 0.76), trainability (16.88% of variance explained, Cronbach
alpha = 0.73), intraspecific aggression (10.48% of variance explained, Cronbach alpha = 0.73),
and independence (7.71% of variance explained, Cronbach alpha = 0.73). The loadings of the
items on the factors are shown in Table 2. Statistical analysis The R package rcompanion and the command nagelkerke were used to produce a pseudo
R squared value for the fixed effects in comparison to the intercept only model. For details of
the R code, and results from the models please refer to supplementary materials S2 File. Possi-
ble dependence between owner responses of dogs living in the same household was addressed
in the supplementary materials (S3 File). Graphs were produced in R using the ggplot package PLOS ONE | https://doi.org/10.1371/journal.pone.0227253
January 3, 2020 5 / 17 Demographic variables and personality traits as predictors of perceived dominance status in dogs and the geom_smooth function to plot the smoothed conditional mean and confidence inter-
vals. Significant predictors were mean centred before plotting, by subtracting the sample mean
from each observation, in order to make the intercept more meaningful. Ethics statement The data was collected using an online questionnaire designed to assess the dogs’ demo-
graphic data, personality, and keeping conditions via owner report. According to the
current Hungarian law (1998. e´vi XXVIII. To¨rve´ny—the Animal Protection Act, 3rd para-
graph, 9th point), non-invasive observational data collection on dog demographics and
behaviour are not considered as animal experiments and are therefore allowed to be con-
ducted without any special permission from the University Institutional Animal Care and
Use Committee (UIACUC). The filling out of the questionnaires was voluntary and anony-
mous so the study did not violate respondents’ privacy. Informed consent was included in
the introductory text of the questionnaires. Ethical approval or an ethical waiver from an
Institutional Research Board or equivalent for collecting survey data from human partici-
pants was not necessary, as we did not collect private, identifiable information about human
third parties. Binomial logistic regression of dominance status, dog demographics and
PCA factors The final model revealed significant associations with the personality trait factor scales of
assertiveness and trainability, as well as dog age in years. We calculated the pseudo R-squared
measure to indicate how well the model explains the data. McFadden pseudo R squared was
0.43 indicating an excellent model fit. A significant polynomial relationship between the factor score assertiveness and the proba-
bility that dogs were allocated a ‘dominant’ or ‘subordinate’ status by the owner was found. Dogs that were described as more assertive were significantly more likely to be dominant, than PLOS ONE | https://doi.org/10.1371/journal.pone.0227253
January 3, 2020 6 / 17 Demographic variables and personality traits as predictors of perceived dominance status in dogs Table 2. Results of the factor analysis of the behaviour and personality trait items. Column 1: Item numbers that loaded > 0.5 on at least one factor. Column 2: The
short form of the name of the item. Columns 3–6: Loadings of individual items across the four factors—assertiveness, trainability, intraspecific aggression, and indepen-
dence. Loadings > 0.5 are shown in boldface. The percentage of variance explained, Cronbach’s alpha value and Eigenvalue for each factor are shown in the last rows of
the table Table 2. Results of the factor analysis of the behaviour and personality trait items. Column 1: Item numbers that loaded > 0.5 on at least one factor. Column 2: The
short form of the name of the item. Columns 3–6: Loadings of individual items across the four factors—assertiveness, trainability, intraspecific aggression, and indepen-
dence. Loadings > 0.5 are shown in boldface. The percentage of variance explained, Cronbach’s alpha value and Eigenvalue for each factor are shown in the last rows of
th t bl short form of the name of the item. Columns 3–6: Loadings of individual items across the four factors—assertiveness, trainability, intraspecific aggression, and indepen-
dence. Loadings > 0.5 are shown in boldface. The percentage of variance explained, Cronbach’s alpha value and Eigenvalue for each factor are shown in the last rows of
the table. Item
Short form
Assertiveness
Trainability
Intraspecific aggression
Independence
12
Win play fights
0.76
0.09
-0.05
0.04
15
Pack defence
0.71
0.06
0.08
-0.05
4
Leading type
0.67
0.15
0.09
0.29
16
Look down
0.63
0.04
0.09
0.22
10
Interfere
0.61
-0.01
0.39
0.06
2
Smart
0.05
0.83
0.02
0.13
11
Fast learner
0.06
0.83
0.01
0.10
6
Read people well
0.19
0.68
-0.23
0.15
23
Obedience
0.03
0.62
-0.11
-0.37
3
Calm
0.14
0.10
-0.70
-0.13
20
Challenge others
0.39
0.05
0.70
-0.03
8
Temper
0.08
0.03
0.68
0.22
22
Fighting
0.47
-0.03
0.61
-0.05
17
Socialized
-0.09
0.36
-0.61
0.05
9
Break rules
0.06
-0.10
0.13
0.80
5
Cunning
0.14
0.27
0.00
0.74
13
Stubborn
0.14
0.05
0.07
0.73
Explained Variance
22.77%
16.88%
10.48%
7.71%
Cronbach Alpha
0.76
0.73
0.73
0.73
Eigenvalues
3.87
2.87
1.78
1.31
htt
//d i
/10 1371/j
l
0227253 t002 dogs that scored lower in assertiveness (see Fig 2, Table 3). Dogs that had a higher than average
assertiveness score (3.29) had a greater than 75% probability of being allocated a “dominant”
status. On average, a one-unit change in assertiveness is associated with an exp(41.248−2×-
10.479) change in the odds of being dominant. dogs that scored lower in assertiveness (see Fig 2, Table 3). Dogs that had a higher than average
assertiveness score (3.29) had a greater than 75% probability of being allocated a “dominant”
status. On average, a one-unit change in assertiveness is associated with an exp(41.248−2×-
10.479) change in the odds of being dominant. dogs that scored lower in assertiveness (see Fig 2, Table 3). Dogs that had a higher than average
assertiveness score (3.29) had a greater than 75% probability of being allocated a “dominant”
status. On average, a one-unit change in assertiveness is associated with an exp(41.248−2×-
10.479) change in the odds of being dominant. Fig 1. Median and quartiles of the personality trait factor scores. https://doi.org/10.1371/journal.pone.0227253.g001
PLOS ONE | https://doi.org/10.1371/journal.pone.0227253
January 3, 2020
7 / 17 PLOS ONE | https://doi.org/10.1371/journal.pone.0227253
January 3, 2020 PLOS ONE | https://doi.org/10.1371/journal.pone.0227253
January 3, 2020 7 / 17 Demographic variables and personality traits as predictors of perceived dominance status in dogs Fig 2. The influence of the dog personality factor assertiveness on dog rank allocation. Fitted logistic regression
curve (smoothed conditional mean) showing that the dogs’ probability of being classified as ‘dominant’ (1.0) or
‘submissive’ (0.0) by the owner (Y -axis), is dependent on the factor assertiveness (mean centred, M = 3.39). The dots
show the individual data points, the blue line is the predicted probability that a dog is dominant, and the shaded areas
show the confidence intervals. https://doi org/10 1371/journal pone 0227253 g002 Fig 2. The influence of the dog personality factor assertiveness on dog rank allocation. Fitted logistic regression
curve (smoothed conditional mean) showing that the dogs’ probability of being classified as ‘dominant’ (1.0) or
‘submissive’ (0.0) by the owner (Y -axis), is dependent on the factor assertiveness (mean centred, M = 3.39). The dots
show the individual data points, the blue line is the predicted probability that a dog is dominant, and the shaded areas
show the confidence intervals. https://doi.org/10.1371/journal.pone.0227253.g002 https://doi.org/10.1371/journal.pone.0227253.g002 Additionally, we found a significant linear relationship between the factor scale trainability
and the proportion of dogs that were allocated a ‘dominant’ status. Dogs that were described
as more trainable were significantly more likely to be labelled dominant, than dogs that scored
lower in trainability (see Fig 3, Table 3). Holding all other predictors at a fixed value, we see a
73% increase in the odds of being dominant for a one-unit increase in trainability score. Finally, we found a significant quadratic relationship between the demographic variable age
in years and the probability that dogs were allocated a dominant status. Dogs that were older
were significantly more likely to be dominant according to the owner, than dogs that were
younger (see Fig 4, Table 3). Dogs of one year of age had around a 50% probability of being
dominant, which rose to 80% at the age of eight. By age 10, the probability of being dominant
began to plateau, and the youngest and oldest dogs showed the greatest variability. On average,
a one-year change in age is associated with an exp(12.408−2×-8.167) change in the odds of
being dominant. Table 3. Results and parameter estimates (±SE) from the binomial generalised linear model investigating which factors affect whether the dog was allocated a
“dominant” status. Predictor
p-value
Estimate
SE
95% Wald confidence interval (lower
and upper)
Odds Ratio
Assertiveness: linear
0.000
41.248
4.788
31.863
50.633
8.20e+17
Assertiveness: quadratic
0.038
-10.479
5.055
-20.387
-0.571
2.81e-05
Age in years: linear
0.001
12.408
3.812
4.936
19.881
2.45e+05
Age in years: quadratic
0.019
-8.167
3.493
-15.012
-1.322
2.84e-04
Trainability
0.029
0.027
0.013
0.003
0.052
1.73
https://doi.org/10.1371/journal.pone.0227253.t003 from the binomial generalised linear model investigating which factors affect whether the dog was allocated a sults and parameter estimates (±SE) from the binomial generalised linear model investigating which factors affect wheth
status Table 3. Results and parameter estimates (±SE) from the binomial generalised linear model investigating which factors
“dominant” status. PLOS ONE | https://doi.org/10.1371/journal.pone.0227253
January 3, 2020 8 / 17 Demographic variables and personality traits as predictors of perceived dominance status in dogs Fig 3. The influence of the dog personality factor trainability on dog rank allocation. Fitted logistic regression
curves (smoothed conditional means) showing that the dogs’ probability of being classified as ‘dominant’ (1.0) or
‘submissive’ (0.0) by the owner (Y-axis), is dependent on the factor trainability (mean centred, M = 4.25). The dots
show the individual data points, the blue line is the predicted probability that a dog is dominant, and the shaded areas
show the confidence intervals. https://doi org/10 1371/journal pone 0227253 g003 Fig 3. The influence of the dog personality factor trainability on dog rank allocation. Fitted logistic regression
curves (smoothed conditional means) showing that the dogs’ probability of being classified as ‘dominant’ (1.0) or
‘submissive’ (0.0) by the owner (Y-axis), is dependent on the factor trainability (mean centred, M = 4.25). The dots
show the individual data points, the blue line is the predicted probability that a dog is dominant, and the shaded areas
show the confidence intervals. Fig 3. The influence of the dog personality factor trainability on dog rank allocation. Fitted logistic regression
curves (smoothed conditional means) showing that the dogs’ probability of being classified as ‘dominant’ (1.0) or
‘submissive’ (0.0) by the owner (Y-axis), is dependent on the factor trainability (mean centred, M = 4.25). The dots
show the individual data points, the blue line is the predicted probability that a dog is dominant, and the shaded areas
show the confidence intervals. https://doi.org/10.1371/journal.pone.0227253.g003 Weight, sex, neuter status, training level, keeping place, and the personality trait factors
intraspecific aggression and independence had no significant effect on the estimated domi-
nance rank. PLOS ONE | https://doi.org/10.1371/journal.pone.0227253
January 3, 2020 Discussion The current study aimed to identify demographic and personality factors associated with dogs’
dominance status as perceived by the owner using a questionnaire. The main finding is that
dogs assigned a dominant status displayed higher assertiveness and trainability and were older
than subordinate dogs. The remaining two traits, intraspecific aggression and independence,
weight, sex, neuter status, where the dog is kept, and training level had no association with
owner perceived dominance status. The factors trainability and (intraspecific) aggression correspond to already established per-
sonality factors in dogs (reviews: 8 studies aggression, 11 responsiveness to training [51], and
30 aggression and 34 responsiveness to training [52]). However, independence and assertive-
ness are less widespread. Independence refers to the dogs’ tendency to make decisions inde-
pendently of the owner. Two previous studies have identified a factor/items which they also
labelled or described as “independence” [56,57]. Assertiveness’ associated items point to per-
ceived confidence, initiative and persistence in social interactions. It has been described in
other species, but so far has only been suggested to be linked to dominance status in dogs [58]. However, previous studies have defined analogous traits to assertiveness, such as ‘boldness’
[59–61] (which increases with age in dogs [62,63]), and ‘confidence’, ‘courage’, ‘self-confi-
dence’, and ‘motivation’ [64–68]. PLOS ONE | https://doi.org/10.1371/journal.pone.0227253
January 3, 2020 9 / 17 Demographic variables and personality traits as predictors of perceived dominance status in dogs Fig 4. The influence of dog age in years on dog rank allocation. Fitted logistic regression curve (smoothed
conditional mean) showing that the dogs’ probability of being classified as ‘dominant’ (1.0) or ‘submissive’ (0.0) by the
owner (Y-axis), is dependent on dogs’ age in years (mean centred, M = 5.13). The dots show the individual data points,
the blue line is the predicted probability that a dog is dominant, and the shaded areas show the confidence intervals. https://doi.org/10.1371/journal.pone.0227253.g004 Fig 4. The influence of dog age in years on dog rank allocation. Fitted logistic regression curve (smoothed
conditional mean) showing that the dogs’ probability of being classified as ‘dominant’ (1.0) or ‘submissive’ (0.0) by the
owner (Y-axis), is dependent on dogs’ age in years (mean centred, M = 5.13). The dots show the individual data points,
the blue line is the predicted probability that a dog is dominant, and the shaded areas show the confidence intervals. https://doi.org/10.1371/journal.pone.0227253.g004 Fig 4. The influence of dog age in years on dog rank allocation. PLOS ONE | https://doi.org/10.1371/journal.pone.0227253
January 3, 2020 Discussion Fitted logistic regression curve (smoothed
conditional mean) showing that the dogs’ probability of being classified as ‘dominant’ (1.0) or ‘submissive’ (0.0) by the
owner (Y-axis), is dependent on dogs’ age in years (mean centred, M = 5.13). The dots show the individual data points,
the blue line is the predicted probability that a dog is dominant, and the shaded areas show the confidence intervals. https://doi.org/10.1371/journal.pone.0227253.g004 https://doi.org/10.1371/journal.pone.0227253.g004 https://doi.org/10.1371/journal.pone.0227253.g004 The fact that dogs perceived as dominant were more assertive is not surprising. Previous
studies have shown that dominant individuals undertake specific tasks such as defending the
group during perceived threats and leading other dogs during walks (which corresponds to
the items ‘pack defence’ and ‘leading type’). They also display dominance through consistently
winning fights (item ‘wins play fights’) [26]. Interestingly, in free ranging dogs, participation
in intergroup conflicts increases with a decreasing ratio of the number of rivals [69], and the
number of affiliative partners involved [70]. Given that most dogs living in multi-dog house-
holds have relatively strong affiliative bonds, and most interactions with strangers occur in
small groups, or singularly, this might help explain why some owners observed higher levels of
pack defence and leading in the more dominant animals. In their review, Gosling and John [5] found that the personality factor ‘dominance’ emerged
as a clear factor in 7 animal studies out of 19. Although this factor was interpreted as ‘confi-
dence’ in rhesus macaques (Macaca mulatta) and ‘assertiveness’ in hyenas (Crocuta crocuta),
all measures correlated substantially with dominance rank. This suggests that these personality
factors (labelled dominance, assertiveness, confidence etc. in previous studies) describe typical
dominance related behaviours that are displayed to familiar individuals that live in a group set-
ting. For example, assertiveness also corresponds to the previously described trait of ‘motiva-
tion’ in dogs [67,68], as suggested by Bradshaw et al. [71]. Highly trainable dogs also tended to be allocated a dominant status by owners. Dogs high
in trainability were reported to be smart, fast learners, could “read people” well, and were obe-
dient. Previously we found that dogs allocated a dominant status within dyads were rated as
“smarter” than subordinates [26] and more controllable [27]. In addition, studies have demon-
strated rank-related effects on cognitive ability. Discussion For example, in starlings (Sturnus vulgaris) PLOS ONE | https://doi.org/10.1371/journal.pone.0227253
January 3, 2020 10 / 17 Demographic variables and personality traits as predictors of perceived dominance status in dogs and pheasants (Phasianus colchicus), the fastest learners occupied the highest competitive
ranks [35,72], and in rhesus macaques, dominant individuals showed superior learning capaci-
ties when tested, and subordinates “played dumb” when learning in mixed social groups. The
subordinates avoided socially difficult situations by inhibiting their behaviour, and missed out
on desirable food items, in order to minimise potential retaliation from dominant individuals
[73]. Therefore, it is conceivable that in the current study, subordinate dogs are not less smart
but inhibit their behaviour in the home environment in order to avoid conflicts with the domi-
nant animal. In contrast to our predictions, dogs labelled as dominant by owners did not show higher
scores in the factor ‘intraspecific aggression’. Some dogs allocated a dominant status by the
owner may have a formal dominance relationship (display ritualized and/or greeting signals
that are independent of context) with the other dog in the household and adopt a non-con-
frontational attitude with stranger dogs, and thus may rarely show aggression, or they may
have a non-interactive relationship with other dogs, which would also result in low intraspe-
cific aggression scores. Indeed, field studies in both dogs and macaques [49,74] suggest that
agonistic dominance (associated with higher aggression) is less likely than formal dominance
to predict leadership. Aggressive interactions are usually influenced by motivation and context
(e.g. reproductive activity) [75], and occur more often in less well-established relationships,
and therefore may not correspond to the underlying hierarchy [24,76]. Hence, our results
imply that individuals rated as dominant by owners were more likely expressing formal
dominance. Although part of this study’s aim was to additionally assess the influence of demographic
and keeping conditions on dominance, none of the chosen factors (weight in kg, sex, neuter
status, where the dog is kept, and training level) reached significance. The only exception was
the age of the dog in years. Overall, we found a quadratic relationship between age in years and
the probability that dogs were allocated a dominant status. In humans, the personality trait
‘social dominance’ shows a very similar quadratic trajectory in cross-sectional mean trait
change across adulthood [77], as does ‘dominance’ in male chimpanzees [78]. Discussion Age also pre-
dicted dominance rank in our previous study [26], where overall 66% of dominant individuals
were the older animal in the dyad. Older dogs were more likely to be classified as dominant than younger dogs, in agreement
with the literature for both wolves and dogs [22,23,46,47,79]. One-year old dogs had a 50%
probability of being classified as dominant, which seems high given their age and amount of
experience. However, since we do not know the age of their partner dog/s, perhaps they were
the oldest in a group of young dogs, or they were all a similar age. Interestingly, in free-ranging
dogs, subadults (who tend to be in the middle of the hierarchy) target more dominance inter-
actions of all types at other subadult individuals, which may indicate instability in the hierar-
chy [76]. Although adolescent dogs may be sexually mature, dogs do not tend to show fully
adult behaviour until 2–3 years of age [80]. Most adolescent dogs go through a hormonal surge
which affects their behaviour, decreasing their ability to pay attention and respond to previ-
ously learned cues [81,82]. High activity levels and motivation, as well as deficiencies in execu-
tive control during this period, might result in owners interpreting their dog’s behaviour as an
expression of dominance, and lead them to conclude that the dog is dominant. An important limitation of the current study is that 90% of the owners surveyed were Hun-
garian females, which prevented the examination of sex effects. Previous studies have found
owner sex differences in the perception of dog behaviour; male owners perceive their dogs to
be more disobedient [83], bold, and less sociable and trainable in comparison to female owners
[63]. Therefore, there are likely to be differences in the way male and female owners perceive
dominance rank and related behaviours. Future studies should aim to include more males, PLOS ONE | https://doi.org/10.1371/journal.pone.0227253
January 3, 2020 11 / 17 Demographic variables and personality traits as predictors of perceived dominance status in dogs people from other countries/cultures, and in addition, they should take into account the char-
acteristics of the other canine members of the group (including sex, breed and age). This study focused on examining owner perceived dominance status, associated dominance
related behaviours, and personality factors, and did not attempt to define all the different types
of relationships found previously in dogs. Conclusion Overall, our study suggests a multifactorial background of dominance relationships in pet
dogs. It is likely that dominance status is not only determined by previous experience of social
interactions between group members as suggested by ethologists but also by personality factors
as proposed by psychologists [85]. Since owners based their answers on their estimation of
their dogs’ characteristics, and previous experience with their dog’s behaviour when socialising
with other dogs in the household, and during meetings with other individuals, our study com-
bined both the features of the individual and previous intraspecific social interactions. Our
work adds to a growing line of evidence that some personality factors, namely assertiveness
and trainability can increase the odds that an owner ascribes the dog a higher status within the
household. The identified link between assertiveness as a personality trait and dominance sta-
tus is probably the basis of the confusion regarding the term ‘dominance’ among lay people
and also partially in science. Furthermore, while future studies need to more directly address
the distinction between different dominance styles, the observation that assertiveness was a
better predictor of dominance status than intraspecific aggression in our study, suggests that
mainly formal dominance (i.e. dominance displayed without aggression) influences owners’
perception of dogs’ social rank in multi-dog households. Finally, the weight, sex, neuter status,
and training level of the dog did not influence owner perceived dominance status. Importantly, our results suggest that labelling an animal personality factor as ‘dominance’ is
an incorrect use of the term. Therefore, in order to facilitate the discrimination between per-
sonality traits and dominance as a status in dyads, or as a rank in dog social groups, we suggest
using ‘assertive’ when describing related personality traits, and ‘dominance’ when referring to
status/ranks between individuals with an established relationship. Discussion For example, we were not able to determine whether
dogs’ relationships were characterised by agonistic dominance, formal dominance, or compet-
itive ability, which might differ between contexts. Although the observed pattern of low intra-
specific aggression, high trainability and higher age of the dominant animals are found in the
literature on free-ranging dogs and are particularly associated with the formal type, additional
studies are necessary to clarify the relationship between dominance status, dominance related
behaviours, and associated personality factors in dogs. Furthermore, how owner demographics
(e.g. the number of people in the household, their amount of experience with dogs, their sex,
age and/or personalities) influence how they perceive dominance and dominance related
behaviours between dogs in their household, should also be established. To obtain a more
complete picture of the factors influencing social relationships in dogs, questions pertaining to
agonistic and formal dominance behaviours, previous experiences, social contexts, play, affilia-
tion, passive interactions, sleeping proximities, and other tactile communication within multi-
dog households should be addressed [84]. S2 Table. Count of the number of dogs in each breed group of the Fe´de´ration Cynologique
Internationale (FCI), including the percentage of the overall sample.
(DOCX) S2 File. R code. Full details of the binomial generalized linear model before and after reduc-
tion carried out in R. (DOCX) S3 File. GEE models. Investigation of possible dependence between dogs living in the same
household. (DOCX) Acknowledgments We would like to thank all the Hungarian owners who filled in the online survey. We thank
Borba´la Turcsa´n for her contribution to the design of the questionnaires, and additionally for
her helpful comments on the manuscript. Zso´fia Kőva´go´ for her statistical analysis during the
development of the study, and Zolta´n Vajo´ for initiating the questionnaire and formulating
some items. Project administration: Enikő Kubinyi. Supervision: Enikő Kubinyi. Writing – review & editing: Lisa J. Wallis, Ivaylo B. Iotchev, Enikő Kubinyi. Writing – review & editing: Lisa J. Wallis, Ivaylo B. Iotchev, Enikő Kubinyi. Writing – review & editing: Lisa J. Wallis, Ivaylo B. Iotchev, Enikő Kubinyi. Supporting information S1 Table. Break down of all the dog breeds present in the sample, including count of the
dogs and the percentage of the overall sample. The percentages marked in bold are all breeds
with a greater than three percentage in the sample population. (DOCX) 12 / 17 PLOS ONE | https://doi.org/10.1371/journal.pone.0227253
January 3, 2020 Demographic variables and personality traits as predictors of perceived dominance status in dogs S2 Table. Count of the number of dogs in each breed group of the Fe´de´ration Cynologique
Internationale (FCI), including the percentage of the overall sample. (DOCX)
S1 File. Principle component analysis. A principle component analysis (PCA) with Varimax
rotation and a default of maximum 25 iterations was used with the Maximum Likelihood
method on the 23 questions concerning dog behaviour and personality traits on the full sample
(N = 500, NA = 50). (DOCX) S2 Table. Count of the number of dogs in each breed group of the Fe´de´ration Cynologique
Internationale (FCI), including the percentage of the overall sample. (DOCX)
S1 File. Principle component analysis. A principle component analysis (PCA) with Varimax
rotation and a default of maximum 25 iterations was used with the Maximum Likelihood
method on the 23 questions concerning dog behaviour and personality traits on the full sample
(N = 500, NA = 50). (DOCX)
S2 File. R code. Full details of the binomial generalized linear model before and after reduc-
tion carried out in R. (DOCX)
S3 File. GEE models. Investigation of possible dependence between dogs living in the same
household. (DOCX) Author Contributions Conceptualization: Enikő Kubinyi. PLOS ONE | https://doi.org/10.1371/journal.pone.0227253
January 3, 2020 Conceptualization: Enikő Kubinyi. Data curation: Lisa J. Wallis. References 1. Drews C. The Concept and Definition of Dominance in Animal Behaviour. Intergovernmental Panel on
Climate Change, editor. Behaviour. Cambridge: Cambridge University Press; 1993; 125: 283–313. https://doi.org/10.1163/156853993X00290 1. Drews C. The Concept and Definition of Dominance in Animal Behaviour. Intergovernmental Panel on
Climate Change, editor. Behaviour. Cambridge: Cambridge University Press; 1993; 125: 283–313. https://doi.org/10.1163/156853993X00290
2. Roberts BW, Walton KE, Viechtbauer W. Patterns of mean-level change in personality traits across the
life course: a meta-analysis of longitudinal studies. Psychol Bull. 2006; 132: 1–25. https://doi.org/10. 1037/0033-2909.132.1.1 PMID: 16435954
3. John OP, Robins RW, Pervin LA. Handbook of Personality: Theory and Research. Handb Personal
Theory Res. 2008; 3: 881. 1. Drews C. The Concept and Definition of Dominance in Animal Behaviour. Intergovernmental Panel on
Climate Change, editor. Behaviour. Cambridge: Cambridge University Press; 1993; 125: 283–313. https://doi.org/10.1163/156853993X00290 2. Roberts BW, Walton KE, Viechtbauer W. Patterns of mean-level change in personality traits across the
life course: a meta-analysis of longitudinal studies. Psychol Bull. 2006; 132: 1–25. https://doi.org/10. 1037/0033-2909.132.1.1 PMID: 16435954 3. John OP, Robins RW, Pervin LA. Handbook of Personality: Theory and Research. Handb Personal
Theory Res. 2008; 3: 881. 13 / 17 PLOS ONE | https://doi.org/10.1371/journal.pone.0227253
January 3, 2020 Demographic variables and personality traits as predictors of perceived dominance status in dogs 4. Bell AM, Hankison SJ, Laskowski KL. The repeatability of behaviour: a meta-analysis. Anim Behav. Elsevier Ltd; 2009; 77: 771–783. https://doi.org/10.1016/j.anbehav.2008.12.022 PMID: 24707058 5. Gosling SD, John OP. Personality Dimensions in Nonhuman Animals. Curr Dir Psychol Sci. 1999; 8:
69–75. https://doi.org/10.1111/1467-8721.00017 6. McCrae RR, Costa PT, Ostendorf F, Angleitner a, Hrebı´ckova´ M, Avia MD, et al. Nature over nurture:
temperament, personality, and life span development. J Pers Soc Psychol. 2000; 78: 173–86. Available:
http://www.ncbi.nlm.nih.gov/pubmed/10653513 7. James WT. Social organization among dogs of different temperaments, terriers and beagles, reared
together. J Comp Physiol Psychol. 1951; 44: 71–77. https://doi.org/10.1037/h0061218 PMID:
14814243 8. Beaudet R, Chalifoux A, Dallaire A. Predictive value of activity level and behavioral evaluation on future
dominance in puppies. Appl Anim Behav Sci. 1994; 40: 273–284. https://doi.org/10.1016/0168-1591
(94)90068-X 9. Campbell WE. A behaviour test for puppy selection. Mod Vet Pract. [American Veterinary Publications];
1972; 53: 29–33. Available: http://www.ncbi.nlm.nih.gov/pubmed/5080472 10. Fratkin JL, Sinn DL, Patall EA, Gosling SD. Personality Consistency in Dogs: A Meta-Analysis. Widdig
A, editor. PLoS One. 2013; 8: e54907. https://doi.org/10.1371/journal.pone.0054907 PMID: 23372787 11. Jones AC, Gosling SD. References Temperament and personality in dogs (Canis familiaris): A review and evalua-
tion of past research. Appl Anim Behav Sci. 2005; 95: 1–53. https://doi.org/10.1016/j.applanim.2005. 04.008 12. Dan D. Dominant Vs Submissive Dog Personality Traits [Internet]. 2018. https://theonlinedogtrainer. com/best-behaved-dog-breeds-does-breed-determine-a-dogs-personality/ 13. Familypet. What is the definition of a dominant dog [Internet]. https://familypet.com/what-is-the-
definition-of-a-dominant-dog/ 14. Herron ME, Shofer FS, Reisner IR. Survey of the use and outcome of confrontational and non-confron-
tational training methods in client-owned dogs showing undesired behaviors. Appl Anim Behav Sci. 2009; 117: 47–54. https://doi.org/10.1016/j.applanim.2008.12.011 15. Smuts B, Sandel AA, Trisko RK. Affiliation, dominance and friendship among companion dogs. Behav-
iour. 2016; 153: 693–725. https://doi.org/10.1163/1568539X-00003352 16. Yasui S, Konno A, Tanaka M, Idani G, Ludwig A, Lieckfeldt D, et al. Personality Assessment and Its
Association With Genetic Factors in Captive Asian and African Elephants. 2013; https://doi.org/10. 1002/zoo.21045 PMID: 22996044 17. Frick EE, Frick EE. Establishing a Link Between Personality and Social Rank in a Group of Bottlenose
Dolphins (Tursiops truncatus) by. 2016; 18. Anestis SF. Behavioral style, dominance rank, and urinary cortisol in young chimpanzees (Pan troglo-
dytes). 2005; 1245–1268. 19. Buirski P, Plutchik R, Kellerman H. Sex differences, dominance, and personality in the chimpanzee. Anim Behav. 1978; 26: 123–129. https://doi.org/10.1016/0003-3472(78)90011-8 PMID: 565175 20. Pederson AK, King JE, Landau VI. Chimpanzee (Pan troglodytes) personality predicts behavior. J Res
Pers. 2005; 39: 534–549. https://doi.org/10.1016/j.jrp.2004.07.002 21. King JE, Figueredo AJ. The Five-Factor Model plus Dominance in Chimpanzee Personality. J Res
Pers. 1997; 31: 257–271. https://doi.org/10.1006/jrpe.1997.2179 22. Trisko RK, Smuts BB. Dominance relationships in a group of domestic dogs (Canis lupus familiaris). Behaviour. 2015; 152: 677–704. https://doi.org/10.1163/1568539X-00003249 23. Bonanni R, Cafazzo S, Valsecchi P, Natoli E. Effect of affiliative and agonistic relationships on leader-
ship behaviour in free-ranging dogs. Anim Behav. Elsevier Ltd; 2010; 79: 981–991. https://doi.org/10. 1016/j.anbehav.2010.02.021 24. Cafazzo S, Valsecchi P, Bonanni R, Natoli E. Dominance in relation to age, sex, and competitive con-
texts in a group of free-ranging domestic dogs. Behav Ecol. 2010; 21: 443–455. https://doi.org/10.1093/
beheco/arq001 25. Bonanni R, Cafazzo S. The Social Organisation of a Population of Free-Ranging Dogs in a Suburban
Area of Rome. The Social Dog. Elsevier; 2014. pp. 65–104. 26. Kubinyi E, Wallis LJ. Dominance in dogs as rated by owners corresponds to ethologically valid markers
of dominance. PeerJ. Cold Spring Harbor Laboratory; 2019; 7: e6838. https://doi.org/10.7717/peerj. 6838 PMID: 31119074 27. A´ kos Z, Beck R, Nagy M, Vicsek T, Kubinyi E. PLOS ONE | https://doi.org/10.1371/journal.pone.0227253
January 3, 2020 References Leadership and Path Characteristics during Walks Are
Linked to Dominance Order and Individual Traits in Dogs. Faisal AA, editor. PLoS Comput Biol. 2014;
10: e1003446. https://doi.org/10.1371/journal.pcbi.1003446 PMID: 24465200 PLOS ONE | https://doi.org/10.1371/journal.pone.0227253
January 3, 2020 14 / 17 Demographic variables and personality traits as predictors of perceived dominance status in dogs 28. Gosling SD. Personality Dimensions in Spotted Hyenas (Crocuta crocuta). J Comp Psychol. 1998; 112:
107–118. https://doi.org/10.1037/0735-7036.112.2.107 PMID: 9642781 29. Gold KC, Maple TL. Personality Assessment in the Gorilla and Its Utility As a Management Tool. 1994;
522. 30. Eckardt W, Steklis HD, Steklis NG, Fletcher AW, Stoinski TS, Weiss A. Personality dimensions and
their behavioral correlates in wild Virunga mountain gorillas (Gorilla beringei beringei). J Comp Psychol. 2015; 129: 26–41. https://doi.org/10.1037/a0038370 PMID: 25528652 31. Kuhar CW, Stoinski TS, Lukas KE, Maple TL. Gorilla Behavior Index revisited: Age, housing and behav-
ior. Appl Anim Behav Sci. 2006; 96: 315–326. https://doi.org/10.1016/j.applanim.2005.06.004 32. David M, Auclair Y, Ce´zilly F. Personality predicts social dominance in female zebra finches, Taeniopy-
gia guttata, in a feeding context. Anim Behav. Elsevier Ltd; 2011; 81: 219–224. https://doi.org/10.1016/
j.anbehav.2010.10.008 33. Dingemanse NJ, De Goede P. The relation between dominance and exploratory behavior is context-
dependent in wild great tits. Behav Ecol. 2004; 15: 1023–1030. https://doi.org/10.1093/beheco/arh115 34. Fox RA, Ladage LD, Roth TC, Pravosudov VV. Behavioural profile predicts dominance status in moun-
tain chickadees, Poecile gambeli. Anim Behav. 2009; 77: 1441–1448. https://doi.org/10.1016/j. anbehav.2009.02.022 PMID: 20161203 35. Boogert NJ, Reader SM, Laland KN. The relation between social rank, neophobia and individual learn-
ing in starlings. Anim Behav. 2006; 72: 1229–1239. https://doi.org/10.1016/j.anbehav.2006.02.021 36. Kurvers RHJM, Eijkelenkamp B, van Oers K, van Lith B, van Wieren SE, Ydenberg RC, et al. Personal-
ity differences explain leadership in barnacle geese. Anim Behav. 2009; 78: 447–453. https://doi.org/
10.1016/j.anbehav.2009.06.002 37. Colle´ter M, Brown C. Personality traits predict hierarchy rank in male rainbowfish social groups. Anim
Behav. 2011; 81: 1231–1237. https://doi.org/10.1016/j.anbehav.2011.03.011 38. Adriaenssens B, Johnsson JI. Shy trout grow faster: Exploring links between personality and fitness-
related traits in the wild. Behav Ecol. 2011; 22: 135–143. https://doi.org/10.1093/beheco/arq185 39. David M, Auclair Y, Ce´zilly F. Personality predicts social dominance in female zebra finches, Taeniopy-
gia guttata, in a feeding context. Anim Behav. Elsevier Ltd; 2011; 81: 219–224. https://doi.org/10.1016/
j.anbehav.2010.10.008 40. Briffa M, Sneddon LU, Wilson AJ. Animal personality as a cause and consequence of contest behav-
iour. Biol Lett. 2015; 11. https://doi.org/10.1098/rsbl.2014.1007 PMID: 25808004 41. PLOS ONE | https://doi.org/10.1371/journal.pone.0227253
January 3, 2020 References Vienna, Austria: R
Foundation for Statistical Computing; 2013. http://www.r-project.org 55. Gudjonsson G. An easy guide to factor analysis. Pers Individ Dif. 1994; 17: 302. https://doi.org/10.1016/
0191-8869(94)90040-X 56. Cattell RB, Korth B. The isolation of temperament dimensions in dogs. Behav Biol. 1973; 9: 15–30. https://doi.org/10.1016/s0091-6773(73)80165-8 PMID: 4738708 57. Wahlgren K, Lester D. The big four: personality in dogs. Psychol Rep. Ammons Scientific; 2003; 92:
828. https://doi.org/10.2466/pr0.2003.92.3.828 PMID: 12841450 58. Ley JM, Bennett PC. Understanding Personality by Understanding Companion Dogs. Anthrozoos A
Multidiscip J Interact People Anim. 2007; 20: 113–124. https://doi.org/10.2752/175303707X207909 59. Gosling SD, Bonnenburg A V. An integrative approach to personality research in anthrozoology: Rat-
ings of six species of pets and their owners. Anthrozoos. 1998; 11: 148–155. https://doi.org/10.2752/
089279398787000661 60. Svartberg K, Forkman B. Personality traits in the domestic dog (Canis familiaris). Appl Anim Behav Sci. 2002; 79: 133–155. https://doi.org/10.1016/S0168-1591(02)00121-1 61. Svartberg K. Shyness–boldness predicts performance in working dogs. Appl Anim Behav Sci. 2002; 79:
157–174. 62. Starling MJ, Branson N, Thomson PC, McGreevy PD. Age, sex and reproductive status affect boldness
in dogs. Vet J. Elsevier Ltd; 2013; 197: 868–872. https://doi.org/10.1016/j.tvjl.2013.05.019 PMID:
23778256 63. Kubinyi E, Turcsa´n B, Miklo´si A. Dog and owner demographic characteristics and dog personality trait
associations. Behav Processes. 2009; 81: 392–401. https://doi.org/10.1016/j.beproc.2009.04.004
PMID: 19520239 64. Humphrey ES. “Mental tests” for shepherd dogs: An attempted classification and evaluation of the vari-
ous traits that go to make up “temperament” in the german shepherd dog. J Hered. Oxford University
Press; 1934; 25: 129–136. https://doi.org/10.1093/oxfordjournals.jhered.a103899 65. Goddard ME, Beilharz RG. Individual variation in agonistic behaviour in dogs. Anim Behav. 1985; 33:
1338–1342. https://doi.org/10.1016/S0003-3472(85)80195-0 66. Ruefenacht S, Gebhardt-Henrich S, Miyake T, Gaillard C. A behaviour test on German Shepherd dogs:
heritability of seven different traits. Appl Anim Behav Sci. 2002; 79: 113–132. 67. Ley JM, Bennett PC, Coleman GJ. A refinement and validation of the Monash Canine Personality Ques-
tionnaire (MCPQ). Appl Anim Behav Sci. 2009; 116: 220–227. https://doi.org/10.1016/j.applanim.2008. 09.009 68. Ley J, Bennett P, Coleman G. Personality dimensions that emerge in companion canines. Appl Anim
Behav Sci. 2008; 110: 305–317. https://doi.org/10.1016/j.applanim.2007.04.016 69. Bonanni R, Natoli E, Cafazzo S, Valsecchi P. Free-ranging dogs assess the quantity of opponents in
intergroup conflicts. Anim Cogn. 2011; 14: 103–115. https://doi.org/10.1007/s10071-010-0348-3 PMID:
20845053 70. Bonanni R, Valsecchi P, Natoli E. Pattern of individual participation and cheating in conflicts between
groups of free-ranging dogs. Anim Behav. Elsevier Ltd; 2010; 79: 957–968. https://doi.org/10.1016/j. anbehav.2010.01.016 71. References Pongra´cz P, Ba´nhegyi P, Miklo´si A´ . When rank counts—dominant dogs learn better from a human dem-
onstrator in a two-action test. Behaviour. 2012; 149: 111–132. https://doi.org/10.1163/
156853912X629148 42. Pongra´cz P, Vida V, Ba´nhegyi P, Miklo´si A. How does dominance rank status affect individual and
social learning performance in the dog (Canis familiaris)? Anim Cogn. 2008; 11: 75–82. https://doi.org/
10.1007/s10071-007-0090-7 PMID: 17492317 43. Schenkel R. Submission: Its features and function in the wolf and dog. Integr Comp Biol. 1967; 7: 319–
329. https://doi.org/10.1093/icb/7.2.319 44. Ottenheimer Carrier L, Cyr A, Anderson RE, Walsh CJ. Exploring the dog park: Relationships between
social behaviours, personality and cortisol in companion dogs. Appl Anim Behav Sci. Elsevier B.V.;
2013; 146: 96–106. https://doi.org/10.1016/j.applanim.2013.04.002 45. Muner Kroll Dantas de Castro M. Assessing the social organization of multi-dog households : Dog
behaviour, hormones, personality, and demographics. Memorial University of Newfoundland. 2017. 46. Cafazzo S, Lazzaroni M, Marshall-Pescini S. Dominance relationships in a family pack of captive arctic
wolves (Canis lupus arctos): the influence of competition for food, age and sex. PeerJ. 2016; 4: e2707. https://doi.org/10.7717/peerj.2707 PMID: 27904806 47. Bonanni R, Cafazzo S, Abis A, Barillari E, Valsecchi P, Natoli E. Age-graded dominance hierarchies
and social tolerance in packs of free-ranging dogs. Behav Ecol. 2017; 28: 1004–1020. https://doi.org/
10.1093/beheco/arx059 48. Cafazzo S, Bonanni R, Valsecchi P, Natoli E. Social variables affecting mate preferences, copulation
and reproductive outcome in a pack of free-ranging dogs. PLoS One. 2014; 9. https://doi.org/10.1371/
journal.pone.0098594 PMID: 24905360 49. Bonanni R, Cafazzo S, Valsecchi P, Natoli E. Effect of affiliative and agonistic relationships on leader-
ship behaviour in free-ranging dogs. Anim Behav. Elsevier Ltd; 2010; 79: 981–991. https://doi.org/10. 1016/j.anbehav.2010.02.021 50. Conradt L, Roper TJ. Consensus decision making in animals. Trends Ecol Evol. 2005; 20: 449–456. https://doi.org/10.1016/j.tree.2005.05.008 PMID: 16701416 15 / 17 PLOS ONE | https://doi.org/10.1371/journal.pone.0227253
January 3, 2020 Demographic variables and personality traits as predictors of perceived dominance status in dogs 51. Conradt L, Roper TJ. Group decision-making in animals. Nature. 2003; 421: 155–158. https://doi.org/
10.1038/nature01294 PMID: 12520299 52. de Waal FBM. Dominance “style” and primate social organization. Comparative Socioecology: The
Behavioural Ecology of Humans and other Mammals. 1989. pp. 243–263. 53. Jones AC. Development and validation of a dog personality questionnaire [Internet]. The University of
Texas at Austin, ProQuest Dissertations Publishing. University of Texas, Austin. 2008. http://ovidsp. ovid.com/ovidweb.cgi?T=JS&PAGE=reference&D=psyc6&NEWS=N&AN=2009-99140-320 54. R Core Team. R: A Language and Environment for Statistical Computing [Internet]. PLOS ONE | https://doi.org/10.1371/journal.pone.0227253
January 3, 2020 References Bradshaw JWS, Blackwell E, Casey RA. Dominance in domestic dogs—A response to Schilder et al. (2014). J Vet Behav Clin Appl Res. Elsevier Inc; 2016; 11: 102–108. https://doi.org/10.1016/j.jveb.2015. 11.008 72. Langley EJG, van Horik JO, Whiteside MA, Madden JR. Group social rank is associated with perfor-
mance on a spatial learning task. R Soc Open Sci. 2018; 5: 1–9. https://doi.org/10.1098/rsos.171475
PMID: 29515866 73. Drea CM, Wallen K. Low-status monkeys “play dumb” when learning in mixed social groups. Proc Natl
Acad Sci U S A. 1999; 96: 12965–9. https://doi.org/10.1073/pnas.96.22.12965 PMID: 10536031 74. De Waal FB. Macaque social culture: development and perpetuation of affiliative networks. J Comp
Psychol. 1996; 110: 147–154. https://doi.org/10.1037/0735-7036.110.2.147 PMID: 8681528 PLOS ONE | https://doi.org/10.1371/journal.pone.0227253
January 3, 2020 16 / 17 Demographic variables and personality traits as predictors of perceived dominance status in dogs 75. Sands J, Creel S, State M, Sands J, Creel S, State M, et al. Social dominance, aggression and faecal
glucocorticoid levels in a wild population of wolves, Canis lupus. Anim Behav. 2004; 67: 387–396. https://doi.org/10.1016/j.anbehav.2003.03.019 76. Silk MJ, Cant MA, Cafazzo S, Natoli E, McDonald RA. Elevated aggression is associated with uncer-
tainty in a network of dog dominance interactions. Proc R Soc B Biol Sci. 2019; 286: 20190536. https://
doi.org/10.1098/rspb.2019.0536 PMID: 31266423 77. Roberts BW, Mroczek D. Personality Trait Change in Adulthood. Curr Dir Psychol Sci. 2008; 17: 31–35. https://doi.org/10.1111/j.1467-8721.2008.00543.x PMID: 19756219 78. King JE, Weiss A, Sisco MM. Aping Humans: Age and Sex Effects in Chimpanzee (Pan troglodytes)
and Human (Homo sapiens) Personality. J Comp Psychol. 2008; 122: 418–427. https://doi.org/10. 1037/a0013125 PMID: 19014265 79. Mech LD. Alpha status, dominance, and division of labor in wolf packs. Can J Zool. 1999; 77: 1196–
1203. https://doi.org/10.1139/z99-099 80. Miklo´si A´ . Dog behaviour, evolution, and cognition [Internet]. Oxford University Press.; 2008. https://
books.google.com/books?id=h9rsmyaywPUC&pgis=1 81. Lindsay S. Handbook of Applied Dog Behavior and Training, Volume Two [Internet]. Lindsay SR, editor. Assessment. Ames, Iowa, USA: Iowa State University Press; 2001. 82. Wallis LJ, Range F, Mu¨ller CA, Serisier S, Huber L, Zso´fi V. Lifespan development of attentiveness in
domestic dogs: drawing parallels with humans. Front Psychol. 2014; 5: 71. https://doi.org/10.3389/
fpsyg.2014.00071 PMID: 24570668 83. Bennett PC, Rohlf VI. Owner-companion dog interactions: Relationships between demographic vari-
ables, potentially problematic behaviours, training engagement and shared activities. Appl Anim Behav
Sci. Elsevier B.V.; 2007; 102: 65–84. https://doi.org/10.1016/j.applanim.2006.03.009 84. Overall KL. PLOS ONE | https://doi.org/10.1371/journal.pone.0227253
January 3, 2020 References Special issue: The “dominance” debate and improved behavioral measures—Articles from
the 2014 CSF/FSF. J Vet Behav Clin Appl Res. Elsevier Ltd; 2016; 11: 1–6. https://doi.org/10.1016/j. jveb.2015.12.004 85. Chase ID, Tovey C, Spangler-Martin D, Manfredonia M. Individual differences versus social dynamics
in the formation of animal dominance hierarchies. Proc Natl Acad Sci. 2002; 99: 5744–5749. https://doi. org/10.1073/pnas.082104199 PMID: 11960030 PLOS ONE | https://doi.org/10.1371/journal.pone.0227253
January 3, 2020 17 / 17
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https://openalex.org/W3198305805
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https://link.springer.com/content/pdf/10.1007/JHEP07(2021)163.pdf
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English
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Critical behavior of the 2d scalar theory: resumming the N8LO perturbative mass gap
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The Journal of high energy physics/The journal of high energy physics
| 2,021
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cc-by
| 7,655
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Published for SISSA by
Springer Received: March 8, 2021
Accepted: July 9, 2021
Published: July 22, 2021 Received: March 8, 2021
Accepted: July 9, 2021
Published: July 22, 2021 Received: March 8, 2021
Accepted: July 9, 2021
Published: July 22, 2021 JHEP07(2021)163 Open Access, c⃝The Authors.
Article funded by SCOAP3. Critical behavior of the 2d scalar theory: resumming
the N8LO perturbative mass gap Gustavo O. Heymans and Marcus Benghi Pinto
Departamento de Física, Universidade Federal de Santa Catarina,
88040-900 Florianópolis, SC, Brazil Gustavo O. Heymans and Marcus Benghi Pinto
Departamento de Física, Universidade Federal de Santa Catarina,
88040-900 Florianópolis, SC, Brazil E-mail: gustavo.olegario@posgrad.ufsc.br, marcus.benghi@ufsc.br E-mail: gustavo.olegario@posgrad.ufsc.br, marcus.benghi@ufsc.br Abstract: We apply the optimized perturbation theory (OPT) to resum the perturbative
series describing the mass gap of the bidimensional φ4 theory in the Z2 symmetric phase. Already at NLO (one loop) the method is capable of generating a quite reasonable non-
perturbative result for the critical coupling. At order-g7 we obtain gc = 2.779(25) which
compares very well with the state of the art N8LO result, gc = 2.807(34). As a novelty
we investigate the supercritical region showing that it contains some useful complimentary
information that can be used in extrapolations to arbitrarily high orders. Keywords: Discrete Symmetries, Nonperturbative Effects Keywords: Discrete Symmetries, Nonperturbative Effects ArXiv ePrint: 2103.00354 Open Access, c⃝The Authors. Article funded by SCOAP3. Open Access, c⃝The Authors. Article funded by SCOAP3. https://doi.org/10.1007/JHEP07(2021)163 Contents
1
Introduction
1
2
Reviewing the perturbative mass gap series
3
3
OPT resummation
5
4
Numerical results at N8LO
7
5
Exploring the supercritical region
9
6
Conclusions
11 1
3
5
7
9
11 JHEP07(2021)163 6
Conclusions 1
Introduction The bidimensional scalar φ4 model describes a simple non integrable super-renormalizable
theory which displays rich phase transition patterns. When the original mass parameter,
m2, is positive the model has a mass gap and remains invariant under the Z2 transfor-
mation φ →−φ as far as one remains within the weak coupling regime. As the coupling
(g) increases the mass gap decreases until the symmetry gets ultimately broken through a
second order phase transition when a critical value, gc, is attained [1, 2]. The case m2 < 0
displays an even richer phase transition structure in which the Z2 symmetry that is broken
for 0 < g < ˜gc gets restored at g = ˜gc through a second order transition [3]. As the coupling
further increases the model returns to the broken phase at g = ˜g′
c. An interesting duality
between the Z2 broken and unbroken phases, which allows to relate the three different crit-
ical couplings, was discovered by Chang [1]. Since its β function vanishes at all orders in
perturbation theory the model represents a conformal field theory at the critical coupling
where it becomes gapless. It then lies within the same universality class as the bidimen-
sional Ising model. These physically appealing characteristics combined with its simplicity
suggest that the strongly coupled bidimensional φ4 model provides an excellent framework
to test how accurately different non-perturbative techniques describe critical parameters
associated with the phase transitions. Indeed, a survey of the literature reveals that meth-
ods such as lattice simulations [4–7], Hamiltonian truncations (HT) [8–17] as well as other
resummation schemes [18] have been recently used to determine the numerical value of
gc for the symmetric (m2 > 0) case. In some of the most recent investigations [19, 20]
the self energy contributions to the physical mass have been perturbatively evaluated up
to the N8LO before being Borel resummed to yield gc = 2.807(34). The availability of
such a perturbative series provides us with an excellent opportunity to test alternative
resummation techniques as those prescribed by variational methods such as the optimized
perturbation theory (OPT) [21, 22] to be considered here. Let us point out that similar – 1 – approximations appear under acronyms such as LDE (linear δ expansion [23]), VPT (varia-
tional perturbation theory [24]), and SPT (screened perturbation theory [25]). 1
Introduction The aim of most of these variational approximations is to resum an originally perturba-
tive series by combining the easiness of perturbative evaluations with some optimization
criterion in order to produce non-perturbative results. In this way the formal evaluations
at each order generally involve only a handful of contributions which is certainly advanta-
geous. A welcome feature is that the renormalization program can then be implemented
by following the perturbative approach discussed in most standard textbooks before non-
perturbative results be produced through optimization. One way to implement this kind
of approximation is to deform the original theory by adding and subtracting a Gaussian
term written in terms of an arbitrary variational (mass) parameter, η, which represents a
Lagrange multiplier. For example, in the case of the φ4 scalar theory to be considered here
one deforms the original theory by shifting the harmonic term m2φ2 →m2φ2 +(1−δ)η2φ2
while multiplying the original couplings by a dummy bookeeping parameter, δ. Then, as
one can easily check, the deformed Lagrangian density interpolates between a free theory
(δ = 0) and the original interacting case (δ = 1). Next, a physical quantity, Φ, is evaluated
perturbatively
in powers of δ up to a given order k producing Φ(k)(δ, η). One then sets
δ = 1 (the original value) and fixes the optimum η by requiring that it satisfies the so called
principle of minimal sensitivity (PMS), (∂Φ)/(∂η)|η = 0 [26, 27]. In most situations this
variational criterion produces non-perturbative results since the optimal η turns out to de-
pend on the couplings in a non trivial way (often, via self consistent relations). In general,
as a result of implementing such a procedure, one can manage to turn a highly divergent
series into a convergent expansion. The method is also known for exactly reproducing
large-N results already at the first non trivial order in many relevant situations [28]. Fi-
nite N non-perturbative corrections are easily taken into account by considering few higher
loop contributions. Another advantage concerns the case of an originally massless theory
for in this case the variational mass also acts as an infra red regulator. A possible concern
regards the OPT convergence properties since arbitrary manipulations of divergent series
can lead to wrong results. 1
Introduction This important question has been addressed in the context
of the anharmonic oscillator [29–31] where a rigorous convergence proof was established
before being generalized to the case of renormalizable quantum field theories [32]. JHEP07(2021)163 The OPT has been successfully employed in many different physical situations in-
volving symmetry breaking and phase transitions. In particular, applications related to
condensed matter physics have shown that by including finite N corrections in a non-
perturbative fashion the method was able to produce very accurate results regarding the
critical dopant concentration in polyacetylene [33], the critical temperature for homoge-
neous Bose gases [34], and the phase diagram of magnetized planar fermionic systems [35]. Applications to high energy physics include the evaluation of quark susceptibilities [36] and
the phase diagram of effective QCD models [37] among others. Regarding gauge theories
at finite temperatures and non vanishing baryonic densities a variant of the method, with
renormalization group properties, has been recently applied to determine the QCD equa-
tion of state for dense hadronic matter at T = 0 [38] and T ̸= 0 [39, 40]. This variant,
which has been originally dubbed renormalization group optimized perturbation theory – 2 – (RGOPT) [41, 42], has produced results which are in excellent agreement with the state of
the art lattice QCD predictions [39, 40]. In the present work the OPT capabilities at strong couplings will be tested primarily
to evaluate gc for the case m2 > 0. With this aim we shall resum the N8LO mass gap
perturbative series which became recently available [20]. Our other goal is to investigate if
some extra useful information can be acquired by exploring the supercritical region. The
work is organized as follows. In the next section we review the N8LO mass gap perturbative
series presented in ref. [20]. In section 3 the OPT method is illustrated with an application
to the mass gap at the two first non trivial orders. Numerical results for gc at N8LO are
obtained in section 4. Then, in section 5, we explore the region where g > gc. Finally, our
conclusions are presented in section 6. JHEP07(2021)163 2
Reviewing the perturbative mass gap series The well known φ4 model is described by the following Z2 invariant Lagrangian density The well known φ4 model is described by the following Z2 invariant Lagrangian density L = 1
2∂µφ∂µφ + m2
2 φ2 + λφ4 . (2.1) (2.1) In 2d, where the theory is super-renormalizable, λ has canonical dimensions [λ] = 2. In this
particular case the coupling is finite so that βλ = 0 at all perturbative orders. Regarding the
two point function the only primitive divergence stems from tadpole (direct) contributions
which do not depend on the external momenta. Hence, no wave function renormalization
is needed. Let us start by reviewing the perturbative evaluation of the physical mass squared. At the lowest perturbative order, an explicit evaluation using dimensional regularization
in the MS scheme gives M2
PT = m2 + λ 3
π
1
ϵ + Lm
+ m2
ct ,
(2.2) (2.2) where we have defined Lm ≡ln µ2
m2 ,
(2.3) (2.3) with µ representing an arbitrary energy scale. Within the MS renormalization scheme only
the pole is eliminated by the counterterm, m2
ct, so that the renormalized physical mass
squared reads
3 M2
PT = m2 + λ 3
πLm . (2.4) (2.4) Requiring this quantity to satisfy the Callan-Symanzik equation Requiring this quantity to satisfy the Callan-Symanzik equation (µ∂µ + βm2∂m2)M2 = 0 ,
(2.5) (2.5) one can fix the mass anomalous dimension to [3] one can fix the mass anomalous dimension to [3] βm2 = −λ 6
π . (2.6) βm2 = −λ 6
π . (2.6) – 3 – – 3 – Therefore, Therefore, m2(µ) = m2(µ0) −λ 3
π ln µ2
µ2
0
,
(2.7) (2.7) where µ0 represents a reference scale. As already emphasized the only primitive divergence
associated with the two point function is the one which appears in eq. (2.2). This means
that by consistently considering the counterterm m2
ct = −λ3/(πϵ) the physical mass squared
will remain finite at any perturbative order. Note also that βm2, as given by eq. (2.6),
remains valid as higher orders are considered. 2
Reviewing the perturbative mass gap series In the case where tadpoles are present the
finite perturbative physical mass squared at O(λ8) reads [20] JHEP07(2021)163 M2
PT = m2 + 3λ
π Lm −9λ2
π2m2 Lm −3λ2
2m2
+
λ3
(m2)2
(
9
π + 63
2π3 ζ(3) + 27
π3 Lm + 9
2πLm + 27
2π3 L2
m
)
−
λ4
(m2)3
(
14.655869(22) +
6 + 5π2 + 14ζ(3)
Lm + 27
2π4
9 + π2
L2
m + 27
π4 L3
m
)
+
λ5
(m2)4
(
65.97308(43) + 51.538171(63)Lm + 81
4π5
36 + 17π2 + 42ζ(3)
L2
m + 81
2π5
11 + π2
L3
m + 243
4π5 L4
m
) + 81
2π6
105 + 37π2 + 84ζ(3)
L3
m + 243
4π6
25 + 2π2
L4
m + 729
5π6 L5
m
) +
λ7
(m2)6
(
2077.703(36) + 1948.682(14)Lm + 828.4327(39)L2
m + 205.20516(19)L3
m + 243
8π7
675 + 197π2 + 420ζ(3)
L4
m + 729
5π5
137 + 10π2
L5
m + 729
5π7 L6
m
) −
λ8
(m2)7
(
13771.04(54) + 13765.22(21)Lm + 6373.657(40)L2
m + 1778.1465(75)L3
m + 323.93839(27)L4
m + 2187
20π8
812 + 207π2 + 420ζ(3)
L5
m
) + 323.93839(27)L4
m + 2187
20π8
812 + 207π2 + 420ζ(3)
L5
m
+ 2187
20π8
147 + 10π2
L6
m + 6561
7π8 L7
m
)
. + 323.93839(27)L4
m + 2187
20π8
812 + 207π2 + 420ζ(3)
L5
m
+ 2187
20π8
147 + 10π2
L6
m + 6561
7π8 L7
m
)
. (2.8) + 2187
20π8
147 + 10π2
L6
m + 6561
7π8 L7
m
)
. (2.8) (2.8) Note that by setting µ = m all Lm dependent (tadpole) terms appearing in eq. (2.8) vanish
and one retrieves the series considered in ref. [19]. However, as we shall explicitly see, these
terms should not be discarded prior to implementing the OPT mass shift. The reason is
that after expanding in powers of δ the Lm terms become ln[µ2/(m2+η2)] eventually giving
non vanishing contributions even if one later chooses µ = m. – 4 – 3
OPT resummation Now, to implement the OPT procedure one considers eq. (2.8) with the following replace-
ments [21] m2(µ) = m2(µ0) −3λ
π ln µ2
µ2
0
−→m2(µ) + η2(1 −δ) = m2(µ0) + η2(1 −δ) −δ3λ
π ln µ2
µ2
0 m2(µ) = m2(µ0) −3λ
π ln µ2
µ2
0
−→m2(µ) + η2(1 −δ) = m2(µ0) + η2(1 −δ) −δ3λ
π ln µ2
µ2
0
λ −→δλ ,
(3.1) (3.1) λ −→δλ , where µ0 is a reference scale. Next, by reexpanding to a given order δ(k) one obtains the
OPT physical mass squared, M2. To understand how the method works it is convenient
to extract the maximum of information in an analytical fashion. This can be achieved by
considering the first two non trivial lowest order contributions given by JHEP07(2021)163 M2(µ) = m2(µ0) −δ3λ
π ln µ2
µ2
0
+ η2(1 −δ) + δ3λ
π ln
µ2
[m(µ0)2 + η2] + δ2
3λη2
π[m(µ0)2 + η2]
−δ2
9λ2
π2[m(µ0)2 + η2] ln
µ2
[m(µ0)2 + η2] + δ2
9λ2
π2[m(µ0)2 + η2] ln µ2
µ2
0
−δ2
3λ2
2[m(µ0)2 + η2] + O(δ3) . (3.2) −δ2
9λ2
π2[m(µ0)2 + η2] ln
µ2
[m(µ0)2 + η2] + δ2
9λ2
π2[m(µ0)2 + η2] ln µ2
µ2
0
−δ2
3λ2
2[m(µ0)2 + η2] + O(δ3) . (3.2) (3.2) −δ2
3λ2
2[m(µ0)2 + η2] + O(δ3) . (3.2) 2[m(µ0)2 + η2] + It is now a trivial matter to rearrange the logarithms to see that at any arbitrary scale, µ′,
the OPT mass can be written as1 M2(µ′) = M2(µ0) where M2(µ0) = m2(µ0) + η2(1 −δ) + δ3λ
π Lη + δ2
3λη2
π[m(µ0)2 + η2] −δ2
9λ2
π2[m(µ0)2 + η2]Lη
−δ2
3λ2
2[m(µ0)2 + η2] + O(δ3) . (3.3) (3.3) The following definition has been used in the previous relation Lη ≡ln
µ2
0
[m(µ0)2 + η2] . (3.4) (3.4) Having understood that the complete standard perturbative renormalization procedure is
not spoiled by the OPT simple replacements we can turn to the optimization procedure. With this aim let us set µ0 = m(µ0) in eq. (3.3) so that our results can be directly compared
to those of ref. [19] (or, equivalently, to those presented in ref. [20] for the particular case
κ = Lm ≡0). Next, let us define the dimensionless coupling g ≡λ
m2 . 3
OPT resummation (3.5) (3.5) Then, in units of m2 the physical mass squared becomes Then, in units of m2 the physical mass squared becomes M2
m2 = 1+ η2
m2 (1−δ)+δ3g
π Lη+δ2
1
(1+η2/m2)
"
g 3η2
πm2 −g2 9
π2 Lη−g2 3
2
#
+O(δ3). (3.6) (3.6) 1As in the purely perturbative case this feature remains valid as higher order contributions are considered. 1As in the purely perturbative case this feature remains valid as higher order contributions are considered. – 5 – 0.0
0.5
1.0
1.5
2.0
2.5
-0.5
0.0
0.5
1.0
g
M²/m² 0.0
0.5
1.0
1.5
2.0
2.5
-0.5
0.0
0.5
1.0
g
M²/m²
Figure 1. The physical mass squared, in units of m2, as a function of g obtained with standard
PT (dashed line) and OPT (continuous line) at the two loop level. The critical couplings occur at
gc =
p
2/3 = 0.82 (PT) and gc = 1.511 (OPT). Figure 1. The physical mass squared, in units of m2, as a function of g obtained with standard
PT (dashed line) and OPT (continuous line) at the two loop level. The critical couplings occur at
gc =
p
2/3 = 0.82 (PT) and gc = 1.511 (OPT). JHEP07(2021)163 At order-δ the optimal solution is just η = 0 implying that the trivial perturbative solution
M2/m2 = 1 is recovered. A non trivial result is obtained at order-δ2 where, after setting
δ = 1 and applying the variational criterion [26, 27] At order-δ the optimal solution is just η = 0 implying that the trivial perturbative solution
M2/m2 = 1 is recovered. A non trivial result is obtained at order-δ2 where, after setting
δ = 1 and applying the variational criterion [26, 27] ∂M2
∂η
η = 0 ,
(3.7) (3.7) to eq. (3.6), one obtains as solutions the trivial η = 0 as well as the highly non-perturbative
relation η2 = m2
"
3g
π W
π exp[1 + π/(3g) + π2/6]
3g
! −1
#
,
(3.8) (3.8) where W represents the Lambert-W function. Remark that exactly at g = 0 the non trivial
solution, eq. (3.8), would give η2 = −m2 leading to divergences but obviously in this case
one has a free theory and the optimal mass is just η = 0. 3
OPT resummation Figure 1 compares the OPT
result for M2(g) with the standard PT prediction at order-g2 (two loop level) showing that
a second order quantum transition takes place when M2(gc) = 0. Before pushing the evaluation of M2 to higher orders it is important to remark that
the authors of ref. [20] noticed that by resumming the series for M, instead of the one for
M2, much better results could be obtained due to the fact that M approaches the critical
point smoothly. Therefore, for comparison purposes, we shall also resum this quantity to
determine gc from the condition M(gc) = 0. After taking the square root of eq. (2.8),
reexpanding to order λ8, and carrying out the OPT replacements represented by eqs. (3.1)
one easily obtains the OPT series up to order-δ8. As we did in the M2 case let us start by
considering M expanded to order-δ2. The explicit result reads M
m =
q
1 + η2/m2 −δ
1
2
p
1 + η2/m2
η2
m2 −g 3
πLη
! −δ2
η2
m2(1 + η2/m2)3/2
"
η2
8m2 −g 1
2π
3 + 1
2Lη
#
−δ2g2
3
(1 + η2/m2)3/2
1
4 +
3
2π2 Lη
1 + 1
4Lη
+ O(δ3) . (3.9) (3.9) – 6 – – 6 – O(3)
O(1)
O(5)
O(7)
O(2)
O(4)
O(6)
O(8)
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
0.0
0.5
1.0
1.5
2.0
2.5
3.0
g
η/m
Figure 2. The optimized variational mass, in units of m, as a function of g obtained by resumming
M (odd orders) and M 2 (even orders). O(3)
O(1)
O(5)
O(7)
O(2)
O(4)
O(6)
O(8)
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
0.0
0.5
1.0
1.5
2.0
2.5
3.0
g
η/m Figure 2. The optimized variational mass, in units of m, as a function of g obtained by resumming
M (odd orders) and M 2 (even orders). JHEP07(2021)163 After setting δ = 1 and applying the PMS condition one immediately notices that, contrary
to what happens when resumming M2, optimizing M at order-δ yields η = 0 together with
the non trivial result η2 = m2
3g
π W
π exp[2 + π/(3g)]
3g
−1
,
(3.10) (3.10) which is rather similar to the optimal mass obtained by resumming the squared mass at
order-δ2. 3
OPT resummation However, in opposition to what happens in the M2 case, the optimization of M
does not furnish a non trivial real result at order-δ2. Then, injecting η as given by eq. (3.10)
back into eq. (3.9) at O(δ) yields gc = 3.760. Although numerically not so accurate (e.g.,
when compared to gc = 2.807(34) of ref. [19]), this is still a quite remarkable result given
that it has been generated by resumming only a simple one loop contribution. This result
also emphasizes the crucial role played by the OPT tadpole terms Lη which, in contrast to
purely perturbative Lm, survive the scale choice µ = m. 4
Numerical results at N8LO Now, by following the steps which led to the order-δ2 mass gap result it is a simple matter
to consider higher order corrections up to O(δ8) starting from the perturbative result,
eq. (2.8). The whole procedure can be easily carried out in a numerical fashion. Exactly as
it happened at NLO it turns out that real solutions for η can only be obtained at even(odd)
orders when M2(M) is optimized. The complete set of results for the optimal η is displayed
in figure 2. Using the results for η at even orders one can then investigate the physical
mass squared to determine the critical coupling from M2(gc) = 0 as figure 3 illustrates. At the same time, at odd orders the critical coupling value should be determined from
the condition M(gc) = 0. Figure 4 shows M(g) indicating that the value of gc decreases as
more orders are considered in opposition to what happens when M2 is resummed. Table 1 compares the OPT predicted values for M(g), at some representative cou-
pling values, with those furnished by Hamiltonian truncations [13, 14] and Borel resumma-
tion [19]. The comparison indicates a particularly good agreement between our results and
those from ref. [19]. As far as the critical coupling value is concerned figure 5 compares the
OPT predictions, at different δ orders, with the state of the art result obtained in ref. [19]. – 7 – 0.0
0.5
1.0
1.5
2.0
2.5
3.0
-0.5
0.0
0.5
1.0
g
M²/m²
O(2)
O(4)
O(6)
O(8)
1.4
1.6
1.8
2.0
2.2
2.4
-0.2
-0.1
0.0
0.1
0.2
g
M²/m²
Figure 3. Left panel: the physical mass squared, in units of m2, as a function of g at even orders. Right panel: same as the left panel but zoomed. 0.0
0.5
1.0
1.5
2.0
2.5
3.0
-0.5
0.0
0.5
1.0
g
M²/m² O(2)
O(4)
O(6)
O(8)
1.4
1.6
1.8
2.0
2.2
2.4
-0.2
-0.1
0.0
0.1
0.2
g
M²/m² Figure 3. Left panel: the physical mass squared, in units of m2, as a function of g at even orders. Right panel: same as the left panel but zoomed. 4
Numerical results at N8LO JHEP07(2021)163 O(1)
O(3)
O(5)
O(7)
2.6
2.8
3.0
3.2
3.4
3.6
3.8
-0.2
-0.1
0.0
0.1
0.2
g
M/m 0
1
2
3
4
-0.5
0.0
0.5
1.0
g
M/m
O(1)
O(3)
O(5)
O(7)
2.6
2.8
3.0
3.2
3.4
3.6
3.8
-0.2
-0.1
0.0
0.1
0.2
g
M/m
Figure 4. Left panel: the physical mass, in units of m, as a function of g at odd orders. Right
panel: same as the left panel but zoomed. 0
1
2
3
4
-0.5
0.0
0.5
1.0
g
M/m M/m Figure 4. Left panel: the physical mass, in units of m, as a function of g at odd orders. Right
panel: same as the left panel but zoomed. g
M(g)
Ref. 0.979733(5)
[13, 14]
0.02
0.9797313(4)
[19]
0.9797315(1)
this work
0.7494(2)
[13, 14]
1
0.7507(5)
[19]
0.750520(2)
this work
0.345(2)
[13, 14]
2
0.357(5)
[19]
0.352838(14)
this work
Table 1. Comparing some OPT values for M(g), in units of m, with those predicted by Hamiltonian
truncations [13, 14] and Borel resummation [19]. Table 1. Comparing some OPT values for M(g), in units of m, with those predicted by Hamiltonian
truncations [13, 14] and Borel resummation [19]. The figure clearly indicates that also within the OPT resumming M produces a much faster
convergence than resumming M2. The actual numerical values are presented in table 2. Not surprizingly, in comparison with gc = 2.807(34), our most accurate prediction happens
at N7LO which represents the highest available odd order for which M can be optimized
in the present work. – 8 – ⨯
⨯
⨯
⨯
·
·
·
·
1
2
3
4
5
6
7
8
1
2
3
4
Order
gc
Figure 5. Order by order predictions for the critical coupling. The dots correspond to values ob-
tained by resumming M at odd orders while the crosses represent the values obtained by resumming
M 2 at even orders. The straight line represents the prediction gc = 2.807(34) obtained in ref. [19]
by resumming M to N8LO. ⨯
⨯
⨯
⨯
·
·
·
·
1
2
3
4
5
6
7
8
1
2
3
4
Order
gc Order JHEP07(2021)163 Figure 5. Order by order predictions for the critical coupling. The dots correspond to values ob-
tained by resumming M at odd orders while the crosses represent the values obtained by resumming
M 2 at even orders. 4
Numerical results at N8LO The straight line represents the prediction gc = 2.807(34) obtained in ref. [19]
by resumming M to N8LO. Resummed M
Resummed M2
order
gc
order
gc
1
3.76015
2
1.51147
3
2.89809
4
1.98859
5
2.80400
6
2.21970
7
2.77947
8
2.37301
Table 2. Critical couplings obtained from the OPT resummation of M(M 2) at odd(even) orders. Table 2. Critical couplings obtained from the OPT resummation of M(M 2) at odd(even) orders. Table 2. Critical couplings obtained from the OPT resummation of M(M 2) at odd(even) orders. 5
Exploring the supercritical region Left panel: the physical mass squared, in units of m2, as a function of g at even orders. For clarity the order-g2 result is not shown in this panel. Right panel: location of the minima from
O(2) to O(8) (light dots). The dark dot locates the extrapolated minimum corresponding to an
arbitrarily high order. Table 3. The first and second critical points, g(w)
c
and g(s)
c , from resumming M 2. ●
●
●
●
O(4)
O(6)
O(8)
0
1
2
3
4
5
6
7
-0.5
0.0
0.5
1.0
g
M²/m²
●
●
●
●
●
4
6
8
10
12
-5
-4
-3
-2
-1
0
g
M²/m²
Figure 6. Left panel: the physical mass squared, in units of m2, as a function of g at even orders. For clarity the order-g2 result is not shown in this panel. Right panel: location of the minima from
O(2) to O(8) (light dots). The dark dot locates the extrapolated minimum corresponding to an
arbitrarily high order. ●
●
●
●
O(4)
O(6)
O(8)
0
1
2
3
4
5
6
7
-0.5
0.0
0.5
1.0
g
M²/m² ●
●
●
●
●
4
6
8
10
12
-5
-4
-3
-2
-1
0
g
M²/m² JHEP07(2021)163 Figure 6. Left panel: the physical mass squared, in units of m2, as a function of g at even orders. For clarity the order-g2 result is not shown in this panel. Right panel: location of the minima from
O(2) to O(8) (light dots). The dark dot locates the extrapolated minimum corresponding to an
arbitrarily high order. indeed the transition associated with g(s)
c
emerges as an artifact of our approximation the
difference between g(s)
c
and g(w)
c
should further increase until g(s)
c
eventually disappears, as
higher orders are considered. However, table 3 reveals that at increasing orders the difference between the two critical
coupling values decreases reaching g(s)
c
≃1.5g(w)
c
at N8LO. As a digression we note that,
physically, the supercritical scenario observed in figure 6 reminds us of a reentrant phase
which is a characteristic of many condensed matter systems. One of the best known
examples is the symmetry pattern observed in potassium sodium tartrate tetrahydrate
most commonly known as the Rochelle salt which, as the temperature increases, goes
from a more symmetric orthorhombic crystalline structure to a less symmetric monoclinic
structure at T ≃255 K [45]. 5
Exploring the supercritical region Having established the reliability of the OPT as an efficient resummation tool let us now
investigate what happens at coupling values greater than gc ≡g(w)
c
which represents a
(supercritical) region that has been seldom explored. Our motivation stems from a very
recent investigation [43] in the three dimensional case where the authors observed that a
second transition, leading back to the symmetric phase, could in principle occur at some
coupling value, g(s)
c , greater than g(w)
c
. This intriguing possibility (which in that work occurs
within a particular renormalization scheme) has not been fully explored in ref. [43] because
g(s)
c
is reached after the theory has passed a phase transition. In this case, resummations of
perturbative series are not guaranteed to work since g(w)
c
represents a non analytical point. Despite of that we shall see that by exploring this region one gets extra information that can
be used to further improve convergence properties. To do that let us consider once again
the physical mass squared, M2, since this quantity is often taken to represent the order
parameter in studies related to phase transitions in scalar models [44] while M does not
have a clear physical interpretation beyond gc. Our NNLO result suggests that after being
broken at g(w)
c
the Z2 symmetry could get restored at a higher value, g(s)
c . Since at this
first non trivial order g(s)
c
≃14g(w)
c
one could dismiss the second transition on the grounds
that it takes place at far too high couplings where the resummation is possibly less effective
as already emphasized. Within this point of view it would be reasonable to expect that if – 9 – Order
g(w)
c
g(s)
c
2
1.51
21.4
4
1.98
5.89
6
2.21
4.16
8
2.37
3.53
Table 3. The first and second critical points, g(w)
c
and g(s)
c , from resumming M 2. 4
1.98
5.89
6
2.21
4.16
8
2.37
3.53
Table 3. The first and second critical points, g(w)
c
and g(s)
c , from resumming M 2. ●
●
●
●
O(4)
O(6)
O(8)
0
1
2
3
4
5
6
7
-0.5
0.0
0.5
1.0
g
M²/m²
●
●
●
●
●
4
6
8
10
12
-5
-4
-3
-2
-1
0
g
M²/m²
Figure 6. 5
Exploring the supercritical region To see that let us first recall that, as seen
in the previous section, resumming M seems to be more effective than resumming M2. Next, let us refer again to figure 6 to point out that each curve presents a minimum lying
within the g(w)
c
−g(s)
c
interval. As one considers more perturbative contributions both, the
interval and |M2|, decrease so it is plausible that at arbitrarily high orders the exact (and
unique) critical value is the one which satisfies g(w)
c
= g(s)
c
≡gc. Assuming that this is true one can use the low order results to estimate the critical
coupling value at arbitrarily high orders through a simple extrapolation (see right panel
of figure 6). By interpolating over the four available (even) orders we predict gc = 2.785
as the extrapolated value. This simple exercise shows that although M2 displays a much
slower convergence than M one can nevertheless use the information contained within the
supercritical region to substantially improve the resummation of the physical mass squared. Table 4 compares our best results with the most recent predictions for the critical coupling. Before closing this section it is important to emphasize that one should not interpret
our extrapolated value, gc = 2.785, as representing the exact one given that it has been
obtained through a very simple numerical extrapolation procedure. Rather, one should
take this estimate as an indication that the physical mass squared can also be used to
predict accurate critical coupling values provided that one uses the information stored
within the supercritical region to accelerate convergence. 5
Exploring the supercritical region It then returns to be orthorhombic phase at T ≃297 K, till it
melts at T ≃348 K therefore exhibiting intermediary inverse symmetry breaking through
a reentrant phase (see ref. [46] for a detailed list of different materials exhibiting this
phenomenon). Naively, figure 6 could then lead us to think that a similar situation takes
place in the present bidimensional case where, instead of the temperature, the coupling
drives the (quantum) transition. However, although physically interesting, this exotic
phase transition pattern is unlikely to emerge within the bidimensional φ4 model since our
present investigation of M, at odd orders, indicates only one value at which M(gc) = 0. Moreover, the existence of a unique critical coupling is also supported by other robust
investigations [13, 14, 19, 20]. Then, in the light of these results, we shall not assume
that a reentrant transition really takes place within the simple theory being studied here – 10 – Method
Year, ref. gc
Lattice Monte Carlo
2009, [48]
2.70+0.025
−0.013
Uniform matrix product states
2013, [5]
2.766(5)
Lattice Monte Carlo
2015, [4]
2.788(15)(8)
Resummed perturbation theory
2015, [49]
2.75(1)
LO renormalized HT
2015, [8]
2.97(14)
raw HT
2016, [10]
2.78(6)
NLO-HT
2017, [14]
2.76(3)
Borel resummation
2018, [19]
2.807(34)
OPT optimal M to N7LO
2021, This work
2.779(25)
OPT optimal (extrapolated) M2
2021, This work
2.785
Table 4. Summary of recent predictions. JHEP07(2021)163 Table 4. Summary of recent predictions. (in opposition to what happens in some O(N) × O(N) scalar models [47]). Nevertheless,
even when this pragmatic view is adopted the supercritical region may still offer interesting
possibilities regarding high order extrapolations. To see that let us first recall that, as seen
in the previous section, resumming M seems to be more effective than resumming M2. Next, let us refer again to figure 6 to point out that each curve presents a minimum lying
within the g(w)
c
−g(s)
c
interval. As one considers more perturbative contributions both, the
interval and |M2|, decrease so it is plausible that at arbitrarily high orders the exact (and
unique) critical value is the one which satisfies g(w)
c
= g(s)
c
≡gc. (in opposition to what happens in some O(N) × O(N) scalar models [47]). Nevertheless,
even when this pragmatic view is adopted the supercritical region may still offer interesting
possibilities regarding high order extrapolations. 6
Conclusions We have applied the OPT method to the bidimensional φ4 model in order to resum the
N8LO perturbative series representing the mass gap within the MS renormalization scheme. Our main goal was to evaluate the numerical value of the critical coupling, gc, at which a
second order phase transition signals the breaking of the Z2 symmetry. When the physical – 11 – mass squared is considered the OPT optimization criterion has real solutions only at even
orders. In this case, the value gc = 1.511 found at NNLO increases as higher orders
are considered reaching the value gc = 2.373 at N8LO. Following ref. [19] we have also
resummed the series representing the mass, M, observing that for this quantity the OPT
optimization criterion has real solutions only at odd orders. Our investigation confirms
that in this case a better convergence is achieved: as higher orders are considered, the
value gc = 3.760 found at NLO decreases to gc = 2.779 at N7LO. It turns out that the
latter value is in excellent agreement with the state of the art N8LO result, gc = 2.807(34),
obtained in ref. [19] where M was (Borel) resummed. Our prediction also agrees very well with results obtained with methods such as Hamil-
tonian truncation [8, 10, 14], lattice Monte Carlo [4, 48] and matrix product states [5] which
predict gc to lie within the range 2.75–2.788. As emphasized in the text, the logarithmic
terms of the form ln(µ2/m2) which are associated with tadpole contributions must be
included in the perturbative evaluation (prior to the OPT resummation) even when one
later decides to set µ = m. The reason is that within the OPT these terms become
ln[µ2/(m2+η2)] so that even when µ = m the logarithms give important contributions as we
have explicitly observed when resumming M at NLO. In this case, an order-g logarithmic
term was crucial to generate a highly non-perturbative variational mass allowing us to show
that a decent prediction for gc can readily be obtained even when only a simple tadpole
contribution is considered. JHEP07(2021)163 Motivated by some recent observations [43] we have investigated the physical mass
squared behavior in the supercritical domain. As a novelty, the present work shows that this
(often neglected) region contains useful information which allows for high order extrapola-
tions to be performed. 6
Conclusions Indeed, applying our extrapolation method to M2 has substantially
improved the N8LO prediction generating values which are compatible with the OPT re-
summation of M, at N7LO, as well as with other recent estimates. The present application
demonstrates how a purely perturbative series can be efficiently resummed by the OPT
procedure. Acknowledgments We thank the authors of ref. [19] for sending us some of their numerical data and for
valuable comments. We are also grateful to Jean-Loïc Kneur, Rudnei Ramos and Paul
Romatschke for related discussions. M.B.P. is partially supported by Conselho Nacional
de Desenvolvimento Científico e Tecnológico (CNPq-Brazil), Process No 303846/2017-8
and by Coordenação de Aperfeiçoamento de Pessoal de Nível Superior — (CAPES-Brazil)
— Finance Code 001. G.O.H. thanks Coordenação de Aperfeiçoamento de Pessoal de Nível
Superior — (CAPES-Brazil) for a MSc scholarship. This work has also been financed in
part by Instituto Nacional de Ciência e Tecnologia de Física Nuclear e Aplicações (INCT-
FNA), Process No. 464898/2014-5. Open Access. This article is distributed under the terms of the Creative Commons
Attribution License (CC-BY 4.0), which permits any use, distribution and reproduction in
any medium, provided the original author(s) and source are credited. – 12 – References [1] S.-J. Chang, Existence of a second-order phase transition in a two-dimensional ϕ4 field
theory, Phys. Rev. D 13 (1976) 2778 [Erratum ibid. 16 (1977) 1979] [INSPIRE]. [2] B. Simon and R.B. Griffiths, The (φ4)2 field theory as a classical Ising model, Commun. Math. Phys. 33 (1973) 145 [INSPIRE]. [3] M. Serone, G. Spada and G. Villadoro, λφ4
2 theory — Part II. the broken phase beyond
NNNN(NNNN)LO, JHEP 05 (2019) 047 [arXiv:1901.05023] [INSPIRE]. [4] A. Milsted, J. Haegeman and T.J. Osborne, Matrix product states and variational methods
applied to critical quantum field theory, Phys. Rev. D 88 (2013) 085030 [arXiv:1302.5582]
[INSPIRE]. JHEP07(2021)163 [5] P. Bosetti, B. De Palma and M. Guagnelli, Monte Carlo determination of the critical
coupling in φ4
2 theory, Phys. Rev. D 92 (2015) 034509 [arXiv:1506.08587] [INSPIRE]. [6] S. Bronzin, B. De Palma and M. Guagnelli, New Monte Carlo determination of the critical
coupling in φ4
2 theory, Phys. Rev. D 99 (2019) 034508 [arXiv:1807.03381] [INSPIRE]. [7] D. Kadoh, Y. Kuramashi, Y. Nakamura, R. Sakai, S. Takeda and Y. Yoshimura, Tensor
network analysis of critical coupling in two dimensional φ4 theory, JHEP 05 (2019) 184
[arXiv:1811.12376] [INSPIRE]. [8] S. Rychkov and L.G. Vitale, Hamiltonian truncation study of the φ4 theory in two
dimensions, Phys. Rev. D 91 (2015) 085011 [arXiv:1412.3460] [INSPIRE]. [9] S. Rychkov and L.G. Vitale, Hamiltonian truncation study of the φ4 theory in two
dimensions. II. The Z2-broken phase and the Chang duality, Phys. Rev. D 93 (2016) 065014
[arXiv:1512.00493] [INSPIRE]. [10] Z. Bajnok and M. Lajer, Truncated Hilbert space approach to the 2d φ4 theory, JHEP 10
(2016) 050 [arXiv:1512.06901] [INSPIRE]. [11] M. Burkardt, S.S. Chabysheva and J.R. Hiller, Two-dimensional light-front φ4 theory in a
symmetric polynomial basis, Phys. Rev. D 94 (2016) 065006 [arXiv:1607.00026] [INSPIRE]. [12] N. Anand, V.X. Genest, E. Katz, Z.U. Khandker and M.T. Walters, RG flow from φ4 theory
to the 2D Ising model, JHEP 08 (2017) 056 [arXiv:1704.04500] [INSPIRE]. [13] J. Elias-Miro, S. Rychkov and L.G. Vitale, High-Precision Calculations in Strongly Coupled
Quantum Field Theory with Next-to-Leading-Order Renormalized Hamiltonian Truncation,
JHEP 10 (2017) 213 [arXiv:1706.06121] [INSPIRE]. [14] J. Elias-Miro, S. Rychkov and L.G. Vitale, NLO Renormalization in the Hamiltonian
Truncation, Phys. Rev. D 96 (2017) 065024 [arXiv:1706.09929] [INSPIRE]. [15] A.L. Fitzpatrick, J. Kaplan, E. Katz, L.G. Vitale and M.T. Walters, Lightcone effective
Hamiltonians and RG flows, JHEP 08 (2018) 120 [arXiv:1803.10793] [INSPIRE]. [16] S.S. Chabysheva and J.R. References Hiller, Transitioning from equal-time to light-front quantization in
φ4
2, Phys. Rev. D 102 (2020) 116010 [arXiv:1811.01685] [INSPIRE]. [16] S.S. Chabysheva and J.R. Hiller, Transitioning from equal-time to light-front quantization in
φ4
2, Phys. Rev. D 102 (2020) 116010 [arXiv:1811.01685] [INSPIRE]. [17] A.L. Fitzpatrick, E. Katz and M.T. Walters, Nonperturbative Matching Between Equal-Time
and Lightcone Quantization, JHEP 10 (2020) 092 [arXiv:1812.08177] [INSPIRE]. [17] A.L. Fitzpatrick, E. Katz and M.T. Walters, Nonperturbative Matching Between Equal-Time
and Lightcone Quantization, JHEP 10 (2020) 092 [arXiv:1812.08177] [INSPIRE]. [18] P. Romatschke, Simple non-perturbative resummation schemes beyond mean-field: case study
for scalar φ4 theory in 1+1 dimensions, JHEP 03 (2019) 149 [arXiv:1901.05483] [INSPIRE]. [18] P. Romatschke, Simple non-perturbative resummation schemes beyond mean-field: case study
for scalar φ4 theory in 1+1 dimensions, JHEP 03 (2019) 149 [arXiv:1901.05483] [INSPIRE]. – 13 – [19] M. Serone, G. Spada and G. Villadoro, λφ4 Theory I: The Symmetric Phase Beyond
NNNNNNNNLO, JHEP 08 (2018) 148 [arXiv:1805.05882] [INSPIRE]. [20] G. Sberveglieri, M. Serone and G. Spada, Renormalization scheme dependence, RG flow, and
Borel summability in φ4 Theories in d < 4, Phys. Rev. D 100 (2019) 045008
[arXiv:1905.02122] [INSPIRE]. [21] A. Okopińska, Nonstandard expansion techniques for the effective potential in λϕ4 quantum
field theory, Phys. Rev. D 35 (1987) 1835 [INSPIRE]. [22] H. Yamada, Spontaneous symmetry breaking in QCD, Z. Phys. C 59 (1993) 67 [INSPIRE]. [22] H. Yamada, Spontaneous symmetry breaking in QCD, Z. Phys. C 59 (1993) 67 [INSPIRE]. [23] A Duncan and H F Jones Interpolating Lagrangians and U(1) Gauge Theory on the Lattice [22] H. Yamada, Spontaneous symmetry breaking in QCD, Z. Phys. C 59 (1993) 67 [INSPIRE]. [23] A. Duncan and H.F. Jones, Interpolating Lagrangians and U(1) Gauge Theory on the Lattice,
Nucl. Phys. B 320 (1989) 189 [INSPIRE]. [23] A. Duncan and H.F. Jones, Interpolating Lagrangians and U(1) Gauge Theory on the Lattic
Nucl. Phys. B 320 (1989) 189 [INSPIRE]. JHEP07(2021)163 [24] R.P. Feynman and H. Kleinert, Effective Classical Partition Functions, Phys. Rev. A 34
(1986) 5080 [INSPIRE]. [25] F. Karsch, A. Patkos and P. Petreczky, Screened perturbation theory, Phys. Lett. B 401
(1997) 69 [hep-ph/9702376] [INSPIRE]. [26] P.M. Stevenson, Optimized Perturbation Theory, Phys. Rev. D 23 (1981) 2916 [INSPIRE]. [27] P. Stevenson, Sense and Nonsense in the Renormalization Scheme Dependence Problem,
Nucl. Phys. B 203 (1982) 472 [INSPIRE]. [28] S.K. Gandhi, H.F. Jones and M.B. Pinto, The δ-expansion in the large-N limit, Nucl. Phys. References B 359 (1991) 429 [INSPIRE]. [29] R. Guida, K. Konishi and H. Suzuki, Improved convergence proof of the delta expansion and
order dependent mappings, Annals Phys. 249 (1996) 109 [hep-th/9505084] [INSPIRE]. [30] B. Bellet, P. Garcia and A. Neveu, Convergent sequences of perturbative approximations for
the anharmonic oscillator. 1. Harmonic approach, Int. J. Mod. Phys. A 11 (1996) 5587
[hep-th/9507155] [INSPIRE]. [31] B. Bellet, P. Garcia and A. Neveu, Convergent sequences of perturbative approximations for
the anharmonic oscillator. 2. Compact time approach, Int. J. Mod. Phys. A 11 (1996) 5607
[hep-th/9507156] [INSPIRE]. [32] J.L. Kneur and D. Reynaud, (Borel) convergence of the variationally improved mass
expansion and the O(N) Gross-Neveu model mass gap, Phys. Rev. D 66 (2002) 085020
[hep-th/0205133] [INSPIRE]. [33] H. Caldas, J.L. Kneur, M.B. Pinto and R.O. Ramos, Critical dopant concentration in
polyacetylene and phase diagram from a continuous four-Fermi model, Phys. Rev. B 77
(2008) 205109 [arXiv:0804.2675] [INSPIRE]. [34] J.-L. Kneur, A. Neveu and M.B. Pinto, Improved optimization of perturbation theory:
Applications to the oscillator energy levels and Bose-Einstein condensate critical
temperature, Phys. Rev. A 69 (2004) 053624 [cond-mat/0401324] [INSPIRE]. [35] J.-L. Kneur, M.B. Pinto and R.O. Ramos, Phase diagram of the magnetized planar
Gross-Neveu model beyond the large-N approximation, Phys. Rev. D 88 (2013) 045005
[arXiv:1306.2933] [INSPIRE]. [36] T.E. Restrepo, J.C. Macias, M.B. Pinto and G.N. Ferrari, Dynamical Generation of a
Repulsive Vector Contribution to the Quark Pressure, Phys. Rev. D 91 (2015) 065017
[arXiv:1412.3074] [INSPIRE]. – 14 – [37] L. Ferroni, V. Koch and M.B. Pinto, Multiple Critical Points in Effective Quark Models,
Phys. Rev. C 82 (2010) 055205 [arXiv:1007.4721] [INSPIRE]. [38] J.-L. Kneur, M.B. Pinto and T.E. Restrepo, Renormalization group improved pressure for
cold and dense QCD, Phys. Rev. D 100 (2019) 114006 [arXiv:1908.08363] [INSPIRE]. [39] J.-L. Kneur, M.B. Pinto and T.E. Restrepo, QCD pressure: renormalization group optimized
perturbation theory confronts lattice, arXiv:2101.02124 [INSPIRE]. [40] J.-L. Kneur, M.B. Pinto and T.E. Restrepo, Renormalization group improved pressure for
hot and dense quark matter, arXiv:2101.08240 [INSPIRE]. [41] J.L. Kneur and A. Neveu, Renormalization Group Improved Optimized Perturbation Theory:
Revisiting the Mass Gap of the O(2N) Gross-Neveu Model, Phys. Rev. D 81 (2010) 125012
[arXiv:1004.4834] [INSPIRE]. JHEP07(2021)163 JHEP07(2021)163 [42] J.-L. Kneur and A. Neveu, αS from Fπ and Renormalization Group Optimized Perturbation
Theory, Phys. Rev. D 88 (2013) 074025 [arXiv:1305.6910] [INSPIRE]. [43] G. Sberveglieri, M. Serone and G. References Spada, Self-Dualities and Renormalization Dependence of
the Phase Diagram in 3d O(N) Vector Models, JHEP 02 (2021) 098 [arXiv:2010.09737]
[INSPIRE]. [44] M.B. Pinto and R.O. Ramos, High temperature resummation in the linear δ expansion, Phys. Rev. D 60 (1999) 105005 [hep-ph/9903353] [INSPIRE]. [45] F. Jona and G. Shirane, Ferroeletric Crystals, Monographs in Solid State Physics, Pergamon
Press, Oxford U.K. (1962). [46] N. Schupper and N.M. Shnerb, Inverse melting and inverse freezing: A spin model, Phys. Rev. E 72 (2005) 046107 [cond-mat/0502033]. [47] M.B. Pinto, R.O. Ramos and J.E. Parreira, Phase transition patterns in relativistic and
nonrelativistic multi-scalar-field models, Phys. Rev. D 71 (2005) 123519 [hep-th/0506131]
[INSPIRE]. [48] D. Schaich and W. Loinaz, An Improved lattice measurement of the critical coupling in φ4
2
theory, Phys. Rev. D 79 (2009) 056008 [arXiv:0902.0045] [INSPIRE]. [49] A. Pelissetto and E. Vicari, Critical mass renormalization in renormalized φ4 theories in two
and three dimensions, Phys. Lett. B 751 (2015) 532 [arXiv:1508.00989] [INSPIRE]. [49] A. Pelissetto and E. Vicari, Critical mass renormalization in renormalized φ4 theories in two
and three dimensions, Phys. Lett. B 751 (2015) 532 [arXiv:1508.00989] [INSPIRE]. – 15 –
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ANALYSIS OF THE METHODS FOR REGISTRATION OF IMAGES RECEIVED FROM THE INFORMATION SYSTEMS OF NON-MOTORIZED AIRCRAFTS
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IJASOS- International E-Journal of Advances in Social Sciences, Vol. V, Issue 15, December 2019
ANALYSIS OF THE METHODS FOR REGISTRATION OF IMAGES
RECEIVED FROM THE INFORMATION SYSTEMS OF NON-MOTORIZED
AIRCRAFTS
Venelin Terziev1 and Teodora Petrova2
1
Full Member of the Russian Academy of Natural History, Professor, Eng., D.Sc. (National
Security), D.Sc. (Economics), D.Sc. (Social Activities), Ph.D., Russian Academy of Natural History,
Moscow, Russia, Vasil Levski National Military University, Veliko Tarnovo, Bulgaria University of
Rousse, Rousse, Bulgaria, terziev@skmat.com
2
Assoc. Prof. Ph.D., Faculty of Aviation, Vasil Levski National Military University, Dolna Mitropoliya,
District Pleven, Bulgaria, teodorapetrova33@abv.bg
Abstract
The non-motorized air systems for intelligence, monitoring and control of the earth surface have gained
currency and are used for various tactic flight’s tasks and missions. The non-motorized aircrafts (NMA) and
the air-monitoring systems that include board and land part are key elements of these systems. The world
experience in using NMA for these uses shows that they are most suitable where the exploitation conditions
are very extreme and there is an unacceptable risk for operations of piloted aviation. Such are intelligence
and observation of strictly guarded sites, zones, where military operations are conducted as well as regions
with large scale fires and floods. The use of people in these conditions is connected with actual threat for
their lives and practically, NMA as a tool for collecting and processing of information is irreplaceable.
Keywords: registration of images, methods, information systems, non-motorized aircrafts.
1. INTRODUCTION
The non-motorized aircrafts find wider and wider application in the recent years for solving wide range of
tasks in military science, ecology, environment monitoring, calamities and averages. Non-motorized aircraft
systems for intelligence, monitoring and control of the earth surface have gained wide distribution and are
used in various tactic flight’s tasks and missions. Key elements of these systems are the non-motorized
aircrafts (NMA) and the systems for air monitoring that include board and land part. The world experience in
using NMA for these uses shows that they are most suitable where the exploitation conditions are very
extreme and there is an unacceptable risk for operations of piloted aviation. Such are intelligence and
observation of strictly guarded sites, zones, where military operations are conducted as well as regions with
large scale fires and floods. The use of people in these conditions is connected to actual threat for their lives
and practically, NMA as a tool for collecting and processing of information is irreplaceable.
2. ANALYSIS OF THE METHODS FOR REGISTRATION OF THE IMAGES RECEIVED
FROM THE INFORMATION SYSTEMS OF NON-MOTORIZED AIRCRAFTS
Monitoring the air space, the earth and water surface, depending on the particular tasks that are to be
solved, air-pictures, hydro-meteorological situation, atmosphere study, radio-metric control of calamity areas,
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seismic control, control of the status of gas and oil pipelines, the electricity supply network, geological
studies, under-surface earth sounding, study of the ice situation, see motion could be made.
The scope of civil NMA application is:
•
Small objects finding – air, over water, land;
• Air transport management – in hardly accessible areas, at vehement calamities and averages, of
temporary airways in civil aviation;
• Control of sea vessels movement – searching for and finding vessels, warning for average situations in
the ports, control of sea borders, control of proper fishing;
• Development of regional and cross-regional telecommunication networks – the connecting systems
including the mobile ones, tele-radio-broadcasting, the navigation systems;
• Taking air pictures and control of the earth surface – cartography, inspection and observation of
contractual obligations, control of the hydrologic and meteorological situation;
• Environmental situation control – radiation control, gas and chemical control, control of gas and oil
pipelines, test of seismic sensors;
• Ensuring agricultural work and geologic studies – defining soil characteristics, study for minerals, under
surface (up to 100 m) earth sounding;
•
Ocean studies – study of the ice, study of the sea motion, searching for fish shoals.
A range of useful load is developed for NMA that includes digital camera, different types of tele-cameras and
sensors, system for laser mapping (LIDAR), radar for synthesized aperture, which allows satisfaction of wide
scope of clients’ requirements.
The data from the useful NMA load could be transferred in real time to a remote terminal placed in an
automobile, plane or helicopter that execute target tasks (search for victims, for extinguishing fire, etc.). The
remote terminal could be based, in particular, on the grounds of a portable computer and to include also
receiving device with antenna.
Solving such type of problems, various types of sensors and systems are used, in particular, monitoring
visualizing systems working in the optic spectrum range – 0,2 – 12 . Despite their variety, each type of
monitoring system in the optic range has limitations and specific possibilities when loaded on NMA.
Using radar with synthesized aperture gives great possibilities because it is designed for work in any weather
conditions. In normal mode of functioning, it ensures receiving radio-location images of a terrain with
resolution 1 meter. For a twenty-four hours, an image of an area of 138 000 km2 at a distance of 200 km2
could be received. In points mode, a picture with size of the terrain of 2×2 km is received, and for 24 hours,
more than 1900 images could be received with resolution of 0,3 m. In the third mode, the radar could
accompany moving targets if its speed is over 7 km/h.
A day digital-optic camera that ensures receiving images with high resolution. Sensor (1024×1,024 pixels),
connected to a telephoto lens with focal length 1750 mm. Depending on the programme, there are two
modes of functioning. The first is scanning in a strip 10 km wide. And the second one is detailed image of a
terrain of 2×2 km. An infrared (IR) sensor (640×480 pixels) that uses the same telephoto lens is used for
receiving night images.
Number of channels for connection could be used for transferring the information to the users. Along the
satellite channel, the speed of transferring information is 50 Mbit/sec. Information with speed 137 Mbit/sec.
could be transmitted along a channel of UHF range.
The interest toward NMA is provoked by their inexpensive exploitation and avoiding the risk for the crew. The
limitation of the exploitation load is defined by the physiologic abilities of the person, the possibility for
maintaining monitoring at multiple points for a very short period of time.
NMA could bring benefit and economies not only for the military but in the civil field. Their possibilities
depend on a parameter such as height of flight up to 30 km. At such a height, the non-motorized aircraft
could compete with the satellites that are at a height of about 400 kilometers. They could track everything
that happens on a territory with area of about a million of square kilometers, which turns them into kind of
„aerodynamic satellite”. The non-motorized aircrafts could take the functions of satellite groupings and to
execute them in real time mode within the limits of a whole region.
24 satellites are necessary to make photo- and movie pictures from space or to monitor any objects, but
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even then the information from them would be submitted once in an hour. The point is that the satellite is
over the monitored object for only 15-20 minutes and then gets out of its visibility zone and gets back to this
very same spot after making a revolution in a circle around the Earth. In contracts to the satellite, the nonmotorized aircraft follows the point of monitoring constantly. It works at a height of 20 km more than 24 hours
but returns to the base and another one takes its shift in the sky. One more appliance stays in reserve. This
is great economy because the non-motorized aircrafts are considerably cheaper than the satellites.
The non-motorized aircrafts could compete with the satellites in the field of establishing telecommunication
networks and in the navigation systems.
The non-motorized aircrafts could be assigned continuous circular twenty-four hours monitoring of the earth
surface in a wide range. Using them, we could create an information field of the country that includes control
and management of the air and water transport, because these appliances could have functions of land, air
and satellite locators (the current information from them gives a full picture of what happens in the sky, in the
water and on lands).
The NMA advantages are in the fact that first, they are considerably cheaper than the piloted aircrafts. Also,
pilots have to be trained and this costs a lot of money. As a result of the absence of a crew onboard, the
expenses for executing a task reduce considerably. Second, the light-weighted (in comparison to the piloted
aircrafts) non-motorized aircrafts consume less fuel. A more realistic perspective opens before them even at
a possible transition to cryogenic fuel. Third, in contrast to the piloted aircrafts, the NMA do not need airports
of special surface.
NMA have gained wide popularity thanks to their possibility to receive various radio-technical information
from terrain, where placing an operator (observer) is difficult. The progress of computing equipment and the
digital technologies for signals processing (Bezryadin, 2003; Gruzman et al. 2000; Prett; 1982) allows
considerable improvement of the quality, speed and volume of images procession and ensuring their
transmission over big distances. Alongside, digital technologies have their disadvantages that influence their
effectiveness when used in monitoring tools.
The technical monitoring systems are realized as optic appliances systems, placed immediately in the NMA
body and solidly attached to its construction or with the help of gyro-stabilized platforms that ensure turning
of the systems’ optic axes to all sides with preset speed. As a rule, the appliance’s optic axis solid
connection with the NMA construction is used with the viewing aviation cameras and optic appliances in the
front or other hemispheres of the aircraft.
The optic sensors and cameras differ considerably in dimensions and bulk and the realization of such
specific requirements as distance to the object for photographing and the high terrain’s resolution lead
inevitably to these systems bulk and value increase.
Practically, all optic appliances mounted in the aircraft’s construction have the possibility for a certain angular
shifting for compensation of the aircraft’s angular position towards Earth’s surface and of the aircraft’s
angular fluctuation regarding the normal coordinate system’s axes (Petrov, 2010).
The use of such appliances allows solving great amount of practical tasks but in order to get a quality result,
the fulfillment of strict enough requirements towards the aircraft’s stabilization in the air at the moment of
monitoring is necessary. Unfortunately, such systems’ functioning principle as a whole does not allow
realizing modes of accompanying of targets, and when trying to realize such a mode, great amount of
difficulties and limitations occur.
The optic appliances placed on gyro-stabilized platforms appear to be more flexible. The world practice has
accumulated considerable experience in using such appliances and the market of electronic-optic monitoring
and intelligence systems offers sufficiently wide range of such appliances (Petrov, 2010a; Petrova, 2019;
Petrov, 2015; Petrov, Miron, 2019а).
The using of gyro-stabilized platforms in the optic monitoring systems ensures the solution of the problem
with accompanying a selected target at NMA evolutions in flight or change of the target’s spatial position.
The joint mounting of television and infrared camera allows considerable improvement of the received
image’s information, and using additional laser range-finder – target indicator gives possibility for the targets
coordinates precise defining.
Considering the great variety of the offered optic systems for NMA, the question with selection of equipment
depending on the tasks to be executed arises, and to estimate the effectiveness of using the selected
appliances.
The following main tasks were reviewed in the process of study:
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To estimate the possibilities of the systems for ecologic monitoring, used in NMA
Necessity, actuality and main directions for development of the board systems for ecologic monitoring with
using NMA. Finding, localization and announcing of arisen forest and fires and floods, taking into
consideration the significance, place and tasks it is going to fulfill for improving the prevention and protection
of country’s population at these natural calamities, averages and crises arousal.
To ground the composition, block scheme, interconnections and criteria of evaluation in the ecologic
monitoring systems on the base of modern requirements and regulating documents.
The analysis of the used modern appliances and systems for air and ecologic monitoring shows the digital
methods for procession of images received from the board system has gained wide application.
Registering the images in the non-motorized aircrafts
Registering cameras are used for registering the images. In them, the various points of the objects’ space
are represented by the camera’s optic system in the images’ space at different distance from the focal plain.
However, if the distance between the camera and the monitored scene exceeds the optic system’s focal
distance significantly, then it can be considered the image is built in its focal plain. In this case, projective
model of camera can be used, where the image of the three-dimension object is received through projecting
in the focal plane through one single point, which is called optic centre. The straight line, which is
perpendicular to the plane of the image and crosses this point, is called camera’s optic axis, and the optic
axis’ cross point with the image’s plane – main point.
The gyro-stabilized platform’s optic systems have acquired an important place in the NMA target loading.
Their complexity and meaningful functional variety (accompanying a pint in space, calculating relative
coordinates of a pint in space, etc.) constantly increase as well as the value of these appliances. That’s why
the task for evaluating the effectiveness of applying optic systems on gyro-stabilized platforms turns to be up
to date. And the complexity of tasks that non-motorized equipment could be assigned is constantly
increasing. The constructively optic systems on gyro-stabilized platforms are performed in a manner, where
the lens (and the system of sensors) ensure relative turning in two axes connected in coordinate system OX
and OY with angular speeds of x and y. The utmost value of lens’s angular turning is usually selected based
on the NMA purpose, where the optic system would be mounted, but generally a circular view and scanning
from an angle of place of about 1100-1200 is ensured. The positive value of the alfa angle ensures view and
accompanying of an object that are higher that the aircraft’s axis.
Figure1. Deciphering scheme for defining the effectiveness of the used optic system of a gyro-platform.
Such wide range of the lens’s diversion angle ensures sustainable accompanying of the object at aircraft’s
manoeuvres and evolution with optic system.
The theoretic effectiveness at applying optic system that ensures circular view is defined conditionally by the
probability the searched object to be in the reviewed area Freviewed (fig.1). Defining that indicator, the following
conditions have to be taken into consideration:
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The aircraft to have speed of flight Vflight > 0,
2 2
x
y
The angular speed at lens’s optic axis’ turning
to have limitation. With imitation modeled
system „optic appliance – operator” it appears that the angular speed of optic axis’ turning could not be
bigger than (0,06…0,07)/L (L-the inclined distance to the centre of the reviewed area in meters).
The angular speed of lens’s turning depends on the flight’s speed, because of which the Vflight and the
value of the aircraft’s angular speed of turning towards the normal coordinate system at perfect evolution
should be taken into consideration. Otherwise, blurred image would be seen on the screen, where nothing
could be possible to define.
According to theoretic calculations, the foreseeable area has the shape of a circle and it is supposed that
the earth surface is smooth and close to the surface of a sphere with radius equal to the Earth’s radius. In
reality, earth’s surface differs considerably from the ideal one by all indicators received for ideal surface.
The searched object is usually situated where nobody is looking for it. The conditional probability of
finding an object with given parameters could be defined by the expression:
Pобн Pно .Pво .Pпоо ,
P
Where но is the probability the object to be within the limits of the foreseeable area at a certain moment of
time. This tactic parameter does not depend on the optic system’s features and characteristics. Because of
F
P
that it is accepted it is equal to 1,0; поо - the probability the searched object to be in the area оц . It is not
seen for this parameter to be dependable on the strategy for searching (i.e. on the law of lens’s optic axis
space position change in time) for aircrafts (A) having Vflight > 0. This dependence, as it would be later seen,
has no any sense. That’s why the value of
Pпоо K зон .
Pпоо
could be defined by the following expression:
Fобз
Fобз .
In this case, Vflight > 0 should be considered when the foreseeable area in the time has shape different from
circle. Then:
Pпоо
2
Rобз
Fобз
2Vпол Rобз .
PВО
is the probability for instantaneous object’s separation on the background of the spreading surface. It
depends on the volume of the information coming for the searched object. If the volume of information is
sufficient for accepting the hypothesis that this is the object we search for, then
PВО
=1,0.
For simplicity and clearness, the following condition is accepted: if the object’s projection occupies 1 pixel
and more of the operator’s screen, then
PВО
=1,0.
The limited angular speed of lens’s optic axis turning considerably limits the potential possibilities that are
preset in the gyro-stabilized platform’s optic-electronic device. The analysis shows that at flight speed of 30
km/h, such device becomes useless: it cannot realize its possibilities and the probability to get on the
searched object in the area hardly reaches value of 0,05. The view radius’s increase sharply limits the
probability of getting on the searched object in the area. In this regard, the optic system as main appliance
which is solidly attached to the aircraft’s construction (aviation cameras, ТV cameras looking downwards,
etc.) has significant advantage: with them
can be made on the grounds of the data:
Pпоо
reaches values of 0,95-0,98 of range. Number of conclusions
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Choosing optic system for NMA, what we expect as final result of the non-motorized aviation system
should be very carefully considered,
The availability of the most perfect from technical point of view optic system on the board of NMA does
not yet guarantee successful applying in practice,
The bigger the size of searching area of the earth surface is, the more difficult the use of small NMA and
micro NMA is for solving practical problems: in this case their effectiveness would not bare any critics.
Necessity, actuality and main directions for developing board systems for ecologic monitoring using NMA.
Finding, localization and announcing of arisen forest and fires and floods, taking into consideration the
significance, place and tasks it is going to fulfill for improving the prevention and protection of country’s
population at these natural calamities, averages and crises arousal.
The digital procession of images appears to be that part of signals digital procession (SDP), where the signal
serves as image. The word „image” means „reproduction or representation of the shape of a human or
object”. The physical mechanism that creates the mentioned “reproduction or representation” has an
essential significance. In daily life, getting an image is associated with the eyesight, i.e. with stimulating eyes’
retina, and in this case, the image forming subdues to the laws of optics. However, technology has found
many other ways for getting an image without the participation of retina. Recently, images are gotten often
with the help of system of sensors that register such types of energy, to which the organ of eye sight does
not react (here, synthesized radio-locators are included for example, the acoustic holography and the
systems using penetrating radiation). Fortunately, having the whole variety of cases, where images are
created and registered, they could be described with the help of the general mathematical apparatus.
Presence of distortion in the received images is one of the characteristics of the used optic systems. They
could find expression in contrast reduction, geometric distortions, blurring, diluted image as result of
camera’s movement, etc. These impose the study of various algorithms for the received images restoration
and improvement (Fisenko, Fisenko, 2008; Antonov, 2017; Antonov, 2018).
The images from radars with synthesized aperture have characteristically specific distortions different from
those of the optic ones. The fight with them is held most effectively at the very creation of the image, not
through procession of already received image as far as the trajectory and the parameters of NMA movement
is necessary to be considered.
The described mathematical models of the optic and radar images creating systems allow for elaborating,
analyzing and studying of different algorithms for distorted images’ restoration as well as for their quality
improvement.
Review and analysis of different types of algorithms for distorted images’ restoration is necessary to be made
on the basis of the forming systems’ models. The algorithms should be optimized for various types of
distortions – blurring, camera moving, geometric distortions, etc (Enimanev, 2001; Novakova, Enimanev,
Andonov, 2007; Enimanev, 2007a-b; Enimanev, 2016; Enimanev, 2019b).
3. CONCLUSION
The various theoretically grounded and studied practically applied methods for procession of air-photo and
radiolocation images offer algorithms for consecutive use of various methods aiming ensuring better
possibilities for analysis of the information from the images. The great quantity of results of the application of
various methods illustrates the peculiarities at applying the various algorithms and the effectiveness with
their usage. Studies show that analyzing the objects in the images, the consecutive using of several
algorithms for processing is necessary until reaching the desired result. Part of the results included in the
monograph is published in the authors’ articles, and greater part is received in the process of working on the
monograph itself. The received results show that the various algorithms and methods’ effectiveness is not
the same, which requires the operators, who analyze the visual information to be well acquainted to their
possibilities and peculiarities.
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REFERENCE LIST
Bezryadin S.N. (2003). Osnovnoy nedostatok sensorov sovremennayh tsifrovayh kamer, 2003 (Безрядин
С.Н. 2003. Основной недостаток сенсоров современных цифровых камер, 2003).
Gruzman I.S., Kirichuk V.S., Kosayh V.P., Peretyagin G.I., Spektor A.A. (2000). Tsifrovaya obrabotka
izobrazheniy v informatsionnayh sistemah: Uchebnoe posobie.- Novosibirsk: Izd-vo NGTU, 2000. –
168 (Грузман И.С., Киричук В.С., Косых В.П., Перетягин Г.И., Спектор А.А. 2000. Цифровая
обработка изображений в информационных системах: Учебное пособие.- Новосибирск: Изд-во
НГТУ, 2000. – 168).
Prett U. (1982). Tsifrovaya obrabotka izobrazheniy. Kn.1. - M.: Mir, 1982 (Прэтт У. 1982. Цифровая
обработка изображений. Кн.1. - М.: Мир, 1982).
Petrov, Zhivo. (2010). Algoritam za savmestna obrabotka na signali ot GPS I INS s izpolzvane na kalmanov
filtar, Nauchni trudove na rusenskiya universitet - 2010, tom 49, seriya 3.2 str.18-22, ISSN 1311-3321
(Петров, Живо. 2010. Алгоритъм за съвместна обработка на сигнали от GPS И INS с използване
на калманов филтър, Научни трудове на русенския университет - 2010, том 49, серия 3.2 стр.1822, ISSN 1311-3321).
Petrov, Zhivo. (2010a). Algoritam za savmestna obrabotka na signali ot GPS I INS s izpolzvane na filtar
Monte Karlo, Nauchni trudove na rusenskiya universitet - 2010, tom 49, seriya 3.2, str.23-27, ISSN
1311-3321 (Петров, Живо. Алгоритъм за съвместна обработка на сигнали от GPS И INS с
използване на филтър Монте Карло, Научни трудове на русенския университет - 2010, том 49,
серия 3.2, стр.23-27, ISSN 1311-3321).
Petrova, Teodora. (2019). Izsledvane i sintez na algoritmi za obrabotka na radiolokatsionni i optichni
izobrazheniya s povisheno kachestvo, Dolna Mitropoliya, 2019, ISBN 978-954-713-117-0 (Петрова,
Теодора. Изследване и синтез на алгоритми за обработка на радиолокационни и оптични
изображения с повишено качество, Долна Митрополия, 2019, ISBN 978-954-713-117-0).
Petrov, Zhivo. (2015). Izsledvane na mikroelektromehanichni inertsialni senzori, Pleven 2015 g, ISBN 978954-713-107-1 (Петров, Живо. 2015. Изследване на микроелектромеханични инерциални
сензори, Плевен 2015 г, ISBN 978-954-713-107-1).
Petrov, Zh., Miron, L. (2019а). Opportunities Of a Genetic Algorithm For Static Calibration Of MEMS
Accelerometers, International Scientific Conference Aviation Faculty, National Military University,
2019, p. 246, ISBN 978-954-713-123-1.
Fisenko V. T., Fisenko T. Yu. (2008). Kompyyuternaya obrabotka i razpoznavanie izobrazheniy, SankPeterburg, ITMO, 2008 (Фисенко В. Т., Фисенко Т. Ю. 2008. Компьютерная обработка и
разпознавание изображений, Санк-Петербург, ИТМО, 2008).
Antonov S. I. (2017). Comparative analysis of the armament and equipment support modules in the field of
command and control information systems of NATO armies, International Scientific Journal "Security &
Future“, Year I, Issue 4, p.p. 163-167, 2017, WEB ISSN 2535-082X; PRINT ISSN 2535-0668.
Antonov S. I. (2018). Researching the capabilities of information technologies for education in design, 3D
modeling and visualization of the working principles of specific armament elements, International
Scientific Journal „Mathematical modeling 2018“, Year 2, Issue 4, 2018, p.p. 156-159, ISSN (PRINT)
2535-0986, ISSN (WEB) 2603-2929.
Novakova, A., Enimanev, K., Andonov, K. (2007). Izsledvane na netnite ikonomii na energiya ot
atmosferniya vazduh pri sahranenie na produktsiya. // Nauchno spisanie za selskostopanska i gorska
tehnika, Ekologiya i badeshte, Sofiya, 6, 2007, 3, s. 3-13, ISSN 1312-0751 (Новакова, А., Ениманев,
К., Андонов, К. Изследване на нетните икономии на енергия от атмосферния въздух при
съхранение на продукция. // Научно списание за селскостопанска и горска техника, Екология и
бъдеще, София, 6, 2007, 3, с. 3-13, ISSN 1312-0751).
Enimanev, Krasimir. (2007a). Algoritam i programa za optimalno orazmeryavane izolatsiyata na
energoikonomichni stopanski sgradi. // Selskostopanska tehnika, Sofiya, XLIV, 3/ 2007, s. 29-36,
ISSN 0037-1718 (Ениманев, Красимир. Алгоритъм и програма за оптимално оразмеряване
изолацията на енергоикономични стопански сгради. // Селскостопанска техника, София, XLIV, 3/
2007, с. 29-36, ISSN 0037-1718).
Enimanev, Krasimir. (2007b). Mehanizatsiya i avtomatizatsiya v zhivotnovadstvoto. // Selskostopanska
tehnika, Sofiya, XLIV, 3/ 2007, s. 29-36, ISSN 0037-1718 (Ениманев, Красимир. Механизация и
http://ijasos.ocerintjournals.org
1454
IJASOS- International E-Journal of Advances in Social Sciences, Vol. V, Issue 15, December 2019
автоматизация в животновъдството. // Селскостопанска техника, София, XLIV, 3/ 2007, с. 29-36,
ISSN 0037-1718).
Enimanev, Krasimir. (2016). Kompleksna prostranstvena zavisimost na infrastrukturnite elementi pri
planirano izgrazhdane na teritorialnite sistemi. // Mezhdunarodna nauchna konferentsiya,
Ikonomichesko blagosastoyanie chrez spodelyane na znaniya, 09-10 noemvri 2016, Svishtov, 1,
2016, s. 331-335, ISBN 978-954-23-1185-0 (Ениманев, Красимир. Комплексна пространствена
зависимост на инфраструктурните елементи при планирано изграждане на териториалните
системи. // Международна научна конференция, Икономическо благосъстояние чрез споделяне
на знания, 09-10 ноември 2016, Свищов, 1, 2016, с. 331-335, ISBN 978-954-23-1185-0).
Enimanev, Krasimir. (2019b). Energoefektivno osiguryavane na mikroklimata v zatvoreni agrarni sgradi chrez
unifitsirani modulni elementi. Fakultet „Aviatsionen“, Natsionalen Voenen Universitet „Vasil Levski“,
Dolna Mitropoliya, 2019, 224 str., ISBN 978-954-713-130-9 (Ениманев, Красимир. Енергоефективно
осигуряване на микроклимата в затворени аграрни сгради чрез унифицирани модулни
елементи. Факултет „Авиационен“, Национален Военен Университет „Васил Левски“, Долна
Митрополия, 2019, 224 стр., ISBN 978-954-713-130-9).
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de novo interstitial deletions at the 11q23.3-q24.2 region
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Molecular cytogenetics
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© Su et al. 2016 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International
License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any
medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative
Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://
creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Su et al. Molecular Cytogenetics (2016) 9:39
DOI 10.1186/s13039-016-0247-7 Su et al. Molecular Cytogenetics (2016) 9:39
DOI 10.1186/s13039-016-0247-7 Open Access Abstract Background: Jacobsen syndrome (JBS) is a contiguous gene deletion syndrome involving 11q terminal deletion. Interstitial deletions at distal 11q are rare and their contributions to the clinical phenotype of JBS are unknown. Case presentation: We presented the chromosome microarray (CMA) data and the clinical features of two individuals
carrying a non-overlapping de novo deletion each at the 11q23.3-q24.2 region in an effort to analyze the correlation
between region of deletion at 11q and phenotype. Both deletions are likely pathogenic for patient’s condition. The
deletion at 11q23.3q24.1 is associated with short stature, relative microcephaly, failure to thrive, hypotonia and sleeping
disorder. The deletion at 11q24.2 involves HEPACAM and our patient’s clinical presentation (relative macrocephaly,
abnormal MRI, mild developmental delay and seizure) is not inconsistent with Megalencephalic leukoencephalopathy
with subcortical cysts 2B. Conclusions: Our finds support the notion that more than one critical region at 11q23.3-qter are responsible for the
variable clinical presentation of JBS, thus JBS is a true contiguous gene deletion syndrome where multiple loci
contributed to the clinical characteristics of JBS. Small interstitial deletions at 11q23.3-q24.2 and their associated
unique features also suggest emerging novel genomic disorders. Keywords: Jacobsen syndrome, Contiguous gene deletion syndrome, Chromosomal microarray, In cobsen syndrome, Contiguous gene deletion syndrome, Chromosomal microarray, Interstitial deletion the genotype–phenotype correlation. Since the first re-
port of an 11q24.1q24.3 interstitial deletion character-
ized
by
CMA
[10],
eight
cases
with
11q23-qter
interstitial deletion detected by CMA had been docu-
mented in literature (see Additional file 1: Table S1). The breakpoints of the 11q23-qter interstitial deletions
are variable and deletions range from 2.89 to 12.8 Mb in
size. Clinical presentations of affected individuals are
also very heterogeneous, thus complicating the geno-
type–phenotype correlation analysis [4, 5, 10–14]. Pa-
tient with interstitial deletion at 11q23-qter region could
share some of the JBS features such as hypotonia [9],
macrocephaly [11, 14], microcephaly [5], trigonocephaly
[4, 7, 9], some of dysmorphic facial features [4, 5, 7–14],
limbs anomalies [7, 11, 13], congenital heart defect
(CHD) [4, 5, 7, 9, 10, 12], but often did not exhibit the
whole constellation of JBS [13, 14]. The most consistent
feature among all patients with 11q23-qter interstitial
deletion is DD/ID. Smallest overlapping regions helped
to define some critical regions or candidate genes at the
distal 11q region [4–11]. de novo interstitial deletions at the
11q23.3-q24.2 region Jiasun Su1, Rongyu Chen1, Jingsi Luo1, Xin Fan1, Chunyun Fu1, Jin Wang1, Sheng He1, Xuyun Hu1, ShuJie Zhang1,
Shang Yi1, Shaoke Chen1* and Yiping Shen1,2* * Correspondence: chenshaoke123@163.com; yiping.shen@childrens.harvard.edu
1Department of Genetic and Metabolic Central Laboratory, Guangxi Maternal
and Child Health Hospital, No59 Xiangzhu Road, Nanning, China
Full list of author information is available at the end of the article Method Chromosomal microarray (CMA) analyses
DNA sample was extracted from peripheral blood lym-
phocytes using standard protocol, microarray was per-
formed using Agilent 244 K array for patient 1 and the
illumina HumanSNP cyto-12 array for patient 2. Discussion Interstitial deletions on 11q are rare and the genotype-
phenotype study had been hindered by the small number
of cases reported and a lack of sufficient details about
patient’s clinical phenotype. So far there are only 11
interstitial deletion cases at the 11q23.3-q25 region have
been reported (Additional file 1: Table S1). Chromosome
microarray data were available for eight of them. Guerin
et al. reported a patient with a 2.899 Mb interstitial dele-
tion at 11q24.2-q24.3, presented with trigonocephaly,
hypertelorism and deep-set eyes [4]; Taoyun Ji et al. re-
ported a patient with a 4.11 Mb interstitial deletion at
11q25, presented with severe DD, microcephaly and
some facial dysmorphism [5]; Tyson et al. described a
patient with a 4.74 Mb deletion at 11q24.2q24.3, pre-
sented with macrocephaly, ID and abnormal MRI [11];
SO J et al. reported a woman with a 3.162 Mb interstitial
deletion at 11q24.2-q24.3, presented with periventricular
nodular heterotopia and transverse limb reduction defect
[13]; Yamamoto et al. identified a 20-month-old boy
with a 5.3 Mb interstitial deletion at 11q23.3q24.2 and Results A 1.6 Mb deletion at the region of 11q23.3-q24.1
(chr11:120410050–122085906) (hg19) was detected in
the genome of P1. A 0.76 Mb deletion at 11q24.2
(chr11:124635144–125390604) (hg19) was detected in
the genome of P2 (Fig. 1). Parental CMA demonstrated
that both deletions were de novo. She had a history of sleeping disorder. Notably, her
parents reported that she would vocalize around bed-
time, often it is associated with body rocking and head
banging. She would wake up and bang her head at mid-
night. She would sit Indian style on her bed and leaned
forward until she banged her head on the mattress. This
occurred in a fairly fast and rhythmic pattern. Often she
would moan during such a movement and many times
the moan escalated into very loud scream. She also had
the rocking behavior during the daytime that she would
move her back up against a hard surface and then
rocked her lower back and buttocks on the floor. She
was diagnosed as jactatio capitis nocturna and such be-
havior had improved but not resolved entirely. Case presentation
Patient 1 Patient 1 (P1) was a 5-year-old girl born to a 29-year-old
woman at 41 weeks of gestational age. Pregnancy and
delivery were uneventful. Her birth weight was 2.8 kg
(~15thpercentile) and birth length around 48.2 cm
(~15thpercentile). She had an apparently healthy twin
brother and sister. At around 5–6 months of age she
was noticed to have global delay including unable to roll
over, delayed crawling, sitting and standing. She was at a
5-month developmental level at the age of one. She had
a history of failure to thrive and hypotonia. She came to
Genetics Clinic due to dysmorphic features and global
developmental delay. At 5-years of age, her height was
101 cm (−2.11 SD), weight 14 kg (−2.58 SD) and head
circumference 48.3 cm (7th percentile). She had overlap-
ping toes, dysmorphic features including mild hyperte-
lorism (inner canthal distance 27 mm, +1SD), prominent
forehead, flat facial profile, broad nose, smooth philtrum
with thin upper lip, upslanting palpebral fissures with
epicanthal folds. Her brain MRI was normal. No other
defect was noticed. Background
h The 11q terminal deletion, also known as Jacobsen syn-
drome (OMIM #147791), is a contiguous gene deletion
syndrome involving the deletion of 11qter. Several hun-
dred 11q terminal deletion patients had been described
since it was first reported by Jacobsen in 1973 [1]. The
deletions observed in JBS patients range from 7 to
20 Mb in size and are almost always associated with 11q
terminal deletions and the furthest breakpoint is located
at 11q23.3. Typical features of JBS include developmen-
tal delay (DD)/intellectual disability (ID), dysmorphic fa-
cial features, platelet disorder and multiple congenital
defects [1–6]. Interstitial deletions from 11q23 to 11qter
are rare and their clinical significance is currently un-
known. Some of previously reported 11q23-qter intersti-
tial deletions were characterized by karyotyping analysis
[7–9]. CMA analysis made it possible to better define * Correspondence: chenshaoke123@163.com; yiping.shen@childrens.harvard.edu
1Department of Genetic and Metabolic Central Laboratory, Guangxi Maternal
and Child Health Hospital, No59 Xiangzhu Road, Nanning, China
Full list of author information is available at the end of the article Page 2 of 5 Page 2 of 5 Su et al. Molecular Cytogenetics (2016) 9:39 raised his head around 3–4 months of age, rolled over
around 6–7 months of age, and pronounced first word at
about 10 months of age. His developmental quotient (DQ)
and the mental index (MI) suggested that he had mild de-
velopment delay by the Denver Development Screening
Test
score
(DQ = 51 and MI = 63). At the
age
of
10 months, his weight was 9.4 kg (30th percentile) and
height 72.5 cm (25th percentile). He presented with a rela-
tive macrocephaly (circumference was 47.5 cm (+1.3SD)),
mild hypertelorism, low nasal bridge, thin upper lip and
strabismus. The magnetic resonance imaging (MRI) re-
vealed the widening of the frontotemporal lobe, full bilat-
eral ventricles and deep parietal sulci. He had normal
electroencephalogram and electromyography. He was di-
agnosed with acute pharyngitis, secondary seizure, psy-
chomotor retardation and mild development delay as well
as cerebral hypogenesis. Here, we reported two individuals carrying non-
overlapping interstitial deletions at 11q23.3-q24.2 region
with different degrees of DD/ID and some dysmorphic
features in an effort to further define genotype–pheno-
type correlation. Patient 2 Patient 2 (P2) was a boy who came to hospital due to
fever, mild developmental delay and seizure at the age of
10 months. He was a full term second child to a healthy
parent who had a healthy 4-year-elder daughter. He was
delivered via cesarean section without complication dur-
ing pregnancy or delivery. His birth weight was 3.25 kg
(25–50th percentile) and birth length was 50 cm (25–
50th percentile). He had no significant medical history
prior to presentation. No family history of seizure, autism,
mental retardation or other neurologic impairments. He Su et al. Molecular Cytogenetics (2016) 9:39 Page 3 of 5 Fig. 1 a The deletion (shaded in red) at 11q23.3-q24.1 in P1 detected by Agilent 4X180K array. b The facial features of P2. Large forehead, mild
hypertelorism, low nasal bridge, thin upper lip and strabismus. The illumina array detected a small deletion (red rectangle) at 11q24.2 Fig. 1 a The deletion (shaded in red) at 11q23.3-q24.1 in P1 detected by Agilent 4X180K array. b The facial features of P2. Large forehead, mild
hypertelorism, low nasal bridge, thin upper lip and strabismus. The illumina array detected a small deletion (red rectangle) at 11q24.2 haploinsufficiency of each region is likely associated with
DD/ID. presented with white matter abnormalities, prenatal
macrocephaly and mild developmental delay [14]. Two
patients reported here added to this list. P1 presented
with short stature, DD/ID, relative microcephaly, sleep-
ing disorder, some dysmorphic features and P2 exhibited
mild DD/ID, relative macrocephaly, mild hypertelorism. A summary of the clinical features of the eight previ-
ously reported patients with 11q23-qter interstitial dele-
tions and two present cases is listed in Table 1. The
prevalence of phenotype among these interstitial dele-
tion patients can not be quantified for the small number,
but the summarization collectively support the notion
that Jacobsen syndrome is a contiguous gene deletion
syndrome
where
multiple
genes
(regions)
involved
within the deletion region play roles to the syndromic
phenotypes. It is interesting to note that patient 1 exhibited the
characteristic features of jactatio capitis nocturna, also
known as rhythmic movement disorder (RMD). Most of
RMD will spontaneously resolve by 4 years of age [15]. Our patient’s condition had improved but not resolved
entirely at age 5. The underlying cause of RMD is cur-
rently unknown, the deletion in P1 may provide a clue
for investigating the molecular mechanism of RMD. Patient 2 13
RefSeq genes including 10 OMIM genes (GRIK4, LRRC35,
TECTA, SC5DL, SORL1, MIR100HG, MIR125B1, BLID,
MIRLET7A2 and MIR100) are involved in the deletion. But it is unclear which gene or genes are likely responsible
for the sleeping disorder. GRIK4 (OMIM #600282) en-
codes a protein that belongs to the glutamate-gated ionic
channel family. Glutamate functions as the major excita-
tory neurotransmitter in the central nervous system
through activation of ligand-gated ion channels and G
protein-coupled membrane receptors. Takenouchi T et al. and Pickard BS et al. suggested that the haploinsufficiency
of GRIK4 was related to DD, mental retardation, schizo-
phrenia and bipolar disorder [16, 17]. The developmental
delay present in our patient may be explained by the
GRIK4 deletion. DD/ID is a consistent feature of JBS. It is also a common
feature of patients with 11q interstitial deletions (Table 1). Taoyun Ji et al. proposed a critical region for DD/ID near
the telomere defined by a 4.1 Mb deletion (case 3 in Fig. 2)
[5]. The deletion detected in our P2 is the smallest in size,
it overlaps with deletions detected in case 1 [13] and 4
[11]. All three cases had the clinical presentation of DD/
ID, based on this observation, we propose a novel DD/ID
locus at 11q24.2 (chr11:124635144–125390604). Similarly,
the deletion detected in our P1 may define another novel
DD/ID
locus
at
11q23.3-q24.1
(chr11:
120410050–
122085906). Thus there are multiple loci on 11q that the The deletion interval in P2 encompassed 6 OMIM
genes (ROBO3, ROBO4, HEPACAM, HEPN1, PKNOX2
and FEZ1). Sequence variants in HEPACAM (OMIM Su et al. Molecular Cytogenetics (2016) 9:39 Page 4 of 5 Table 1 Summary of clinical features of the eight patients with 11q23-qter interstitial deletions and our present cases
Clinical Findings
Previously cases
P1
P2
Number
8
1
1
Region
11q23-q25
11q23.3q24. Author details
1 1Department of Genetic and Metabolic Central Laboratory, Guangxi Maternal
and Child Health Hospital, No59 Xiangzhu Road, Nanning, China. 2Department of Laboratory Medicine, Boston Children’s Hospital, 300
Longwood Avenue, Boston, MA 02115, USA. 2Department of Laboratory Medicine, Boston Children’s Hospital, 300
Longwood Avenue, Boston, MA 02115, USA. Received: 20 January 2016 Accepted: 17 April 2016 Consent Written informed consent was obtained from the par-
ents of the proband for publication of this Case Report
and any accompanying images. The consent form was
approved by the ethical committee of Guangxi Maternal
and Child Health Hospital, China. A copy of the written
consent is available for review by the editor of this
journal. 11. Tyson C, Qiao Y, Harvard C, Liu X, et al. Submicroscopic deletions of 11q24-25
in individuals without Jacobsen syndrome: re-examination of the critical region
by high-resolution array-CGH. Mol Cytogenet. 2008;1:23. 12. Van Zutven LJ, van Bever Y, Van Nieuwland CC, et al. Interstitial 11q
deletion derived from a maternal ins(4;11)(p14;q24.2q25): a patient report
and review. Am J Med Genet A. 2009;149A(7):1468–75. 13. So J, Stockley T, Stavropoulos DJ. Periventricular nodular heterotopia and
transverse limb reduction defect in a woman with interstitial 11q24 deletion
in the Jacobsen syndrome region. Am J Med Genet A. 2014;164A(2):511–5. 14. Yamamoto T, Shimada S, Shimojima K, et al. Leukoencephalopathy
associated with 11q24 deletion involving the gene encoding hepatic and
glial cell adhesion molecule in two patients. Eur J Med Genet. 2015 Sep;
58(9):492–6. 14. Yamamoto T, Shimada S, Shimojima K, et al. Leukoencephalopathy
associated with 11q24 deletion involving the gene encoding hepatic and
glial cell adhesion molecule in two patients. Eur J Med Genet. 2015 Sep;
58(9):492–6. Patient 2 11q24.2
Deletion size (Mb)
2.89–12.8
1.6
0.76
Gender
3 m/5f
f
m
Age
Ranges from newborn to adult
4 years
10 months
Birth weight
Low-normal
~15thpercentile
25–50th percentile
Hypotonia
-
+
-
Macrocephaly
2
-
relative macrocephaly
Microcephaly
2
relative microcephaly
-
Trigonocephaly
1
-
-
Prominent forehead
1
+
-
Hypertelorism
2
mild
mild
Palpebral fissure anomalies
4
+
-
Ear anomalies
4
-
-
Nasal anomalies
3
+
+
Mouth anomalies
3
+
+
Limb anomalies
2
+
-
Cardiovascular anomalies
4
-
-
Hematological anomalies
3
-
-
Developmental delay/intellectual disability
6
+
+
Social interaction difficulties
2
-
NA
Clinical findings: +, present; −, absent, f female, m male, NA not applicable Clinical findings: +, present; −, absent, f female, m male, NA not applicable interstitial deletion 11q24 and clinical features of MLC
[14]. P2 was presented with relative macrocephaly, abnor-
mal MRI mild developmental delay and seizure, which is
not inconsistent with MLC2B. The much smaller deletion
detected in P2 overlap with the interstitial deletion in pa-
tient 2 of Yamamoto’s report. The smallest overlapping re-
gion between this two cases can exclude the involvement
of FEZ1 (OMIM #604825) gene which plays a role in
axonal outgrowth and has been proposed as a candidate
gene for abnormal MRI by Tyson et al. [11]. #611642) have been shown to cause Megalencephalic
leukoencephalopathy with subcortical cysts 2A (an auto-
somal recessive form MLC2A, OMIM #613925) and 2B
(an autosomal dominant form MLC2B, OMIM #613926),
both of which are characterized with macrocephaly, ab-
normal MRI and variable degree of intellectual disability
[18–20]. The clinical presentation of the autosomal form
is milder, some features improve with age. Recently hap-
loinsufficiency of HEPACAM was considered as a cause of
two patients with heterozygous deletion at 11q23.3q24.2 Fig. 2 Schematic representation referred to interstitial deletion at 11q23-qter region cases reported (UCSC Genome Browser, hg19) Su et al. Molecular Cytogenetics (2016) 9:39 Page 5 of 5 Page 5 of 5 Page 5 of 5 Additional file Additional file 1: Clinical features from the literature of patients with
11q23-qter interstitial deletions. (DOCX 20 kb) 15. Khan A, Auger RR, Kushida CA, et al. Rhythmic movement disorder. Sleep
Med. 2008 Mar;9(3):329–30. 15. Khan A, Auger RR, Kushida CA, et al. Rhythmic movement disorder. Sleep
Med. 2008 Mar;9(3):329–30. 16. Takenouchi T, Hashida N, Torii C, et al. 1p34.3 deletion involving GRIK3:
Further clinical implication of GRIK family glutamate receptors in
thepathogenesis of developmental delay. Am J Med Genet A. 2014;164A(2):
456–60. 16. Takenouchi T, Hashida N, Torii C, et al. 1p34.3 deletion involving GRIK3:
Further clinical implication of GRIK family glutamate receptors in
thepathogenesis of developmental delay. Am J Med Genet A. 2014;164A(2):
456–60. Competing interests The authors declare that they have no competing interests. 17. Pickard BS, Malloy MP, Christoforou A, et al. Cytogenetic and genetic
evidence supports a role for the kainate-type glutamate receptor gene,
GRIK4, in schizophrenia and bipolar disorder. Mol Psychiatry. 2006;11(9):847–57 17. Pickard BS, Malloy MP, Christoforou A, et al. Cytogenetic and genetic
evidence supports a role for the kainate-type glutamate receptor gene,
GRIK4, in schizophrenia and bipolar disorder. Mol Psychiatry. 2006;11(9):847–57. Authors’ contributions Wrote the manuscript: SJS, YPS. Conceived and designed the experiments:
SKC, YPS. Performed the experiments: SJS, RYC and YCF. XF, JSL, JW, SY were
involved in SNP array analysis. SH and DHL helped to revise the manuscript. All authors read and approved the final manuscript. 18. Lopez-Hernandez T, Ridder MC, Montolio M, Capdevila-Nortes X, et al. Mutant glialCAM causes megalencephalic leukoencephalopathy with
subcortical cysts, benign familial macrocephaly, and macrocephaly with
retardation and autism. Am J Hum Genet. 2011;88:422–32. 18. Lopez-Hernandez T, Ridder MC, Montolio M, Capdevila-Nortes X, et al. Mutant glialCAM causes megalencephalic leukoencephalopathy with
subcortical cysts, benign familial macrocephaly, and macrocephaly with
retardation and autism. Am J Hum Genet. 2011;88:422–32. 19. Lopez-Hernandez T, Sirisi S, Capdevila-Nortes X, Montolio M, et al. Molecular
mechanisms of MLC1 and GLIALCAM mutations in megalencephalic
leukoencephalopathy with subcortical cysts. Hum Molec Genet. 2011;20:
3266–77. Acknowledgments We are grateful to the patients and families for participating in this study. We thank Dr. Sheng He for revised for this manuscript. This work was
supported by grants from Guangxi Medical Plan Subject (Z2015238) and the
project of science and technology of Guangxi Zhuang Autonomous Region
(gui-ke-gong 14124004-1-8). 20. Arnedo T, Lopez-Hernandez T, Jeworutzki E, Capdevila-Nortes X, Sirisi S,
Pusch M, Estevez R. Functional analyses of mutations in HEPACAM causing
megalencephalic leukoencephalopathy. Hum Mutat. 2014;35(10):1175–8. 20. Arnedo T, Lopez-Hernandez T, Jeworutzki E, Capdevila-Nortes X, Sirisi S,
Pusch M, Estevez R. Functional analyses of mutations in HEPACAM causing
megalencephalic leukoencephalopathy. Hum Mutat. 2014;35(10):1175–8. Conclusions 5. Ji T, Wu Y, Wang H, Wang J, Jiang Y. Diagnosis and fine mapping of a
deletion in distal 11q in two Chinese patients with developmental delay. J Hum Genet. 2010;55(8):486–9. 5. Ji T, Wu Y, Wang H, Wang J, Jiang Y. Diagnosis and fine mapping of a
deletion in distal 11q in two Chinese patients with developmental delay. J Hum Genet. 2010;55(8):486–9. In summary, we described two rare interstitial de novo
deletions in JBS region. ID/DD is a shared feature with
JBS, supporting the notion that Jacobsen syndrome is a
true contiguous gene deletion syndrome and critical re-
gions of ID/DD exist in different regions of 11q ter-
minal. Our study further defined a smallest critical
region associate with DD/ID. Each interstitial deletion
also presented with its unique features and suggested
distinct novel genomic imbalance disorder. 6. Fryns JP, Kleczkowska A, Buttiens M, Marien P, van den Berghe H. Distal 11q
monosomy. The typical 11q monosomy syndrome is due to deletion of
subband 11q24.1. Clin Genet. 1986;30:255–60. 6. Fryns JP, Kleczkowska A, Buttiens M, Marien P, van den Berghe H. Distal 11q
monosomy. The typical 11q monosomy syndrome is due to deletion of
subband 11q24.1. Clin Genet. 1986;30:255–60. 10. Wenger SL, Grossfeld PD, Siu BL, et al. Molecular characterization of an 11q
interstitial deletion in a patient with the clinical features of Jacobsen
syndrome. Am J Med Genet A. 2006;140(7):704–8. Submit your next manuscript to BioMed Central
and we will help you at every step: • We accept pre-submission inquiries
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Submit your manuscript at
www.biomedcentral.com/submit
and we will help you at every step: References 1. Mattina T, Perrotta CS, Grossfeld P. Jacobsen syndrome. Orphanet J Rare Dis. 2009;4:9. 1. Mattina T, Perrotta CS, Grossfeld P. Jacobsen syndrome. Orphanet J Rare Dis. 2009;4:9. 2. Grossfeld PD, Mattina T, Lai Z, et al. The 11q terminal deletion disorder: a
prospective study of 110 cases. Am J Med Genet A. 2004;129A(1):51–61. 3. Penny LA, Dell Aquila M, Jones MC, et al. Clinical and molecular
characterization of patients with distal 11q deletions. Am J Hum Genet. 1995;56(3):676–83. 4. Guerin A, Stavropoulos DJ, Diab Y, et al. Interstitial deletion of 11q-
implicating the KIRREL3 gene in the neurocognitive delay associated with
Jacobsen syndrome. Am J Med Genet A. 2012;158A(10):2551–6. 4. Guerin A, Stavropoulos DJ, Diab Y, et al. Interstitial deletion of 11q-
implicating the KIRREL3 gene in the neurocognitive delay associated with
Jacobsen syndrome. Am J Med Genet A. 2012;158A(10):2551–6.
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https://openalex.org/W3198371787
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https://jgeb.springeropen.com/track/pdf/10.1186/s43141-021-00221-3
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English
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Disputed paternity presumption in Burkina Faso: determination of the biological fathers of children using ABO-rhesus/hemoglobin electrophoresis and STR assays
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Journal of Genetic Engineering and Biotechnology /Journal of Genetic Engineering and Biotechnology
| 2,021
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© The Author(s). 2021 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License,
which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give
appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if
changes were made. The images or other third party material in this article are included in the article's Creative Commons
licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons
licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain
permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. Abstract Background: In resource-limited countries, ABO, HLA, MNS, Kells, and hemoglobin electrophoresis are classic tests
for the resolution of paternity disputes due to their affordable cost. The limitations of these tests in cases of
disputed paternity require the use of Short Tandem Repeats (STR) for their certification. This study aimed to
determine the biological fathers of children using ABO-rhesus/hemoglobin electrophoresis and STR assays in
Burkina Faso, West Africa. Results: Of the fourteen trios studied, the ABO-rhesus/hemoglobin electrophoresis analysis revealed ten probable
inclusion cases, three exclusion cases, and one undetermined paternity. DNA STR analysis found five inclusions of
paternity out of the ten probable inclusions with ABO-rhesus/hemoglobin electrophoresis assay versus nine
exclusions of paternity. Conclusion: This study showed that the implementation of the analysis of short tandem repeat is required to
resolve increasing disputed filiation cases in Burkina Faso. Keywords: Paternity, ABO-rhesus, Hemoglobin electrophoresis of Short Tandem Repeat, Burkina Faso, West Africa is obtained by the examination of well-established blood
group systems [3]. The issues in the use of these
methods to include paternity of “alleged fathers” are re-
lated to the random transmission of alleles in the general
population. The late maturation of antigens is a barrier
to the determination of filiation using the ABO system. Thus, the establishment of parentage, by the current
tests such as ABO, HLA, MNS, and Kell, is not accurate,
with low exclusion probabilities around 0.17 [4]. More-
over, hemoglobin (Hb) electrophoresis can be used for
paternity dispute cases based on the allelic variants
between individuals [5, 6]. However, the technique is Background The biological determination of filiations is an old prob-
lem. The analysis is based on the genetic polymorphisms
of individuals and their Mendelian transmission [1, 2]. Referring to techniques based on blood group determin-
ation, some authors showed that in affiliation cases, a
combined exclusion chance for non-fathers of 99.995% Disputed paternity presumption in Burkina
Faso: determination of the biological
fathers of children using ABO-rhesus/
hemoglobin electrophoresis and STR assays Missa Millogo1,2, Serge Theophile Soubeiga2,3,4*
, Bapio Valerie Jean Telesphore Bazie2,3,5,
Theodora Mahoukede Zohoncon2,3,6, Abdoul Karim Ouattara2,3, Albert Theophane Yonli2,3 and
Jacques Simpore2,3,6 Millogo et al. Journal of Genetic Engineering and Biotechnology (2021) 19:130
https://doi.org/10.1186/s43141-021-00221-3 Millogo et al. Journal of Genetic Engineering and Biotechnology (2021) 19:130
https://doi.org/10.1186/s43141-021-00221-3 Journal of Genetic Engineering
and Biotechnology Millogo et al. Journal of Genetic Engineering and Biotechnology (2021) 19:130
https://doi.org/10.1186/s43141-021-00221-3 RESEARCH Open Access Open Access * Correspondence: theo.soubeiga@gmail.com
2Laboratory of Molecular Biology and Genetics (LABIOGENE) of University
Joseph Ki-Zerbo, P.O. 03 BOX, 7021 Ouaga 03, Ouagadougou, Burkina Faso
3Biomolecular Research Centre Pietro Annigoni (CERBA)), P.O. 01 BOX 364,
Ouagadougou Ouaga 01, Burkina Faso
Full list of author information is available at the end of the article Page 2 of 9 Millogo et al. Journal of Genetic Engineering and Biotechnology (2021) 19:130 Page 2 of 9 Millogo et al. Journal of Genetic Engineering and Biotechnology (2021) 19:130 of
the
hemoglobin
type
was
performed using
the
HELENA
electrophoresis
chain
(Helena
Biosciences
Europe, Queensway South, Gateshead Tyne, and Wea)
according to the manufacturer’s instructions. Hemolysate
was prepared by mixing 1 V of the whole blood with 3 V
of Helena hemolysis reagent (0.005 M EDTA and 0.01%
potassium cyanide). Electrophoresis was performed at 350
V for 25 min in a boric acid/Tris-EDTA buffer (pH 8.4,
ionic strength = 0.035). limited when there is correspondence between the Hb
genotype of the alleged father–mother and child. Taking
these limitations into account, in the context of paternity
research, it is necessary to combine several systems
[ABO, rhesus, HLA, MNS, Kell, serum systems...] or to
use other more efficient systems such as microsatellite
genetic analysis, or “short tandem repeats” (STR) [7, 8]. Hemoglobin electrophoresis is complementary to ABO-
rhesus because the first is for “exclusion” when the latter
detected “inclusion”. limited when there is correspondence between the Hb
genotype of the alleged father–mother and child. Taking
these limitations into account, in the context of paternity
research, it is necessary to combine several systems
[ABO, rhesus, HLA, MNS, Kell, serum systems...] or to
use other more efficient systems such as microsatellite
genetic analysis, or “short tandem repeats” (STR) [7, 8]. Hemoglobin electrophoresis is complementary to ABO-
rhesus because the first is for “exclusion” when the latter
detected “inclusion”. STR is a polymorphic locus present in all eukaryotic
genomes. They generally consisted of tandem matrices
of short repeated sequences of 2 to 6 base pairs, and
polymorphism occurs when the number of copies of the
repeated sequence present at a given STR locus varies
between individual chromosomes [9–11]. Hundreds of
microsatellites have been studied and some are used as
markers for the determination of genetic fingerprints to
discriminate or genetically link individuals (families, im-
migrants, etc.) [12]. They present a wide diversity and
can be used in the identification of paternity testing
cases [8, 13]. The application of STRs to the search for
parentage in 877 paternity cases had in the past ruled
out 35.2% of cases and found a probability of paternity
of 99.9999% [14]. In Burkina Faso, the justice system is
facing strong demands for paternity tests, causes of
divorce, and family conflicts. Statistical analyses The paternity index (PI), which measures the weight of
scientific evidence obtained from the paternity test, was
calculated for each STR locus using the method de-
scribed by Eisenberg, 2003. Then, the combined pater-
nity index (CPI) was estimated by multiplying the
individual paternity index with the others. The probabil-
ity of paternity (POP), a conditional probability of know-
ing whether an alleged father is the biological father of a
child, was calculated using the following equation: CPI x Capillary electrophoresis The amplification fragments obtained were then ana-
lyzed on the ABI 3130 Genetic Analyzer (Applied Bio-
system, USA) on a 96-well plate containing 1 μL of PCR
product, 8.7 μL of Hi-Di Formamide, and 0.3 μL of Gen-
eScan 500 LIZ Size Standard followed by denaturation at
95°C for 3 min and immediate cooling on ice for 3 min. The electrophoresis was performed with Performance-
Optimized Polymer 4 (POP4) with a capillary of 36 cm. After electrophoresis, GeneMapper® ID version v3.2.1
software was used to assemble the obtained sequences
and compares them to the allele scale to determine the
allele types present in each analyzed sample. Amplification by polymerase chain reaction (PCR) Amplification by polymerase chain reaction (PCR)
PCR amplification was performed using 1.2 mm of
bloodstained disc obtained by a punch on FTA paper
previously soaked in blood and containing 5 to 20 ng of
DNA. A multiplex PCR amplification of 16 loci of tan-
dem repeat strap (polymorphic STR loci) was performed
using the AmpFlSTR® identifiler® Direct kit (Applied Bio-
systems, Foster City, CA, USA) according to the manu-
facturer’s
instructions. Among
the
16
STRs,
the
Amelogenin marker was included to allow genetic iden-
tification of the sex of each subject. The characteristics
of the 16 STRs are shown in Table 1. The PCR was per-
formed in 25 μL of reaction volume containing 5–20 ng
DNA, 12.5 μL primers, and 12.5 μL Master Mix on the
Gene Amp PCR System 9700 thermocycler (Applied
Biosystems, USA) according to the following program:
initial denaturation at 94°C for 11 min, 28 cycles of 9°C
for 20 s, 59°C for 3 min, and 72°C for 1 min, and final
extension at 60°C for 25 min. Sample collection Fourteen trios (mother-child-alleged father) were in-
volved in the present study. They were referred to the
Pietro Annigoni Biomolecular Research Centre for sam-
ples (42) collection and paternity tests at the request of
the Tribunal de Grande Instance de Ouagadougou. Written informed consent was obtained from partici-
pants before blood sample collection on EDTA tube for
blood grouping and Hb electrophoresis and on FTA
paper (NucleiCard, Brescia, Italy). Despite the technical
limitations with a high risk of misidentification of the
biological father, ABO-rhesus/Hb electrophoresis has
been used for a long time to resolve paternity disputed
cases in Burkina Faso, because of their affordability and
the absence of STR assays. For a deep identification, the
present pioneer study aimed to determine the biological
fathers of children using the old ABO-rhesus/Hb elec-
trophoresis method and STR assays for the first time in
Burkina Faso, West Africa. Carrying out blood grouping and hemoglobin
electrophoresis The determination of the blood and rhesus groups was
performed using the Beth-Vincent technique with Anti-
A, Anti-B, Anti-AB, and Anti-D sera. The determination Millogo et al. Journal of Genetic Engineering and Biotechnology (2021) 19:130 Page 3 of 9 Table 1 16 STR loci and alleles with their characteristics
Locus
Location on the
chromosome
Included alleles
Fluorochrom
D8S1179
8
8, 9 10, 11, 12, 13, 14, 15, 16, 17, 18, 19
6-FAM
D21S11
21q11.2-q21
24, 24.2, 25, 26, 27, 28, 28.2, 29, 29.2, 30,
30.2, 31, 31.2, 32, 32.2, 33, 33.2, 34, 34.2,
35, 35.2, 36, 37, 38
D7S820
7q11.21-22
6, 7, 8, 9, 10, 11, 12, 13, 14, 15
CSF1PO
5q33.3-34
6, 7, 8, 9, 10, 11, 12, 13, 14, 15
D3S1358
3p
12, 13, 14, 15, 16, 17, 18, 19
VIC
TH01
11p15.5
4, 5, 6, 7, 8, 9, 9.3, 10, 11, 13.3
D13S317
13q22-31
8, 9, 10, 11, 12, 13, 14, 15
D16S539
16q24-qter
5, 8, 9, 10, 11, 12,13, 14, 15
D2S1338
2q35-37.1
15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28
D19S433
19q12-13.1
9, 10, 11, 12, 12.2, 13, 13.2, 14, 14.2, 15, 15.2, 16, 16.2, 17, 17.2
NED
vWA
12p12-pter
11,12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24
TPOX
2p23-2per
6, 7, 8, 9, 10, 11, 12, 13
D18S51
18q21.3
7, 9, 10, 10.2, 11, 12, 13, 13.2, 14, 14.2, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27
Amelogenin X: p22.1-22.3
Y: p11.2
X, Y
PET
D5S818
5q21-31
7, 8, 9, 10, 11, 12, 13, 14, 15, 16
FGA
4q28
17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 26.2, 27, 28, 29, 30, 30.2, 31.2, 32.2, 33.2, 42.2, 43.2, 44.2,
45.2, 46.2, 47.2, 48.2, 50.2, 51.2 6-FAM 6-FAM VIC 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 26.2, 27, 28, 29, 30, 30.2, 31.2, 32.2, 33.2, 42.2, 43.2, 44.2,
45.2, 46.2, 47.2, 48.2, 50.2, 51.2 0.5/[CPI x 0.5 + (1- 0.5)], the CPI is the combined pater-
nity index and 0.5 is the prior probability [15]. 0.5/[CPI x 0.5 + (1- 0.5)], the CPI is the combined pater-
nity index and 0.5 is the prior probability [15]. Inclusion and exclusion according to the STR analysis g
y
The analysis of the 16 STRs identified the DNA profile
of each trio (mother-child-alleged father). These results
revealed cases of inclusion and exclusion by comparing
the child’s alleles with those of both parents and by cal-
culating the PI and POP. Of the 14 trios, 5 alleged Evaluation of paternity inclusion and exclusion according
to the test used Comparison of the results using the two methods re-
vealed that 5 alleged fathers (35.71%) were included of
paternity with the analysis of STR as opposed to 10 in-
clusions (71.43%) of paternity found with the ABO-
rhesus/Hb electrophoresis method. But all 5 inclusions
reported by analysis of genetic polymorphism of DNA
were also found by the ABO-rhesus/Hb electrophoresis
method (Table 4). Table 5 compares the inclusion/exclu-
sion results by methods used for each trio case. Eight
out of nine exclusions found with STR assay were in-
cluded using ABO genotyping. Moreover, 5 inclusions
(trios 2, 11, 12, 14) found with Hb electrophoresis were
excluded using STR assay. Inclusion and exclusion by the ABO/rhesus system and
hemoglobin electrophoresis Of the 14 trios, the ABO/rhesus system showed only
one case of exclusion while Hb electrophoresis reported
two cases of exclusion. The trio affected by the exclusion
revealed by the ABO/rhesus system is different from the
other two found by Hb electrophoresis. Two cases were
considered inconclusive because of fetal hemoglobin (Hb
F) immaturity in children (Table 2). Carrying out blood grouping and hemoglobin
electrophoresis fathers (trios 1, 3, 7, 8, and 13) were included in pater-
nity while 9 (trios 2, 4, 5, 6, 9, 10, 11, 12, and 14) were
excluded from paternity. The paternity index ranged
from 0 to 37, 072, 170, and 900 and the highest POP
was 99.99999999997% found in trio 3 (Table 3). Figures
1 and 2 show examples of inclusion and exclusion of
paternity. Ethics approval and consent to participate
This study was approved by the Institutional Ethics
Committee of CERBA/LABIOGENE and The Tribunal
de Grande
Instance
de Ouagadougou
(Deliberation
N°2019-19/III-015) and conducted according to the
Declaration of Helsinki. Also, written informed consent
was obtained before blood collection. Discussion So, the Hb electrophoresis technique had the benefit to
identify exclusion cases not detected by the ABO-Rh
Table 2 Inclusion and exclusion results according to the ABO-rhesus/hemoglobin electrophoresis
Trio
ABO/rhesus (hemoglobin electrophoresis)
Inclusion and exclusion
Conclusion
Mother
Child
Alleged father
ABO
Rhesus
Hemoglobin electrophoresis
1
B+ (AC)
O+ (AA)
A+ (AA)
Inclusion
Inclusion
Inclusion
Probable inclusion
2
A+ (AA)
AB+ (AA)
B+ (AA)
Inclusion
Inclusion
Inclusion
Probable inclusion
3
B+ (AC)
B+ (AC)
B- (AA)
Inclusion
Inclusion
Inclusion
Probable inclusion
4
O+ (AA)
B+ (AF)
A+ (AA)
Exclusion
Inclusion
Inconclusive
Exclusion
5
O+ (AA)
B+ (AF)
B+ (AS)
Inclusion
Inclusion
Inconclusive
Inconclusive
6
B+ (AC)
B+ (AA)
B+ (AS)
Inclusion
Inclusion
Inclusion
Probable inclusion
7
B+ (AC)
B+ (AA)
B+ (AA)
Inclusion
Inclusion
Inclusion
Probable inclusion
8
O+ (AA)
B+ (AA)
AB+ (AA)
Inclusion
Inclusion
Inclusion
Probable inclusion
9
O+ (AA)
B+ (AC)
AB+ (AA)
Inclusion
Inclusion
Exclusion
Exclusion
10
O+ (AA)
A+ (AC)
AB+ (AA)
Inclusion
Inclusion
Exclusion
Exclusion
11
B+ (AS)
AB+ (AA)
A+ (AS)
Inclusion
Inclusion
Inclusion
Probable inclusion
12
A+ (AA)
O+ (AA)
A+ (AS)
Inclusion
Inclusion
Inclusion
Probable inclusion
13
A+ (AA)
A+ (AA)
AB+ (AC)
Inclusion
Inclusion
Inclusion
Probable inclusion
14
A+ (AA)
A+ (AA)
A+ (AA)
Inclusion
Inclusion
Inclusion
Probable inclusion Table 2 Inclusion and exclusion results according to the ABO-rhesus/hemoglobin electrophoresis
Trio
ABO/rhesus (hemoglobin electrophoresis)
Inclusion and exclusion
Conclusion
Mother
Child
Alleged father
ABO
Rhesus
Hemoglobin electrophoresis
1
B+ (AC)
O+ (AA)
A+ (AA)
Inclusion
Inclusion
Inclusion
Probable inclusion
2
A+ (AA)
AB+ (AA)
B+ (AA)
Inclusion
Inclusion
Inclusion
Probable inclusion
3
B+ (AC)
B+ (AC)
B- (AA)
Inclusion
Inclusion
Inclusion
Probable inclusion
4
O+ (AA)
B+ (AF)
A+ (AA)
Exclusion
Inclusion
Inconclusive
Exclusion
5
O+ (AA)
B+ (AF)
B+ (AS)
Inclusion
Inclusion
Inconclusive
Inconclusive
6
B+ (AC)
B+ (AA)
B+ (AS)
Inclusion
Inclusion
Inclusion
Probable inclusion
7
B+ (AC)
B+ (AA)
B+ (AA)
Inclusion
Inclusion
Inclusion
Probable inclusion
8
O+ (AA)
B+ (AA)
AB+ (AA)
Inclusion
Inclusion
Inclusion
Probable inclusion
9
O+ (AA)
B+ (AC)
AB+ (AA)
Inclusion
Inclusion
Exclusion
Exclusion
10
O+ (AA)
A+ (AC)
AB+ (AA)
Inclusion
Inclusion
Exclusion
Exclusion
11
B+ (AS)
AB+ (AA)
A+ (AS)
Inclusion
Inclusion
Inclusion
Probable inclusion
12
A+ (AA)
O+ (AA)
A+ (AS)
Inclusion
Inclusion
Inclusion
Probable inclusion
13
A+ (AA)
A+ (AA)
AB+ (AC)
Inclusion
Inclusion
Inclusion
Probable inclusion
14
A+ (AA)
A+ (AA)
A+ (AA)
Inclusion
Inclusion
Inclusion
Probable inclusion because the Hb of the child (AC) was different from
those of the mother (AA) and the presumed father (AA). Discussion To our knowledge, this study is considered the first
study in Burkina Faso concerned with the disputed
paternity presumption. Here, in addition to the ABO/ Millogo et al. Journal of Genetic Engineering and Biotechnology (2021) 19:130 Page 4 of 9 rhesus hemoglobin electrophoresis method, we used
STR assay for the identification of biological father in
disputed paternity cases. The determination of paternity
based on blood grouping, the rhesus factor combining
Hb electrophoresis, had identified some limitations re-
lated to the profile of Hb in young infants in trios 4 and
5. This could be explained by the fact that there is still a
significant proportion of fetal hemoglobin (Hb F) in in-
fants due to their very young age [16]. Considering the
because the Hb of the child (AC) was different from
those of the mother (AA) and the presumed father (AA). However, the presumed fathers of these trios were in-
cluded by ABO/rhesus. A child inherits one copy of Hb
from the mother and another from the biological father
[17]. Based on this principle, the two presumed fathers
(9 and 10) were automatically excluded from paternity. Legend: CPI combined paternity index, POP probability of paternity Discussion However, the presumed fathers of these trios were in-
cluded by ABO/rhesus. A child inherits one copy of Hb
from the mother and another from the biological father
[17]. Based on this principle, the two presumed fathers
(9 and 10) were automatically excluded from paternity. So, the Hb electrophoresis technique had the benefit to
identify exclusion cases not detected by the ABO-Rh
method. The other benefit of this technique is the possi-
bility to diagnose hemoglobinopathies cases [18–20]. These match discrepancies would make it difficult for rhesus hemoglobin electrophoresis method, we used
STR assay for the identification of biological father in
disputed paternity cases. The determination of paternity
based on blood grouping, the rhesus factor combining
Hb electrophoresis, had identified some limitations re-
lated to the profile of Hb in young infants in trios 4 and
5. This could be explained by the fact that there is still a
significant proportion of fetal hemoglobin (Hb F) in in-
fants due to their very young age [16]. Considering the
blood grouping of parents and children, a match dis-
crepancy was observed (trio4). Hemoglobin electrophor-
esis also showed match discrepancies in trios 9 and 10 Table 3 Results of the combined paternity index (CPI) and the probability of paternity (POP) in trio cases
N°
Cases
CPI
POP Table 3 Results of the combined paternity index (CPI) and the probability of paternity (POP) in trio cases
N°
Cases
CPI
POP
Conclusion of paternity
1
Trio
3, 263, 198, 110
0.99999999968
Inclusion
2
Trio
0
0.00
Exclusion
3
Trio
37, 072, 170, 900
0.99999999997
Inclusion
4
Trio
0
0.00
Exclusion
5
Trio
0
0.00
Exclusion
6
Trio
0
0.00
Exclusion
7
Trio
196, 349, 727
0.99999999490
Inclusion
8
Trio
12, 695, 452, 599
0.99999999992
Inclusion
9
Trio
0
0.00
Exclusion
10
Trio
0
0.00
Exclusion
11
Trio
0
0.00
Exclusion
12
Trio
0
0.00
Exclusion
13
Trio
2, 526, 793
0.99999996
Inclusion
14
Trio
0
0.00
Exclusion
Legend: CPI combined paternity index POP probability of paternity chnology (2021) 19:130
Page 5 of 9 Millogo et al. Journal of Genetic Engineering and Biotechnology (2021) 19:130 Millogo et al. Journal of Genetic Engineering and Biotechnology (2021) 19:130 Page 5 of 9 1 Inclusion of paternity for the trio 13: example of allele correspondence (allele 8) between alleged father and child for the locus CSF1PO Fig. Discussion This trend
was consistent with the studies conducted by Souiden
et al., 2007 [15]. The determination of STRs would cor-
rect inclusion and exclusion errors induced by the ABO-
rhesus technique associated with Hb electrophoresis. The ABO-rhesus system is easily suited to the search for
the exclusion of paternity. For example, in trio 4, the
mother had group O+, the child had group B+ and the
alleged father had group A+. In this case, paternity was
excluded with certainty and without recourse to other
systems to confirm the result. Similarly, the rhesus
system alone could reveal an exclusion, as is the case for
example for an O- mother, O+ child, and O- father [16]. But in some cases, such as mother O+, child A1, father
O+, and if the ABO system is the only exclusion system,
paternity is excluded only if it can be shown that one of
the parents does not have the Bombay phenotype [21]. On the other hand, the immaturity of antigens in all
newborns should be considered; for example, in the fol-
lowing example: mother O, child A2, father A1B, the
child’s blood type should be checked a few months later
before reporting an exclusion, as this could be a delay in
Table 5 Comparison of Inclusion and exclusion results by
method
Trio
ABO
Rhesus
Hemoglobin
electrophoresis
STR assay
1
Inclusion
Inclusion
Inclusion
Inclusion
2
Inclusion
Inclusion
Inclusion
Exclusion
3
Inclusion
Inclusion
Inclusion
Inclusion
4
Exclusion
Inclusion
Inconclusive
Exclusion
5
Inclusion
Inclusion
Inconclusive
Exclusion
6
Inclusion
Inclusion
Inclusion
Exclusion
7
Inclusion
Inclusion
Inclusion
Inclusion
8
Inclusion
Inclusion
Inclusion
Inclusion
9
Inclusion
Inclusion
Exclusion
Exclusion
10
Inclusion
Inclusion
Exclusion
Exclusion
11
Inclusion
Inclusion
Inclusion
Exclusion
12
Inclusion
Inclusion
Inclusion
Exclusion
13
Inclusion
Inclusion
Inclusion
Inclusion
14
Inclusion
Inclusion
Inclusion
Exclusion technique cannot affirm with certainty the biological
father because there can be a match of the Hb when
comparing the Hb of the trios (mother-child-father)
without the presumed father being the biological father. Taking all these limitations into account, in the context
of a paternity search, it is necessary to combine several
systems (ABO, rhesus, HLA, MNS, Kell, serum sys-
tems...) [4, 22] or to use other systems such as STR gen-
etic analysis [7]. In this study, STRs solved all the cases
studied, as it was based on DNA polymorphism analysis
for the identification of an individual. Discussion 1 Inclusion of paternity for the trio 13: example of allele correspondence (allele 8) between alleged father and child for the locus CSF1PO Fig. 2 Exclusion of paternity for the trio 2: example of allele no correspondence between alleged father and child for the locus TPOX
Millogo et al. Journal of Genetic Engineering and Biotechnology (2021) 19:130
Page 6 of 9 Millogo et al. Journal of Genetic Engineering and Biotechnology (2021) 19:130 Page 6 of 9 the ABO-rhesus and Hb electrophoresis association t
d t
i
t
it
I
l th
hi h f
i
Fig. 2 Exclusion of paternity for the trio 2: example of allele no correspondence between alleged father and child for the locus TPOX Fig. 2 Exclusion of paternity for the trio 2: example of allele no correspondence between alleged father and child for the locus TPOX the ABO-rhesus and Hb electrophoresis association to
determine paternity. In general, the high frequencies of
the ABO system alleles would make it difficult to include
the presumed father in a paternity case, but could rather
exclude him if, because of his blood type, he did not
present the possibility of being the father. From the
above, the ABO-rhesus technique associated with Hb
electrophoresis used to determine paternity had limita-
tions. The analysis of STRs consisted of determining the Table 4 Inclusion and exclusion with the ABO-rhesus/
hemoglobin electrophoresis and analysis of STR
Paternity
ABO-rhesus/Hb electrophoresis
Analysis of STR
Inclusion
10 (71.43%)
5 (35.71%)
Exclusion
3 (21.43%)
9 (64.29%)
Inconclusive
1 (7.14%)
0 (0.0%)
Legend: STR Short Tandem Repeat, Hb hemoglobin Table 4 Inclusion and exclusion with the ABO-rhesus/
hemoglobin electrophoresis and analysis of STR
Paternity
ABO-rhesus/Hb electrophoresis
Analysis of STR
Inclusion
10 (71.43%)
5 (35.71%)
Exclusion
3 (21.43%)
9 (64.29%)
Inconclusive
1 (7.14%)
0 (0.0%)
Legend: STR Short Tandem Repeat, Hb hemoglobin Millogo et al. Journal of Genetic Engineering and Biotechnology (2021) 19:130 Page 7 of 9 Page 7 of 9 genetic markers in the DNA of each trio to compare the
alleles of the alleged fathers with those of the children. The Identifiler Direct Kit made it possible to compare
15 alleles between the individuals in each trio. The gen-
etic analysis of the fourteen paternity search trios com-
prising mother, child, and alleged father revealed 64.29%
of cases of exclusion compared to 21.43% with ABO-
rhesus associated with Hb electrophoresis. Conclusion In Burkina Faso, ABO-rhesus/hemoglobin electrophor-
esis tests have long been used for paternity exclusion. Because of the limitations of these conventional tests,
STR analysis has become the reference technique not
only for parentage testing but also for forensic analysis. 4. Salmon C, Cartron J, Rouger P (1991) Paternité: les groupes sanguins chez
l'Homme. Masson ed, Paris 5. Szuberski J, Oliveira J, Hoyer JD (2012) A comprehensive analysis of
hemoglobin variants by high-performance liquid chromatography (HPLC). Int J Lab Hematol 34(6):594–604. https://doi.org/10.1111/j.1751-553X.2012. 01440.x CPI: Combined paternity index; DNA: Deoxyribonucleic; HbF: Fetal
hemoglobin; PCR: Polymerase chain reaction; PI: Paternity index; Discussion Some studies
were done in African countries to determine alleles
frequencies [33, 34]. Moreover, the STR analysis can be
used in forensic investigations. Additionally, it would be
more appropriate to carry out a study to determine the
allelic frequencies of the 16 STRs specific to the popula-
tion of Burkina Faso. References
k 1. Wenk RE (2004) Testing for parentage and kinship. Curr Opin Hematol 11(5):
357–361. https://doi.org/10.1097/01.moh.0000137914.80855.8a 1. Wenk RE (2004) Testing for parentage and kinship. Curr Opin Hematol 11(5):
357–361. https://doi.org/10.1097/01.moh.0000137914.80855.8a 2. de Mazancourt P, Pfitzinger H (2005) DNA and paternity testing. Gynecol
Obstet Fertil 33(7-8):461–463 3. Spielmann W, Kühnl P (1983) Blood group expert evaluation: relation
between the extent of testing and the reliability of paternity determination. Reflections on revision and guidelines. J Legal Med 90(1):35–44. https://doi. org/10.1007/BF01886065 Discussion Additionally, it would be
more appropriate to carry out a study to determine the
allelic frequencies of the 16 STRs specific to the popula-
tion of Burkina Faso. POP: Probability of paternity; POP4: Performance-optimized polymer 4;
STR: Short tandem repeat POP: Probability of paternity; POP4: Performance-optimized polymer 4;
STR: Short tandem repeat POP: Probability of paternity; POP4: Performance-optimized polymer 4;
STR: Short tandem repeat paternity likelihood and power of exclusion of the ABO
genotype was significantly higher than of the ABO
phenotype. In 12 of 35 exclusion cases (34.3%) the ABO
genotype also excluded the alleged father, whereas the
ABO phenotype excluded the alleged father only in 7
cases (20%) [25]. As demonstrated in this study, the
results of paternity tests were better when using STR
analysis compared to serological tests. Every individual
in the world can be identified at the molecular level
based on an extremely greater level of polymorphism in
the sequence of DNA which is inherited from biological
parents and is identical in every cell of the body [26, 27]. In inclusion cases, the child shares the length of each
STR loci with his parents because each biological parent
shares 23 chromosomes for their child and in exclusion
cases, the child’s length of STR loci differs between the
father and mother [28]. In this study, genetic amplifica-
tion of STRs excluded 9 presumed fathers and identified
5 others as the biological fathers of the children. STR
markers provide sufficient discriminatory power to ex-
clude or include an alleged father in contested paternity
cases. Unlike ABO-rhesus/Hb electrophoresis techniques
which are based on the agglutination of red blood cells
and hemoglobin, the STR technique determines the gen-
etic profile of the DNA which contains the genetic infor-
mation that is unique to each individual [29]. Because of
the limitations of ABO-Rhesus/Hb electrophoresis, the
PCR technique became the standard process for DNA
paternity testing because PCR technology allows ampli-
fying a very small quantity of DNA to increase the
amount of DNA up to billions of copies of the same
DNA for testing and analysis [28, 30]. Furthermore, STR
assays can be used to establish genetic affinity between
populations [31]. In this study, the allele frequencies of
the African American population provided in the kit’s
user manual were used to calculate the paternity index
because there are no great genetic variations between
this population and West Africans [32]. Acknowledgements The authors would like to thank the Pietro Annigoni Biomolecular Research
Centre (CERBA/LABIOGENE) for their material and financial support in
carrying out this study. We also thank Dr. François GUIDET, Expert at the
Court of Aix in Provence, France, and the International Criminal Court (The
Hague) and Mr. Philippe SAMAIN at Forensic France for their contribution to
the enrichment of this manuscript. Author details
1 1Direction of Scientific and Technical Police, Ouagadougou, Burkina Faso. 2Laboratory of Molecular Biology and Genetics (LABIOGENE) of University
Joseph Ki-Zerbo, P.O. 03 BOX, 7021 Ouaga 03, Ouagadougou, Burkina Faso. 3Biomolecular Research Centre Pietro Annigoni (CERBA)), P.O. 01 BOX 364,
Ouagadougou Ouaga 01, Burkina Faso. 4Research Institute of Health Sciences
(IRSS)), P.O. 03. BOX 7192, Ouagadougou Ouaga 03, Burkina Faso. 5Research
Institute of Applied and Technical Sciences (IRSAT)), P.O. 03 BOX 7047,
Ouagadougou Ouaga 03, Burkina Faso. 6University of Saint Thomas d’Aquin
(USTA)), P.O. 06 BOX 10212, Ouagadougou Ouaga 06, Burkina Faso. Received: 26 March 2021 Accepted: 30 July 2021 Authors’ contributions
d
l
d h MM and STS analyzed the data and interpreted result. STS, BVJTB, and AKO
drafted the manuscript. TMZ participated in the data collection and
interpretation. MM, AKO, STS, BVJTB, and JS revised the manuscripts. JS
designed the study. The authors read and approved the final manuscript Ethics approval and consent to participate This study was approved by the Institutional Ethics Committee of CERBA/
LABIOGENE and The Tribunal de Grande Instance de Ouagadougou
(Deliberation N°2019-19/III-015) and conducted according to the Declaration
of Helsinki. Also, written informed consent was obtained before blood
collection. Discussion Based on the
Bayesian probability law, we determined the PI and the
CPI. These PIs maked it possible to determine the prob-
ability of paternity of an alleged father “to be” or “not to
be” the biological father of a child. The results of this
study showed a CPI of more than 100 million, unlike a
study conducted in Egypt which found a CPI of more
than 1 million [23]. The CPI can be high depending on
whether the PI calculated from the allele frequencies is
high or low. In the ABO system, three alleles are pos-
sible and therefore six possible genotypes are present in
the human population. In contrast, STR multiplex
markers produce a greater number of possible geno-
types, as many alleles are present for each STR locus. Thus, although the ABO-rhesus/Hb electrophoresis is
useful for excluding a person from paternity, this tech-
nique cannot be used to declare a truth inclusion of pa-
ternity. The conclusion of paternity from this technique
is “Exclusion” or “probable inclusion.” The term “prob-
able inclusion” means that there is a possibility of inclu-
sion of paternity, but this situation needs reliable
techniques to confirm. In paternity tests, the results of
the probability of filiation would be either 0% to exclude
someone in situations of paternity, siblings, etc., as the
biological parent of a child or the same filiation or at
least 99% to confirm someone as the biological parent. Legally, a 99% or greater probability of a biological rela-
tionship is considered proof of paternity [23, 24]. The in-
clusion of paternity comes from the fact that one of the
child’s alleles is identical to one of the alleles of the al-
leged father for all the markers studied. While the exclu-
sion is explained by the fact that the child did not
receive any allele from the alleged father for one or more
STR markers. Our results with STR assays were similar
to those conducted in Egypt where STR assay was used
[23]. In Poland, analysis of results obtained between
1966 and 2014 from paternity testing revealed a percent-
age of exclusions of 31% using serological tests (ABO,
MNSs, Rh factors, Kell, Duffy, Kidd, white blood cells
(HLA), serum proteins), 18% using RFLP tests and 20%
using STR assay [24]. Discussion Another study in Germany using
ABO genotyping by PCR-SSP and ABO grouping re- Page 8 of 9 Millogo et al. Journal of Genetic Engineering and Biotechnology (2021) 19:130 Page 8 of 9 Page 8 of 9 Page 8 of 9 paternity likelihood and power of exclusion of the ABO
genotype was significantly higher than of the ABO
phenotype. In 12 of 35 exclusion cases (34.3%) the ABO
genotype also excluded the alleged father, whereas the
ABO phenotype excluded the alleged father only in 7
cases (20%) [25]. As demonstrated in this study, the
results of paternity tests were better when using STR
analysis compared to serological tests. Every individual
in the world can be identified at the molecular level
based on an extremely greater level of polymorphism in
the sequence of DNA which is inherited from biological
parents and is identical in every cell of the body [26, 27]. In inclusion cases, the child shares the length of each
STR loci with his parents because each biological parent
shares 23 chromosomes for their child and in exclusion
cases, the child’s length of STR loci differs between the
father and mother [28]. In this study, genetic amplifica-
tion of STRs excluded 9 presumed fathers and identified
5 others as the biological fathers of the children. STR
markers provide sufficient discriminatory power to ex-
clude or include an alleged father in contested paternity
cases. Unlike ABO-rhesus/Hb electrophoresis techniques
which are based on the agglutination of red blood cells
and hemoglobin, the STR technique determines the gen-
etic profile of the DNA which contains the genetic infor-
mation that is unique to each individual [29]. Because of
the limitations of ABO-Rhesus/Hb electrophoresis, the
PCR technique became the standard process for DNA
paternity testing because PCR technology allows ampli-
fying a very small quantity of DNA to increase the
amount of DNA up to billions of copies of the same
DNA for testing and analysis [28, 30]. Furthermore, STR
assays can be used to establish genetic affinity between
populations [31]. In this study, the allele frequencies of
the African American population provided in the kit’s
user manual were used to calculate the paternity index
because there are no great genetic variations between
this population and West Africans [32]. Some studies
were done in African countries to determine alleles
frequencies [33, 34]. Moreover, the STR analysis can be
used in forensic investigations. Funding This research did not receive any specific grant from funding agencies in the
public, commercial, or not-for-profit sectors. 6.
Riou J, Szuberski J, Godart C, Wajcman H, Oliveira JL, Hoyer JD, Bardakdjian-
Michau J (2018) Precision of CAPILLARYS 2 for the detection of hemoglobin Availability of data and materials
N
li
bl Availability of data and materials
Not applicable Competing interests p
g
The authors declare that they have no competing interests. Publisher’s Note 15. Eisenberg AJ. Parentage statistics strength of genetic evidence in parentage
testing. 2003, https://www.promega.com/-/media/files/resources/
conference-proceedings/ishi-15/parentage-and-mixture-statistics workshop/
introductiontoparentagestatistics.pdf?la=en; (Accessed 25 May 2019). Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. 16. Souiden Y, Chaieb K, Romdhani M, Mahdouani K (2007) Contribution of the
genetic fingerprintings compared to grouping ABO/Rhesus technique in
the expertise of filiation. Ann Biol Clin (Paris) 65(6):663–670 17. Hasan MN, Fraiwan A, An R, Alapan Y, Ung R, Akkus A, Xu JZ, Rezac AJ,
Kocmich NJ, Creary MS, Oginni T, Olanipekun GM, Hassan-Hanga F, Jibir BW,
Gambo S, Verma AK, Bharti PK, Riolueang S, Ngimhung T, Suksangpleng T,
Thota P, Werner G, Shanmugam R, Das A, Viprakasit V, Piccone CM, Little JA,
Obaro SK, Gurkan UA (2020) Based microchip electrophoresis for point-of-
care hemoglobin testing. Analyst 145(7):2525–2542. https://doi.org/10.1039/
C9AN02250C 18. Caboot JB, Allen JL (2014) Hypoxemia in sickle cell disease: significance and
management. Paediatr Respir Rev 15(1):17–23. https://doi.org/10.1016/j. prrv.2013.12.004 19. Obaro SK, Iroh Tam PY (2016) Preventing Infections in sickle cell disease: the
unfinished business. Pediatr Blood Cancer 63(5):781–785. https://doi.org/10.1
002/pbc.25911 19. Obaro SK, Iroh Tam PY (2016) Preventing Infections in sickle cell disease: the
unfinished business. Pediatr Blood Cancer 63(5):781–785. https://doi.org/10.1
002/pbc.25911 20. Katamea T, Mjumbe CK, Omoy MN, Bafwafwa D, Ngombe M, Kasongo L
et al (2020) Neonatal screening for lubumbashi drepacytosis: feasibility and
suitable performance. Open Access Library Journal 7(3):1–12 20. Katamea T, Mjumbe CK, Omoy MN, Bafwafwa D, Ngombe M, Kasongo L
et al (2020) Neonatal screening for lubumbashi drepacytosis: feasibility and
suitable performance. Open Access Library Journal 7(3):1–12 21. Balgir RS (2005) Detection of a rare blood group “Bombay (Oh) Phenotype”
among the Kutia Kondh Primitive Tribe of Orissa, India. Int J Hum Genet
5(3):193–198. https://doi.org/10.1080/09723757.2005.11885925 21. Balgir RS (2005) Detection of a rare blood group “Bombay (Oh) Phenotype”
among the Kutia Kondh Primitive Tribe of Orissa, India. Int J Hum Genet
5(3):193–198. https://doi.org/10.1080/09723757.2005.11885925 22. Tongio MM, Dormoy A (1997) HLA genotyping: indications and limits. Transfus Clin Biol 5:6–12 23. El-Alfy SH, El-Hafez AFA (2012) Paternity testing and forensic DNA typing by
multiplex STR analysis using ABI PRISM 310 Genetic Analyzer. J Genet Eng
Biotechnol 10(1):101–112. https://doi.org/10.1016/j.jgeb.2012.05.001 24. Karpiewska A, Kowalczyk E, Dobosz T (2017) Paternity testing at the
Department of Forensic Medicine of Wroclaw Medical University (Poland). Legal Med 26:18–24. Abbreviations Li L, Zhao SM, Zhang SH, Li CT, Liu Y, Lin Y, Liu JH (2012) Typing and
polymorphism analysis of 16 STR loci on X chromosome. Fa Yi Xue Za Zhi
28(1):36–40 3 33. Rosa A, Ornelas C, Brehm A, Villems R (2006) Population data on 11 Y-
chromosome STRs from Guiné-Bissau. Forensic Sci Int 157(2-3):210–217. https://doi.org/10.1016/j.forsciint.2005.04.005 12. Amankwaa AO (2019) Towards a reformed policy for immigrant DNA tests,
a commentary. J Forensic Legal Med 66:117–119. https://doi.org/10.1016/j. jflm.2019.06.016 34. Semo AC, Carvalho MR, Bogas V, Serra A, Lopes V, Brito P, Sá FB, Porto MJ,
Gonçalves IMT, Corte-Real F (2017) Allelic frequencies of 15 autosomal STRs
from two main population groups (Makua and Changana) in Mozambique. Forensic Sci Int Genet Suppl Ser 6:e286–e2e8. https://doi.org/10.1016/j. fsigss.2017.09.139 13. Gao JS, Ye Y, Hou YP (2017) Application of SNP-STR Composed by D18S51
and Three SNPs of Its Flanking Region in Paternity Testing. Fa Yi Xue Za Zhi
33(7):607–610 14. Van Huffel V, Rouger P (1999) DNA polymorphism applied to paternity
testing. Analysis of 877 cases. Transfus Clin Biol 6(4):236–244. https://doi. org/10.1016/s1246-7820(99)80034-2 Abbreviations 6. Riou J, Szuberski J, Godart C, Wajcman H, Oliveira JL, Hoyer JD, Bardakdjian-
Michau J (2018) Precision of CAPILLARYS 2 for the detection of hemoglobin Page 9 of 9 Page 9 of 9 Page 9 of 9 Page 9 of 9 Millogo et al. Journal of Genetic Engineering and Biotechnology (2021) 19:130 (2021) 19:130 variants based on their migration positions. Am J Clin Pathol 149(2):172–
180. https://doi.org/10.1093/ajcp/aqx148 variants based on their migration positions. Am J Clin Pathol 149(2):172–
180. https://doi.org/10.1093/ajcp/aqx148 variants based on their migration positions. Am J Clin Pathol 149(2):172–
180. https://doi.org/10.1093/ajcp/aqx148 28. Essam K, Mona H, Diab AA (2014) Role of DNA in Paternity Testing. J
Forensic Sci & Criminal Inves 14(2):555882 7. Schlenk J, Seidl S, Braunschweiger G, Betz P, Lederer T (2004) Development
of a 13-locus PCR multiplex system for paternity testing. Int J Legal Med
118(1):55–61. https://doi.org/10.1007/s00414-003-0420-5 29. De Kock AA, Kloppers JJ (2021) The impact of motherless paternity testing
in a South African population. Afr Health Sci 21(1):379–384. https://doi.org/1
0.4314/ahs.v21i1.48 30. Thomsen AR, Hallenberg C, Simonsen BT, Langkjær RB, Morling N
(2009) A report of the 2002–2008 paternity testing workshops of the
English-speaking working group of the International Society for Forensic
Genetics. Forensic Sci Int Genet 3(4):214–221. https://doi.org/10.1016/j. fsigen.2009.01.016 8. Burguete-Argueta N, Martinez De la Cruz B, Camacho-Mejorado R, Santana
C, Noris G, Lopez-Bayghen E et al (2016) Forensic-paternity effectiveness
and genetics population analysis of six non-CODIS mini-STR loci (D1S1656,
D2S441, D6S1043, D10S1248, D12S391, D22S1045) and SE33 in Mestizo and
Amerindian populations from Mexico. Ann Hum Biol 43(6):563–571. https://
doi.org/10.3109/03014460.2015.1127424 31. Zeye MMJ, Li J, Ouedraogo SY, Zha L, Simpore J, Jifeng C (2021) Population
data and genetic structure analysis based on 29 Y-STR loci among the
ethnolinguistic groups in Burkina Faso. Int J Legal Med. https://doi.org/10.1
007/s00414-021-02544-9 9. Thomson JA, Pilotti V, Stevens P, Ayres KL, Debenham PG (1999) Validation
of short tandem repeat analysis for the investigation of cases of disputed
paternity. Forensic Sci Int 100(1-2):1–16. https://doi.org/10.1016/S0379-073
8(98)00199-6 32. Bryc K, Auton A, Nelson MR, Oksenberg JR, Hauser SL, Williams S, Froment
A, Bodo JM, Wambebe C, Tishkoff SA, Bustamante CD (2010) Genome-wide
patterns of population structure and admixture in West Africans and African
Americans. Proc Natl Acad Sci U S A 107(2):786–791. https://doi.org/10.1
073/pnas.0909559107 10. Butler JM (2011) Forensic DNA testing. Cold Spring Harb Protoc 12:1438–
1450 11. Publisher’s Note https://doi.org/10.1016/j.legalmed.2017.02.002 25. Bugert P, Rink G, Kemp K, Klüter H (2012) Blood group ABO genotyping in
paternity testing. Transfus Med Hemother 39(3):182–186. https://doi.org/1
0.1159/000339235 26. Mishra A, Sathyan S (2016) DNA Fingerprinting in disputed paternity. Med
Phoenix 1(1):44–46 26. Mishra A, Sathyan S (2016) DNA Fingerprinting in disputed paternity. Med
Phoenix 1(1):44–46 27. Asela PRM, Clarencia RD (2019) A paternity case based on short tandem
repeat (str) using DNA finger printing technology. Int J Dev Res 9(12):
32230–32237
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Anthropogenic signature of global agricultural soil phosphorus
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Keywords: Posted Date: June 16th, 2022 License: This work is licensed under a Creative Commons Attribution 4.0 International License. License: This work is licensed under a Creative Commons Attribution 4.0 International License. Read Full License Anthropogenic signature of global agricultural soil phosphorus
1 Anthropogenic signature of global agricultural soil phosphorus
1
Abstract
2
The global phosphorus (P) cycle has been dramatically altered by human activities through the use of
3
mineral P fertilizers, often referred to anthropogenic P. The application of mineral P fertilizers on
4
agricultural soils has driven the planet beyond its safe operating space but the extent to which the
5
global P cycle relies on anthropogenic P has never been quantified. To fill this gap, we developed a
6
model that simulates, at the country scale, the evolution of agricultural soil available P by
7
distinguishing anthropogenic vs. natural P pools, and by accounting for farming practices, crop-
8
livestock recycling loop, and agricultural trade, over the 1950-2017 period. At the global scale we
9
found that the anthropogenic signature of soil available P was 45% ± 8% in 2017. The national
10
anthropogenic signatures varied according to the cumulative mineral P fertilizer use as well as to the
11
soil P availability in 1950. Despite having different historical trajectories, Western Europe, North
12
America and Asia displayed similar reliance on anthropogenic P, close to 60% in 2017. Conversely,
13
African soil anthropogenic signature remained around 30%. Trade did not modify the simulated
14
signatures. Overall, our results unravel the strong reliance of our soil fertility and food production
15
systems on anthropogenic P resources. 16 Abstract
2
The global phosphorus (P) cycle has been dramatically altered by human activities through the use of
3
mineral P fertilizers, often referred to anthropogenic P. The application of mineral P fertilizers on
4
agricultural soils has driven the planet beyond its safe operating space but the extent to which the
5
global P cycle relies on anthropogenic P has never been quantified. To fill this gap, we developed a
6
model that simulates, at the country scale, the evolution of agricultural soil available P by
7
distinguishing anthropogenic vs. natural P pools, and by accounting for farming practices, crop-
8
livestock recycling loop, and agricultural trade, over the 1950-2017 period. At the global scale we
9
found that the anthropogenic signature of soil available P was 45% ± 8% in 2017. The national
10
anthropogenic signatures varied according to the cumulative mineral P fertilizer use as well as to the
11
soil P availability in 1950. Anthropogenic signature of global agricultural soil phosphorus
1 Despite having different historical trajectories, Western Europe, North
12
America and Asia displayed similar reliance on anthropogenic P, close to 60% in 2017. Conversely,
13
African soil anthropogenic signature remained around 30%. Trade did not modify the simulated
14
signatures. Overall, our results unravel the strong reliance of our soil fertility and food production
15
systems on anthropogenic P resources. 16 Main text
17
The Anthropocene is characterised by the profound, anthropogenic disturbance of the global
18
biogeochemical cycles, which has led to drastic consequences for soil fertility, ocean and river
19
quality, greenhouse gas emissions and biodiversity losses (Steffen et al., 2015). In particular, the
20
global phosphorus (P) cycle has been altered in an unprecedented way, both in time and in space
21
(Elser and Bennett, 2011). At the core of these modifications stand phosphate rocks and their use in
22
agriculture, mainly as mineral P fertilizers but also, although at a lesser extent, as mineral feed for
23
livestock animals. Both mineral P fertilizers and mineral P feed are derived from industrial treatments
24
– to increase the P solubility of phosphate rocks – and are hereafter referred to as anthropogenic P. 25
The massive use of mineral P fertilizers combined with a sharp rise in livestock animals number – and
26
resulting manure production – have globally increased cropland soil available P, although with some
27
variations across world regions (Ringeval et al., 2017). The changes in croplands soil P fertility have
28
been triggered by both local and global modifications in the P cycle. At the local scale, P has been
29
added to agricultural soils through massive application of mineral P fertilizers –sometimes far above
30
crop P uptake – resulting in increasing soil P legacy, together with some P deficits in some regions
31
(MacDonald et al., 2011). Large amounts of P have also been transferred from grasslands to
32 1 croplands through the production, transport and soil application of animal manure (Sattari et al.,
33
2016), a phenomenon much increased by the massive rise in global livestock population (Bouwman
34
et al., 2011). At the global scale, P has been displaced through the extraction and international trade
35
of phosphate rocks (Nesme et al., 2018). Anthropogenic signature of global agricultural soil phosphorus
1 Indirectly this traded P
39
has fertilized, at least partly, the agricultural soils of importing countries through the application of
40
animal and human manure - derived from traded feed and food - on cropland and grassland soils. 41 croplands through the production, transport and soil application of animal manure (Sattari et al.,
33
2016), a phenomenon much increased by the massive rise in global livestock population (Bouwman
34
et al., 2011). At the global scale, P has been displaced through the extraction and international trade
35
of phosphate rocks (Nesme et al., 2018). Highly concentrated in a few places such as Morocco and
36
Western Sahara, phosphate rocks have been redistributed, yet unevenly, to the rest of the world,
37
thus reshaping the spatial distribution of soil P. More recently, the trade of agricultural products has
38
also contributed to displace large quantities of P worldwide (Lun et al., 2021). Indirectly this traded P
39
has fertilized, at least partly, the agricultural soils of importing countries through the application of
40
animal and human manure - derived from traded feed and food - on cropland and grassland soils. 41 croplands through the production, transport and soil application of animal manure (Sattari et al.,
33
2016), a phenomenon much increased by the massive rise in global livestock population (Bouwman
34
et al., 2011). At the global scale, P has been displaced through the extraction and international trade
35
of phosphate rocks (Nesme et al., 2018). Highly concentrated in a few places such as Morocco and
36
Western Sahara, phosphate rocks have been redistributed, yet unevenly, to the rest of the world,
37
thus reshaping the spatial distribution of soil P. More recently, the trade of agricultural products has
38
also contributed to displace large quantities of P worldwide (Lun et al., 2021). Indirectly this traded P
39
has fertilized, at least partly, the agricultural soils of importing countries through the application of
40
animal and human manure - derived from traded feed and food - on cropland and grassland soils. 41 This alteration of the global P cycle has had several, positive and negative consequences. On one
42
hand, crop yields have increased as a result of an overall rise in soil P fertility, thereby helping to
43
achieve food security objectives (Mueller et al., 2012). Anthropogenic signature of global agricultural soil phosphorus
1 Highly concentrated in a few places such as Morocco and
36
Western Sahara, phosphate rocks have been redistributed, yet unevenly, to the rest of the world,
37
thus reshaping the spatial distribution of soil P. More recently, the trade of agricultural products has
38
also contributed to displace large quantities of P worldwide (Lun et al., 2021). Indirectly this traded P
39
has fertilized, at least partly, the agricultural soils of importing countries through the application of
40
animal and human manure - derived from traded feed and food - on cropland and grassland soils. 41
This alteration of the global P cycle has had several, positive and negative consequences. On one
42
hand, crop yields have increased as a result of an overall rise in soil P fertility, thereby helping to
43
achieve food security objectives (Mueller et al., 2012). On the other hand, our agriculture has
44
become dependent on phosphate rocks, an alarming situation due to the progressive exhaustion of
45
the easily accessible, remaining reserves of this fossil ressource (Cordell et al., 2009; Reijnders, 2014). 46
Although it will take centuries for phosphate rock reserves to be depleted, short-term challenges are
47
likely to arise in the next years to decades (Scholz and Wellmer, 2018). The prices of mineral P
48
fertilizers are likely to increase in most world regions and potential geopolitical conflicts might break
49
out, thus putting at risk the resilience of our global food systems (Barbieri et al., 2022; Cordell et al.,
50
2009; Van Vuuren et al., 2010). 51
Those alterations of the global P cycle and of soil P fertility following anthropogenic P supply have
52 croplands through the production, transport and soil application of animal manure (Sattari et al.,
33
2016), a phenomenon much increased by the massive rise in global livestock population (Bouwman
34
et al., 2011). At the global scale, P has been displaced through the extraction and international trade
35
of phosphate rocks (Nesme et al., 2018). Highly concentrated in a few places such as Morocco and
36
Western Sahara, phosphate rocks have been redistributed, yet unevenly, to the rest of the world,
37
thus reshaping the spatial distribution of soil P. More recently, the trade of agricultural products has
38
also contributed to displace large quantities of P worldwide (Lun et al., 2021). Anthropogenic signature of global agricultural soil phosphorus
1 84 In addition to soil P pools, we also modelled the anthropogenic signature of all P fluxes incoming to
85
or outgoing from agricultural soils (Figure 1). We assumed that P harvest had the same
86
anthropogenic signature of that of the soil labile P pool in which plant uptake occurred. Similarly, we
87
assumed that imported food and feed products had the same P signature as that of the soil labile P
88
pool of the countries where they came from. Because P losses from soils may apply to both labile and
89
stable P pools indifferently, we assumed that the signature of P losses was similar to that of the
90
overall soil P pools. The anthropogenic P signature of animal manure was assumed equal to that of
91
animal intake. By construction and because they are entirely processed from the chemical industry,
92
an anthropogenic signature of 1 was attributed to both mineral P fertilizers applied to soils and to
93
mineral feed supplements given to livestock (Figure 1). 94 In addition to soil P pools, we also modelled the anthropogenic signature of all P fluxes incoming to
85
or outgoing from agricultural soils (Figure 1). We assumed that P harvest had the same
86
anthropogenic signature of that of the soil labile P pool in which plant uptake occurred. Similarly, we
87
assumed that imported food and feed products had the same P signature as that of the soil labile P
88
pool of the countries where they came from. Because P losses from soils may apply to both labile and
89
stable P pools indifferently, we assumed that the signature of P losses was similar to that of the
90
overall soil P pools. The anthropogenic P signature of animal manure was assumed equal to that of
91
animal intake. By construction and because they are entirely processed from the chemical industry,
92
an anthropogenic signature of 1 was attributed to both mineral P fertilizers applied to soils and to
93
mineral feed supplements given to livestock (Figure 1). 94 We initialized the size of the P pools by assuming that, although some mineral P fertilizers were
95
sometimes applied to agricultural soils in the first half of the 20th century (Bouwman et al., 2011;
96
Grigg, 1987; Ringeval et al., 2014), anthropogenic soil P pools were negligible before 1950. Anthropogenic signature of global agricultural soil phosphorus
1 On the other hand, our agriculture has
44
become dependent on phosphate rocks, an alarming situation due to the progressive exhaustion of
45
the easily accessible, remaining reserves of this fossil ressource (Cordell et al., 2009; Reijnders, 2014). 46
Although it will take centuries for phosphate rock reserves to be depleted, short-term challenges are
47
likely to arise in the next years to decades (Scholz and Wellmer, 2018). The prices of mineral P
48
fertilizers are likely to increase in most world regions and potential geopolitical conflicts might break
49 fertilizers are likely to increase in most world regions and potential geopolitical conflicts might break
49
out, thus putting at risk the resilience of our global food systems (Barbieri et al., 2022; Cordell et al.,
50
2009; Van Vuuren et al., 2010). 51 Those alterations of the global P cycle and of soil P fertility following anthropogenic P supply have
52
already been highlighted by recent synthesis studies (Chen and Graedel, 2016; Elser and Bennett,
53
2011; Lu and Tian, 2016). However, the specific and cumulated contribution of anthropogenic P
54
supply to P fertility of global agricultural soils has never been estimated. Providing such estimate is
55
key to assess both the anthropogenic disturbance of the global P cycle but also to estimate the past
56
and current reliance of agricultural soils and food production to the finite phosphate rock resources. 57
Here we address this knowledge gap by estimating the anthropogenic signature of available P in
58
agricultural soils at the global scale. We defined the anthropogenic signature of soil available P as the
59
ratio of anthropogenic over total soil available P, where total P refers to the sum of non-
60
anthropogenic P (considered as natural P) and anthropogenic P. 61 To achieve this objective, we developed a model that simulates for each country and with a yearly
62
time step, the evolution of agricultural soil P stocks (in both cropland and grassland soils) from 1950
63
to 2017, accounting for (i) direct P fertilizer inputs to soils but also (ii) P recycling from the crop-
64
livestock cycling loop and (iii) geographic displacement of P through the trade of agricultural
65 2 products (Figure 1). Anthropogenic signature of global agricultural soil phosphorus
1 By construction and because they are entirely processed from the chemical industry,
92
an anthropogenic signature of 1 was attributed to both mineral P fertilizers applied to soils and to
93
mineral feed supplements given to livestock (Figure 1). 94
We initialized the size of the P pools by assuming that, although some mineral P fertilizers were
95
sometimes applied to agricultural soils in the first half of the 20th century (Bouwman et al., 2011;
96
Grigg, 1987; Ringeval et al., 2014), anthropogenic soil P pools were negligible before 1950. The sizes
97 In our model, P harvested from cropland and grassland soils (𝑃ℎ𝑎𝑟𝑣𝑒𝑠𝑡,𝑇𝑜𝑡) was computed as a
76
function of the size of the labile P pool (Equation 2). The two parameters involved in the relation
77
between P harvest and the size of the labile P pool were calibrated for each country. Similarly, and in
78
an attempt to take into account the soil P dynamic specificities of each country, we calibrated the P
79
exchange function between stable and labile soil P pools (Equation 3). Both calibrations were
80
conducted independently for each country and were performed so that the model outputs could
81
reproduce both P harvest time-series (from FAOSTAT) over the 1950-2017 period and the size of the
82
labile P pool at year 2005 (derived from the global modelling approach of (Ringeval et al., 2017) or
83
from observations for the few countries where data were available) (see Method). 84 In our model, P harvested from cropland and grassland soils (𝑃ℎ𝑎𝑟𝑣𝑒𝑠𝑡,𝑇𝑜𝑡) was computed as a
76
function of the size of the labile P pool (Equation 2). The two parameters involved in the relation
77
between P harvest and the size of the labile P pool were calibrated for each country. Similarly, and in
78
an attempt to take into account the soil P dynamic specificities of each country, we calibrated the P
79
exchange function between stable and labile soil P pools (Equation 3). Both calibrations were
80
conducted independently for each country and were performed so that the model outputs could
81
reproduce both P harvest time-series (from FAOSTAT) over the 1950-2017 period and the size of the
82
labile P pool at year 2005 (derived from the global modelling approach of (Ringeval et al., 2017) or
83
from observations for the few countries where data were available) (see Method). Anthropogenic signature of global agricultural soil phosphorus
1 We modelled soil available P as the interaction between a labile P pool (LP) and a
66
stable P pool (SP), which is commonly done in the literature (Le Noë et al., 2020; Sattari et al., 2012;
67
Zhang et al., 2017). The labile P pool referred to soil P directly available for plant uptake while the
68
stable P pool acted as a slow-release buffer that could replenish the labile P pool following crop P
69
uptake. Each pool was further broken down into a natural (Nat) vs. an anthropogenic (Ant)
70
compartment. This allowed us to track the behaviour of P inputs according to their anthropic vs
71
natural origin in a similar way as isotopic labelling approaches (Sebilo et al., 2013). For each country,
72
the size of the four P pools (LPNat, LPAnt, SPNat, SPAnt) were simulated following the size of the previous
73
years, soil P inputs and outputs, and soil P exchanges between labile and stable P pools (see
74
Method). 75 products (Figure 1). We modelled soil available P as the interaction between a labile P pool (LP) and a
66
stable P pool (SP), which is commonly done in the literature (Le Noë et al., 2020; Sattari et al., 2012;
67
Zhang et al., 2017). The labile P pool referred to soil P directly available for plant uptake while the
68
stable P pool acted as a slow-release buffer that could replenish the labile P pool following crop P
69
uptake. Each pool was further broken down into a natural (Nat) vs. an anthropogenic (Ant)
70
compartment. This allowed us to track the behaviour of P inputs according to their anthropic vs
71
natural origin in a similar way as isotopic labelling approaches (Sebilo et al., 2013). For each country,
72
the size of the four P pools (LPNat, LPAnt, SPNat, SPAnt) were simulated following the size of the previous
73
years, soil P inputs and outputs, and soil P exchanges between labile and stable P pools (see
74
Method). 75 stable P pool (SP), which is commonly done in the literature (Le Noë et al., 2020; Sattari et al., 2012;
67
Zhang et al., 2017). The labile P pool referred to soil P directly available for plant uptake while the
68
stable P pool acted as a slow-release buffer that could replenish the labile P pool following crop P
69
uptake. Anthropogenic signature of global agricultural soil phosphorus
1 Each pool was further broken down into a natural (Nat) vs. an anthropogenic (Ant)
70
compartment. This allowed us to track the behaviour of P inputs according to their anthropic vs
71
natural origin in a similar way as isotopic labelling approaches (Sebilo et al., 2013). For each country,
72
the size of the four P pools (LPNat, LPAnt, SPNat, SPAnt) were simulated following the size of the previous
73
years, soil P inputs and outputs, and soil P exchanges between labile and stable P pools (see
74
Method). 75
In our model, P harvested from cropland and grassland soils (𝑃ℎ𝑎𝑟𝑣𝑒𝑠𝑡,𝑇𝑜𝑡) was computed as a
76
function of the size of the labile P pool (Equation 2). The two parameters involved in the relation
77
between P harvest and the size of the labile P pool were calibrated for each country. Similarly, and in
78
an attempt to take into account the soil P dynamic specificities of each country, we calibrated the P
79
exchange function between stable and labile soil P pools (Equation 3). Both calibrations were
80
conducted independently for each country and were performed so that the model outputs could
81
reproduce both P harvest time-series (from FAOSTAT) over the 1950-2017 period and the size of the
82
labile P pool at year 2005 (derived from the global modelling approach of (Ringeval et al., 2017) or
83
from observations for the few countries where data were available) (see Method). 84
In addition to soil P pools, we also modelled the anthropogenic signature of all P fluxes incoming to
85
or outgoing from agricultural soils (Figure 1). We assumed that P harvest had the same
86
anthropogenic signature of that of the soil labile P pool in which plant uptake occurred. Similarly, we
87
assumed that imported food and feed products had the same P signature as that of the soil labile P
88
pool of the countries where they came from. Because P losses from soils may apply to both labile and
89
stable P pools indifferently, we assumed that the signature of P losses was similar to that of the
90
overall soil P pools. The anthropogenic P signature of animal manure was assumed equal to that of
91
animal intake. Anthropogenic signature of global agricultural soil phosphorus
1 The sizes
97
of the labile and stable natural P pools were estimated based on the observed crop and forage P
98 We initialized the size of the P pools by assuming that, although some mineral P fertilizers were
95
sometimes applied to agricultural soils in the first half of the 20th century (Bouwman et al., 2011;
96
Grigg, 1987; Ringeval et al., 2014), anthropogenic soil P pools were negligible before 1950. The sizes
97
of the labile and stable natural P pools were estimated based on the observed crop and forage P
98 3 3 harvest in 1950 and by assuming an equilibrium between the two soil P pools (see Methods). 99 harvest in 1950 and by assuming an equilibrium between the two soil P pools (see Methods). 99 harvest in 1950 and by assuming an equilibrium between the two soil P pools (see Methods). 99 harvest in 1950 and by assuming an equilibrium between the two soil P pools (see Methods). 99
Hereafter, we comment the signature of the soil labile P pool both in 2017 and throughout the 1950-
100
2017 period. 101 Hereafter, we comment the signature of the soil labile P pool both in 2017 and throughout the 1950-
100
2017 period. 101 102 103
Figure 1 - Structure of the model for a given country, with specific focus on soil P compartments. LP and SP refer to the labile
104
and stable soil P pools, respectively. The anthropogenic vs. natural soil P pools are represented in orange and green
105
respectively. The fluxes in solid lines were explicitly simulated. Conversely, those in dotted lines were not modelled because
106
they do not modify the anthropogenic signature of P pools. As illustrated by the pie charts, each flux was subdivided into
107
anthropogenic (orange) vs. natural (green) components. The blue box refers to a given country that interacts with the rest of
108
the world (other countries) through the trade of food and feed products. 109 103 Figure 1 - Structure of the model for a given country, with specific focus on soil P compartments. LP and SP refer to the labile
104
and stable soil P pools, respectively. The anthropogenic vs. natural soil P pools are represented in orange and green
105
respectively. The fluxes in solid lines were explicitly simulated. Anthropogenic signature of global agricultural soil phosphorus
1 Conversely, those in dotted lines were not modelled because
106
they do not modify the anthropogenic signature of P pools. As illustrated by the pie charts, each flux was subdivided into
107
anthropogenic (orange) vs. natural (green) components. The blue box refers to a given country that interacts with the rest of
108
the world (other countries) through the trade of food and feed products. 109 110 Despite large spatial variabilities, the current global anthropogenic signature of the soil P is high
111 Despite large spatial variabilities, the current global anthropogenic signature of the soil P is high
111 111 112
Figure 2 - Anthropogenic signature of the labile P pool of agricultural soils in 2017. Data are displayed per country. Countries
113
coloured in grey were excluded from the calculation either because of missing data (as for Democratic Republic of Congo,
114
Libya and Somalia among others) or because their calibration did not succeed (Cuba, Estonia, Jordan, Kazakhstan, Latvia,
115
Lithuania, Tajikistan, Turkmenistan, and Ukraine). 116 112
Figure 2 - Anthropogenic signature of the labile P pool of agricultural soils in 2017. Data are displayed per country. Countries
113
coloured in grey were excluded from the calculation either because of missing data (as for Democratic Republic of Congo,
114
Libya and Somalia among others) or because their calibration did not succeed (Cuba, Estonia, Jordan, Kazakhstan, Latvia,
115
Lithuania, Tajikistan, Turkmenistan, and Ukraine). 116
Our results showed that the use of anthropogenic P - derived from phosphate rocks - greatly
117
modified agricultural soil P fertility worldwide (Figure 2). In 2017, the global mean anthropogenic
118
signature of the soil labile P pool was 45 ±8 %, suggesting that almost half of the global agricultural
119
soil P fertility was derived from anthropic P supply. This result clearly mirrors the overall
120
intensification growth path of the world agriculture, which has relied on the massive use of
121
agricultural inputs and mineral fertilizers from the 1950s (Coomes et al., 2019). 122
Our findings also highlight large spatial variabilities of anthropogenic soil P signatures among world
123
regions (Figure 2). North America, Western Europe and Asia displayed the highest anthropogenic
124
signatures, with values of 69 ±8 %, 61 ± 8 % and 59 ± 6 %, respectively. Central and South America
125
had an intermediate anthropogenic signature of 41 ±9 %, close to that of Eastern Europe (39 ±10 %). 126
In Africa, the soil P anthropogenic signature remained moderate at 30 ±6 %. Finally, Oceania, which
127
includes Australia and New Zealand, had the lowest anthropogenic signature with value of 18 ±11 %. 128
We also found that the anthropogenic signatures of soil P were in fact explained by two main factors:
129
(i) the cumulative application of anthropogenic P - mostly as mineral P fertilizer - over the 1950-2017
130
period and (ii) the initial soil P status in 1950 – assimilated to natural P in our model (Section S8). Despite large spatial variabilities, the current global anthropogenic signature of the soil P is high
111 As a
131
result, the massive mineral P fertilization in North America, Western Europe and Asia since the mid-
132
20th century translated into high anthropogenic signatures in those regions. Besides, high initial soil
133
P pools in 1950 in Western Europe mechanistically ‘diluted’ the massive anthropogenic P supply to
134
agricultural soils experienced by this region, which has been three times higher than in North
135 Figure 2 - Anthropogenic signature of the labile P pool of agricultural soils in 2017. Data are displayed per country. Countries
113
coloured in grey were excluded from the calculation either because of missing data (as for Democratic Republic of Congo,
114
Libya and Somalia among others) or because their calibration did not succeed (Cuba, Estonia, Jordan, Kazakhstan, Latvia,
115
Lithuania, Tajikistan, Turkmenistan, and Ukraine). 116 Our results showed that the use of anthropogenic P - derived from phosphate rocks - greatly
117
modified agricultural soil P fertility worldwide (Figure 2). In 2017, the global mean anthropogenic
118
signature of the soil labile P pool was 45 ±8 %, suggesting that almost half of the global agricultural
119
soil P fertility was derived from anthropic P supply. This result clearly mirrors the overall
120
intensification growth path of the world agriculture, which has relied on the massive use of
121
agricultural inputs and mineral fertilizers from the 1950s (Coomes et al., 2019). 122 Our results showed that the use of anthropogenic P - derived from phosphate rocks - greatly
117
modified agricultural soil P fertility worldwide (Figure 2). In 2017, the global mean anthropogenic
118
signature of the soil labile P pool was 45 ±8 %, suggesting that almost half of the global agricultural
119
soil P fertility was derived from anthropic P supply. This result clearly mirrors the overall
120
intensification growth path of the world agriculture, which has relied on the massive use of
121
agricultural inputs and mineral fertilizers from the 1950s (Coomes et al., 2019). 122 Our findings also highlight large spatial variabilities of anthropogenic soil P signatures among world
123
regions (Figure 2). North America, Western Europe and Asia displayed the highest anthropogenic
124
signatures, with values of 69 ±8 %, 61 ± 8 % and 59 ± 6 %, respectively. Central and South America
125
had an intermediate anthropogenic signature of 41 ±9 %, close to that of Eastern Europe (39 ±10 %). Despite large spatial variabilities, the current global anthropogenic signature of the soil P is high
111 126
In Africa, the soil P anthropogenic signature remained moderate at 30 ±6 %. Finally, Oceania, which
127
includes Australia and New Zealand, had the lowest anthropogenic signature with value of 18 ±11 %. 128 5 5 America and Asia (Table S8). This explains why despite very different cumulated mineral P
136
fertilization (Figure S15), the three regions all displayed similar anthropogenic signatures in 2017. 137
Finally, and contrary to the stable P pool, the anthropogenic signature of the labile P pool was
138
dependant on a third and last driver: the P transfer between the soil P pools (Text S8), which
139
underlines the need to account for soil P dynamics when simulating soil P availability and its changes
140
over time. 141 Highly different trends in anthropogenic signature of soil P among countries over 1950-2017
142
143
Figure 3 – Temporal evolution of the anthropogenic signature of the soil labile P pool for eight contrasting countries (France,
144
the Netherlands, the United States of America, Brazil, India, China, Zimbabwe and Morocco) for the 1950-2017 period. 145
Mean (solid line) and standard deviation (blurred zone) data are shown. 146 Highly different trends in anthropogenic signature of soil P among countries over 1950-2017
142 143 Figure 3 – Temporal evolution of the anthropogenic signature of the soil labile P pool for eight contrasting countries (France,
144
the Netherlands, the United States of America, Brazil, India, China, Zimbabwe and Morocco) for the 1950-2017 period. 145
Mean (solid line) and standard deviation (blurred zone) data are shown. 146 Figure 3 Temporal evolution of the anthropogenic signature of the soil labile P pool for eight contrasting countries (France,
144
the Netherlands, the United States of America, Brazil, India, China, Zimbabwe and Morocco) for the 1950-2017 period. 145
Mean (solid line) and standard deviation (blurred zone) data are shown. 146 We found that the soil P anthropogenic signatures displayed highly variable historical trajectories
147
among countries (Figure 3), thereby reflecting contrasting and region-specific histories of soil P
148
fertilization (Figure S16-S17). More precisely, our results showed that the anthropogenic signature of
149
industrialised Western countries such as France, the Netherlands and the USA rose sharply from the
150
1950s to the 1970s (Figure 3), as a result of the very early and massive application of mineral P
151
fertilizers on agricultural soils in industrialised, Western countries. Despite large spatial variabilities, the current global anthropogenic signature of the soil P is high
111 This is
168
mainly due to small applications of mineral P fertilizers, resulting on strong limitation of crop yields
169
by soil P availability in those countries (Kvakíc et al., 2018). 170 Finally, the soil P anthropogenic signatures of most African countries e.g. Morocco and Zimbabwe
167
exhibited a late and slow take off, with values remaining low and close to 20-30% in 2017. This is
168
mainly due to small applications of mineral P fertilizers, resulting on strong limitation of crop yields
169
by soil P availability in those countries (Kvakíc et al., 2018). 170 Finally, the soil P anthropogenic signatures of most African countries e.g. Morocco and Zimbabwe
167
exhibited a late and slow take off, with values remaining low and close to 20-30% in 2017. This is
168
mainly due to small applications of mineral P fertilizers, resulting on strong limitation of crop yields
169
by soil P availability in those countries (Kvakíc et al., 2018). 170 Overall, these results illustrate the ‘Great Divergence’ (Pomeranz, 2000) that, from the 1950s, has
171
seen industrialised countries such as Europe and the USA standing out from the rest of the world in
172
term of growth and development, thanks among other things to the appropriation of overseas
173
resources, such as phosphate rocks (Le Noë et al., 2020). This development gap is being filled by most
174
Asian and South American countries, as illustrated in our estimated trends in anthropogenic
175
signature for the specific case of P. 176 Overall, these results illustrate the ‘Great Divergence’ (Pomeranz, 2000) that, from the 1950s, has
171
seen industrialised countries such as Europe and the USA standing out from the rest of the world in
172
term of growth and development, thanks among other things to the appropriation of overseas
173
resources, such as phosphate rocks (Le Noë et al., 2020). This development gap is being filled by most
174
Asian and South American countries, as illustrated in our estimated trends in anthropogenic
175
signature for the specific case of P. 176 Despite large spatial variabilities, the current global anthropogenic signature of the soil P is high
111 This development gap is being filled by most
174
Asian and South American countries, as illustrated in our estimated trends in anthropogenic
175
signature for the specific case of P. 176
Unexpectedly, the trade of feed and food products had almost no effects on soil P anthropogenic
177
signatures
178 Our results also showed that the soil P anthropogenic signatures of Brazil, India and China took off in
161
the 1970s and 1980s up to values of 60 ± 9%, 61 ± 8% and 73 ± 6% in 2017, respectively (Figure 3). 162
Those results reflect the Green Revolution and the sudden and sharp increase in mineral P fertilizer
163
use that transformed agriculture and soil fertility of most Asian and South American countries from
164
the 1970s (Figure S16). Interestingly, the signatures of those countries have become similar and even
165
higher compared to those of Western European countries in 2017. 166 Our results also showed that the soil P anthropogenic signatures of Brazil, India and China took off in
161
the 1970s and 1980s up to values of 60 ± 9%, 61 ± 8% and 73 ± 6% in 2017, respectively (Figure 3). 162
Those results reflect the Green Revolution and the sudden and sharp increase in mineral P fertilizer
163
use that transformed agriculture and soil fertility of most Asian and South American countries from
164
the 1970s (Figure S16). Interestingly, the signatures of those countries have become similar and even
165
higher compared to those of Western European countries in 2017. 166 Our results also showed that the soil P anthropogenic signatures of Brazil, India and China took off in
161
the 1970s and 1980s up to values of 60 ± 9%, 61 ± 8% and 73 ± 6% in 2017, respectively (Figure 3). 162
Those results reflect the Green Revolution and the sudden and sharp increase in mineral P fertilizer
163
use that transformed agriculture and soil fertility of most Asian and South American countries from
164
the 1970s (Figure S16). Interestingly, the signatures of those countries have become similar and even
165
higher compared to those of Western European countries in 2017. 166 Finally, the soil P anthropogenic signatures of most African countries e.g. Morocco and Zimbabwe
167
exhibited a late and slow take off, with values remaining low and close to 20-30% in 2017. Despite large spatial variabilities, the current global anthropogenic signature of the soil P is high
111 However, since the 1980s the
152
anthropogenic signatures of France and the Netherlands have stabilized around values of 70 ± 7%
153
and 47 ± 11% (in 2017), respectively. Conversely, the signature of the soil labile P pool in the USA was
154
still raising in 2017. The observed stabilization in France and in the Netherlands resulted from smaller
155
mineral P inputs over the last four decades, partly compensated by higher manure inputs with less
156
effects on the anthropogenic signatures (Figure 4). Indeed, when imported feed are small compared
157
to domestically produced feed – which is the general case –, manure simply recycles P from domestic
158 We found that the soil P anthropogenic signatures displayed highly variable historica
147 ound that the soil P anthropogenic signatures displayed highly variable historical trajectories 6 feed and fodder back to agricultural soils, without affecting the anthropogenic signature of
159
agricultural soils. 160 feed and fodder back to agricultural soils, without affecting the anthropogenic signature of
159
agricultural soils. 160
Our results also showed that the soil P anthropogenic signatures of Brazil, India and China took off in
161
the 1970s and 1980s up to values of 60 ± 9%, 61 ± 8% and 73 ± 6% in 2017, respectively (Figure 3). 162
Those results reflect the Green Revolution and the sudden and sharp increase in mineral P fertilizer
163
use that transformed agriculture and soil fertility of most Asian and South American countries from
164
the 1970s (Figure S16). Interestingly, the signatures of those countries have become similar and even
165
higher compared to those of Western European countries in 2017. 166
Finally, the soil P anthropogenic signatures of most African countries e.g. Morocco and Zimbabwe
167
exhibited a late and slow take off, with values remaining low and close to 20-30% in 2017. This is
168
mainly due to small applications of mineral P fertilizers, resulting on strong limitation of crop yields
169
by soil P availability in those countries (Kvakíc et al., 2018). 170
Overall, these results illustrate the ‘Great Divergence’ (Pomeranz, 2000) that, from the 1950s, has
171
seen industrialised countries such as Europe and the USA standing out from the rest of the world in
172
term of growth and development, thanks among other things to the appropriation of overseas
173
resources, such as phosphate rocks (Le Noë et al., 2020). Unexpectedly, the trade of feed and food products had almost no effects on soil P anthropogenic
177
signatures
178 Unexpectedly, the trade of feed and food products had almost no effects on soil P anthropogenic
177
signatures
178 7 179
Figure 4 – Temporal evolution of P inputs to agricultural soils over the 1950-2017 period, with distinction between anthropic
180
(in red) and natural (in green) origin of P fluxes. For comparison, P harvested from agricultural soils has also been displayed. 181
For clarity, we did not show the anthropic vs. natural origin of P embedded in sludge (in yellow), although they have been
182
considered in the model. Manure input was split in three categories: (i) manure that came from the consumption of
183
domestically produced feed and forage (ii) manure that came from the consumption of imported feed and forage, and (iii)
184
manure that came from the consumption of mineral P feed. Note that the Y-axis scale differs among countries. 185 Figure 4 – Temporal evolution of P inputs to agricultural soils over the 1950-2017 period, with distinction between anthropic
180
(in red) and natural (in green) origin of P fluxes. For comparison, P harvested from agricultural soils has also been displayed. 181
For clarity, we did not show the anthropic vs. natural origin of P embedded in sludge (in yellow), although they have been
182
considered in the model. Manure input was split in three categories: (i) manure that came from the consumption of
183
domestically produced feed and forage (ii) manure that came from the consumption of imported feed and forage, and (iii)
184
manure that came from the consumption of mineral P feed. Note that the Y-axis scale differs among countries. 185 Figure 4 – Temporal evolution of P inputs to agricultural soils over the 1950-2017 period, with distinction between anthropic
180
(in red) and natural (in green) origin of P fluxes. For comparison, P harvested from agricultural soils has also been displayed. 181
For clarity, we did not show the anthropic vs. natural origin of P embedded in sludge (in yellow), although they have been
182
considered in the model. Manure input was split in three categories: (i) manure that came from the consumption of
183
domestically produced feed and forage (ii) manure that came from the consumption of imported feed and forage, and (iii)
184
manure that came from the consumption of mineral P feed. Note that the Y-axis scale differs among countries. Implications for sustainable phosphate rock management
210 Thanks to our large scale and time-dependant modelling approach, our results helped to picture both
211
the geographical variations and temporal evolutions of the countries’ reliance on anthropogenic P. 212
Overall, we found that anthropogenic P has greatly contributed to build the current P fertility of most
213
agricultural soils, the average global anthropogenic signature of agricultural soil available P being
214
around 45%. We also found that the discrepancies in anthropogenic signatures among countries
215
were explained by both an uneven use of mineral P fertilizers since the Second World War and
216
inequalities in the inherited agricultural soil P stocks in 1950. In some cases, the use of mineral P
217
fertilizers has even exacerbated the existing inequalities in soil available P in 1950. For example,
218
Western Europe was the region that has fertilized the most with mineral P over the 1950-2017
219
period while its soil available P stocks in 1950, inherited from biogeochemical background and past
220
fertilization practices, were also among the highest in the world (Ringeval et al., 2017). Our findings
221
also illustrate that, on the other side of the gradient, many countries – especially in Africa – have very
222
little benefited from phosphate rocks for sustaining their soil P fertility, the anthropogenic signature
223
of their soils remaining below 30%. These results question the past distribution of phosphate rock
224
resources, which has been rather based on regional economic and financial ability to buy fertilizers
225
than on the search to maximise global food production (Langhans et al., 2022). 226 Thanks to our large scale and time-dependant modelling approach, our results helped to picture both
211
the geographical variations and temporal evolutions of the countries’ reliance on anthropogenic P. 212
Overall, we found that anthropogenic P has greatly contributed to build the current P fertility of most
213
agricultural soils, the average global anthropogenic signature of agricultural soil available P being
214
around 45%. We also found that the discrepancies in anthropogenic signatures among countries
215
were explained by both an uneven use of mineral P fertilizers since the Second World War and
216
inequalities in the inherited agricultural soil P stocks in 1950. In some cases, the use of mineral P
217
fertilizers has even exacerbated the existing inequalities in soil available P in 1950. Unexpectedly, the trade of feed and food products had almost no effects on soil P anthropogenic
177
signatures
178 199 imported feed and food products represented an important, indirect P input to their soils, the
196
anthropogenic signature of these imported products was generally close to that of their domestic
197
agricultural soils (Figure S28), thus resulting in neutral effect on soil P anthropogenic signature
198
(Figure S27). 199 We nevertheless found that, for some countries (such as the Netherlands, Saudi Arabia, Israel,
200
Belgium, Egypt, Lebanon, Portugal and Switzerland), imported feed and food products represented
201
an important input of anthropogenic P to agricultural soils. In these countries, P in animal manure
202
and sewage sludge derived from imported feed and food products accounted for 10% to 34% of their
203
total soil P inputs over the 2007-2017 period, with around half being from anthropic origin. More
204
generally, we found that, at the global scale, 53% of the P embedded in traded products was of
205
anthropic origin; a value amounting to 1.5 Mt P.yr-1 or 8% of the global use of mineral P fertilizers
206
(see Methods). Those results illustrate that food and feed trade displaces large amounts of
207
anthropogenic P that need to be accounted for when assessing the reliance of our global food system
208
to phosphate rock resources (Barbieri et al., 2022; Nanda et al., 2019). 209 We nevertheless found that, for some countries (such as the Netherlands, Saudi Arabia, Israel,
200
Belgium, Egypt, Lebanon, Portugal and Switzerland), imported feed and food products represented
201
an important input of anthropogenic P to agricultural soils. In these countries, P in animal manure
202
and sewage sludge derived from imported feed and food products accounted for 10% to 34% of their
203
total soil P inputs over the 2007-2017 period, with around half being from anthropic origin. More
204
generally, we found that, at the global scale, 53% of the P embedded in traded products was of
205
anthropic origin; a value amounting to 1.5 Mt P.yr-1 or 8% of the global use of mineral P fertilizers
206
(see Methods). Those results illustrate that food and feed trade displaces large amounts of
207
anthropogenic P that need to be accounted for when assessing the reliance of our global food system
208
to phosphate rock resources (Barbieri et al., 2022; Nanda et al., 2019). 209 Unexpectedly, the trade of feed and food products had almost no effects on soil P anthropogenic
177
signatures
178 185 Given that the trade of agricultural products displace annually 3Mt P.yr-1, equivalent to 27% of the P
186
traded through mineral P fertilizers (Nesme et al., 2018), we would have expected trade to
187
substantially modify the soil P anthropogenic signature of large importers such as China or the
188
Netherlands. Yet, we found that the trade of feed and food products had almost no impact on the
189
anthropogenic signatures of the soil P pools. The reasons for that were twofold. First, for 94% of the
190
countries studied, the soil P inputs derived from imported feed and food products (and applied to
191
soils as animal manure and sewage sludge) contributed to less than 5% of the cumulative P inputs
192
over the 1950-2017 period (Figure 4 for all countries except the Netherlands). As a result, for these
193
countries, imported products – whatever their anthropogenic P signature – had almost no effect on
194
soil P anthropogenic signatures. Second, for a handful of countries, despite the P embedded in
195 Given that the trade of agricultural products displace annually 3Mt P.yr-1, equivalent to 27% of the P
186
traded through mineral P fertilizers (Nesme et al., 2018), we would have expected trade to
187
substantially modify the soil P anthropogenic signature of large importers such as China or the
188
Netherlands. Yet, we found that the trade of feed and food products had almost no impact on the
189
anthropogenic signatures of the soil P pools. The reasons for that were twofold. First, for 94% of the
190
countries studied, the soil P inputs derived from imported feed and food products (and applied to
191
soils as animal manure and sewage sludge) contributed to less than 5% of the cumulative P inputs
192
over the 1950-2017 period (Figure 4 for all countries except the Netherlands). As a result, for these
193
countries, imported products – whatever their anthropogenic P signature – had almost no effect on
194
soil P anthropogenic signatures. Second, for a handful of countries, despite the P embedded in
195 8 imported feed and food products represented an important, indirect P input to their soils, the
196
anthropogenic signature of these imported products was generally close to that of their domestic
197
agricultural soils (Figure S28), thus resulting in neutral effect on soil P anthropogenic signature
198
(Figure S27). Implications for sustainable phosphate rock management
210 For example,
218
Western Europe was the region that has fertilized the most with mineral P over the 1950-2017
219
period while its soil available P stocks in 1950, inherited from biogeochemical background and past
220
fertilization practices, were also among the highest in the world (Ringeval et al., 2017). Our findings
221
also illustrate that, on the other side of the gradient, many countries – especially in Africa – have very
222
little benefited from phosphate rocks for sustaining their soil P fertility, the anthropogenic signature
223
of their soils remaining below 30%. These results question the past distribution of phosphate rock
224
resources, which has been rather based on regional economic and financial ability to buy fertilizers
225
than on the search to maximise global food production (Langhans et al., 2022). 226 The high reliance we found of the global soil P fertility to anthropogenic resources raises concerns
227
regarding the vulnerability of our agricultural systems to potential future P scarcity. Our results
228 The high reliance we found of the global soil P fertility to anthropogenic resources raises concerns
227
regarding the vulnerability of our agricultural systems to potential future P scarcity. Our results
228 9 9 indeed demonstrate that our agricultural systems have been built on the massive use of mineral P
229
fertilizers. Complemented by proxies on current P fertilizer use as well as on soil P stocks (Barbieri et
230
al., 2022), our result show that world regions are facing differentiated risks of P deficits. For instance,
231
Western Europe has high soil P stocks (Jones et al., 2020; Ringeval et al., 2017) but its high
232
anthropogenic P signature shows its strong reliance on mineral P fertilizers, suggesting some long-
233
term vulnerability (Le Noë et al., 2020). In contrast, countries such as India or Brazil are particularly at
234
risk as they use massive amounts of mineral P fertilizers to maintain high yields – as illustrated by the
235
recent increase in their soil P anthropogenic signatures – but, unlike European countries, their soil
236
available P stocks are small (Ringeval et al., 2017). It is worth noting that the anthropogenic signature
237
we simulated is rather conservative and will decrease only slightly even if mineral P fertilizer use is
238
drastically reduced. Implications for sustainable phosphate rock management
210 This is due to the fact that increasing P recycling on agricultural soils would affect
239
both anthropogenic and natural P fluxes in similar proportion to that of the soil P anthropogenic
240
signature. This makes our anthropogenic metric suitable to estimate the current reliance on
241
anthropogenic P but not appropriate to analyse how soil P fertility would be affected under future
242
farming scenarios. 243 Our work also offers a way to quantify the anthropogenic P content of agricultural food and feed
244
products by considering not only contemporary soil P inputs but also the inherited soil P legacy from
245
past anthropogenic P supply. Most studies estimating the P footprint of crop products have focused
246
on the annual P supply to soils under the considered crop (Barbieri et al., 2022; Lun et al., 2021;
247
Nesme et al., 2018). By labelling, the anthropic vs. natural origin of P in agricultural soils and in
248
agricultural products, our methodology helps to get more accurate estimates of P footprint that
249
account for past mineral P fertilization. Despite negligible effect of trade on soil P anthropogenic
250
signature, our results provide, for the first time, an estimate of the flux of anthropogenic P
251
exchanged between countries through agricultural trade. We found that this flux was equivalent to
252
around 8% of the global use of mineral P fertilizers. 253 To conclude, the quantification of the anthropogenic signature of agricultural soil P shed a new light
254
on our understanding of the Anthropocene, which we analysed through the spectrum of the global P
255
cycle. World regions have unequally benefited from the use of mineral P fertilizers, thus calling for
256
different desirable trajectories for the future. Where the signature is high there is a need to move
257
away from the massive use of anthropogenic P, thus helping to save phosphate rock resources for
258
regions that have little benefitted from these resources so far – and that are often facing high
259
undernourishment issues (Langhans et al., 2022). The distribution of the remaining phosphate rocks
260
reserves should thus be coordinated on a global scale in order to maximise world food production. Implications for sustainable phosphate rock management
210 280
Equation 1a
281
𝐿𝑃𝑁𝑎𝑡(𝑦+ 1) = 𝐿𝑃𝑁𝑎𝑡(𝑦) + 𝜃[𝑂𝐹𝑁𝑎𝑡(𝑦) + 𝑆𝐿𝑁𝑎𝑡(𝑦)] −𝑃ℎ𝑎𝑟𝑣𝑒𝑠𝑡,𝑁𝑎𝑡(𝑦) −𝐿𝑂𝐿𝑃,𝑁𝑎𝑡(𝑦) + 𝑇𝑁𝑎𝑡(𝑦)
282
Equation 1b
283
𝐿𝑃𝐴𝑛𝑡(𝑦+ 1) = 𝐿𝑃𝐴𝑛𝑡(𝑦) + 𝐶𝐹(𝑦) + 𝜃[𝑂𝐹𝐴𝑛𝑡(𝑦) + 𝑆𝐿𝐴𝑛𝑡(𝑦)] −𝑃ℎ𝑎𝑟𝑣𝑒𝑠𝑡,𝐴𝑛𝑡(𝑦) −𝐿𝑂𝐿𝑃,𝐴𝑛𝑡(𝑦) + 𝑇𝐴𝑛𝑡(𝑦)
284
Equation 1c
285 Our model aims to simulate P fluxes within the agricultural system of each country, as well as P flows
265
between countries through the trade of agricultural products (Figure 1). As a result, not only did we
266
simulate soil P stocks and dynamics, but also the fluxes of P embedded in crop and livestock products
267
as well as P fluxes in animal manure and sewage sludge. 268 The P dynamics in agricultural soils (including both cropland and grassland) were simulated by using a
269
two-pool soil P model. Such models have been used in previous large scale studies and proved
270
successful to reproduce observed P harvest over long-term periods (Le Noë et al., 2020; Sattari et al.,
271
2012; Zhang et al., 2017). For the specific purpose of our study, we distinguished the natural vs. 272
anthropic origin of each P flow and stock, following the methodology of a preliminary study
273
conducted at the French scale (Ringeval et al., 2014). Soil P pools were expressed in kgP.ha-1, while
274
fluxes were all expressed in kgP.ha-1.yr-1. We assumed that for each country the 0-30 cm soil horizon
275
was relevant to study the soil P dynamics following fertilizer inputs, plant uptake by roots and
276
erosion losses. 277 The P dynamics in agricultural soils (including both cropland and grassland) were simulated by using a
269
two-pool soil P model. Such models have been used in previous large scale studies and proved
270
successful to reproduce observed P harvest over long-term periods (Le Noë et al., 2020; Sattari et al.,
271
2012; Zhang et al., 2017). For the specific purpose of our study, we distinguished the natural vs. 272
anthropic origin of each P flow and stock, following the methodology of a preliminary study
273
conducted at the French scale (Ringeval et al., 2014). Soil P pools were expressed in kgP.ha-1, while
274
fluxes were all expressed in kgP.ha-1.yr-1. We assumed that for each country the 0-30 cm soil horizon
275
was relevant to study the soil P dynamics following fertilizer inputs, plant uptake by roots and
276
erosion losses. Implications for sustainable phosphate rock management
210 261 To conclude, the quantification of the anthropogenic signature of agricultural soil P shed a new light
254
on our understanding of the Anthropocene, which we analysed through the spectrum of the global P
255
cycle. World regions have unequally benefited from the use of mineral P fertilizers, thus calling for
256
different desirable trajectories for the future. Where the signature is high there is a need to move
257
away from the massive use of anthropogenic P, thus helping to save phosphate rock resources for
258
regions that have little benefitted from these resources so far – and that are often facing high
259
undernourishment issues (Langhans et al., 2022). The distribution of the remaining phosphate rocks
260
reserves should thus be coordinated on a global scale in order to maximise world food production. 261 10 Methods
262
263
Modelling framework. 264
Our model aims to simulate P fluxes within the agricultural system of each country, as well as P flows
265
between countries through the trade of agricultural products (Figure 1). As a result, not only did we
266
simulate soil P stocks and dynamics, but also the fluxes of P embedded in crop and livestock products
267
as well as P fluxes in animal manure and sewage sludge. 268
The P dynamics in agricultural soils (including both cropland and grassland) were simulated by using a
269
two-pool soil P model. Such models have been used in previous large scale studies and proved
270
successful to reproduce observed P harvest over long-term periods (Le Noë et al., 2020; Sattari et al.,
271
2012; Zhang et al., 2017). For the specific purpose of our study, we distinguished the natural vs. 272
anthropic origin of each P flow and stock, following the methodology of a preliminary study
273
conducted at the French scale (Ringeval et al., 2014). Soil P pools were expressed in kgP.ha-1, while
274
fluxes were all expressed in kgP.ha-1.yr-1. We assumed that for each country the 0-30 cm soil horizon
275
was relevant to study the soil P dynamics following fertilizer inputs, plant uptake by roots and
276
erosion losses. 277
For each country, we modelled the size of the soil P pools using the Equations below. We
278
distinguished between labile (LP) and stable (SP) P pools and between anthropic (subscript “Ant”) or
279
natural (subscript “Nat”) origin of P within each pool. Implications for sustainable phosphate rock management
210 𝑃ℎ𝑎𝑟𝑣𝑒𝑠𝑡 refers to the P in the plant biomass that is harvested
293 11 11 from both croplands and grasslands, both as grains for animal feed and human food consumption
294
(either domestically consumed or exported to other countries) and as forage. 295 from both croplands and grasslands, both as grains for animal feed and human food consumption
294
(either domestically consumed or exported to other countries) and as forage. 295 from both croplands and grasslands, both as grains for animal feed and human food consumption
294
(either domestically consumed or exported to other countries) and as forage. 295 PHarvest. For each country, 𝑃ℎ𝑎𝑟𝑣𝑒𝑠𝑡,𝑇𝑜𝑡 of crop and forage products was annually simulated based on
296
Equation 2. 297 PHarvest. For each country, 𝑃ℎ𝑎𝑟𝑣𝑒𝑠𝑡,𝑇𝑜𝑡 of crop and forage products was annually simulated based on
296
Equation 2. 297 𝑃ℎ𝑎𝑟𝑣𝑒𝑠𝑡,𝑇𝑜𝑡(𝑦) = 𝛽(1 −𝑒−𝛾.𝐿𝑃𝑇𝑜𝑡(𝑦)) Where 𝛽 (in kgP.ha-1.yr-1) refers to the maximum attainable yield without any P limitation, and γ (in
300
ha.kgP-1) depicts the ability of crops to extract soil P. 𝑃ℎ𝑎𝑟𝑣𝑒𝑠𝑡,𝑇𝑜𝑡 and 𝐿𝑃𝑇𝑜𝑡 refer respectively to P
301
exported from agricultural soils either for animal or human consumption (in kgP.ha-1.yr-1) and to the
302
size of the labile P pool (kgP.ha-1). The subscript “Tot” refers to the sum of both anthropogenic (Ant)
303
and natural (Nat) P. A calibration procedure (see below) was performed to determine the values of 𝛽
304
and 𝛾 for each country. 305 P transfers from the stable to the labile P pool. The net flux of P from the stable to the labile P pool
306
was also explicitly simulated, as described in Equation 3. 307 P transfers from the stable to the labile P pool. The net flux of P from the stable to the labile P pool
306
was also explicitly simulated, as described in Equation 3. 307 Where 𝜇𝑆𝑃𝑡𝑜𝐿𝑃 (in yr-1) represents the percentage of P in the stable P pool that transfers annually to
310
the labile P pool. The inverse of 𝜇𝑆𝑃𝑡𝑜𝐿𝑃 can also be interpreted as a mean residence time of P in the
311
stable P pool. For the labile P pool, a turnover rate of 0.2 yr-1 - corresponding to a mean residence
312
time of 5 years - was used as proposed by the literature (Sattari et al., 2012). Implications for sustainable phosphate rock management
210 277 For each country, we modelled the size of the soil P pools using the Equations below. We
278
distinguished between labile (LP) and stable (SP) P pools and between anthropic (subscript “Ant”) or
279
natural (subscript “Nat”) origin of P within each pool. 280 Equation 1a
281
𝐿𝑃𝑁𝑎𝑡(𝑦+ 1) = 𝐿𝑃𝑁𝑎𝑡(𝑦) + 𝜃[𝑂𝐹𝑁𝑎𝑡(𝑦) + 𝑆𝐿𝑁𝑎𝑡(𝑦)] −𝑃ℎ𝑎𝑟𝑣𝑒𝑠𝑡,𝑁𝑎𝑡(𝑦) −𝐿𝑂𝐿𝑃,𝑁𝑎𝑡(𝑦) + 𝑇𝑁𝑎𝑡(𝑦)
282
Equation 1b
283 𝐿𝑃𝐴𝑛𝑡(𝑦+ 1) = 𝐿𝑃𝐴𝑛𝑡(𝑦) + 𝐶𝐹(𝑦) + 𝜃[𝑂𝐹𝐴𝑛𝑡(𝑦) + 𝑆𝐿𝐴𝑛𝑡(𝑦)] −𝑃ℎ𝑎𝑟𝑣𝑒𝑠𝑡,𝐴𝑛𝑡(𝑦) −𝐿𝑂𝐿𝑃,𝐴𝑛𝑡(𝑦) + 𝑇𝐴𝑛𝑡(𝑦)
284
Equation 1c
285 𝐿𝑃𝐴𝑛𝑡(𝑦+ 1) = 𝐿𝑃𝐴𝑛𝑡(𝑦) + 𝐶𝐹(𝑦) + 𝜃[𝑂𝐹𝐴𝑛𝑡(𝑦) + 𝑆𝐿𝐴𝑛𝑡(𝑦)] −𝑃ℎ𝑎𝑟𝑣𝑒𝑠𝑡,𝐴𝑛𝑡(𝑦) −𝐿𝑂𝐿𝑃,𝐴𝑛𝑡(𝑦) + 𝑇𝐴𝑛𝑡(𝑦)
284
Equation 1c
285 𝐿𝑃𝐴𝑛𝑡(𝑦+ 1) = 𝐿𝑃𝐴𝑛𝑡(𝑦) + 𝐶𝐹(𝑦) + 𝜃[𝑂𝐹𝐴𝑛𝑡(𝑦) + 𝑆𝐿𝐴𝑛𝑡(𝑦)] −𝑃ℎ𝑎𝑟𝑣𝑒𝑠𝑡,𝐴𝑛𝑡(𝑦) −𝐿𝑂𝐿𝑃,𝐴𝑛𝑡(𝑦) + 𝑇𝐴𝑛𝑡(𝑦)
284
Equation 1c
285 𝑆𝑃𝑋(𝑦+ 1) = 𝑆𝑃𝑋(𝑦) + (1 −𝜃)[𝑂𝐹𝑋(𝑦) + 𝑆𝐿𝑋(𝑦)] −𝐿𝑂𝑆𝑃,𝑋(𝑦) −𝑇𝑋(𝑦) 𝑊ℎ𝑒𝑟𝑒 𝑋∈{𝑁𝑎𝑡, 𝐴𝑛𝑡}
286 𝑆𝑃𝑋(𝑦+ 1) = 𝑆𝑃𝑋(𝑦) + (1 −𝜃)[𝑂𝐹𝑋(𝑦) + 𝑆𝐿𝑋(𝑦)] −𝐿𝑂𝑆𝑃,𝑋(𝑦) −𝑇𝑋(𝑦) 𝑊ℎ𝑒𝑟𝑒 𝑋∈{𝑁𝑎𝑡, 𝐴𝑛𝑡} here y refers to the year considered, X stands for the sub-scripts Nat and Ant, and SL, OF, CF an y
y
,
p
,
,
,
LO correspond to soil P inputs as sewage sludge, animal manure, mineral P fertilizer and outputs as
288
losses via erosion to water bodies, respectively. Ө refers to the bioavailable fraction of manure and
289
sludge, which was assumed to equal 0.8 based on reported values from the literature (Ringeval et al.,
290
2014; Sattari et al., 2012). T represents the net transfer of P from the stable to the labile P pool and
291
captures soil P dynamics such as adsorption/desorption, precipitation/solubilisation and
292
organisation/mineralisation processes. 𝑃ℎ𝑎𝑟𝑣𝑒𝑠𝑡 refers to the P in the plant biomass that is harvested
293 LO correspond to soil P inputs as sewage sludge, animal manure, mineral P fertilizer and outputs as
288
losses via erosion to water bodies, respectively. Ө refers to the bioavailable fraction of manure and
289
sludge, which was assumed to equal 0.8 based on reported values from the literature (Ringeval et al.,
290
2014; Sattari et al., 2012). T represents the net transfer of P from the stable to the labile P pool and
291
captures soil P dynamics such as adsorption/desorption, precipitation/solubilisation and
292
organisation/mineralisation processes. Implications for sustainable phosphate rock management
210 Similarly to 𝛽 and 𝛾,
313
𝜇𝑆𝑃𝑡𝑜𝐿𝑃 was also calibrated for each country, thus counterbalancing the 0.2 fixed rate of transfer
314
from labile to stable P pool. 315 Input data. Input data were collected for each individual country. We detail hereafter how data were
316
collected or estimated. Mineral P fertilizer (CF) data were collected from FAOSTAT for the 1961-2017
317
period. Data for the 1950-1960 period were estimated from the spatially explicit dataset of (Lu and
318
Tian, 2016) by aggregating values per country. Because data were only available for the years 1950
319
and 1960, we performed a linear interpolation to estimate the missing years. Manure (OF) data were
320
estimated by considering 10 animal categories (cattle, poultry, asses, mules, goats, sheep, horses,
321
buffaloes, pigs and rabbits) and by multiplying the number of heads (FAOSTAT; Mitchell, 1998a,
322
1998b, 1993) by species-dependent P excretion rates (Sheldrick et al., 2003). All the manure
323 Input data. Input data were collected for each individual country. We detail hereafter how data were
316
collected or estimated. Mineral P fertilizer (CF) data were collected from FAOSTAT for the 1961-2017
317
period. Data for the 1950-1960 period were estimated from the spatially explicit dataset of (Lu and
318
Tian, 2016) by aggregating values per country. Because data were only available for the years 1950
319
and 1960, we performed a linear interpolation to estimate the missing years. Manure (OF) data were
320
estimated by considering 10 animal categories (cattle, poultry, asses, mules, goats, sheep, horses,
321
buffaloes, pigs and rabbits) and by multiplying the number of heads (FAOSTAT; Mitchell, 1998a,
322
1998b, 1993) by species-dependent P excretion rates (Sheldrick et al., 2003). All the manure
323 Input data. Input data were collected for each individual country. We detail hereafter how data were
316
collected or estimated. Mineral P fertilizer (CF) data were collected from FAOSTAT for the 1961-2017
317
period. Data for the 1950-1960 period were estimated from the spatially explicit dataset of (Lu and
318
Tian, 2016) by aggregating values per country. Because data were only available for the years 1950
319
and 1960, we performed a linear interpolation to estimate the missing years. Implications for sustainable phosphate rock management
210 The global use of
333
mineral P feed was then allocated to each country based on both their total number of livestock
334
heads and their consumption of mineral P fertilizer (see Section S2.5). Harvested P data were used to
335
calibrate our model. P harvest from grasslands was assumed to equal livestock forage P demand at
336
the country scale, assuming no trade of forage between countries. Livestock forage P demand was
337
estimated annually by multiplying livestock number of cattle, sheep and goats by their total energy
338
requirement (Barbieri et al., 2021), by the percentage of forage consumption in their diet (Herrero et
339
al., 2013), and by P concentration of forage. P harvest from croplands was estimated by considering
340
31 crop species (Table S5) and by collecting harvested data from FAOSTAT for the 1961-2017 period. 341
Crop yield data for the 1950-1960 period were estimated by assuming that crop-specific production
342
varied linearly with the country human population as in (Bouwman et al., 2011). Finally, crop P
343
harvest was estimated by multiplying crop yields by the species-dependent P concentration, derived
344
from (Comifer, 2009). The trade of agricultural products was considered by including 55 crop
345
products, representing more than 85% of the P traded through food and feed at the global scale
346
(Table S7). From 1986 to 2017, we extracted the data regarding the imported quantities of feed and
347
food products and the countries of origin from the FOATSAT Detailed Trade Matrix. From 1961 to
348
1985, the imported quantities were derived from the Food Balances matrix (FAOSTAT) and the
349
countries of origin were assumed to be roughly the same as those from the 1986-1991 period (see
350
Section S4). For feed, imported quantities and their origin for the 1950-1960 period were estimated
351
based on the information at year 1961 and scaled down based on the livestock density. For food, we
352
assumed that the traded quantities were negligible for the 1950-1960 period. Note that the
353
quantities and origin of imported food and feed products were only used to compute the
354
anthropogenic signatures of manure and sludge, respectively. 355
Model initialisation. To initiate the model, we had to determine the size of each soil P pool in 1950. 356 Model initialisation. Implications for sustainable phosphate rock management
210 Manure (OF) data were
320
estimated by considering 10 animal categories (cattle, poultry, asses, mules, goats, sheep, horses,
321
buffaloes, pigs and rabbits) and by multiplying the number of heads (FAOSTAT; Mitchell, 1998a,
322
1998b, 1993) by species-dependent P excretion rates (Sheldrick et al., 2003). All the manure
323 12 produced was assumed to reach agricultural soils, either on croplands or on grasslands. Losses (LO) of
324
P from soils were calculated by multiplying country-specific percentages of soil lost by erosion (Van
325
Oost et al., 2007) by the here-simulated P pool sizes, by assuming that the rate of losses affected
326
equally stable and labile soil P pools. Sludge P (SL) production was estimated by focussing on sewage
327
sludge coming from human food consumption only (thereby excluding P release from detergents). 328
We then estimated the fraction of P in sludge that would reach agricultural soils by multiplying each
329
national human P excretions by the fraction of sewage sludge that is treated and by the P removal
330
efficiency of treatments plants. The methodology and data used were derived from (Van Puijenbroek
331
et al., 2019). We assumed that Mineral P feed (MF) represented 5% of the global production of
332
phosphate rock (from FAOSTAT) annually (Cordell and White, 2014; Smil, 2000). The global use of
333
mineral P feed was then allocated to each country based on both their total number of livestock
334
heads and their consumption of mineral P fertilizer (see Section S2.5). Harvested P data were used to
335
calibrate our model. P harvest from grasslands was assumed to equal livestock forage P demand at
336
the country scale, assuming no trade of forage between countries. Livestock forage P demand was
337
estimated annually by multiplying livestock number of cattle, sheep and goats by their total energy
338
requirement (Barbieri et al., 2021), by the percentage of forage consumption in their diet (Herrero et
339
al., 2013), and by P concentration of forage. P harvest from croplands was estimated by considering
340
31 crop species (Table S5) and by collecting harvested data from FAOSTAT for the 1961-2017 period. 341
Crop yield data for the 1950-1960 period were estimated by assuming that crop-specific production
342
varied linearly with the country human population as in (Bouwman et al., 2011). Implications for sustainable phosphate rock management
210 Finally, crop P
343
harvest was estimated by multiplying crop yields by the species-dependent P concentration, derived
344
from (Comifer, 2009). The trade of agricultural products was considered by including 55 crop
345
products, representing more than 85% of the P traded through food and feed at the global scale
346
(Table S7). From 1986 to 2017, we extracted the data regarding the imported quantities of feed and
347
food products and the countries of origin from the FOATSAT Detailed Trade Matrix. From 1961 to
348
1985, the imported quantities were derived from the Food Balances matrix (FAOSTAT) and the
349
countries of origin were assumed to be roughly the same as those from the 1986-1991 period (see
350
Section S4). For feed, imported quantities and their origin for the 1950-1960 period were estimated
351
based on the information at year 1961 and scaled down based on the livestock density. For food, we
352
assumed that the traded quantities were negligible for the 1950-1960 period. Note that the
353
quantities and origin of imported food and feed products were only used to compute the
354
anthropogenic signatures of manure and sludge, respectively. 355
Model initialisation. To initiate the model, we had to determine the size of each soil P pool in 1950. 356 produced was assumed to reach agricultural soils, either on croplands or on grasslands. Losses (LO) of
324
P from soils were calculated by multiplying country-specific percentages of soil lost by erosion (Van
325
Oost et al., 2007) by the here-simulated P pool sizes, by assuming that the rate of losses affected
326
equally stable and labile soil P pools. Sludge P (SL) production was estimated by focussing on sewage
327
sludge coming from human food consumption only (thereby excluding P release from detergents). 328
We then estimated the fraction of P in sludge that would reach agricultural soils by multiplying each
329
national human P excretions by the fraction of sewage sludge that is treated and by the P removal
330
efficiency of treatments plants. The methodology and data used were derived from (Van Puijenbroek
331
et al., 2019). We assumed that Mineral P feed (MF) represented 5% of the global production of
332
phosphate rock (from FAOSTAT) annually (Cordell and White, 2014; Smil, 2000). Implications for sustainable phosphate rock management
210 To initiate the model, we had to determine the size of each soil P pool in 1950. 356
We hypothesised that before 1950 the application of mineral P fertilizer was negligible compared to
357 13 13 the use of other fertilizers, mainly animal manure. As a result, we considered that LPAnt (1949)= SPAnt
358
(1949)=0. In 1950, the LPAnt value was set equal to the inputs of mineral P fertilizer that year. The
359
SPAnt was null in 1950 because, by definition all mineral P fertilizers are applied to the labile P pool. 360
The size of the LPTot in 1950 was calculated based on the P harvest that year, using Equation 2,
361
possibly leading to significant effects of P harvest in 1950 on the initial soil P pool sizes. The size of
362
LPNat was then calculated as LPTot minus LPAnt. Finally, based on equilibrium between the labile and
363
stable P pools we determined SPNat (Equation 3 with T=0). 364 the use of other fertilizers, mainly animal manure. As a result, we considered that LPAnt (1949)= SPAnt
358
(1949)=0. In 1950, the LPAnt value was set equal to the inputs of mineral P fertilizer that year. The
359
SPAnt was null in 1950 because, by definition all mineral P fertilizers are applied to the labile P pool. 360
The size of the LPTot in 1950 was calculated based on the P harvest that year, using Equation 2,
361
possibly leading to significant effects of P harvest in 1950 on the initial soil P pool sizes. The size of
362
LPNat was then calculated as LPTot minus LPAnt. Finally, based on equilibrium between the labile and
363
stable P pools we determined SPNat (Equation 3 with T=0). 364 Calibration procedure. For each country, an independent calibration procedure was performed to
365
estimate the values of 𝛽, 𝛾 and 𝜇𝑆𝑃𝑡𝑜𝐿𝑃 parameters. The general idea was to test many triplets of
366
parameters, to select the ones that allow the simulations to match P harvest time-series available
367
data (see Section S2.2) and labile P pool size available data in 2005 (see Section S2.7). The adequacy
368
between the simulation outputs and the available data were quantified through calibration scores
369
(Equations 4 and 5). Depending on their calibration scores, some triplets were selected to run the
370
calculations and to compute an uncertainty related to the anthropogenic signatures. Implications for sustainable phosphate rock management
210 Values of
371
calibrated parameters are presented and discussed in Section S6.2. 372 Calibration started first by choosing the range of values to be tested for each parameter (see Section
373
S6.1). Note that for 𝛽, the ranges were country-dependent. Then, from all possible values we
374
produced triplets (𝛽𝑖, 𝛾𝑖, 𝜇𝑖) for which we ran the model and computed score 1 and score 2, as
375
described in Equations (4,5). From 1500 to 8000 triplets were tested for each country. 376 Calibration started first by choosing the range of values to be tested for each parameter (see Section
373
S6.1). Note that for 𝛽, the ranges were country-dependent. Then, from all possible values we
374
produced triplets (𝛽𝑖, 𝛾𝑖, 𝜇𝑖) for which we ran the model and computed score 1 and score 2, as
375
described in Equations (4,5). From 1500 to 8000 triplets were tested for each country. 376 Equation 4 – Score 1
377
𝑠𝑐𝑜𝑟𝑒1 =
1
𝑃ℎ𝑎𝑟𝑣𝑒𝑠𝑡,𝑜𝑏𝑠
√1
𝑁
∑(𝑃ℎ𝑎𝑟𝑣𝑒𝑠𝑡,𝑜𝑏𝑠(𝑖) −𝑃ℎ𝑎𝑟𝑣𝑒𝑠𝑡,𝑠𝑖𝑚(𝑖))2
1950+𝑁
𝑖=1950
378
Equation 5 – Score 2
379
𝑠𝑐𝑜𝑟𝑒2 = |𝐿𝑃𝑜𝑏𝑠(2005) −𝐿𝑃𝑠𝑖𝑚(2005)
𝐿𝑃𝑜𝑏𝑠(2005)
|
380 Equation 4 – Score 1
377
𝑠𝑐𝑜𝑟𝑒1 =
1
𝑃ℎ𝑎𝑟𝑣𝑒𝑠𝑡,𝑜𝑏𝑠
√1
𝑁
∑(𝑃ℎ𝑎𝑟𝑣𝑒𝑠𝑡,𝑜𝑏𝑠(𝑖) −𝑃ℎ𝑎𝑟𝑣𝑒𝑠𝑡,𝑠𝑖𝑚(𝑖))2
1950+𝑁
𝑖=1950
378
Equation 5 – Score 2
379
𝑠𝑐𝑜𝑟𝑒2 = |𝐿𝑃𝑜𝑏𝑠(2005) −𝐿𝑃𝑠𝑖𝑚(2005)
𝐿𝑃𝑜𝑏𝑠(2005)
|
380 Where N refers to the number of years studied (N=67), 𝑃ℎ𝑎𝑟𝑣𝑒𝑠𝑡,𝑜𝑏𝑠 to the mean value of P harvest
381
available data for the time-period studied, 𝑃ℎ𝑎𝑟𝑣𝑒𝑠𝑡,𝑜𝑏𝑠 and 𝑃ℎ𝑎𝑟𝑣𝑒𝑠𝑡,𝑠𝑖𝑚 to the P harvest time-series
382
available and simulated values, 𝐿𝑃𝑜𝑏𝑠 and 𝐿𝑃𝑠𝑖𝑚 to labile P pool size available and simulated value at
383
year 2005. 𝑃ℎ𝑎𝑟𝑣𝑒𝑠𝑡,𝑜𝑏𝑠 was derived from international database (see Equation S3) and 𝑃ℎ𝑎𝑟𝑣𝑒𝑠𝑡,𝑠𝑖𝑚
384
was calculated with Equation 2. 385 Where N refers to the number of years studied (N=67), 𝑃ℎ𝑎𝑟𝑣𝑒𝑠𝑡,𝑜𝑏𝑠 to the mean value of P harvest
381
available data for the time-period studied, 𝑃ℎ𝑎𝑟𝑣𝑒𝑠𝑡,𝑜𝑏𝑠 and 𝑃ℎ𝑎𝑟𝑣𝑒𝑠𝑡,𝑠𝑖𝑚 to the P harvest time-series
382
available and simulated values, 𝐿𝑃𝑜𝑏𝑠 and 𝐿𝑃𝑠𝑖𝑚 to labile P pool size available and simulated value at
383
year 2005. 𝑃ℎ𝑎𝑟𝑣𝑒𝑠𝑡,𝑜𝑏𝑠 was derived from international database (see Equation S3) and 𝑃ℎ𝑎𝑟𝑣𝑒𝑠𝑡,𝑠𝑖𝑚
384
was calculated with Equation 2. 385 14 Score 1 calculates the normalized root mean square error (nRMSE) between the simulated total P
386
harvest and the P harvest available data over the 1950-2017 period. Implications for sustainable phosphate rock management
210 Score 2 computes the error
387
between the total labile P pool simulated at year 2005 and the total labile P pool available data
388
extracted either from (Ringeval et al., 2017) or from observations representative to country-scale
389
values for the few countries where observed soil P values were available (see Section S6.3). In the
390
main text, only results from the calibration performed with labile P pool available data from Ringeval
391
et al. 2017 were presented. 392 Based on these scores, triplets were selected for each country. When possible, all triplets that led to
393
score 1+ score 2 < 30% were selected and the corresponding countries were classified in category 1
394
(62% of countries). This category thus encompassed countries for which the model managed to
395
reproduce available data on both historical P harvest and the size of the labile P pool in 2005. For
396
some countries, no triplets were able to match the above condition. In this case and when possible
397
we selected the triplets for which score 1 < 30%. The corresponding countries were classified in
398
category 2 (29% of countries). For such countries, the parameters were thus only constrained by P
399
harvest. Finally, when no triplets led to score 1 < 30%, the corresponding countries were classified in
400
category 3 (7% of countries) and not further studied. 401 Based on these scores, triplets were selected for each country. When possible, all triplets that led to
393
score 1+ score 2 < 30% were selected and the corresponding countries were classified in category 1
394
(62% of countries). This category thus encompassed countries for which the model managed to
395
reproduce available data on both historical P harvest and the size of the labile P pool in 2005. For
396
some countries, no triplets were able to match the above condition. In this case and when possible
397
we selected the triplets for which score 1 < 30%. The corresponding countries were classified in
398
category 2 (29% of countries). For such countries, the parameters were thus only constrained by P
399
harvest. Finally, when no triplets led to score 1 < 30%, the corresponding countries were classified in
400
category 3 (7% of countries) and not further studied. Implications for sustainable phosphate rock management
210 Data on the trade of
442
agricultural products were used to determine the anthropogenic signature of animal manure and
443
sewage sludge, when animals and humans consumed imported products (see Section S3 and S4). For
444
several reasons, we underestimated the global P flows that occurred through the trade of
445
agricultural products. Indeed, we estimated that around 1MtP.yr-1 embedded in food and feed
446
products were traded at the global scale, while other studies reported values around 3MtP.yr-1
447
(Nesme et al., 2018). Our underestimation of these flows comes from (i) the fact that we excluded
448
several countries from our analysis (see above about the calibration procedure) and (ii) some
449
revisions of data from the Detailed Trade Matrix – because those data did not always match with
450
those from the Food Balances, we revised them downwards, notably about trade in soybean cakes. 451
However, the impact of these errors on the anthropogenic signatures of the different countries are
452 Regarding input data to the model, the uncertainties were also potentially large, although difficult to
438
quantify. In particular, we recognise large uncertainties in our estimates of P harvest from grasslands,
439
especially in some countries such as India (Fetzel et al., 2017). We explicitly chose to base our
440
estimates of P harvest from grasslands on forage demand and not on forage production given the
441
large uncertainty in Net Primary Productivity of grassland (Sun et al., 2021). Data on the trade of
442
agricultural products were used to determine the anthropogenic signature of animal manure and
443
sewage sludge, when animals and humans consumed imported products (see Section S3 and S4). For
444
several reasons, we underestimated the global P flows that occurred through the trade of
445
agricultural products. Indeed, we estimated that around 1MtP.yr-1 embedded in food and feed
446
products were traded at the global scale, while other studies reported values around 3MtP.yr-1
447
(Nesme et al., 2018). Our underestimation of these flows comes from (i) the fact that we excluded
448
several countries from our analysis (see above about the calibration procedure) and (ii) some
449
revisions of data from the Detailed Trade Matrix – because those data did not always match with
450
those from the Food Balances, we revised them downwards, notably about trade in soybean cakes. Implications for sustainable phosphate rock management
210 The uncertainties associated with our estimate of the anthropogenic
419
signatures of the soil available P are numerous and come from both the model itself (structure and
420
parameter values) and the input data used. Like all models, the one we used is imperfect and cannot
421
represent the dynamics and mechanisms at play in a fully accurate way. However, because of the
422
constraints inherent to global and time-dependant modelling, our model appeared as the most
423
adequate. We yet recognize limitations in using an only two-pool soil P model. Indeed, this model
424
cannot represent the full diversity of P forms and mechanisms at play in soils. More complex
425
mechanistic models exist but they remain hard to parametrize and are still under development
426
(Wang et al., 2022). Our yield response curve to soil P availability is also very simplistic as it considers
427
changes in yields only as a function of changes in soil available P while other factors such as water
428
supply or nitrogen availability should have been considered. Nevertheless, this type of P response
429
curves has been widely used throughout the literature and has repeatedly demonstrated its ability to
430
simulate the temporal evolutions of P harvest over time (Sattari et al., 2012; Zhang et al., 2017). In
431
addition, a special feature of our work has been to calibrate 𝛽, 𝛾 and 𝜇𝑆𝑃𝑡𝑜𝐿𝑃 for each country (see
432
Section S6.1), thereby helping to capture country-specific conditions. The calibration of β (referring
433
to the maximum attainable yield without any P limitation) allowed us to take into account other
434
limiting factors that would be country specific. The calibration of 𝜇𝑆𝑃𝑡𝑜𝐿𝑃 made it possible to take
435
into account the soil-type specificities (even if a calibration at the country level is questionable
436
because of the diversity of soil types within each country). 437 Regarding input data to the model, the uncertainties were also potentially large, although difficult to
438
quantify. In particular, we recognise large uncertainties in our estimates of P harvest from grasslands,
439
especially in some countries such as India (Fetzel et al., 2017). We explicitly chose to base our
440
estimates of P harvest from grasslands on forage demand and not on forage production given the
441
large uncertainty in Net Primary Productivity of grassland (Sun et al., 2021). Implications for sustainable phosphate rock management
210 401 In an effort to calibrate the model with observed data on soil available P pool instead of (simulated)
402
available values from (Ringeval et al., 2017), we collected data on soil available P measurements
403
(whatever the chemical extraction used) conducted on agricultural soils (Section S2.7). We found
404
enough data for 24 countries including European countries (Jones et al., 2020), the USA and Canada
405
(IPNI, 2015), Tanzania (Hengl et al., 2017), Botswana and Yemen (Batjes, 2010). For these countries,
406
we found that using the measured data to calibrate the model instead of the simulated ones did not
407
significantly change the anthropogenic signatures of the soil P pools (see Section S6.3). 408 In an effort to calibrate the model with observed data on soil available P pool instead of (simulated)
402
available values from (Ringeval et al., 2017), we collected data on soil available P measurements
403
(whatever the chemical extraction used) conducted on agricultural soils (Section S2.7). We found
404
enough data for 24 countries including European countries (Jones et al., 2020), the USA and Canada
405
(IPNI, 2015), Tanzania (Hengl et al., 2017), Botswana and Yemen (Batjes, 2010). For these countries,
406
we found that using the measured data to calibrate the model instead of the simulated ones did not
407
significantly change the anthropogenic signatures of the soil P pools (see Section S6.3). 408 Data analysis. The outputs of our model were the anthropogenic signatures of the fluxes and soil P
409
pools, as well as the size of the soil P pools. For each output, we computed a mean and a standard
410
deviation value, reflecting uncertainties in the parametrization of the three calibrated parameters. 411
The global and regional averages of the soil P anthropogenic signatures are mean values weighted by
412
the agricultural area of each country. We also chose to present detailed results for eight contrasted
413
countries (France, the Netherlands, the USA, Brazil, India, China, Zimbabwe and Morocco), to better
414
appreciate the temporal evolutions in soil P inputs and in soil P anthropogenic signatures. Following
415
the calibration procedure, these eight countries were all in category 1, which was a guarantee of
416
good quality results. We only displayed results for the anthropogenic signature of the labile P pool,
417
since that of the stable P pool were very similar. 418 15 Uncertainties and limitations. Implications for sustainable phosphate rock management
210 451
However, the impact of these errors on the anthropogenic signatures of the different countries are
452 16 16 likely to be small, given that the anthropogenic signatures are more sensitive to the signature of
453
imported products rather than on their quantities. Finally, we hypothesized that all the animal
454
manure produced was available for agricultural soil application, which is highly questionable. Other
455
studies have used global average but those were too uncertain to be included in our estimate (Chen
456
and Graedel, 2016). However, because manure application on agricultural soils is basically P recycling
457
that conserves anthropogenic signature, the possible overestimation of manure application in our
458
approach is likely to have small effects on the estimated anthropogenic soil P signatures. 459 For some countries, we recognise that we did not find any triplet of parameters that allowed the
460
model to replicate the historical available data on soil P harvest. As a result, these countries
461
(category 3) were excluded from our analyses. Conversely, the results we obtained for countries in
462
category 1 were the most reliable. The countries in category 2 were not able to match the constraints
463
on both P harvest and labile P pool size in 2005. For these countries, mainly located in Africa, we
464
recognise strong uncertainties in our estimates of the size of soil P pools and thus in the estimated
465
anthropogenic signatures. One of the reasons for the difficulties to match the two constraints comes
466
from the methodology we used to estimate the size of the soil labile P pool in 1950. In our study, the
467
latter was estimated from data on P harvest in 1950, while initial size of labile P pool in (Ringeval et
468
al., 2017) – used to constraint the size of the labile P pools in our model- were derived from a
469
dataset about soil biogeochemical background (Yang et al. 2013). However, although our
470
uncertainties on the size of the stable and labile soil P pools are large (see Section S9), our final
471
uncertainties on anthropogenic signatures remain reasonable (Figure S14). The difficulties in
472
providing accurate estimates of soil P content at large spatial scales is often raised in the literature
473
(Das et al. Implications for sustainable phosphate rock management
210 2019), even though more and more studies are tackling this issue (He et al., 2021; Hengl et
474
al., 2021; Ringeval et al., 2017). 475 Another limitation comes from neglecting mineral P fertilizer use before 1950. Although mineral P
476
fertilizer use was small for most countries in 1950 (Bouwman et al., 2011), several European
477
countries had already high fertilisation rates at that period. We nevertheless chose to start the
478
simulations in 1950 because of the critical lack of accurate, global data before that date. A sensitivity
479
test performed in Ringeval et al. (2014) – on which our methodology is based – has shown that our
480
estimates are likely to remain robust. Running the model for 30 years with soil inputs and outputs
481
related to the 1st year (~1950) before the transient run showed only a ~10% underestimation of the
482
anthropogenic signature of agricultural soils. 483 Another limitation comes from neglecting mineral P fertilizer use before 1950. Although mineral P
476
fertilizer use was small for most countries in 1950 (Bouwman et al., 2011), several European
477
countries had already high fertilisation rates at that period. We nevertheless chose to start the
478
simulations in 1950 because of the critical lack of accurate, global data before that date. A sensitivity
479
test performed in Ringeval et al. (2014) – on which our methodology is based – has shown that our
480
estimates are likely to remain robust. Running the model for 30 years with soil inputs and outputs
481
related to the 1st year (~1950) before the transient run showed only a ~10% underestimation of the
482
anthropogenic signature of agricultural soils. 483 Finally, our definition of anthropogenic P – which referred to the use of mineral P fertilizers and
484
mineral P feed derived from the extraction of phosphate rocks – is questionable. Indeed, other
485 Finally, our definition of anthropogenic P – which referred to the use of mineral P fertilizers and
484
mineral P feed derived from the extraction of phosphate rocks – is questionable. Indeed, other
485 17 anthropogenic practices such as animal manure application, deforestation and P fertility transfers
486
from grasslands to croplands have also modified the global P cycle. Implications for sustainable phosphate rock management
210 However, in a context of
487
increasing scarcity of phosphate rock reserves, we found it more relevant to quantify the
488
modification of the P cycle related solely to the use of this critical and highly processed resource. 489
Code and data availability
490
Data are available in the Supplementary Information file. The python code used for computing all
491
calculations is available at https://data.inrae.fr/privateurl.xhtml?token=4ddb8501-c41d-4ad6-8a09-
492
5c1ebb8289f9. 493
References
494
Barbieri, P., MacDonald, G.K., Bernard de Raymond, A., Nesme, T., 2022. Food system resilience to
495
phosphorus shortages on a telecoupled planet. Nat. Sustain. 5, 114–122. 496
https://doi.org/10.1038/s41893-021-00816-1
497
Barbieri, P., Pellerin, S., Seufert, V., Smith, L., Ramankutty, N., Nesme, T., 2021. The global option
498
space for organic agriculture under nitrogen limitations. Nat. Food 2, 363–372. 499
https://doi.org/https://dx.doi.org/10.1038/s43016-021-00276-y
500
Batjes, N.H., 2010. Inventory of P-Olsen data in the ISRIC-WISE soil database for use with QUEFTS:
501
(version 1.0)., Report - ISRIC World Soil Information. 502
Bouwman, L., Goldewijk, K.K., Van Der Hoek, K.W., Beusen, A.H.W., Van Vuuren, D.P., Willems, J.,
503
Rufino, M.C., Stehfest, E., 2011. Exploring global changes in nitrogen and phosphorus cycles in
504
agriculture induced by livestock production over the 1900-2050 period. Proc. Natl. Acad. Sci. 505
110, 20882–20887. https://doi.org/10.1073/pnas.1206191109
506
Chen, M., Graedel, T.E., 2016. A half-century of global phosphorus flows, stocks, production,
507
consumption, recycling, and environmental impacts. Glob. Environ. Chang. 36, 139–152. 508
https://doi.org/10.1016/j.gloenvcha.2015.12.005
509
Comifer, 2009. Teneur en P, K et Mg des organes végétaux récoltés. COMIFER. 510
Coomes, O.T., Barham, B.L., MacDonald, G.K., Ramankutty, N., Chavas, J.-P., 2019. Leveraging total
511
factor productivity growth for sustainable and resilient farming. Nat. Sustain. 2, 22–28. 512
https://doi.org/https://doi.org/10.1038/s41893-018-0200-3
513
Cordell, D., Drangert, J.O., White, S., 2009. The story of phosphorus: Global food security and food fo
514
thought. Glob. Environ. Chang. 19, 292–305. https://doi.org/10.1016/j.gloenvcha.2008.10.009
515
Cordell, D., White, S., 2014. Life’s bottleneck: Sustaining the world’s phosphorus for a food secure
516
future. Annu. Rev. Environ. Resour. 39, 161–188. https://doi.org/10.1146/annurev-environ-
517
010213 113300
518 anthropogenic practices such as animal manure application, deforestation and P fertility transfers
486
from grasslands to croplands have also modified the global P cycle. However, in a context of
487
increasing scarcity of phosphate rock reserves, we found it more relevant to quantify the
488
modification of the P cycle related solely to the use of this critical and highly processed resource. Implications for sustainable phosphate rock management
210 Quantification of uncertainties in global
523
grazing systems assessment. Global Biogeochem. Cycles 31, 1089–1102. 524
https://doi.org/10.1002/2016GB005601
525 Van Bodegom, P.M., Wirsenius, S., Erb, K.H., 2017. Quantification of uncertainties in global
grazing systems assessment. Global Biogeochem. Cycles 31, 1089–1102. https://doi.org/10.1002/2016GB005601 Grigg, D., 1987. The Industrial Revolution and land transformation., Land Transformation in
526
Agriculture. John Wiley & Sons Ltd, New York. 527 He, X., Augusto, L., Goll, D., Ringeval, B., Wang, Y., Helfenstein, J., Huang, Y., Yu, K., Wang, Z., Yang, Y.,
528
Hou, E., 2021. Global patterns and drivers of soil total phosphorus concentration. Earth Syst. Sci. 529
Data Discuss. 14583375, 1–21. https://doi.org/10.5194/essd-2021-166
530 Hengl, T., Leenaars, J.G.B., Shepherd, K.D., Walsh, M.G., Heuvelink, G.B.M., Mamo, T., Tilahun, H.,
531
Berkhout, E., Cooper, M., Fegraus, E., Wheeler, I., Kwabena, N.A., 2017. Soil nutrient maps of
532
Sub-Saharan Africa: assessment of soil nutrient content at 250 m spatial resolution using
533
machine learning. Nutr. Cycl. Agroecosystems 109, 77–102. https://doi.org/10.1007/s10705-
534
017-9870-x
535 Hengl, T., Miller, M.A.E., Križan, J., Shepherd, K.D., Sila, A., Kilibarda, M., Antonijević, O., Glušica, L.,
536
Dobermann, A., Haefele, S.M., McGrath, S.P., Acquah, G.E., Collinson, J., Parente, L.,
537
Sheykhmousa, M., Saito, K., Johnson, J.-M., Chamberlin, J., Silatsa, F.B.T., Yemefack, M., Wendt,
538
J., MacMillan, R.A., Wheeler, I., Crouch, J., 2021. African soil properties and nutrients mapped at
539
30 m spatial resolution using two-scale ensemble machine learning. Sci. Rep. 11, 1–18. 540
https://doi.org/10.1038/s41598-021-85639-y
541 Herrero, M., Havlík, P., Valin, H., Notenbaert, A., Rufino, M.C., Thornton, P.K., Blümmel, M., Weiss, F.,
542
Grace, D., Obersteiner, M., 2013. Biomass use, production, feed efficiencies, and greenhouse
543
gas emissions from global livestock systems. Proc. Natl. Acad. Sci. U. S. A. 110, 20888–20893. 544
https://doi.org/10.1073/pnas.1308149110
545 IPNI, 2015. Soil Test Levels In North America. Summary Update: International Plant Nutrition Institute
546
(IPNI). 547 Jones, A., Fernandez-Ugalde, O., Scarpa, S., 2020. LUCAS 2015 Topsoil Survey. Presentation of dataset
548
and results. Luxembourg. https://doi.org/10.2760/616084
549 Kvakíc, M., Pellerin, S., Ciais, P., Achat, D.., Augusto, L., Denoroy, P., Gerber, J.., Goll, D., Mollier, A.,
550
Mueller, N.., Wang, X., Ringeval, B., 2018. Quantifying the Limitation to World Cereal
551
Production Due To Soil Phosphorus Status. Global Biogeochem. Cycles 32, 143–157. 552
https://doi.org/10.1002/2017GB005754
553 Langhans, C., Beusen, A.H.W., Mogollón, J.M., Bouwman, A.F., 2022. Phosphorus for Sustainable
554
Development Goal target of doubling smallholder productivity. Nat. Sustain. 5, 57–63. Implications for sustainable phosphate rock management
210 489 anthropogenic practices such as animal manure application, deforestation and P fertility transfers
486
from grasslands to croplands have also modified the global P cycle. However, in a context of
487
increasing scarcity of phosphate rock reserves, we found it more relevant to quantify the
488
modification of the P cycle related solely to the use of this critical and highly processed resource. 489 Barbieri, P., Pellerin, S., Seufert, V., Smith, L., Ramankutty, N., Nesme, T., 2021. The global option
498
space for organic agriculture under nitrogen limitations. Nat. Food 2, 363–372. 499
https://doi.org/https://dx.doi.org/10.1038/s43016-021-00276-y
500 Batjes, N.H., 2010. Inventory of P-Olsen data in the ISRIC-WISE soil database for use with QUEFTS:
501
(version 1.0)., Report - ISRIC World Soil Information. 502 Bouwman, L., Goldewijk, K.K., Van Der Hoek, K.W., Beusen, A.H.W., Van Vuuren, D.P., Willems, J.,
503
Rufino, M.C., Stehfest, E., 2011. Exploring global changes in nitrogen and phosphorus cycles in
504
agriculture induced by livestock production over the 1900-2050 period. Proc. Natl. Acad. Sci. 505
110, 20882–20887. https://doi.org/10.1073/pnas.1206191109
506 Chen, M., Graedel, T.E., 2016. A half-century of global phosphorus flows, stocks, production,
507
consumption, recycling, and environmental impacts. Glob. Environ. Chang. 36, 139–152. 508
https://doi.org/10.1016/j.gloenvcha.2015.12.005
509 Comifer, 2009. Teneur en P, K et Mg des organes végétaux récoltés. COMIFER. 510 Coomes, O.T., Barham, B.L., MacDonald, G.K., Ramankutty, N., Chavas, J.-P., 2019. Leveraging total
511
factor productivity growth for sustainable and resilient farming. Nat. Sustain. 2, 22–28. 512
https://doi.org/https://doi.org/10.1038/s41893-018-0200-3
513 Cordell, D., Drangert, J.O., White, S., 2009. The story of phosphorus: Global food security and food for
514
thought. Glob. Environ. Chang. 19, 292–305. https://doi.org/10.1016/j.gloenvcha.2008.10.009
515 Cordell, D., White, S., 2014. Life’s bottleneck: Sustaining the world’s phosphorus for a food secure
516
future. Annu. Rev. Environ. Resour. 39, 161–188. https://doi.org/10.1146/annurev-environ-
517
010213-113300
518 Elser, J., Bennett, E., 2011. A broken biogeochemical cycle. Nature 478, 29–31. 519
https://doi.org/https://doi.org/10.1038/478029a
520 FAO, 2022. FAOSTAT, Statistics Database. https://doi.org/https://www.fao.org/faostat/en/#data
521
Fetzel, T., Havlik, P., Herrero, M., Kaplan, J.O., Kastner, T., Kroisleitner, C., Rolinski, S., Searchinger, T.,
522 FAO, 2022. FAOSTAT, Statistics Database. https://doi.org/https://www.fao.org/faostat/
521 FAO, 2022. FAOSTAT, Statistics Database. https://doi.org/https://www.fao.org/faostat/en/#data
521
F t
l T H
lik P H
M K
l
J O K
t
T K
i l it
C R li
ki S S
hi
T
522 Fetzel, T., Havlik, P., Herrero, M., Kaplan, J.O., Kastner, T., Kroisleitner, C., Rolinski, S., Se
522 18 Van Bodegom, P.M., Wirsenius, S., Erb, K.H., 2017. Implications for sustainable phosphate rock management
210 555
https://doi.org/10.1038/s41893-021-00794-4
556 Le Noë, J., Roux, N., Gingrich, S., Erb, K.-H., Krausmann, F., Thieu, V., Silvestre, M., Garnier, J., 2020. 557
The phosphorus legacy offers opportunities for agro-ecological transition (France 1850–2075). 558
Environ. Res. Lett. 15. https://doi.org/10.1088/1748-9326/ab82cc
559 Lu, C., Tian, H., 2016. Global nitrogen and phosphorus fertilizer use for agriculture production in the
560
past half century: shifted hot spots and nutrient imbalance. Earth Syst. Sci. Data 9, 181–192. 561
https://doi.org/https://doi.org/10.5194/essd-9-181-2017
562 Lun, F., Sardans, J., Sun, D., Xiao, X., Liu, M., Li, Z., Wang, C., Hu, Q., Tang, J., Ciais, P., Janssens, I.A.,
563
Obersteiner, M., Peñuelas, J., 2021. Influences of international agricultural trade on the global
564
phosphorus cycle and its associated issues. Glob. Environ. Chang. 69. 565
https://doi.org/10.1016/j.gloenvcha.2021.102282
566 19 MacDonald, G.K., Bennett, E.M., Potter, P.A., Ramankutty, N., 2011. Agronomic phosphorus
567
imbalances across the world’s croplands. Proc. Natl. Acad. Sci. U. S. A. 108, 3086–3091. 568
https://doi.org/10.1073/pnas.1010808108
569 Mitchell, B.R., 1998a. International Historical Statistics: Europe 1750 -1993. 570 Mitchell, B.R., 1998b. International Historical Statistics-Africa, Asia and Oceania 1750-1993. 571 Mitchell, B.R., 1993. International Historical Statistics - The Americas. 572 Mueller, N.D., Gerber, J.S., Johnston, M., Ray, D.K., Ramankutty, N., Foley, J.A., 2012. Closing yield
573
gaps through nutrient and water management. Nature 490, 254–257. 574
https://doi.org/10.1038/nature11420
575 Nanda, M., Cordell, D., Kansal, A., 2019. Assessing national vulnerability to phosphorus scarcity to
576
build food system resilience : The case of India ☆. J. Environ. Manage. 240, 511–517. 577
https://doi.org/10.1016/j.jenvman.2019.03.115
578 Nesme, T., Metson, G.S., Bennett, E.M., 2018. Global phosphorus flows through agricultural trade. 579
Glob. Environ. Chang. 50, 133–141. https://doi.org/10.1016/j.gloenvcha.2018.04.004
580 Pomeranz, K., 2000. The Great Divergence – China, Europe, and the Making of the Modern World
581
Economy. Princeton University Press. 582 Reijnders, L., 2014. Phosphorus resources, their depletion and conservation, a review. Resour. 583
Conserv. Recycl. 93, 32–49. https://doi.org/https://doi.org/10.1016/j.resconrec.2014.09.006
584 Ringeval, B., Augusto, L., Monod, H., Van Apeldoorn, D., Bouwman, L., Yang, X., Achat, D.L., Chini,
585
L.P., Van Oost, K., Guenet, B., Wang, R., Decharme, B., Nesme, T., Pellerin, S., 2017. Phosphorus
586
in agricultural soils: drivers of its distribution at the global scale. Glob. Chang. Biol. 23, 3418–
587
3432. https://doi.org/10.1111/gcb.13618
588 Ringeval, B., Nowak, B., Nesme, T., Delmas, M., Pellerin, S., 2014. Contribution of anthropogenic
589
phosphorus to agricultural soil fertility and food production. Global Biogeochem. Cycles 28,
590
743–756. Implications for sustainable phosphate rock management
210 https://doi.org/10.1002/ 2014GB004842
591 Sattari, S.Z., Bouwman, A.F., Giller, K.E., Van Ittersum, M.K., 2012. Residual soil phosphorus as the
592
missing piece in the global phosphorus crisis puzzle. Proc. Natl. Acad. Sci. U. S. A. 109, 6348–
593
6353. https://doi.org/10.1073/pnas.1113675109
594 Sattari, S.Z., Bouwman, A.F., Martinez Rodríguez, R., Beusen, A.H.W., Van Ittersum, M.K., 2016. 595
Negative global phosphorus budgets challenge sustainable intensification of grasslands. Nat. 596
Commun. 7. https://doi.org/10.1038/ncomms10696
597 Scholz, R.W., Wellmer, F.-H., 2018. Although there is no Physical Short-Term Scarcity of Phosphorus ,
598
its Resource Efficiency Should be Improved. J. Ind. Ecol. 23, 313–318. 599
https://doi.org/10.1111/jiec.12750
600 Sebilo, M., Mayer, B., Nicolardot, B., Pinay, G., Mariotti, A., 2013. Long-term fate of nitrate fertilizer
601
in agricultural soils. Proc. Natl. Acad. Sci. U. S. A. 110, 18185–18189. 602
https://doi.org/10.1073/pnas.1305372110
603 Sebilo, M., Mayer, B., Nicolardot, B., Pinay, G., Mariotti, A., 2013. Long term fate of nitrate fertilizer
601
in agricultural soils. Proc. Natl. Acad. Sci. U. S. A. 110, 18185–18189. 602
https://doi.org/10.1073/pnas.1305372110
603 Sheldrick, W., Keith Syers, J., Lingard, J., 2003. Contribution of livestock excreta to nutrient balances. 604
Nutr. Cycl. Agroecosystems 66, 119–131. https://doi.org/10.1023/A:1023944131188
605 Smil, V., 2000. Phosphorus in the Environment: Natural Flows and Human Interferences. Annu. Rev. 606
Energy Environ. 25, 53–88. https://doi.org/https://doi.org/10.1146/annurev.energy.25.1.53
607 20 Steffen, W., Richardson, K., Rockström, J., Cornell, S.E., Fetzer, I., Bennett, E.M., Biggs, R., Carpenter,
608
S.R., De Vries, W., De Wit, C.A., Folke, C., Gerten, D., Heinke, J., Mace, G.M., Persson, L.M.,
609
Ramanathan, V., Reyers, B., Sörlin, S., 2015. Planetary boundaries: Guiding human development
610
on a changing planet. Science (80-. ). 347. https://doi.org/10.1126/science.1259855
611 Sun, Y., Feng, Y., Wang, Y., Zhao, X., Yang, Y., Tang, Z., Wang, S., Su, H., Zhu, J., Chang, J., Fang, J.,
612
2021. Field-Based Estimation of Net Primary Productivity and Its Above- and Belowground
613
Partitioning in Global Grasslands. J. Geophys. Res. Biogeosciences 126, 1–24. 614
https://doi.org/10.1029/2021JG006472
615 Van Oost, K., Quine, T.A., Govers, G., De Gryze, S., Six, J., Harden, J.W., Ritchie, J.C., McCarty, G.W.,
616
Heckrath, G., Kosmas, C., Giraldez, J. V., Marques Da Silva, J.R., Merckx, R., 2007. The Impact of
617
Agricultural Soil Erosion on the Global Carbon Cycle. Science (80-. ). 318, 626–629. 618
https://doi.org/10.1126/science.1145724
619 Van Puijenbroek, P., Beusen, A.H.W., Bouwman, A.F., 2019. Global nitrogen and phosphorus in urban
620
waste water based on the Shared Socio-economic pathways. J. Environ. Manage. 231, 446–456. Implications for sustainable phosphate rock management
210 621
https://doi.org/10.1016/j.jenvman.2018.10.048
622 https://doi.org/10.1016/j.jenvman.2018.10.048
622
Van Vuuren, D.P., Bouwman, A.F., Beusen, A.H.W., 2010. Phosphorus demand for the 1970-2100
623
period: A scenario analysis of resource depletion. Glob. Environ. Chang. 20, 428–439. 624
https://doi.org/10.1016/j.gloenvcha.2010.04.004
625
Wang, Y., Huang, Y., Augusto, L., Goll, D.S., Helfenstein, J., Hou, E., 2022. Toward a Global Model for
626
Soil Inorganic Phosphorus Dynamics: Dependence of Exchange Kinetics and Soil Bioavailability
627
on Soil Physicochemical Properties. Global Biogeochem. Cycles 36, 1–20. 628
https://doi.org/10.1029/2021gb007061
629
Zhang, J., Beusen, A., van Apeldoorn, D., Mogollón, J., Yu, C., Bouwman, A., 2017. Spatiotemporal
630
dynamics of soil phosphorus and crop uptake in global cropland during the twentieth century. 631
Biogeosciences 14, 2055–2068. https://doi.org/10.5194/bg-2016-543
632
633
Competing interests
634
The authors declare no competing interests. 635 Van Vuuren, D.P., Bouwman, A.F., Beusen, A.H.W., 2010. Phosphorus demand for the 1970-2100
623
period: A scenario analysis of resource depletion. Glob. Environ. Chang. 20, 428–439. 624
https://doi.org/10.1016/j.gloenvcha.2010.04.004
625 Wang, Y., Huang, Y., Augusto, L., Goll, D.S., Helfenstein, J., Hou, E., 2022. Toward a Global Model for
626
Soil Inorganic Phosphorus Dynamics: Dependence of Exchange Kinetics and Soil Bioavailability
627
on Soil Physicochemical Properties. Global Biogeochem. Cycles 36, 1–20. 628
https://doi.org/10.1029/2021gb007061
629 Zhang, J., Beusen, A., van Apeldoorn, D., Mogollón, J., Yu, C., Bouwman, A., 2017. Spatiotemporal
630
dynamics of soil phosphorus and crop uptake in global cropland during the twentieth century. 631
Biogeosciences 14, 2055–2068. https://doi.org/10.5194/bg-2016-543
632 21 Supplementary Files This is a list of supplementary ¦les associated with this preprint. Click to download. SI.pdf
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English
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Enteroendocrine peptides regulate feeding behavior via controlling intestinal contraction of the silkworm Bombyx mori
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PloS one
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cc-by
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RESEARCH ARTICLE Sumihiro Matsumoto1, Natsumaro Kutsuna1¤, Ivana Daubnerova´ 2, Ladislav Roller2,
Dusˇan Zˇitňan2, Hiromichi Nagasawa3, Shinji Nagata1* Sumihiro Matsumoto1, Natsumaro Kutsuna1¤, Ivana Daubnerova´ 2, Ladislav Roller2,
Dusˇan Zˇitňan2, Hiromichi Nagasawa3, Shinji Nagata1* 1 Department of Integrated Biosciences, Graduate School of Frontier Sciences, The University of Tokyo,
Chiba, Japan, 2 Institute of Zoology, Slovak Academy of Sciences, Bratislava, Slovakia, 3 Department of
Applied Biological Chemistry, Graduate School of Agricultural and Life Sciences, The University of Tokyo,
Tokyo, Japan a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 ¤ Current address: Research and Development Division, LPixel Inc., Tokyo, Japan
* shinjin@edu.k.u-tokyo.ac.jp ¤ Current address: Research and Development Division, LPixel Inc., Tokyo, Japan
* shinjin@edu.k.u-tokyo.ac.jp Abstract Our previous study demonstrated that predominant feeding inhibitory effects were found in
the crude extracts of foregut and midgut of the silkworm Bombyx mori larvae. To address
the entero-intestinal control crucial for the regulation of insect feeding behavior, the present
study identified and functionally characterized feeding inhibitory peptides from the midgut of
B. mori larvae. Purification and structural analyses revealed that the predominant inhibitory
factors in the crude extracts were allatotropin (AT) and GSRYamide after its C-terminal
sequence. In situ hybridization revealed that AT and GSRYamide were expressed in enter-
oendocrine cells in the posterior and anterior midgut, respectively. Receptor screening
using Ca2+-imaging technique showed that the B. mori neuropeptide G protein-coupled
receptor (BNGR)-A19 and -A22 acted as GSRYamide receptors and BNGR-A5 acted as an
additional AT receptor. Expression analyses of these receptors and the results of the peri-
staltic motion assay indicated that these peptides participated in the regulation of intestinal
contraction. Exposure of pharynx and ileum to AT and GSRYamide inhibited spontaneous
contraction in ad libitum-fed larvae, while exposure of pharynx to GSRYamide did not inhibit
contraction in non-fed larvae, indicating that the feeding state changed their sensitivity to
inhibitory peptides. These different responses corresponded to different expression levels
of their receptors in the pharynx. In addition, injection of AT and GSRYamide decreased
esophageal contraction frequencies in the melamine-treated transparent larvae. These find-
ings strongly suggest that these peptides exert feeding inhibitory effects by modulating
intestinal contraction in response to their feeding state transition, eventually causing feeding
termination. OPEN ACCESS Citation: Matsumoto S, Kutsuna N, Daubnerova´ I,
Roller L, Zˇitňan D, Nagasawa H, et al. (2019)
Enteroendocrine peptides regulate feeding behavior
via controlling intestinal contraction of the
silkworm Bombyx mori. PLoS ONE 14(7):
e0219050. https://doi.org/10.1371/journal. pone.0219050 Editor: Man-yeon Choi, US Department of
Agriculture, UNITED STATES
Received: August 21, 2018
Accepted: June 16, 2019
Published: July 1, 2019
Copyright: © 2019 Matsumoto et al. This is an
open access article distributed under the terms of
the Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited. Editor: Man-yeon Choi, US Department of
Agriculture, UNITED STATES
Received: August 21, 2018
Accepted: June 16, 2019
Published: July 1, 2019 Copyright: © 2019 Matsumoto et al. This is an
open access article distributed under the terms of
the Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited. Introduction Development Fund (ERDF) (http://ec.europa.eu/
regional_policy/en/funding/erdf/) (ITMS:
26240220044) to DZ and LR. The funders had no
role in study design, data collection and analysis,
decision to publish, or preparation of the
manuscript. Most phytophagous insects live on or around their preferred host plants [1]. Observations
of these insects have demonstrated the presence of a regularly occurring pattern switching
from a feeding mode to a quiescent mode, indicating unidentified endogenous regulatory
mechanisms in both upregulation and downregulation of feeding motivation. The regula-
tory mechanisms in feeding motivation have been characterized by a number of physiologi-
cal investigations, illuminating the importance of hemolymph factors corresponding to the
nutritional status [2], eventually inducing in modifications in locomotor activities and neu-
ronal signaling to maintain homeostasis [3, 4]. These biological homeostatic processes,
including sequential feeding behavior and fluctuation in motivation, are known to be regu-
lated by a number of neuropeptides in the central nervous system (CNS) and the peripheral
organs [5, 6]. 26240220044) to DZ and LR. The funders had no
role in study design, data collection and analysis,
decision to publish, or preparation of the
manuscript. Competing interests: NK is employed by LPixel
Inc. There are no other competing interests to
declare. This does not affect our adherence to
PLOS ONE policies on data or materials sharing. including sequential feeding behavior and fluctuation in motivation, are known to be regu-
lated by a number of neuropeptides in the central nervous system (CNS) and the peripheral
organs [5, 6]. Among the feeding regulatory peptides in insects, several peptides are known as ‘brain-gut
peptides’, which are expressed and produced in the brain and intestinal organs. Of the intesti-
nal organs, the midgut possesses an important class of endocrine cells as well as the brain and
CNS, where produce several neuropeptides, such as myosuppressin, neuropeptide F (NPF),
tachykinin-related peptides (TRPs), and allatoregulatory peptides [7–10]. These peptides may
regulate not only the physiological functions related to digestion [11] and intestinal lipid
metabolisms [12] but also the intestinal contraction [13–15]. However, the current evidence is
not adequate to evaluate the effects of “brain-gut peptides” on feeding regulation in insects. We have considered that the endogenous factors affecting the repetitive feeding state transition
(feeding mode to quiescent mode) may be attributed to some of the feeding regulatory pep-
tides [16]. Animals Eggs of the silkworm, Bombyx mori (a hybrid strain, Kinshu × Showa), were purchased from a
silkworm egg-producing company, Ueda Sanshu Ltd. (Ueda, Japan). Larvae were reared in
plastic containers at 26 ± 1˚C at 70 ± 10% relative humidity, and under 16 L:8 D lighting con-
ditions. Larvae were fed a fresh artificial diet of Silkmate 2S purchased from Nippon Nosan
Co. Ltd. (Yokohama, Japan). Enteroendocrine control of feeding behavior in B. mori Development Fund (ERDF) (http://ec.europa.eu/
regional_policy/en/funding/erdf/) (ITMS:
26240220044) to DZ and LR. The funders had no
role in study design, data collection and analysis,
decision to publish, or preparation of the
manuscript. Development Fund (ERDF) (http://ec.europa.eu/
regional_policy/en/funding/erdf/) (ITMS:
26240220044) to DZ and LR. The funders had no
role in study design, data collection and analysis,
decision to publish, or preparation of the
manuscript. Data Availability Statement: All relevant data are
within the manuscript and its Supporting
Information files. Data Availability Statement: All relevant data are
within the manuscript and its Supporting
Information files. Funding: This study was partially supported by the
Japan Society for the Promotion of Science (JSPS)
(https://www.jsps.go.jp/) KAKENHI (Grant Number
16K15066) to SN and grants from the Slovak
Research and Development Agency (SRDA) (http://
www.apvv.sk/) (APVV-14-0556, APVV-16-0395
and VEGA 2/0080/18) and the European Regional 1 / 24 PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 Introduction In our previous study, significant feeding inhibitory factors that prolong the latency
to the initiation of feeding (feeding-delaying activity) were observed in the extracts of the intes-
tine (foregut, midgut) of B. mori larvae [17]. A previous biochemical study showed that B. mori RFamide has also similar feeding inhibitory activity [16]. In contrast, B. mori TRPs and
short neuropeptide F (sNPF) -2 have feeding acceleratory effects that can shorten the latency
to the initiation of feeding [16]. Although these reports demonstrate that endogenous endo-
crine factors regulate feeding motivation, little is known about their mode of action or how
feeding state transition occurs. In the present study, we purified and identified the predominant inhibitory factors from
the midgut of B. mori larvae by assaying their behavioral activity on larval feeding. We further
confirmed the inhibitory effects of these factors on intestinal contraction of the foregut and
hindgut, illuminating a possible model for a feeding regulatory mechanism mediated by enter-
oendocrine factors that modulate intestinal contraction. Chemicals and reagents The chemicals and reagents used in this study were purchased from Nacalai-tesque (Osaka,
Japan). HPLC reagents (acetonitrile and trifluoroacetic acid [TFA]) were purchased from PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 2 / 24 Enteroendocrine control of feeding behavior in B. mori Kanto Kagaku (Tokyo, Japan). Fmoc derivatives of the amino acids were purchased from
Watanabe Kagaku (Hiroshima, Japan). Purification of biologically feeding inhibitory peptides Midguts isolated from 500 2-day-old fifth-instar B. mori larvae fed ad libitum were homoge-
nized in 90% methanol containing 1.0% acetic acid on ice. After centrifugation at 2,300 × g for
15 min, the supernatant was evaporated to dryness, redissolved in a 0.1% TFA aqueous solu-
tion. The resulting solution was applied to a Sep-Pak C18 Cartridge (Waters, Milford, MA,
USA) and the crude peptide fraction was collected as the fraction eluted with 60% acetonitrile
containing 0.1% TFA after washing the un-adsorbed substances with a 0.1% TFA aqueous
solution followed by 10% acetonitrile containing 0.1% TFA. The resulting eluent was subjected
to reversed-phase high-performance liquid chromatography (RP-HPLC) on a UG 120Å ODS
column (10 mm i.d. × 250 mm, Senshu Kagaku, Tokyo, Japan). The elution was performed
with a linear gradient of 10–60% acetonitrile containing 0.1% TFA over 50 min at a flow rate
of 2.0 mL/min. The elution was monitored by the absorbance at 280 nm. The biologically
active fractions were evaporated to dryness, redissolved in a 0.1% TFA aqueous solution and
then subjected to the next step of RP-HPLC using a PEGASIL ODS column (4.6 mm i.d. × 250
mm, Senshu Kagaku) in a linear gradient of 10–60% acetonitrile containing 0.1% TFA over 50
min at a flow rate of 1.0 mL/min. The elution was monitored by the absorbance at 280 nm. The purifications according to biological activities possibly until obtaining an isolated peptide
were carried out by RP-HPLC using different of linear gradient program conditions moni-
tored by absorbance at 225 nm. Mass spectra of the substances in the biologically active frac-
tions were measured using a matrix-assisted laser desorption ionization time-of-flight
(MALDI-TOF) mass spectrometer. Feeding behavioral assay A part of the eluents of the fractions from RP-HPLC as well as synthetic peptide solutions was
evaporated to dryness and dissolved in 100 μL distilled water just prior to the bioassay. The
feeding cycles of 2-day-old fifth-instar B. mori larvae were synchronized by diet deprivation
for 16 h. After diet deprivation, the larvae were anesthetized by submerging in icy water for 15
min. Then, 100 μL sample was injected dorsolaterally into the hemolymph. After injection, the
larvae were placed in front of artificial diet blocks, and then the latency to their first bites as the
initiation of feeding (first bite) after sample-injection was measured as reported previously
[16]. Statistical analysis was performed using a one-way analysis of variance (one-way
ANOVA), then a post hoc Dunnett’s test. Reproducibility was confirmed at least twice by
assays using different populations of larvae. MALDI-TOF mass spectrometry Molecular mass of peptides was measured by a MALDI-TOF mass spectrometer Voyager-
DETM STR (Applied Biosystems, Foster City, CA, USA) in a positive ion mode. Samples were
prepared by mixing with the supernatant of α-cyano-4-hydroxycinnamic acid saturated in
60% acetonitrile as a matrix at 1:1 ratio. Preparation of synthetic peptides Peptides were synthesized by the standard solid-phase methodology (Fmoc procedure) on an
AAPPTEC APEX 396-SC synthesizer (AAPPTEC, Louisville, KY, USA). The resulting crude
synthetic peptides after deprotection were purified using a Sep-Pak C18 Cartridge (Waters)
and by RP-HPLC on a PEGASIL-300 ODS column (10 mm i.d. × 250 mm or 4.6 mm i.d. ×
250 mm, Senshu Kagaku) using the identical linear gradient condition as that used for purifi-
cation from midgut according to MALDI-TOF mass analyses. The synthetic peptides solutions
were evaporated to dryness and dissolved in distilled water or B. mori Ringer’s solution (110
mM KCl, 4 mM NaCl, 15 mM MgCl2, 4 mM CaCl2, 5 mM KH2PO4, pH 6.5) for biological
assay. The concentration of eluted synthetic peptide solutions was adjusted after measuring
the peptide solution by Bradford protein assay [18]. The purities of the all used peptides in the
experiments were confirmed to be higher than 97.0%. Amino acid sequence analysis and homology search The N-terminal amino acid sequence of the purified peptide was analyzed by a protein
sequencer ProciseTM cLC (Applied Biosystems) in pulsed-liquid mode. A Basic Local Align-
ment Search Tool (BLAST) search for the entire sequences of the obtained partial sequences PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 3 / 24 Enteroendocrine control of feeding behavior in B. mori was performed using the B. mori databases Silk Base (http://silkbase.ab.a.u-tokyo.ac.jp/) and
KAIKO BLAST (http://kaikoblast.dna.affrc.go.jp/). A homology search of GSRYa-1 and -2 (S3
Fig) was performed by using GenBank (http://www.ncbi.nlm.nih.gov/genbank/) and BLAST
searches (blastn, tblastn, and Blastp). Reverse transcriptase polymerase chain reaction (RT-PCR) Total RNA was extracted from the isolated tissues of 2-day-old fifth-instar larvae fed ad libitum
(brain, CNS, foregut, anterior, middle and posterior midgut, hindgut, Malpighian tubules, fat
body, silk gland, testis, ovary, and hemocytes) using TRIzol Reagent (Invitrogen, Carlsbad,
CA, USA) according to the manufacturer’s instructions. The extracted total RNA was treated
with DNase I (TaKaRa Bio, Shiga, Japan) at 37˚C for 1 h. cDNA was synthesized using total
RNA with oligo (dT) and Superscript III Reverse Transcriptase (Invitrogen). RT-PCR was per-
formed using the resulting cDNA as a template and the following primer sets: AT-Fw (5´-A
GCAGGCAGTCTCACGAGTT-3´) and AT-Rv (5´-CGCAAACCGATTTTAACAGA-3´),
GSRYamide-Fw (5´-GTGCGTGCGTGTACTACGAT-3´) and GSRYamide-Rv (5´-CATTGG
CATGGCAAAGTCTA-3´), B. mori neuropeptide G protein-coupled receptor (BNGR)-A5-
Fw (5´-TACGTGTTCCCTCAGCCCTA-3´) and BNGR-A5-Rv (5´-TTTGCACTTGAAGCA
CCACG-3´), BNGR-A16-Fw (5´-TGGAGCTCCAACGGAATTCC-3´) and BNGR-A16-Rv
(5´-GTGCTGGTATGTCCTGGCTT-3´), BNGR-A19-Fw (5´-AGAATGGGACCACGTGGA
AC-3´) and BNGR-A19-Rv (5´-TGAAGCCGCGTCGATATCTC-3´), BNGR-A22-Fw (5´-AA
GCCTCGACTTGGGAAAGG-3´) and BNGR-A22-Rv (5´-TGACTCGCGAACCAAACGTA-
3´). Ribosomal protein L3 (rpL3) was used for experimental control. Utilized primers were
rpL3-Fw (5´-TGGCACACAAAGAAGCTACCC-3´) and rpL3-Rv (5´-TGACCAGCACGAG
CTACAGTG-3´). Ex-Taq polymerase (TaKaRa Bio) was used for PCR. The PCR program was
as follows. Amplification: 30 cycles of 15 s at 94˚C (3 min for the first cycle), 30 s at 55˚C, and
45 s at 72˚C. The PCR products were electrophoresed on a 1.5% agarose gel and stained with
ethidium bromide. The PCR products were subcloned into pGEM-T Easy vectors (Promega,
Madison, WI, USA) and were confirmed by sequencing on an ABI PRIZM 310 Genetic Ana-
lyzer (Applied Biosystems) using a Big Dye Terminator Ver.3.1 Cycle Sequencing Kit (Applied
Biosystems). using the primer sets: AT-Fw (5´-AGCAGGCAGTCTCACGAGTT-3´) and AT-Rv (5´-CGG
GTTGTTGAGAACCTCAT-3´), GSRYamide-Fw (5´-GTGCGTGCGTGTACTACGAT-3´)
and GSRYamide-Rv (5´-CATTGGCATGGCAAAGTCTA-3´). The probe size of AT and
GSRYamide were 360 nt and 521 nt, respectively. using the primer sets: AT-Fw (5´-AGCAGGCAGTCTCACGAGTT-3´) and AT-Rv (5´-CGG
GTTGTTGAGAACCTCAT-3´), GSRYamide-Fw (5´-GTGCGTGCGTGTACTACGAT-3´)
and GSRYamide-Rv (5´-CATTGGCATGGCAAAGTCTA-3´). The probe size of AT and
GSRYamide were 360 nt and 521 nt, respectively. The midgut from fourth-instar larvae was isolated and fixed overnight at 4˚C in 4% parafor-
maldehyde (PFA) in phosphate buffered saline (PBS), and washed with PBS containing 0.1%
Tween 20 (PBST). The samples were digested with proteinase K (50 μg /mL PBST) for 10 min,
washed with Glycine-PBST (2 mg Glycine/1 mL PBST), postfixed with 4% PFA for 1 h and
washed with PBST. Prehybridization was performed in the hybridization solution (HS; 50%
formamide, 5 × Saline sodium citrate, 100 mg/mL salmon testes DNA, 0.1% Tween 20, 50 mg/
mL heparin, RNase-free deionized water) at 48˚C for 1–2 h. The tissues were incubated in HS
containing the DNA probe (1 volume of probe per 9 volumes of HS) specific for the AT and
GSRYamide gene transcripts at 48˚C for 20–24 h. After hybridization, the tissues were washed
with HS at 48˚C overnight and briefly with a mixture of HS-PBST (1:1) and PBST at room
temperature. They were then blocked with 1% bovine serum albumin (BSA; Sigma-Aldrich
Co. LLC., St. Louis, MO, USA) in PBST for 10 min, incubated with an alkaline phosphatase
(AP)-labelled anti-digoxigenin antibody (1:1000; Roche, Mannheim, Germany) overnight at
4˚C, and stained with a Nitroblue tetrazolium and 5-Bromo-4-chloro-3-indolyl phosphate
solution (NBT-BCIP, Roche) diluted with 1:50 in AP buffer (100 mM Tris, 50 mM MgCl2, 100
mM NaCl, 0.1% Tween 20, pH 9.5). After color development, they were washed with PBST,
then mounted in glycerol. Negative controls were performed using a specific sense probe. Staining was detected using a LEICA M205FA stereomicroscope (Leica Microsystems, Wet-
zlar, Germany) and a Nikon Eclipse 600 microscope with Nomarski differential interference
contrast optics and photographed using an attached Nikon Coolpix 990 digital camera
(Nikon, Tokyo, Japan). Images are presented as maximum projection of Z-stacks. Stacking
was performed using CombineZP (shareware by Alan Hadley). PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 In situ hybridization Whole mount in situ hybridization was performed as described by Roller et al. [19] and Bedna´r
et al. 2017 [20]. The digoxigenin-labeled single-stranded DNA probes were synthesized by
asymmetric PCR. The sense and antisense probes of AT and GSRYamide were synthesized PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 4 / 24 Enteroendocrine control of feeding behavior in B. mori Ca2+-imaging assay of BNGR-A19, -A22, -A23, -A24, -A32, and -A33 Human embryonic kidney (HEK) 293 cells were cultured in Dulbecco’s modified Eagle’s
medium (DMEM; Wako Pure Chemical Industries, Ltd., Osaka, Japan) supplemented with
10% fetal bovine serum (Thermo Fisher Scientific Inc., Waltham, MA, USA) at 37˚C in a
humidified atmosphere containing 5% CO2. HEK293 cells seeded on a 35-mm glass-based
dish (Iwaki, Tokyo, Japan) were co-transfected with pME18S plasmids carrying BNGR cDNAs
and the promiscuous G protein alpha subunit (Gα15) using Lipofectamine LTX with Plus
Reagent (Thermo Fisher Scientific Inc.) according to the manufacturer’s protocol. The Ca2+ indicator solution consisting of 2 μM Fluo-4 AM (Thermo Fisher Scientific Inc.)
and 0.01% pluronic-F 127 (Sigma-Aldrich Co. LLC.) in Opti-MEM (Thermo Fisher Scientific
Inc.) was added to the cells after 24 h transfection at 37˚C for 30 min in the dark. After incuba-
tion, the cells were washed twice with Ringer’s solution (140 mM NaCl, 5.6 mM KCl, 2.0 mM
CaCl2, 2.0 mM MgCl2, 9.4 mM D-glucose, 1.25 mM KH2PO4, and 5 mM HEPES, pH 7.4), and
then the Ringer’s solution was added. The Ca2+-imaging assays were performed within 2 h
after replacement with Ringer’s solution. Using a confocal laser-scanning microscope LSM5
Exciter (Zeiss, Oberkochen, Germany), the intensity of fluorescence in Fluo-4-loaded cells at
518 nm by excitation at 488 nm was recorded during measurement for 1400 s with the follow-
ing supplements in the Ringer’s solution; synthetic peptides (10−10–10−5 M final concentra-
tion) at 180, 360, 540, 720, 900, 1080, and 100 μM ATP (a ligand for an endogenous ATP
receptor) at 1260 s as a positive experimental control for robust intracellular Ca2+ increase. Data were calculated by the responding fluorescent intensities of 20 cells which did not
respond to the exposure to Ringer’s solution (at 0 s) and showed responses to exposure to the
ATP solution, as the relative fluorescent intensity (0%, the minimum intensity; 100%, the max-
imum intensity during monitoring). Phylogenetic analysis A phylogenetic tree was generated using CLUSTAL W by neighbor-joining method. Bootstrap
of 1,000 replications was conducted to assess the relationships. The deduced amino acid
sequences of 36 class A BNGRs; BNGR-A1 (NP_001127736), BNGR-A2 (NP_001127737),
BNGR-A3 (NP_001127737), BNGR-A4 (NP_001127739), BNGR-A5 (NP_001127740),
BNGR-A6-A (NP_001127741), BNGR-A6-B (NP_001165737), BNGR-A7 (NP_001127742),
BNGR-A8 (NP_001127743), BNGR-A9 (NP_001127744), BNGR-A10 (NP_001127707),
BNGR-A11 (NP_001127708), BNGR-A12 (NP_001127709), BNGR-A13 (NP_001127710),
BNGR-A14 (NP_001127711), BNGR-A15 (NP_001127712), BNGR-A16 (NP_001127714),
BNGR-A17 (NP_001127715), BNGR-A18 (NP_001127716), BNGR-A19 (NP_001127720),
BNGR-A20 (NP_001127718), BNGR-A21 (NP_001127719), BNGR-A22 (NP_001127717),
BNGR-A23 (NP_ 001127721), BNGR-A24 (NP_001127722), BNGR-A25 (NP_001127723),
BNGR-A26 (NP_001127724), BNGR-A27 (NP_001127725), BNGR-A28 (NP_001127726),
BNGR-A29 (NP_001127745), BNGR-A30 (NP_001127746), BNGR-A31 (NP_001127747),
BNGR-A32 (NP_001127748), BNGR-A33 (NP_0011227749), BNGR-A34 (NP_001127750),
BNGR-A35 (NP_001127751), B. mori diuretic hormone receptor variant X2 (DHR) (XM_02
1352745.1), Drosophila melanogaster myosuppressin receptor 1 isoform A (D-MsR1) (NP_647
713), D. melanogaster myosuppressin receptor 2 isoform A (D-MsR2) (NP_647711), D. mela-
nogaster sNPF receptor isoform A (D-sNPFR) (NP_524176), D. melanogaster tachykinin-like
receptor at 86C, isoform A (D-TkR86C) (NP_524304), D. melanogaster tachykinin-like recep-
tor at 99D, isoform A (D-TkR99D) (NP_524556), Tribolium castaneum RYamide receptor PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 5 / 24 Enteroendocrine control of feeding behavior in B. mori (T-RYaR) (NP_001280539), and D. melanogaster RYamide receptor isoform A (D-RYaR)
(NP_524525) were obtained from GenBank by BLAST searches (blastn, tblastn and Blastp). B. mori DHR was used as an outgroup. PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 Ca2+-imaging assay of BNGR-A5 and -A16 Activity of the BNGR-A5 and -16 receptors were analyzed using Chinese hamster ovary
(CHO) cells transiently transfected with plasmids for expression of each BNGR, calcium-sensi-
tive reporter aequorin and chimeric G protein that couple with receptor activation to an intra-
cellular Ca2+-increase independent of the endogenous receptor signaling cascade. The entire
open reading frames of BNGR-A5 and -16 were cloned into pcDNA3.1(+) vector (Invitrogen)
with a Kozak translation initiation sequence incorporated at 5´end. Plasmids for codon opti-
mized aequorin and chimeric G proteins were used as described previously [21–23]. CHO cells were maintained at 37˚C in a humidified atmosphere of 5% CO2 in DMEM Nutri-
ent Mixture F-12 Ham (DMEM/F12) with L-glutamine, 15 mM HEPES, sodium bicarbonate
and phenol red (Sigma-Aldrich Co. LLC.) enriched with 10% heat-inactivated fetal bovine
serum (Sigma-Aldrich Co. LLC.), 100 IU/mL penicillin and 100 μg/mL streptomycin (Life Tech-
nologies, Carlsbad, CA, USA). Approximately 24–30 hours before transfection, we seeded appro-
priate number of CHO cells in 10 mL of complete growth medium in 10 cm Petri dishes to
achieve 60–80% confluency at the time of transfection. Each receptor assay was performed using
transfected cells from two Petri dishes. For cell transfection, we prepared 20 μg DNA directly
into 950 μL of serum- and antibiotic-free medium and incubated the mixture for 5 minutes at
room temperature. Thereafter, we added 30 μL of warm FuGene HD (Promega) to the tube and
incubated the transfection reagent to make DNA complex at room temperature for 25 min. We PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 6 / 24 Enteroendocrine control of feeding behavior in B. mori then removed the cell medium from Petri dishes, followed by covered the cells with 10 mL of
fresh antibiotic-free culture medium and added the transfection mixture in a dropwise manner. Cells were allowed to grow for 24–48 hours (37˚C, 5% CO2) and used for the assay. The transfected cells were detached using PBS supplemented with 0.2% EDTA and rinsed of
the culture plates with the assay medium—phenol red free DMEM/F12 with L-glutamine and 15
mM HEPES (PAN Biotech, Wimborne, Dorset, UK), 0.1% BSA (Sigma-Aldrich Co. LLC.) and
1% penicillin/streptomycin (Life Technologies). Then we centrifuged cells at 1000 rpm for 3 min,
aspirated the medium and resuspended the cell pellet in the assay medium (10 mL). Ca2+-imaging assay of BNGR-A5 and -A16 We repeated
centrifugation step (1000 rpm, 3 min), resuspended the pellet in the assay medium (5 mL) and
coelenterazine H (Promega) was added at a final concentration of 5 μM. Cells were then main-
tained in suspension with a stirrer at room temperature for 2.5–3 h in the dark to reconstitute the
active holoenzyme aequorin. 30 min prior to the measurement cells were diluted threefold using
the same BSA medium and 50 μL of cell suspension was injected into each well of a 96-well plate
filled with 50 μL of tested compounds dissolved in the assay medium. Various peptide concentra-
tions were loaded in triplicates and wells containing a negative control (assay medium without
ligands) was included in each row to correct cell response of each well in the same row. Emitted
luminescence signal corresponding to the ligand-induced intracellular Ca2+ release was recorded
for 20 s using the GloMax-Multi+ Detection System (Promega). Wells containing ATP at a final
concentration of 50 μM served as a positive control and 100 μM digitonin was used to measure
the total receptor-independent cellular Ca2+-response. Each experiment was repeated three times
for data analysis. Calculations and further analysis of the output data were done in Excel (Micro-
soft, Redmond, WA, USA) and GraphPad Prism 6 software. PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 Observations of spontaneous contractions of the foregut and hindgut in
dissected open larvae The opened head and abdominal portion of 2-day-old fifth-instar larvae (fed ad libitum and
non-fed for 16 h) were washed twice with B. mori Ringer’s solution and incubated for 3 min
at 27˚C to stabilize the movement. After incubation, the contractile movements of the larval
foregut and hindgut [24], particularly the spontaneous contraction of the pharynx and ileum
(predominantly contracting area in hindgut) were observed and recorded using a digital
microscope USB2.0 DigiScope II v2TM (CHRONOS, Taipei, Taiwan). 100 μL of B. mori Ring-
er’s solution was added to the examined gut at 60 s after starting recording. Furthermore,
100 μL of B. mori Ringer’s solution (vehicle control) and 100 μL peptide-containing solution
(10−9–10−5 M of peptides dissolved in B. mori Ringer’s solution) were exposed over gut at 120
s after a recording start. The contractile movements were analyzed using ImageJ software
(https://imagej.net/Fiji) with the Optic flow plug-in (Gaussian window MSE). The direction of
contractile movement was represented by the color and arrows described in the ‘Direction’
map. The position of the lines used for the kymograph analyses (x-y, z-w) were determined by
Optic flow analyses. The waveform of the kymographs, corresponding to the visible contrac-
tions in the recorded movies, were quantified and converted to myograms. The number of
contractions in 60 s was defined as the ‘contraction frequency’. Invisible contractions in the
recorded movie and extremely small amplitudes in the myograms were considered as no sig-
nificant contractions. The evaluation of visible contraction was defined by giving a threshold
at the half length of the observed amplitude. The effect of synthetic peptides was represented
by the ratio of the ‘contraction frequency’ at 60–120 s to 120–180 s (%) due to the extendedly
various frequencies by individuality; the pharynx (30-40/60s) and hindgut (20-40/60s). This
methodology by kymograph is substantially corresponding to the previously used assays for
intestinal contraction [25–27]. Statistical analyses were performed compared with the vehicle PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 7 / 24 Enteroendocrine control of feeding behavior in B. mori control by one-way ANOVA, then a post hoc Dunnett’s test. Reproducibility was confirmed at
least twice by assays using different populations of larvae. Quantitative polymerase chain reaction (Q-PCR) Total RNA was extracted from the isolated tissues (pharynx, esophagus, anterior and posterior
midgut, pylorus-ileum, colon, and rectum) of 2-day-old fifth-instar larvae fed ad libitum and
non-fed for 16 h. The first-strand cDNA was used as a template and each amplification was
primed by a pair of primers: BNGR-A19-Fw (5´-ATGAAGAGTGGGCTGCATGG-3´) and
BNGR-A19-Rv (5´-AATGTGACATCGCCAGCCA-3´). Ribosomal protein L3 (rpL3), Glycer-
aldehyde-3-phosphate dehydrogenase (GAPDH) and α-tubulin were used for experimental
control. Utilized primers were rpL3-Fw (5´-TCGTCCAAGTTCGGTCATGG-3´) and rpL3-
Rv (5´-ACCCATGAATGCAGCCTTGT-3´), GAPDH-Fw (5´-TTCCTGCCTCTACTGGTGC
T-3´) and GAPDH-Rv (5´-CCATTCCAGTCAGCTTGCCA-3´), α-tubulin-Fw (5´-CGCACT
GGCACATACAGACA-3´) and α-tubulin-Rv (5´-TTGTTGGCCGCATCTTCCTT-3´). Q-PCR was performed using a Thermal Cycler Dice Real-Time System (TaKaRa Bio), and
THUNDERBIRD SYBR qPCR Mix (TOYOBO, Osaka, Japan) and 0.4 μM of each primer. The
thermal cycling conditions were as follows: initial denaturation at 95˚C for 1 min and then 45
cycles of 95˚C, 10 s; and 60˚C, 30 s. The single targeted Q-PCR product was confirmed by gen-
erating a melt curve for all reactions. Data were analyzed using the Thermal Cycler Dice Real-
Time System Single Software Version 5.11 (TaKaRa Bio). The results are represented as a ratio
of BNGR-A19 and rpL3 by comparative CT method. Statistical analysis was performed to
compare with the larvae fed ad libitum in each tissue by Student’s t-test. Observations of the esophageal contraction in intact larvae Transparent larvae were prepared by feeding an artificial diet containing 0.05% melamine
(Wako Pure Chemical Industries) starting from 0-day-old fifth-instar larvae. Melamine-feed-
ing enhanced the excretion of uric acid and rendered the larval integument transparent as pre-
viously reported [28]. The visible effect took place in 2-day-old fifth-instar larvae compared to
normally fed larvae. The feeding behavioral assay of transparent larva was performed in the
same way as that of normal larvae. Each transparent larva was surrounded with a soft sponge
and held with both sides by two slide glasses. Transmitted light enabled to illuminate the shape
and movement of the shadowed esophagus portion. The contraction of foregut, particularly
‘forward contraction wave’ and ‘peristaltic squeeze’ at the esophagus [24] were observed using
a digital microscope to measure the number of contractions per minute. The ‘peristaltic
squeezes’ at 8 h and 16 h in non-fed larvae were unmeasurable because of the limit of detection
in our observation using digital microscope. 100 μL of distilled water (vehicle control) and
100 μL peptide-containing solution (10−7–10−4 M of peptides dissolved in distilled water) were
injected dorsolaterally into the hemolymph. After injection, the numbers of contractions per
minute of the esophagus were counted from the data of 3 min observation. Statistical analysis
was performed using a one-way ANOVA, then a post hoc Dunnett’s test. Reproducibility was
confirmed at least twice by assay using different populations of larvae. Purification and identification of feeding inhibitory factors from the
midgut of B. mori larvae To identify the feeding inhibitory factors in B. mori larvae, we purified these factors into two
fractions at the sixth purification step of RP-HPLC according to their biological activities, PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 8 / 24 Enteroendocrine control of feeding behavior in B. mori which significantly prolonged the latency to the first bite after sample injection compared with
those by vehicle injection (A1 and B3 in Fig 1A and 1B). The two purified biologically active
fractions were then sequenced, consequently providing a single predominant N-terminal
sequence in each fraction. BLAST search of the obtained N-terminal sequences in the B. mori
databases and MALDI-TOF mass analyses (S1 Fig) revealed that the predominant peptides
were allatotropin (AT) in fraction A1 and a peptide composed of 17 amino acids in fraction B3
(Fig 1C). The latter peptide was an ortholog of the recently discovered insect RY-amide [29,
30], and was accompanied by its paralogous peptide in the precursor peptide (S2 Fig); we then
designated them as GSRYamides (GSRYa-1 and -2) after their common C-terminal amino
acid sequences. The feeding inhibitory activities of these three peptides were confirmed by the
use of synthetic peptides. Injection of AT and GSRYa-1 and -2 prolonged the latency to the
first bite in a dose-dependent manner (ED50 = 1.0 × 10−6 M, 1.3 × 10−6 M, and 1.0 × 10−6 M,
respectively) (Fig 1D). These data indicated that AT and GSRYa-1 and -2 are the predominant
inhibitory peptides in the midgut of B. mori larvae. In addition, we further investigated the
effects of these peptides on intestinal motility. Spatial expression analyses of AT, GSRYamide, and their cellular
distribution of enteroendocrine cells (EEs) in the larval midgut We next analyzed the spatial expression pattern of the identified feeding inhibitory peptides
(AT and GSRYamide) in the B. mori larvae. RT-PCR revealed that AT was expressed in the
middle and posterior midgut, while GSRYamide was strongly expressed in the anterior and
middle midgut as well as in the reproductive organs (testis and ovary) (Fig 2A and 2B). In
addition, expression of AT and GSRYamide was observed in the brain. As previously reported
[31], PCR products differing by approximately 100 bp due to alternatively spliced variants of
AT and AT-like peptides have been observed in the brain and CNS. In the case of AT expres-
sion in the midgut, we observed only the transcript for AT-0 encoding one of the AT sequence
(Fig 2B). In situ hybridization revealed that AT-expressing EEs were located in the posterior midgut
(Fig 2C), while GSRYamide-expressing EEs were present in the anterior midgut (Fig 2E). Most
of the AT-expressing cells (30–35 μm) were pyramid-shaped EEs, whose broad ends might be
in contact with the basal lamina (Fig 2D). In contrast, most GSRYamide-expressing cells (20–
25 μm) [19] were bottle-shaped EEs, having a broad basal region and cytoplasmic apical pro-
cesses (Fig 2F). These data indicated that the AT and GSRYamide enteroendocrine peptides
were expressed and produced in different regions and distinctive types of EEs in the midgut. PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 Expression of AT and GSRYa-1 and -2 receptors in the intestinal organs (A) and (B) RP-HPLC
profiles of the final purification step of the midgut extracts (upper) and their feeding inhibitory activities (lower). Upper; The
dashed lines represent the acetonitrile concentrations. The numbered areas and peaks indicate the fractions used for behavioral
bioassays. The injected dose of each sample was 20 midgut equivalents of the fifth-instar larvae. Lower; Bars represent means of
the latency to the first bite. An asterisk indicates a significant difference compared to vehicle-injected larvae by one-way ANOVA
(P < 0.05). Data represent means + S.D. (n = 3). (C) Amino acid sequences of feeding inhibitory factors in the A1 and B3
fractions. N-terminal sequences identified by the protein sequencer are underlined. ‘a’ indicates C-terminal amidation. Masses are
given in Dalton (Da) and represent monoisotopic uncharged mass (MS). (D) Dose-dependent effects of synthetic AT and GSRYa-
1 and -2 on the latency to the first bite. Asterisks () indicate significant differences compared with vehicle-injected larvae by one-
way ANOVA (P < 0.01). Data represent means ± S.D. (n = 3). Purification and identification of feeding inhibitory factors from the midgut of B. mori larvae. (A) and (B) RP-HPLC
f h f
l
f
f h
d
(
)
d h
f
d
h b
(l
)
Th Fig 1. Purification and identification of feeding inhibitory factors from the midgut of B. mori larvae. (A) and (B) RP-HPLC
profiles of the final purification step of the midgut extracts (upper) and their feeding inhibitory activities (lower). Upper; The
dashed lines represent the acetonitrile concentrations. The numbered areas and peaks indicate the fractions used for behavioral
bioassays. The injected dose of each sample was 20 midgut equivalents of the fifth-instar larvae. Lower; Bars represent means of
the latency to the first bite. An asterisk indicates a significant difference compared to vehicle-injected larvae by one-way ANOVA
(P < 0.05). Data represent means + S.D. (n = 3). (C) Amino acid sequences of feeding inhibitory factors in the A1 and B3
fractions. N-terminal sequences identified by the protein sequencer are underlined. ‘a’ indicates C-terminal amidation. Masses are
given in Dalton (Da) and represent monoisotopic uncharged mass (MS). (D) Dose-dependent effects of synthetic AT and GSRYa-
1 and -2 on the latency to the first bite. Asterisks () indicate significant differences compared with vehicle-injected larvae by one-
way ANOVA (P < 0.01). Data represent means ± S.D. (n = 3). Expression of AT and GSRYa-1 and -2 receptors in the intestinal organs To validate the target organ of AT and GSRYa-1 and -2 in B. mori larvae, we analyzed the
expression sites of receptors for AT and GSRYa-1 and -2. We, first, screened for the GSRYa-1
and -2 receptors by Ca2+-imaging technique from the members in the specific clade of BNGRs
for the ligands with structural similarities at their C-terminal RF-amide sequences [32], which
include receptors for the extended RF-amide peptides [33]; Bm-sNPFR, and Bm-TRPR (Fig
3). Of six BNGRs (BNGR-A19, -A22, -A23, -A24, -A32, and -A33), BNGR-A19 and -A22
expressed in HEK293 cells showed increased levels of intracellular Ca2+ after exposure to
GSRYa-1 and -2 with different affinities (Fig 4A). BNGR-A19 responded to GSRYa-1 and -2
in a dose-response manner, with a higher affinity to GSRYa-1 than that to GSRYa-2 (Fig 4B,
4C and 4E). BNGR-A22 showed much weaker responses to GSRYa-1 and -2 than BNGR-A19
(Fig 4B, 4C and 4E). The different affinities of BNGR-A19 and -A22 to GSRYa-1 and -2 indi-
cated that BNGR-A19 functions predominantly as the receptor for GSRYa-1 and -2 in B. mori. PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 9 / 24 Enteroendocrine control of feeding behavior in B. mori Fig 1. Purification and identification of feeding inhibitory factors from the midgut of B. mori larvae. (A) and (B) RP-HPLC
profiles of the final purification step of the midgut extracts (upper) and their feeding inhibitory activities (lower). Upper; The
dashed lines represent the acetonitrile concentrations. The numbered areas and peaks indicate the fractions used for behavioral
bioassays. The injected dose of each sample was 20 midgut equivalents of the fifth-instar larvae. Lower; Bars represent means of
the latency to the first bite. An asterisk indicates a significant difference compared to vehicle-injected larvae by one-way ANOVA
(P < 0.05). Data represent means + S.D. (n = 3). (C) Amino acid sequences of feeding inhibitory factors in the A1 and B3
fractions. N-terminal sequences identified by the protein sequencer are underlined. ‘a’ indicates C-terminal amidation. Masses are
given in Dalton (Da) and represent monoisotopic uncharged mass (MS). (D) Dose-dependent effects of synthetic AT and GSRYa-
1 and -2 on the latency to the first bite. Asterisks () indicate significant differences compared with vehicle-injected larvae by one-
way ANOVA (P < 0.01). Data represent means ± S.D. (n = 3). https://doi.org/10.1371/journal.pone.0219050.g001 Fig 1. Purification and identification of feeding inhibitory factors from the midgut of B. mori larvae. PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 Expression of AT and GSRYa-1 and -2 receptors in the intestinal organs https://doi.org/10.1371/journal.pone.0219050.g001 https://doi.org/10.1371/journal.pone.0219050.g001 Although the previous study reported that the AT receptor is assigned to be BNGR-A16 in Ca2
+-imaging technique using HEK293 cell [32] (Fig 3), we newly validated the response of
BNGR-A5 (Fig 3 an arrow) as well as BNGR-A16 to AT by an aequorin-based bioluminescent
calcium assay in CHO cells. BNGR-A5 showed much higher affinity to AT than BNGR-A16
(Fig 4D and 4E). This high response of BNGR-A5 to AT indicated that BNGR-A5 functions
predominantly as the receptor for AT in B. mori. RT-PCR revealed that GSRYa-1 and -2 recep-
tors (BNGR-A19 and -A22) were ubiquitously expressed in the larval body (Fig 4F). In con-
trast, AT receptors (BNGR-A5 and -A16) were expressed in several tissues, including the
brain, CNS, intestine (foregut, midgut, and hindgut), Malpighian tubules, fat body, silk gland
and reproductive tissues (Fig 4F). These results implied that larval intestine (foregut, midgut,
and hindgut) is one of the target organ of AT and GSRYa-1 and -2, which participates in intes-
tinal contraction, as followingly described. PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 10 / 24 Enteroendocrine control of feeding behavior in B. mori Fig 2. Expression analyses of AT and GSRYamide and the cellular distributions of EEs in the midgut. (A) A schematic
diagram of B. mori larval intestine (three parts of the midgut). Dashed line indicates the outline of the larval body. (B)
RT-PCR analyses of AT and GSRYamide (GSRYa). Ribosomal protein L3 (rpL3) was used as an experimental control. Brain
(lane 1), CNS (lane 2), foregut (lane 3), anterior, middle and posterior midgut (lanes 4, 5 and 6), hindgut (lane 7),
Malpighian tubules (lane 8), fat body (lane 9), silk gland (lane 10), testis (lane 11), ovary (lane 12), and hemocyte (lane 13). (C) In situ hybridization of AT. AT-expressing EEs were scattered in the posterior midgut of fourth-instar larvae. (D) A
zoomed-in image of a pyramid-shaped EE expressing AT. (E) In situ hybridization of GSRYamide. GSRYamide-expressing
EEs were scattered in the anterior midgut of fourth-instar larvae. (F) A zoomed-in image of bottle-shaped EE expressing
GSRYamide. Scale bars = 100 μm in (C), (E) and 10 μm in (D), (F). Fig 2. Expression analyses of AT and GSRYamide and the cellular distributions of EEs in the midgut. (A) A schematic
diagram of B. mori larval intestine (three parts of the midgut). Dashed line indicates the outline of the larval body. Expression of AT and GSRYa-1 and -2 receptors in the intestinal organs (B)
RT-PCR analyses of AT and GSRYamide (GSRYa). Ribosomal protein L3 (rpL3) was used as an experimental control. Brain
(lane 1), CNS (lane 2), foregut (lane 3), anterior, middle and posterior midgut (lanes 4, 5 and 6), hindgut (lane 7),
Malpighian tubules (lane 8), fat body (lane 9), silk gland (lane 10), testis (lane 11), ovary (lane 12), and hemocyte (lane 13). (C) In situ hybridization of AT. AT-expressing EEs were scattered in the posterior midgut of fourth-instar larvae. (D) A
zoomed-in image of a pyramid-shaped EE expressing AT. (E) In situ hybridization of GSRYamide. GSRYamide-expressing
EEs were scattered in the anterior midgut of fourth-instar larvae. (F) A zoomed-in image of bottle-shaped EE expressing
GSRYamide. Scale bars = 100 μm in (C), (E) and 10 μm in (D), (F). https://doi.org/10.1371/journal.pone.0219050.g002 https://doi.org/10.1371/journal.pone.0219050.g002 PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 Effects of AT and GSRYa-1 and -2 on the spontaneous contraction of
foregut and hindgut in B. mori larvae Because AT and GSRYamide were the predominant brain-gut peptides in the midgut that
modulated feeding initiation, we next examined the effects of these peptides on intestinal
motility, particularly on the spontaneous contraction of the foregut and the hindgut [24]. In
the isolated foregut of B. mori larvae, “peristaltic squeeze” was remarkably observed at the epi-
pharynx within the pharynx, whereas little contraction was observed in the esophagus (Fig 5A
and 5B(a)–(c)). We, then, measured the movement of the x-y axis (Fig 5B(a)) by kymograph
analysis followed by conversion to myogram (Fig 5C). In the hindgut, predominant intestinal
contraction was observed at the first constricted part within the ileum (Fig 5A and 5B(d)–(f)). Therefore, the anteroposterior axis over the first constricted part was analyzed (z-w in Fig 5B
(d) and 5D). Exposure of intestines isolated from the larvae fed ad libitum to AT and GSRYa-1
and -2 decreased relative frequency of contraction at the pharynx and ileum (Fig 5E) (S1
Movie and S2 Movie). Similarly, exposure of non-fed larvae to AT also decreased the frequency
in the pharynx and ileum (Fig 5F). By contrast, exposure of the ileum in the intestines isolated
from non-fed larvae to GSRYa-1 and -2 decreased contraction in a dose-response manner (Fig
5F right), whereas no changes were observed in the pharynx (Fig 5F left). PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 11 / 24 Enteroendocrine control of feeding behavior in B. mori Fig 3. Phylogenetic tree of neuropeptide G protein-coupled receptors in B. mori and other insects. Phylogenetic
tree of BNGRs (bolded) and D. melanogaster and T. castaneum G protein-coupled receptors; D-MsR1, D-MsR2, D-
sNPFR, D-TkR86C, D-TkR99D, D-RYaR, and T-RYaR. Deorphanized BNGRs are indicated in parentheses; Bm-ITPR
(B. mori ion transport peptide receptor) [34], Bm-ETHR (B. mori ecdysis-triggering hormone receptor) [32], Bm-
ATSCR (B. mori allatostatin C receptor) [32], Bm-ATR (B. mori allatotropin receptor) [32], Bm-CRZR (B. mori
corazonin receptor) [35], Bm-AKHR (B. mori adipokinetic hormone receptor) [36], Bm-NPFR (B. mori neuropeptide
F receptor) [37], Bm-sNPFR (B. mori short neuropeptide F receptor) [32, 38], Bm-NTLR (B. mori natalisin receptor)
[39], Bm-TRPR (B. mori tachykinin-related peptide receptor) [40], Bm-ITPLR (B. mori ion transport peptide-like
receptor) [34]. BNGR-A5 (an arrow) was newly validated as another AT receptor. B. mori DHR was used as an
outgroup. PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 Effects of AT and GSRYa-1 and -2 on the spontaneous contraction of
foregut and hindgut in B. mori larvae BNGR-A19, -A22, -A23, -A24, -A32, and -A33 in the clade (black bar) including T-RYaR and D-RYaR
(gray-boxed) [29, 41] were screened as potential GSRYa-1 and -2 receptors. Fig 3. Phylogenetic tree of neuropeptide G protein-coupled receptors in B. mori and other insects. Phylogenetic
tree of BNGRs (bolded) and D. melanogaster and T. castaneum G protein-coupled receptors; D-MsR1, D-MsR2, D-
sNPFR, D-TkR86C, D-TkR99D, D-RYaR, and T-RYaR. Deorphanized BNGRs are indicated in parentheses; Bm-ITPR
(B. mori ion transport peptide receptor) [34], Bm-ETHR (B. mori ecdysis-triggering hormone receptor) [32], Bm-
ATSCR (B. mori allatostatin C receptor) [32], Bm-ATR (B. mori allatotropin receptor) [32], Bm-CRZR (B. mori
corazonin receptor) [35], Bm-AKHR (B. mori adipokinetic hormone receptor) [36], Bm-NPFR (B. mori neuropeptide
F receptor) [37], Bm-sNPFR (B. mori short neuropeptide F receptor) [32, 38], Bm-NTLR (B. mori natalisin receptor)
[39], Bm-TRPR (B. mori tachykinin-related peptide receptor) [40], Bm-ITPLR (B. mori ion transport peptide-like
receptor) [34]. BNGR-A5 (an arrow) was newly validated as another AT receptor. B. mori DHR was used as an
outgroup. BNGR-A19, -A22, -A23, -A24, -A32, and -A33 in the clade (black bar) including T-RYaR and D-RYaR
(gray-boxed) [29, 41] were screened as potential GSRYa-1 and -2 receptors. 12 / 24 PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 Enteroendocrine control of feeding behavior in B. mori Fig 4. Screening for AT and GSRYa-1 and -2 receptors and expression analyses of BNGRs. (A) Ca2+-imaging analyses of six BNGRs
(BNGR-A19, -A22, -A23, -A24, -A32, and -A33) to GSRYa-1 and -2 using HEK293 cells. Circles of BNGR-A19 and -A22 indicate
intracellular Ca2+ increase following exposure to GSRYa-1 and -2 in a dose-dependent manner. Dashes of BNGR-A23, -A24, -A32, and
-A33 indicate no response in all doses. (B) and (C) Dose-response analyses of BNGR-A19 and -A22 to synthetic GSRYa-1 (closed and
open circles) and GSRYa-2 (closed and open triangles). Data are shown as relative fluorescent intensities (mean ± S.E.). (D) The dose-
response analyses of BNGR-A5 and -A16 to synthetic AT. The receptors were expressed in CHO cells and tested in an aequorin-based
bioluminescent calcium assay. Data are shown as relative fluorescent intensities (mean ± S.E.). (E) RT-PCR analyses of BNGR-A5, -A16,
-A19, and -A22, with rpL3 as an experimental control. Effects of AT and GSRYa-1 and -2 on the spontaneous contraction of
foregut and hindgut in B. mori larvae Brain (lane 1), CNS (lane 2), foregut (lane 3), anterior, middle and posterior midgut
(lanes 4, 5, and 6), hindgut (lane 7), Malpighian tubules (lane 8), fat body (lane 9), silk gland (lane 10), testis (lane 11), ovary (lane 12), and
hemocyte (lane 13). https://doi org/10 1371/journal pone 0219050 g004 Fig 4. Screening for AT and GSRYa-1 and -2 receptors and expression analyses of BNGRs. (A) Ca2+-imaging analyses of six BNGRs
(BNGR-A19, -A22, -A23, -A24, -A32, and -A33) to GSRYa-1 and -2 using HEK293 cells. Circles of BNGR-A19 and -A22 indicate
intracellular Ca2+ increase following exposure to GSRYa-1 and -2 in a dose-dependent manner. Dashes of BNGR-A23, -A24, -A32, and
-A33 indicate no response in all doses. (B) and (C) Dose-response analyses of BNGR-A19 and -A22 to synthetic GSRYa-1 (closed and
open circles) and GSRYa-2 (closed and open triangles). Data are shown as relative fluorescent intensities (mean ± S.E.). (D) The dose-
response analyses of BNGR-A5 and -A16 to synthetic AT. The receptors were expressed in CHO cells and tested in an aequorin-based
bioluminescent calcium assay. Data are shown as relative fluorescent intensities (mean ± S.E.). (E) RT-PCR analyses of BNGR-A5, -A16,
-A19, and -A22, with rpL3 as an experimental control. Brain (lane 1), CNS (lane 2), foregut (lane 3), anterior, middle and posterior midgut
(lanes 4, 5, and 6), hindgut (lane 7), Malpighian tubules (lane 8), fat body (lane 9), silk gland (lane 10), testis (lane 11), ovary (lane 12), and
hemocyte (lane 13). To confirm the change of sensitivity in the pharynx (including the slightly moving hypo-
pharynx) (Fig 5B (b) and (c)), we measured the expression level of BNGR-A19 as a predomi-
nant receptor of GSRYa-1 and -2 in order to address the different responses to GSRYa-1 and
-2 between fed ad libitum and non-fed larvae. Quantitative-PCR revealed that BNGR-A19
expression in the hindgut (pylorus-ileum, colon, and rectum) did not fluctuate according to
the feeding state (Fig 5G right), whereas a significant decrease in BNGR-A19 expression was
observed in the foregut (pharynx and esophagus) (Fig 5G left). PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 Effects of AT and GSRYa-1 and -2 on the esophageal contraction in B. mori
larvae To observe intestinal contraction without opening the larval body, we prepared transparent
larvae (Fig 6A(b)) [28] that exhibited similar inhibitory effects by injection of AT and GSRYa-
1 and -2 (Fig 6B) compared to those of normal larvae (Figs 1D and 6A (a)). In the cephalic and
thoracic parts of transparent larvae, two different contractions were observed at the esophagus
[24]; a continuous “forward contraction wave” (35–45 waves/min) from the junction between
the esophagus and the midgut toward the pharynx (Fig 6C (a) and (b)), and a strong and inter-
mittent “peristaltic squeeze” (5–6 pulses/min) at the esophagus junction (Fig 6C (a) and (c))
(S3 Movie). Both contractions were observed as constitutively continuous contractions in the PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 13 / 24 Enteroendocrine control of feeding behavior in B. mori Fig 5. Observation of the spontaneous contraction of the foregut and hindgut in the dissected larvae. (A) A schematic diagram of larval intestine (foregut
and hindgut) of B. mori. The dashed line indicates the outline of the larval body. A double-headed arrow indicates a portion of ileum. (B) (a) and (d) Pharynx
and Ileum. The white axis lines (x-y for the epipharynx and z-w for the first constricted part) indicate the segment used for kymograph analysis. (b), (c) and (e),
(f) Optic flow images of peristaltic squeeze at the pharynx and contraction at the ileum, respectively. The colored arrows in the diagrams at the right indicate
the substantial direction of contractile movement of the pharynx and ileum after the “Direction” map. (C) and (D) A representative kymograph (upper) and
myogram (lower) of pharynx and ileum isolated from larvae fed ad libitum. Arrowheads indicate the timing of exposure to B. mori Ringer’s solution at 60 s,
GSRYa-1 (10−7–6 M) and AT (107−6 M) solutions at 120 s. The waveform in the kymograph between 60 s and 180 s was converted to a myogram. The double-
headed arrows indicate a single period of contraction. (E) and (F) The effects of synthetic AT and GSRYa-1 and -2 on spontaneous contraction as relative
Enteroendocrine control of feeding behavior in B. mori
S ONE | https://doi org/10 1371/journal pone 0219050
July 1 2019
14 / 24 Fig 5. Observation of the spontaneous contraction of the foregut and hindgut in the dissected larvae. (A) A schematic diagram of larval intestine (foregut
and hindgut) of B. mori. Effects of AT and GSRYa-1 and -2 on the esophageal contraction in B. mori
larvae The dashed line indicates the outline of the larval body. A double-headed arrow indicates a portion of ileum. (B) (a) and (d) Pharynx
and Ileum. The white axis lines (x-y for the epipharynx and z-w for the first constricted part) indicate the segment used for kymograph analysis. (b), (c) and (e),
(f) Optic flow images of peristaltic squeeze at the pharynx and contraction at the ileum, respectively. The colored arrows in the diagrams at the right indicate
the substantial direction of contractile movement of the pharynx and ileum after the “Direction” map. (C) and (D) A representative kymograph (upper) and
myogram (lower) of pharynx and ileum isolated from larvae fed ad libitum. Arrowheads indicate the timing of exposure to B. mori Ringer’s solution at 60 s,
GSRYa-1 (10−7–6 M) and AT (107−6 M) solutions at 120 s. The waveform in the kymograph between 60 s and 180 s was converted to a myogram. The double-
headed arrows indicate a single period of contraction. (E) and (F) The effects of synthetic AT and GSRYa-1 and -2 on spontaneous contraction as relative PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 14 / 24 Enteroendocrine control of feeding behavior in B. mori frequencies of the pharynx and ileum in larvae fed ad libitum (E) and non-fed (F). B. mori Ringer’s solution was administered as a vehicle control (0 M) and
10−9–10−5 M of peptide solutions were examined (%). An asterisk indicates a significant difference compared to the effect of the vehicle control by one-way
ANOVA (P < 0.05). Data represent means ± S.D. (n = 5). (G) Quantitative-PCR analysis of BNGR-A19 in pharynx, esophagus, anterior and posterior midgut,
pylorus-ileum, colon, and rectum of larvae fed ad libitum and non-fed. Results are represented as the ratio of BNGR-A19 to rpL3 by Ct. An asterisk ()
indicates a significant difference compared with the larvae fed ad libitum in each tissue by Student’s t-test (P < 0.05). n.s. indicates no significant difference
between two conditions. The data represent means + S.D. (n = 5). https://doi.org/10.1371/journal.pone.0219050.g005 larvae fed ad libitum through 24 h (Fig 6D; open squares). However, in the non-fed larvae,
these contractions gradually decreased and increased after refeeding subsequently (Fig 6D;
closed squares). Effects of AT and GSRYa-1 and -2 on the esophageal contraction in B. mori
larvae Injection of AT and GSRYa-1 and -2 to these transparent larvae decreased
numbers of forward contraction waves and peristaltic squeezes in a dose-response manner
(Fig 6E) (S4 Movie), as observed in the non-fed larvae before peptide injection (Fig 6D; closed
squares). Taken together, AT and GSRYa-1 and -2 function as feeding inhibitory peptides by modu-
lating intestinal contraction accompanied by the feeding state transition, eventually influenc-
ing feeding termination. In addition, the feeding state changed the sensitivity of the pharynx to
GSRYa-1 and -2 by changing the expression of its receptor. PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 Identification of AT and GSRYa-1 and -2 as feeding inhibitory “brain-gut
peptides” from B. mori larvae AT was originally isolated from extracts of heads of pharate adult tobacco hornworm, Man-
duca sexta as an allatoregulatory peptide [42]. Immunohistochemistry has demonstrated the
presence of AT-expressing cells in the brain, the CNS, and the midgut in B. mori [20, 43]. Although the characterization of intestinal function has not been elucidated in B. mori, the
current study revealed the feeding regulatory function of AT by modulating intestinal contrac-
tion, which is a function, distinctive from allatoregulatory roles [32, 44]. Consistently, it is pos-
sible in other insect species that AT can modulate feeding motivation by its pleiotropic
physiological and developmental functions [45–47] including myoregulatory activities on the
foregut [25, 26, 48], midgut [27, 49] and hindgut [50, 51]. A database search showed that GSRYa-1 and -2 are orthologs of the recently discovered
insect RYamide (S3 Fig). Peptides having C-terminal RYamide sequences constitute a neuro-
peptide Y (NPY) family, which is conserved both in vertebrates and invertebrate. As NPY has
been assigned to a neuropeptide contributing to feeding behaviors in mice [52], the NPY
homolog, NPF is known to regulate larval feeding behavior in D. melanogaster [53, 54]. Insect
RYamide was reported to suppress feeding motivation in proboscis extension response tests
for measuring feeding sensitivity when RYamide was administered to the flies, D. melanogaster
[29] and Phormia regina [55]. The results of the present study (Figs 1D and 6B) are consistent
with the context in the previous reports that RYamide functions as a feeding inhibitory pep-
tide. In addition, GSRYamide was expressed in the reproductive organs, especially in the testis
(Fig 2B). Such expression pattern of any bioactive peptides in the reproductive tissues as that
of GSRYamide expression may indicate the parental function of the bioactive peptides during
reproduction and development. The myoinhibitory activities of AT and GSRYa-1 and -2 in the foregut (pharynx and esoph-
agus) and hindgut (ileum) (Figs 5E, 5F and 6E) seem to be linked to the delay in feeding initia-
tion in B. mori larvae (Figs 1D and 6B). The intestinal contraction, especially in the esophagus,
was gradually weakened by the continuous non-feeding (quiescent) mode (Fig 6D), indicating
that these peptides contribute to the shift of the larval feeding state from the feeding to non- PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 15 / 24 Enteroendocrine control of feeding behavior in B. mori Fig 6. Observation of esophageal contraction in intact larvae. Identification of AT and GSRYa-1 and -2 as feeding inhibitory “brain-gut
peptides” from B. mori larvae The shadowed area matches roughly with the foregut and anterior midgut; (a) The positions of the foregut (pharynx and
esophagus) and midgut (anterior) in the figure; (b) Forward contraction wave: continuous contraction waves (35–45 waves/min) from the junction of the
esophagus and midgut toward the pharynx (arrows). The period of a single wave (between arrow (I) and arrow (II)) was approximately 1.3–1.7 seconds; (c)
Peristaltic squeeze: the strong and intermittent contraction (5–6 pulses/min) at the junction of the esophagus (arrowheads). (D) Fluctuations of forward
contraction wave and peristaltic squeeze per minute in the two different feeding states; fed ad libitum (open squares), non-fed for 16 h and subsequently
refed for 8 h (closed squares). An arrow indicates the timing of refeeding. An asterisk () indicates a significant difference compared with the larvae fed ad
libitum by one-way ANOVA (P < 0.05). Data represent means ± S.D. (n = 5). (E) Effects of synthetic AT (open circles), GSRYa-1 (closed circles), and
GSRYa-2 (closed triangles) on forward contraction wave and peristaltic squeeze in the larvae fed ad libitum. Distilled water was used as a vehicle control (0
M) and 10−7–10−4 M of peptide solution were dorsolaterally injected. Asterisks () indicate significant differences compared with vehicle-injected larvae by
one-way ANOVA (P < 0.05). Data represent means ± S.D. (n = 5). https://doi.org/10.1371/journal.pone.0219050.g006 feeding (quiescent) mode. In this study, AT showed inhibitory effect on intestinal contrac-
tions, whereas AT in several other Lepidopteran species show a stimulatory effect as described
above [25, 26, 48, 51]. To know the opposite effects of AT on contractive regulation among the
lepidopteran species, detail of the target for AT should be addressed. In fact, similar opposite
effect in feeding behavior by a neuropeptide between species has been previously observed. For example, sNPF stimulates food intake and body weight gain in D. melanogaster [56] and
has feeding acceleratory effect in B. mori [16], whereas an opposite behavioral effect, an inhibi-
tory effect on food intake, is observed in Schistocerca. gregaria, [57]. In the non-fed B. mori lar-
vae, exposure of the pharynx to GSRYa-1 and -2 did not decrease its contractions (Fig 5F left),
indicating that the feeding state transition by GSRYa-1 and -2 (Figs 1D and 6B) is likely to be
induced only by the inhibition of hindgut (ileum) contraction. Identification of AT and GSRYa-1 and -2 as feeding inhibitory “brain-gut
peptides” from B. mori larvae (A) Pictures of normal (a) and transparent larvae (b). (B) Effects of synthetic AT (open
circles), GSRYa-1 (closed circles), and GSRYa-2 (closed triangles) on the latency to the first bite. Asterisks () indicate significant differences compared
with vehicle-injected larvae by one-way ANOVA (P < 0.01). Data represent means ± S.D. (n = 3). (C) Schematic diagrams and pictures of larval thorax
under transmitted light. The shadowed area matches roughly with the foregut and anterior midgut; (a) The positions of the foregut (pharynx and
esophagus) and midgut (anterior) in the figure; (b) Forward contraction wave: continuous contraction waves (35–45 waves/min) from the junction of the
esophagus and midgut toward the pharynx (arrows). The period of a single wave (between arrow (I) and arrow (II)) was approximately 1.3–1.7 seconds; (c)
Peristaltic squeeze: the strong and intermittent contraction (5–6 pulses/min) at the junction of the esophagus (arrowheads). (D) Fluctuations of forward
contraction wave and peristaltic squeeze per minute in the two different feeding states; fed ad libitum (open squares), non-fed for 16 h and subsequently
refed for 8 h (closed squares). An arrow indicates the timing of refeeding. An asterisk () indicates a significant difference compared with the larvae fed ad
libitum by one-way ANOVA (P < 0.05). Data represent means ± S.D. (n = 5). (E) Effects of synthetic AT (open circles), GSRYa-1 (closed circles), and
GSRYa-2 (closed triangles) on forward contraction wave and peristaltic squeeze in the larvae fed ad libitum. Distilled water was used as a vehicle control (0
M) and 10−7–10−4 M of peptide solution were dorsolaterally injected. Asterisks () indicate significant differences compared with vehicle-injected larvae by
one-way ANOVA (P < 0.05). Data represent means ± S.D. (n = 5). https://doi org/10 1371/journal pone 0219050 g006 Fig 6. Observation of esophageal contraction in intact larvae. (A) Pictures of normal (a) and transparent larvae (b). (B) Effects of synthetic AT (open
circles), GSRYa-1 (closed circles), and GSRYa-2 (closed triangles) on the latency to the first bite. Asterisks () indicate significant differences compared
with vehicle-injected larvae by one-way ANOVA (P < 0.01). Data represent means ± S.D. (n = 3). (C) Schematic diagrams and pictures of larval thorax
under transmitted light. PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 Identification of AT and GSRYa-1 and -2 as feeding inhibitory “brain-gut
peptides” from B. mori larvae During the states of hunger and subsequent lack of nutrition, extended feeding duration to
ingest more food might occur in the pharynx and esophagus as a machinery to food entry the
food by decreasing the sensitivities to feeding inhibitory GSRYa-1 and -2 following the
reduced expression of its receptor (Fig 5G). level, this intriguing effect of AT and GSRYa-1 and -2 may be crucial in determining the
unknown pleiotropic function of these peptides. In addition, the inhibition after exposure to
AT and GSRYa-1, 2 did not resume even after washing with the vehicle without the ligands. AT and GSRYa 1, 2 did not resume even after washing with the vehicle without the ligands. In B. mori, 40 BNGRs are expressed in different tissues in distinct expression patterns [32]. Among the receptors, several receptors show ubiquitous expression patterns as observed in
four BNGRs in this study (BNGR-A5, -A16, -A19, and -A22), indicating that GSRYa-1 and -2
may have pleiotropic functions as well as AT (Fig 4F). In this study, the expression patterns of
those receptors in the peristaltic intestine (Fig 4F) covered the area where contraction was
influenced by both AT and GSRYa-1 and -2 (Fig 7). Because different sensitivities of the phar-
ynx to AT and GSRYa-1 and -2 were observed in the non-fed larvae (Fig 5F left), the feeding
state can also be shifted or modified by altered expression levels of GSRYa-1 and -2 receptors. During the states of hunger and subsequent lack of nutrition, extended feeding duration to
ingest more food might occur in the pharynx and esophagus as a machinery to food entry the
food by decreasing the sensitivities to feeding inhibitory GSRYa-1 and -2 following the
reduced expression of its receptor (Fig 5G). Identification of AT and GSRYa-1 and -2 as feeding inhibitory “brain-gut
peptides” from B. mori larvae Although few studies have
focused on these kinds of effects of different peptides in the species level or in the individual PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 16 / 24 Enteroendocrine control of feeding behavior in B. mori Fig 7. Proposed regulatory model of feeding behavior in B. mori larvae. AT and GSRYamide are secreted from the
posterior and anterior midgut EEs. After circulating in the hemolymph, these peptides act directly on the foregut and
hindgut to inhibit intestinal contraction. This myoinhibitory effect induces a larval feeding state transition from the
feeding to the non-feeding (quiescent) mode, eventually influencing feeding termination. EEs: enteroendocrine cells,
FG: foregut, MG: midgut, HG: hindgut. https://doi org/10 1371/journal pone 0219050 g007 Fig 7. Proposed regulatory model of feeding behavior in B. mori larvae. AT and GSRYamide are secreted from the
posterior and anterior midgut EEs. After circulating in the hemolymph, these peptides act directly on the foregut and
hindgut to inhibit intestinal contraction. This myoinhibitory effect induces a larval feeding state transition from the
feeding to the non-feeding (quiescent) mode, eventually influencing feeding termination. EEs: enteroendocrine cells,
FG: foregut, MG: midgut, HG: hindgut. https://doi.org/10.1371/journal.pone.0219050.g007 https://doi.org/10.1371/journal.pone.0219050.g007 level, this intriguing effect of AT and GSRYa-1 and -2 may be crucial in determining the
unknown pleiotropic function of these peptides. In addition, the inhibition after exposure to
AT and GSRYa-1, 2 did not resume even after washing with the vehicle without the ligands. In B. mori, 40 BNGRs are expressed in different tissues in distinct expression patterns [32]. Among the receptors, several receptors show ubiquitous expression patterns as observed in
four BNGRs in this study (BNGR-A5, -A16, -A19, and -A22), indicating that GSRYa-1 and -2
may have pleiotropic functions as well as AT (Fig 4F). In this study, the expression patterns of
those receptors in the peristaltic intestine (Fig 4F) covered the area where contraction was
influenced by both AT and GSRYa-1 and -2 (Fig 7). Because different sensitivities of the phar-
ynx to AT and GSRYa-1 and -2 were observed in the non-fed larvae (Fig 5F left), the feeding
state can also be shifted or modified by altered expression levels of GSRYa-1 and -2 receptors. Model of feeding regulatory mechanism via control of intestinal
contraction in B. mori larvae In other studies, AT and allatostatin (AST) regulate
spontaneous contraction of the foregut of Helicoverpa armigera [25] and Lacanobia oleracea
[26]. Furthermore, myosuppressin (leukomyosuppressin), a member of the structurally related
RFamide peptide family [33], also regulates spontaneous contraction of the foregut of Lacano-
bia oleracea [66] and the hindgut of Leucophaea maderae [13]. In fact, we have observed sev-
eral fractions with weak inhibitory activities during the purification steps, which may
correspond to the previous reports that those allatoregulatory peptides such as AST and FGLa-
mide are present in the midgut and modulate the gut contraction. Taken together, midgut-
derived AT and GSRYamide can contribute predominantly to the regulation of feeding behav-
ior by modulating intestinal contraction as currently depicted in a model of “feeding-termina-
tion loop” (Fig 7). First, AT and GSRYamide are secreted from the posterior and anterior
midgut EEs, respectively. Once these secreted peptides circulate in the hemolymph, they act
directly on the foregut and hindgut to inhibit intestinal contraction. These myoinhibitory
effects induce the stagnation of the ingested food in the foregut and fecal passage through the
hindgut, accompanied by a larval feeding state transition from the feeding to the non-feeding
(quiescent) mode. Consequently, these peptides appear to induce feeding termination. A pre-
vious study demonstrated that the arrest of pharynx movement by the stagnation of the
ingested food induces the quiescent mode of feeding in B. mori [67]. In many insect species, foregut muscular cells are innervated from the brain and frontal gan-
glion [68] within a short neural circuit involving the stomatogastric central pattern generator [5,
69]. Many neuropeptides, such as AST-A, RFamide, sNPF and TRPs including AT, have been
observed in the stomatogastric nervous system (SNS) [5]. In particular, AT can contribute to the
modulation of feeding via SNS by controlling spontaneous foregut contractions in many insect
species, including D. melanogaster, and M. sexta [70–72]. The interaction of those neuropeptides,
such as myoactive peptides that regulate intestinal contraction, may play an important role in
the shift of the larval feeding state by harmonization of those neuropeptides. In B. mori larvae,
pharynx movements for swallowing food are linked by a neuron projecting from brain and fron-
tal ganglion [73]. In addition, AT-driving contractions of the foregut and hindgut may be pro-
duced by neurons innervating from these parts of the intestine [20]. The expression of B. Model of feeding regulatory mechanism via control of intestinal
contraction in B. mori larvae Previous ultrastructural studies have demonstrated that exocytosis occurs at both the basal and
lateral surfaces of insect midgut EEs, depicting the possibilities of secretion of biologically
active compounds [58, 59]. AT-producing EEs (Fig 2C and 2D) and GSRYamide-producing
EEs (Fig 2E and 2F) also have the potential to deliver secretory granules containing peptidyl
factors to the hemocoel side through a cellular membrane [60]. Those EEs have similar cellular
morphology to EEs releasing other arthropod neuropeptide CCAP (Crustacean cardioactive
peptide) observed in the American cockroach, Periplaneta americana [61]. CCAP has multiple
roles, including gut contraction [61] as observed for AT and GSRYamide in the present study. PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 17 / 24 Enteroendocrine control of feeding behavior in B. mori Similarly, the presence of EEs secreting allatoregulatory peptides has also been reported in
Dipteran and Hemipteran species [62–65]. In other studies, AT and allatostatin (AST) regulate
spontaneous contraction of the foregut of Helicoverpa armigera [25] and Lacanobia oleracea
[26]. Furthermore, myosuppressin (leukomyosuppressin), a member of the structurally related
RFamide peptide family [33], also regulates spontaneous contraction of the foregut of Lacano-
bia oleracea [66] and the hindgut of Leucophaea maderae [13]. In fact, we have observed sev-
eral fractions with weak inhibitory activities during the purification steps, which may
correspond to the previous reports that those allatoregulatory peptides such as AST and FGLa-
mide are present in the midgut and modulate the gut contraction. Taken together, midgut-
derived AT and GSRYamide can contribute predominantly to the regulation of feeding behav-
ior by modulating intestinal contraction as currently depicted in a model of “feeding-termina-
tion loop” (Fig 7). First, AT and GSRYamide are secreted from the posterior and anterior
midgut EEs, respectively. Once these secreted peptides circulate in the hemolymph, they act
directly on the foregut and hindgut to inhibit intestinal contraction. These myoinhibitory
effects induce the stagnation of the ingested food in the foregut and fecal passage through the
hindgut, accompanied by a larval feeding state transition from the feeding to the non-feeding
(quiescent) mode. Consequently, these peptides appear to induce feeding termination. A pre-
vious study demonstrated that the arrest of pharynx movement by the stagnation of the
ingested food induces the quiescent mode of feeding in B. mori [67]. Similarly, the presence of EEs secreting allatoregulatory peptides has also been reported in
Dipteran and Hemipteran species [62–65]. PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 Model of feeding regulatory mechanism via control of intestinal
contraction in B. mori larvae mori
sNPF and TRPs, which have feeding acceleratory effects [16], and their receptor BNGRs
(BNGR-A10, -24, and -A32) were confirmed in the brain and CNS [34, 40, 74]. Therefore, the
expression of AT, GSRYamide and their receptor BNGRs (BNGR-A5, -16, -A19, and -A22) in
the brain and CNS (Figs 2B and 4F) implies that AT and GSRYa-1 and -2 can function as neuro-
transmitters and interact with sNPF or TRPs to control intestinal contractions in B. mori larvae. (BNGR-A10, -24, and -A32) were confirmed in the brain and CNS [34, 40, 74]. Therefore, the
expression of AT, GSRYamide and their receptor BNGRs (BNGR-A5, -16, -A19, and -A22) in
the brain and CNS (Figs 2B and 4F) implies that AT and GSRYa-1 and -2 can function as neuro-
transmitters and interact with sNPF or TRPs to control intestinal contractions in B. mori larvae. Neuropeptides released from nerve terminal also function as endocrine factors in addition
to as the neurotransmitters [75, 76]. AT produced from CNS travels through ventral nerve
cord and gets released into the hemolymph to modulate the intestinal contraction. However,
the number of AT-producing EEs in the whole midgut seems to be much higher than that in
the CNS (Fig 2C) [20, 77]. Therefore, the main source of AT released into the hemolymph is
probably midgut EEs. In addition, the previous report demonstrates that GSRYamide is pro-
duced only in the interneurons within CNS in this species [19]. Therefore, midgut EEs are the
only possible source of GSRYamide in the hemolymph. Our proposed regulatory model is
more plausible for GSRYamide. Although it remains to be elucidated whether neurosecretory AT affects the intestinal con-
tractions, our findings in this study suggest that hormonal AT and GSRYamide secreted from
the midgut to the hemolymph can also contribute to the physiological functions, including
regulation in intestinal contraction of B. mori. In addition, our “feeding-termination loop” PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 18 / 24 Enteroendocrine control of feeding behavior in B. mori model provides a response to acute EE-derived feeding regulatory signals without mediation
via the brain or CNS, allowing for a smooth feeding state transition. Supporting information S1 Fig. MALDI-TOF mass analyses of the final step purified fractions A1 and B3. (A)
MALDI-TOF mass spectrum of A1 fraction (Fig 1A). Monoisotopic ion peak ([M+H]+) at m/z
1486.9 consistent with the H+ adduct of uncharged AT is labeled. (B) MALDI-TOF mass spec-
trum of B3 fraction (Fig 1B). Monoisotopic ion peak ([M+H]+) at m/z 1999.9 consistent with
the H+ adduct of uncharged GSRYa-1 is labeled. (TIF) S2 Fig. cDNA and deduced amino acid sequences encoding GSRYa-1 and -2. The deduced
mature GSRYa-1 and -2 are underlined by a bold line and a dashed line, respectively. Arrows
(GSRYa-Fw and GSRYa-Rv) represent the forward and reverse primer sites for RT-PCR and
in situ hybridization. The stop codon is indicated by an asterisk. (TIF) S3 Fig. Alignment of the amino acid sequences among B. mori GSRYamides and other
insect RYamides. By BLAST (blastn, tblastn and Blastp) search in the GenBank database, simi-
lar sequences to GSRYa-1 and -2 were obtained. B. mori GSRYa-1 and -2, RYa-1 and -2 of D. melanogaster [29], T. castaneum and Aedes aegypti [30] are aligned. Residues identical between
peptides are shaded. (TIF) S1 Movie. The contraction of pharynx after exposure to B. mori Ringer’s solution and
GSRYa-1. B. mori Ringer’s solution and GSRYa-1 (10−6 M) solution were exposed at 60 s and
120 s in Fig 5C (Arrowheads). After exposure to GSRYa-1, the contraction of pharynx was
inhibited, while exposure of B. mori Ringer’s solution had little effect on the contraction. (MP4) S2 Movie. The contraction of ileum after exposure to B. mori Ringer’s solution and AT. B. mori Ringer’s solution and AT (10−6 M) solution were exposed at 60 s and 120 s in Fig 5D
(Arrowheads). After exposure to AT, the contraction of ileum was inhibited, while exposure of
B. mori Ringer’s solution had little effect on the contraction. (MP4) S3 Movie. The esophageal contraction. Forward contraction wave (Fig 6C (b)) and peristaltic
squeeze (Fig 6C (c)) were visualized under the transmitted light in the transparent larvae. (MP4) S4 Movie. The esophageal contraction before and after injection of AT. AT (10−5 M) solu-
tion was injected dorsolaterally into the hemolymph. After injection of AT, the forward con-
traction wave and peristaltic squeeze were inhibited. (MP4) Acknowledgments We thank Dr. Takeshi Kawai of the Department of Applied Biological Chemistry, the Univer-
sity of Tokyo, for technical support regarding chemical peptide synthesis. We thank Dr. Takeshi Kawai of the Department of Applied Biological Chemistry, the Univer-
sity of Tokyo, for technical support regarding chemical peptide synthesis. Author Contributions References 1. Schoonhoven LM, van Loon JJA, Dicke M. Insect-Plant Biology. Oxford: Oxford University Press;
2005. 2. Simpson SJ, Raubenheimer D. The central role of the hemolymph in the regulation of nutrient intake in
insects. Physiol Entomol. 1993; 18(4):395–403. WOS:A1993MP27600009. 3. Timmins WA, Reynolds SE. Physiological-mechanisms underlying the control of meal size in Manduca
sexta larvae. Physiol Entomol. 1992; 17(1):81–9. https://doi.org/10.1111/j.1365-3032.1992.tb00993.x
WOS:A1992HL35500011. 4. Abisgold JD, Simpson SJ. The effect of dietary-protein levels and hemolymph composition on the sensi-
tivity of the maxillary palp chemoreceptors of locusts. J Exp Biol. 1988; 135:215–29. WOS:
A1988M698500015. 5. Audsley N, Weaver RJ. Neuropeptides associated with the regulation of feeding in insects. Gen Comp
Endocrinol. 2009; 162(1):93–104. https://doi.org/10.1016/j.ygcen.2008.08.003
WOS:000265906900012. PMID: 18775723 6. Nassel DR, Winther AME. Drosophila neuropeptides in regulation of physiology and behavior. Prog
Neurobiol. 2010; 92(1):42–104. https://doi.org/10.1016/j.pneurobio.2010.04.010
WOS:000281187200004. PMID: 20447440 7. Lu D, Lee KY, Horodyski FM, Witten JL. Molecular characterization and cell-specific expression of a
Manduca sexta FLRFamide gene. J Comp Neurol. 2002; 446(4):377–96. https://doi.org/10.1002/cne. 10205 WOS:000174966300006. PMID: 11954036 8. Roller L, Yamanaka N, Watanabe K, Daubnerova I, Zitnan D, Kataoka H, et al. The unique evolution of
neuropeptide genes in the silkworm Bombyx mori. Insect Biochem Mol Biol. 2008; 38(12):1147–57. https://doi.org/10.1016/j.ibmb.2008.04.009 WOS:000264262200013. PMID: 19280707 9. Veenstra JA, Agricola H-J, Sellami A. Regulatory peptides in fruit fly midgut. Cell Tissue Res. 2008; 334
(3):499–516. https://doi.org/10.1007/s00441-008-0708-3 WOS:000262734300013. PMID: 18972134 10. Reichwald K, Unnithan GC, Davis NT, Agricola H, Feyereisen R. Expression of the allatostatin gene in
endocrine-cells of the cockroach midgut. Proc Natl Acad Sci USA. 1994; 91(25):11894–8. https://doi. org/10.1073/pnas.91.25.11894 WOS:A1994PW70800027. PMID: 7991553 11. Spit J, Badisco L, Verlinden H, Van Wielendaele P, Zels S, Dillen S, et al. Peptidergic control of food
intake and digestion in insects. Can J ZoolCan J Zool. 2012; 90(4):489–506. https://doi.org/10.1139/
z2012-014 WOS:000304677200006. 12. Song W, Veenstra JA, Perrimon N. Control of Lipid Metabolism by Tachykinin in Drosophila. Cell Rep. 2014; 9(1):40–7. https://doi.org/10.1016/j.celrep.2014.08.060 WOS:000344468100006. PMID:
25263556 13. Holman GM, Cook BJ, Nachman RJ. Isolation, primary structure and synthesis of leukomyosuppressin,
an insect neuropeptide that inhibits spontaneous contractions of the cockroach hindgut. Comp Biochem
Physiol C Pharmacol Toxicol Endocrinol. 1986; 85(2):329–33. https://doi.org/10.1016/0742-8413(86)
90202-1 WOS:A1986F166000012. 14. Schoofs L, Holman GM, Hayes TK, Nachman RJ, Deloof A. Locustatachykinin I and II, two novel insect
neuropeptides with homology to peptides of the vertebrate tachykinin family. FEBS Lett. 1990; 261
(2):397–401. https://doi.org/10.1016/0014-5793(90)80601-e WOS:A1990CU75900044. PMID:
2311766 15. Author Contributions Funding acquisition: Ladislav Roller, Dusˇan Zˇitňan, Shinji Nagata. Funding acquisition: Ladislav Roller, Dusˇan Zˇitňan, Shinji Nagata. Funding acquisition: Ladislav Roller, Dusˇan Zˇitňan, Shinji Nagata. 19 / 24 PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 Enteroendocrine control of feeding behavior in B. mori Investigation: Sumihiro Matsumoto, Natsumaro Kutsuna, Ivana Daubnerova´, Ladislav Roller,
Dusˇan Zˇitňan, Shinji Nagata. Investigation: Sumihiro Matsumoto, Natsumaro Kutsuna, Ivana Daubnerova´, Ladislav Roller,
Dusˇan Zˇitňan, Shinji Nagata. Methodology: Natsumaro Kutsuna. Supervision: Hiromichi Nagasawa, Shinji Nagata. Writing – original draft: Sumihiro Matsumoto, Shinji Nagata. Writing – review & editing: Ladislav Roller, Dusˇan Zˇitňan. Investigation: Sumihiro Matsumoto, Natsumaro Kutsuna, Ivana Daubnerova´, Ladislav Roller,
Dusˇan Zˇitňan, Shinji Nagata. Methodology: Natsumaro Kutsuna. Supervision: Hiromichi Nagasawa, Shinji Nagata. Supervision: Hiromichi Nagasawa, Shinji Nagata. Writing – original draft: Sumihiro Matsumoto, Shinji Nagata. Writing – review & editing: Ladislav Roller, Dusˇan Zˇitňan. PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 References Schoofs L, Holman GM, Hayes TK, Kochansky JP, Nachman RJ, Deloof A. Locustatachykinin-III and
locustatachykinin-IV—2 additional insect neuropeptides with homology to peptides of the vertebrate
tachykinin family. Regul Pept. 1990; 31(3):199–212. https://doi.org/10.1016/0167-0115(90)90006-i
WOS:A1990EM84500006. PMID: 2132575 PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 20 / 24 Enteroendocrine control of feeding behavior in B. mori 16. Nagata S, Morooka N, Matsumoto S, Kawai T, Nagasawa H. Effects of neuropeptides on feeding initia-
tion in larvae of the silkworm, Bombyx mori. Gen Comp Endocrinol. 2011; 172(1):90–5. https://doi.org/
10.1016/j.ygcen.2011.03.004 WOS:000290842200014. PMID: 21397600 17. Nagata S, Morooka N, Matsumoto S, Nagasawa H. Characterization of feeding-delaying factors from
the silkworm Bombyx mori. Ann N Y Acad Sci. 2009; 1163:481–3. Epub 2009/05/22. https://doi.org/10. 1111/j.1749-6632.2009.04454.x PMID: 19456393. 18. Bradford MM. A rapid and sensitive method for the quantitation of microgram quantities of protein utiliz-
ing the principle of protein-dye binding. Anal Biochem. 1976; 72:248–54. Epub 1976/05/07. PMID:
942051. 19. Roller L, Cizmar D, Bednar B, Zitnan D. Expression of RYamide in the nervous and endocrine system of
Bombyx mori. Peptides. 2016; 80:72–9. https://doi.org/10.1016/j.peptides.2016.02.003
WOS:000375936400010. PMID: 26896568 20. Bednar B, Roller L, Cizmar D, Mitrova D, Zitnan D. Developmental and sex-specific differences in
expression of neuropeptides derived from allatotropin gene in the silkmoth Bombyx mori. Cell Tissue
Res. 2017; 368(2):259–75. https://doi.org/10.1007/s00441-016-2556-x WOS:000399916800004. PMID: 28091775 21. Conklin BR, Farfel Z, Lustig KD, Julius D, Bourne HR. Substitution of three amino acids switches recep-
tor specificity of Gq alpha to that of Gi alpha. Nature. 1993; 363(6426):274–6. Epub 1993/05/20. https://
doi.org/10.1038/363274a0 PMID: 8387644. 22. Conklin BR, Herzmark P, Ishida S, Voyno-Yasenetskaya TA, Sun Y, Farfel Z, et al. Carboxyl-terminal
mutations of Gq alpha and Gs alpha that alter the fidelity of receptor activation. Mol Pharmacol. 1996; 50
(4):885–90. Epub 1996/10/01. PMID: 8863834. 23. Vernon WI, Printen JA. Assay for intracellular calcium using a codon-optimized aequorin. Biotechni-
ques. 2002; 33(4):730, 2, 4. Epub 2002/10/26. https://doi.org/10.2144/02334bm02 PMID: 12398176. 24. Hukuhara T, Satake S. Contractile movements of the larval fore- and hindguts of the silkworm, Bombyx
mori. J Sericult Sci Japan. 1985; 54(1):82–6. 25. Duve H, East PD, Thorpe A. Regulation of lepidopteran foregut movement by allatostatins and allatotro-
pin from the frontal ganglion. J Comp Neurol. 1999; 413(3):405–16. https://doi.org/10.1002/(sici)1096-
9861(19991025)413:3<405::aid-cne4>3.3.co;2-i WOS:000082661800004. PMID: 10502248 26. Matthews HJ, Audsley N, Weaver RJ. Interactions between allatostatins and allatotropin on spontane-
ous contractions of the foregut of larval Lacanobia oleracea. J Insect Physiol. 2007; 53(1):75–83. https://doi.org/10.1016/j.jinsphys.2006.10.007 WOS:000244027300009. PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 References Activation of Bombyx neuropeptide G protein-
coupled receptor A4 via a Gα i-dependent signaling pathway by direct interaction with neuropeptide F
from silkworm, Bombyx mori. Insect Biochem Mol Biol. 2014; 45:77–88. Epub 2014/01/01. https://doi. org/10.1016/j.ibmb.2013.12.007 PMID: 24374022. 38. Ma Q, Cao Z, Yu YN, Yan LL, Zhang WJ, Shi Y, et al. Bombyx neuropeptide G protein-coupled receptor
A7 is the third cognate receptor for short neuropeptide F from silkworm. J Biol Chem. 2017; 292
(50):20599–612. https://doi.org/10.1074/jbc.M117.815191 WOS:000418267000021. PMID: 29084843 39. Jiang H, Lkhagva A, Daubnerova I, Chae HS, Simo L, Jung SH, et al. Natalisin, a tachykinin-like signal-
ing system, regulates sexual activity and fecundity in insects. Proc Natl Acad Sci USA. 2013; 110(37):
E3526–34. Epub 2013/08/28. https://doi.org/10.1073/pnas.1310676110 PMID: 23980168; PubMed
Central PMCID: PMC3773796. 40. Nagai-Okatani C, Nagasawa H, Nagata S. Tachykinin-related peptides share a G protein-coupled
receptor with ion transport peptide-like in the Silkworm Bombyx mori. PLoS One. 2016; 11(6):
e0156501. https://doi.org/10.1371/journal.pone.0156501 MEDLINE:27248837. PMID: 27248837 41. Collin C, Hauser F, Krogh-Meyer P, Hansen KK, de Valdivia EG, Williamson M, et al. Identification of
the Drosophila and Tribolium receptors for the recently discovered insect RYamide neuropeptides. Bio-
chem Biophys Res Commun. 2011; 412(4):578–83. https://doi.org/10.1016/j.bbrc.2011.07.131
WOS:000295148500013. PMID: 21843505 42. Kataoka H, Toschi A, Li JP, Carney RL, Schooley DA, Kramer SJ. Identification of an allatotropin from
adult Manduca sexta. Science. 1989; 243(4897):1481–3. https://doi.org/10.1126/science.243.4897. 1481 WOS:A1989T685700033. PMID: 17839751 43. Park C, Hwang JS, Kang SW, Lee BH. Molecular characterization of a cDNA from the silk moth Bombyx
mori encoding Manduca sexta allatotropin peptide. Zoolog Sci. 2002; 19(3):287–92. https://doi.org/10. 2108/zsj.19.287 WOS:000176735000005. PMID: 12125926 44. Weaver RJ, Audsley N. Neuropeptide regulators of juvenile hormone synthesis: structures, functions,
distribution, and unanswered questions. Ann N Y Acad Sci. 2009; 1163:316–29. https://doi.org/10. 1111/j.1749-6632.2009.04459.x WOS:000266493400030. PMID: 19456353 45. Koladich PM, Cusson M, Bendena WG, Tobe SS, McNeil JN. Cardioacceleratory effects of Manduca
sexta allatotropin in the true armyworm moth, Pseudaletia unipuncta. Peptides. 2002; 23(4):645–51. https://doi.org/10.1016/s0196-9781(01)00658-1 WOS:000174578700007. PMID: 11897383 46. Lee KY, Horodyski FM, Chamberlin ME. Inhibition of midgut ion transport by allatotropin (Mas-AT) and
Manduca FLRFamides in the tobacco hornworm Manduca sexta. J Exp Biol. 1998; 201(22):3067–74. WOS:000077543000006. 47. Oeh U, Dyker H, Losel P, Hoffmann KH. In vivo effects of Manduca sexta allatotropin and allatostatin on
development and reproduction in the fall armyworm, Spodoptera frugiperda (Lepidoptera, Noctuidae). Invertebr Repr Dev. 2001; 39(3):239–47. https://doi.org/10.1080/07924259.2001.9652488
WOS:000171879700008. 48. Duve H, Audsley N, Weaver RJ, Thorpe A. References PMID: 17150228 27. Jose Villalobos-Sambucaro M, Nieves Lorenzo-Figueiras A, Luis Riccillo F, Anibal Diambra L, Gabriel
Noriega F, Rafael Ronderos J. Allatotropin modulates myostimulatory and cardioacceleratory activities
in Rhodnius prolixus (Stal). PLoS One. 2015; 10(4). https://doi.org/10.1371/journal.pone.0124131
WOS:000353212600050. PMID: 25897783 28. Tsujita M, Sakurai S. Melamine action in the phenocopy of pigment elimination from hypodermal cells of
the silkworm larva. Proc Jap Acad. 1963; 39:513–8. 29. Ida T, Takahashi T, Tominaga H, Sato T, Kume K, Ozaki M, et al. Identification of the novel bioactive
peptides dRYamide-1 and dRYamide-2, ligands for a neuropeptide Y-like receptor in Drosophila. Bio-
chem Biophys Res Commun. 2011; 410(4):872–7. https://doi.org/10.1016/j.bbrc.2011.06.081
WOS:000293204600029. PMID: 21704020 30. Hauser F, Neupert S, Williamson M, Predel R, Tanaka Y, Grimmelikhuijzen CJP. Genomics and pepti-
domics of neuropeptides and protein hormones present in the parasitic wasp Nasonia vitripennis. J Pro-
teome Res. 2010; 9(10):5296–310. https://doi.org/10.1021/pr100570j WOS:000282257800039. PMID:
20695486 31. Nagata S, Matsumoto S, Mizoguchi A, Nagasawa H. Identification of cDNAs encoding allatotropin and
allatotropin-like peptides from the silkworm, Bombyx mori. Peptides. 2012; 34(1):98–105. https://doi. org/10.1016/j.peptides.2012.01.002 WOS:000302851500014. PMID: 22265806 32. Yamanaka N, Yamamoto S, Zitnan D, Watanabe K, Kawada T, Satake H, et al. Neuropeptide receptor
transcriptome reveals unidentified neuroendocrine pathways. PLoS One. 2008; 3(8):e3048. https://doi. org/10.1371/journal.pone.0003048 WOS:000264429000001. PMID: 18725956 33. Bechtold DA, Luckman SM. The role of RFamide peptides in feeding. J Endocrinol. 2007; 192(1):3–15. https://doi.org/10.1677/JOE-06-0069 WOS:000244958100002. PMID: 17210738 34. Nagai C, Mabashi-Asazuma H, Nagasawa H, Nagata S. Identification and characterization of receptors
for ion transport peptide (ITP) and ITP-like (ITPL) in the Silkworm Bombyx mori. J Biol Chem. 2014; 289
(46):32166–77. https://doi.org/10.1074/jbc.M114.590646 WOS:000345314700044. PMID: 25278025 35. Yang J, Huang H, Yang H, He X, Jiang X, Shi Y, et al. Specific activation of the G protein-coupled recep-
tor BNGR-A21 by the neuropeptide corazonin from the silkworm, Bombyx mori, dually couples to the G PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 21 / 24 Enteroendocrine control of feeding behavior in B. mori (q) and G(s) signaling cascades. J Biol Chem. 2013; 288(17):11662–75. Epub 2013/03/05. https://doi. org/10.1074/jbc.M112.441675 PMID: 23457297; PubMed Central PMCID: PMC3636857. 36. Shi Y, Huang H, Deng X, He X, Yang J, Yang H, et al. Identification and functional characterization of
two orphan G-protein-coupled receptors for adipokinetic hormones from silkworm Bombyx mori. J Biol
Chem. 2011; 286(49):42390–402. Epub 2011/10/20. https://doi.org/10.1074/jbc.M111.275602 PMID:
22009754; PubMed Central PMCID: PMC3234951. 37. Deng X, Yang H, He X, Liao Y, Zheng C, Zhou Q, et al. PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 References Triple co-localisation of two types of allatostatin and an alla-
totropin in the frontal ganglion of the lepidopteran Lacanobia oleracea (Noctuidae): innervation and
action on the foregut. Cell Tissue Res. 2000; 300(1):153–63. https://doi.org/10.1007/s004410050056
WOS:000086880100015. PMID: 10805084 49. Lismont E, Vleugels R, Marchal E, Badisco L, Van Wielendaele P, Lenaerts C, et al. Molecular cloning
and characterization of the allatotropin precursor and receptor in the desert locust, Schistocerca gre-
garia. Front Neurosci. 2015; 9:84 https://doi.org/10.3389/fnins.2015.00084 WOS:000352968700001. PMID: 25814925 50. Santini MS, Ronderos JR. Allatotropin-like peptide released by Malpighian tubules induces hindgut
activity associated with diuresis in the Chagas disease vector Triatoma infestans (Klug). J Exp Biol. 2007; 210(11):1986–91. https://doi.org/10.1242/jeb.004291 WOS:000246665600021. PMID:
17515423 51. Oeh U, Antonicek H, Nauen R. Myotropic effect of helicokinins, tachykinin-related peptides and Man-
duca sexta allatotropin on the gut of Heliothis virescens (Lepidoptera: Noctuidae). J Insect Physiol. 2003; 49(4):323–37. Epub 2003/05/29. PMID: 12769986. 22 / 24 PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 Enteroendocrine control of feeding behavior in B. mori 52. Tatemoto K, Carlquist M, Mutt V. Neuropeptide Y—a novel brain peptide with structural similarities to
peptide YY and pancreatic polypeptide. Nature. 1982; 296(5858):659–60. https://doi.org/10.1038/
296659a0 WOS:A1982NK38700048. PMID: 6896083 53. Brown MR, Crim JW, Arata RC, Cai HN, Chun C, Shen P. Identification of a Drosophila brain-gut pep-
tide related to the neuropeptide Y family. Peptides. 1999; 20(9):1035–42. https://doi.org/10.1016/
s0196-9781(99)00097-2 WOS:000082606900003. PMID: 10499420 54. Wu Q, Wen TQ, Lee G, Park JH, Cai HN, Shen P. Developmental control of foraging and social behav-
ior by the Drosophila neuropeptide Y-like system. Neuron. 2003; 39(1):147–61. https://doi.org/10.1016/
s0896-6273(03)00396-9 WOS:000184057400016. PMID: 12848939 55. Maeda T, Nakamura Y, Shiotani H, Hojo MK, Yoshii T, Ida T, et al. Suppressive effects of dRYamides
on feeding behavior of the blowfly, Phormia regina. Zoological Lett. 2015; 1:35. Epub 2015/12/10. https://doi.org/10.1186/s40851-015-0034-z PMID: 26649188; PubMed Central PMCID: PMC4672552. 56. Lee KS, You KH, Choo JK, Han YM, Yu K. Drosophila short neuropeptide F regulates food intake and
body size. J Biol Chem. 2004; 279(49):50781–9. https://doi.org/10.1074/jbc.M407842200
WOS:000225355800020. PMID: 15385546 57. Dillen S, Zels S, Verlinden H, Spit J, Van Wielendaele P, Vanden Broeck J. Functional characterization
of the short neuropeptide F receptor in the desert locust, Schistocerca gregaria. PLoS One. 2013; 8(1):
e53604. Epub 2013/01/12. https://doi.org/10.1371/journal.pone.0053604 PMID: 23308260; PubMed
Central PMCID: PMC3537624. 58. Endo Y, Nishiitsutsujiuwo J. Exocytotic release of secretory granules from endocrine cells in the midgut
of insects. Cell Tissue Res. 1982; 222(3):515–22. WOS:A1982NC86700004. References PMID: 7060100 59. Endo Y, Nishiitsutsujiuwo J. Gut endocrine cells in insects: the ultrastructure of the gut endocrine cells
of the lepidopterous species. Biomed Research Tokyo. 1981; 2(3):270–80. WOS:A1981LU99100003. 60. Leite ACR, Evangelista LG. Ultrastructure of endocrine cells from the abdominal midgut epithelium of
Lutzomyia longipalpis (Diptera: psychodidae). J Med Entomol. 2001; 38(5):749–52. https://doi.org/10. 1603/0022-2585-38.5.749 WOS:000171279100022. PMID: 11580051 61. Sakai T, Satake H, Minakata H, Takeda M. Characterization of crustacean cardioactive peptide as a
novel insect midgut factor: Isolation, localization, and stimulation of alpha-amylase activity and gut con-
traction. Endocrinology. 2004; 145(12):5671–8. https://doi.org/10.1210/en.2004-0722
WOS:000225109400033. PMID: 15358677 62. Hernandez-Martinez S, Li Y, Lanz-Mendoza H, Rodriguez MH, Noriega FG. Immunostaining for allato-
tropin and allatostatin-A and -C in the mosquitoes Aedes aegypti and Anopheles albimanus. Cell Tissue
Res. 2005; 321(1):105–13. Epub 2005/05/24. https://doi.org/10.1007/s00441-005-1133-5 PMID:
15909164; PubMed Central PMCID: PMC2647714. 63. Riccillo FL, Ronderos JR. Allatotropin expression during the development of the fourth instar larvae of
the kissing-bug Triatoma infestans (Klug). Tissue Cell. 2010; 42(6):355–9. Epub 2010/09/08. https://
doi.org/10.1016/j.tice.2010.07.011 PMID: 20817237. 64. Sarkar NR, Tobe SS, Orchard I. The distribution and effects of Dippu-allatostatin-like peptides in the
blood-feeding bug, Rhodnius prolixus. Peptides. 2003; 24(10):1553–62. Epub 2004/01/07. PMID:
14706534. 65. Sterkel M, Riccillo FL, Ronderos JR. Cardioacceleratory and myostimulatory activity of allatotropin in
Triatoma infestans. Comp Biochem Physiol A Mol Integr Physiol. 2010; 155(3):371–7. https://doi.org/
10.1016/j.cbpa.2009.12.002 WOS:000274752600012. PMID: 19995615 66. Matthews HJ, Audsley N, Weaver RJ. In vitro and in vivo effects of myo-active peptides on larvae of the
tomato moth Lacanobia oleracea and the cotton leaf worm Spodoptera littoralis (Lepidoptera; Noctui-
dae). Arch Insect Biochem Physiol. 2008; 69(2):60–9. https://doi.org/10.1002/arch.20265
WOS:000259276400002. PMID: 18780345 67. Kamioka S. Effect of stomodaeal nervous system on the movement of alimentary canal and dorsal ves-
sel in the silkworm larva. J Sericult Sci Japan. 1953; 22(1):1–10. https://doi.org/10.11416/
kontyushigen1930.22.1 68. Willey RB. The morphology of the stomodeal nervous system in Periplaneta americana (L.) and other
blattaria. J Morph. 1961; 108:219–61. https://doi.org/10.1002/jmor.1051080207 PMID: 13785379 69. Ayali A. The insect frontal ganglion and stomatogastric pattern generator networks. Neurosignals. 2004; 13(1–2):20–36. https://doi.org/10.1159/000076156 WOS:000220052700003. PMID: 15004423 70. Miles CI, Booker R. The role of the frontal ganglion in the feeding and eclosion behavior of the moth
Manduca sexta. J Exp Biol. 1998; 201(11):1785–98. WOS:000074325400011. 71. Miles CI, Booker R. Octopod, a homeotic mutation of the moth Manduca sexta, affects development of
both mesodermal and ectodermal structure. Dev Biol. 1993; 155(1):147–60. https://doi.org/10.1006/
dbio.1993.1014 WOS:A1993KF57100014. PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 References PMID: 8093235 23 / 24 PLOS ONE | https://doi.org/10.1371/journal.pone.0219050
July 1, 2019 Enteroendocrine control of feeding behavior in B. mori 72. Hartenstein V, Tepass U, GruszynskideFeo E. Proneural and neurogenic genes control specification
and morphogenesis of stomatogastric nerve cell precursors in Drosophila. Dev Biol. 1996; 173(1):213–
27. https://doi.org/10.1006/dbio.1996.0018 WOS:A1996TU03300018. PMID: 8575623 72. Hartenstein V, Tepass U, GruszynskideFeo E. Proneural and neurogenic genes control specification
and morphogenesis of stomatogastric nerve cell precursors in Drosophila. Dev Biol. 1996; 173(1):213–
27. https://doi.org/10.1006/dbio.1996.0018 WOS:A1996TU03300018. PMID: 8575623 73. Sasaki K, Asaoka K. Swallowing motor pattern triggered and modified by sucrose stimulation in the lar-
vae of the silkworm, Bombyx mori. J Insect Physiol. 2006; 52(5):528–37. https://doi.org/10.1016/j. jinsphys.2006.02.001 WOS:000237998900015. PMID: 16540116 74. Nagata S, Matsumoto S, Nakane T, Ohara A, Morooka N, Konuma T, et al. Effects of starvation on
brain short neuropeptide F-1, -2, and -3 levels and short neuropeptide F receptor expression levels of
the silkworm, Bombyx mori. Front Endocrinol (Lausanne). 2012; 3:3–. https://doi.org/10.3389/fendo. 2012.00003 MEDLINE:22649403. PMID: 22649403 75. Na¨ssel DR, Enell LE, Santos JG, Wegener C, Johard HAD. A large population of diverse neurons in the
Drosophila central nervous system expresses short neuropeptide F, suggesting multiple distributed
peptide functions. BMC Neurosci. 2008; 9. https://doi.org/10.1186/1471-2202-9-90
WOS:000260256900001. PMID: 18803813 76. Na¨ssel DR, Wegener C. A comparative review of short and long neuropeptide F signaling in inverte-
brates: Any similarities to vertebrate neuropeptide Y signaling? Peptides. 2011; 32(6):1335–55. https://
doi.org/10.1016/j.peptides.2011.03.013 WOS:000292586200035. PMID: 21440021 77. Roller L, Beke G, Stano M, Daubnerova I, Mizoguchi A, Satake H, et al. BomBase—web atlas of the
neuroendocine system in Bombyx mori. Online database resource. http://bombase.org/. 2017. 24 / 24
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Gender Differences in Transcriptional Signature of Developing Rat Testes and Ovaries following Embryonic Exposure to 2,3,7,8-TCDD
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Gender differences in transcriptional signature of
developing rat testes and ovaries following embryonic
exposure to 2,3,7,8-TCDD. Solange Magre, Diane Rebourcet, Muhammad Ishaq, Richard Wargnier,
Cyrille Debard, Emmanuelle Fouilloux-Meugnier, Hubert Vidal, Joëlle
Cohen-Tannoudji, Brigitte Le Magueresse-Battistoni To cite this version: Solange Magre, Diane Rebourcet, Muhammad Ishaq, Richard Wargnier, Cyrille Debard, et al.. Gen-
der differences in transcriptional signature of developing rat testes and ovaries following embryonic
exposure to 2,3,7,8-TCDD.. PLoS ONE, 2012, 7 (7), pp.e40306. 10.1371/journal.pone.0040306. inserm-00816439 Abstract Dioxins are persistent organic pollutants interfering with endocrine systems and causing reproductive and developmental
disorders. The objective of our project was to determine the impact of an in utero exposure to 2,3,7,8-tetrachlorodibenzo-p-
dioxin (TCDD) on reproductive function of male and female offspring in the rat with a special emphasis on the immature
period. We used a low dose of TCDD (unique exposure by oral gavage of 200 ng/kg at 15.5 days of gestation) in order to
mirror a response to an environmental dose of TCDD not altering fertility of the progeny. We choose a global gene
expression approach using Affymetrix microarray analysis, and testes of 5 days and ovaries of 14 days of age. Less than 1%
of the expressed genes in gonads were altered following embryonic TCDD exposure; specifically, 113 genes in ovaries and
56 in testes with 7 genes common to both sex gonads. It included the repressor of the aryl hydrocarbon receptor (Ahrr), the
chemokines Ccl5 and Cxcl4 previously shown to be regulated by dioxin in testis, Pgds2/Hpgds and 3 others uncharacterized. To validate and extend the microarray data we realized real-time PCR on gonads at various developmental periods of
interest (from 3 to 25 days for ovaries, from 5 to the adult age for testes). Overall, our results evidenced that both sex
gonads responded differently to TCDD exposure. For example, we observed induction of the canonic battery of TCDD-
induced genes coding enzymes of the detoxifying machinery in ovaries aged of 3–14 days of age (except Cyp1a1 induced at
3–10 days) but not in testes of 5 days (except Ahrr). We also illustrated that inflammatory pathway is one pathway activated
by TCDD in gonads. Finally, we identified several new genes targeted by TCDD including Fgf13 in testis and one gene,
Ptgds2/Hpgds regulated in the two sex gonads. Editor: Dmitry I. Nurminsky, University of Maryland School of Medicine, United States of America Received December 19, 2011; Accepted June 7, 2012; Published July 9, 2012 Copyright: 2012 Magre et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Funding: This research project was supported by Agence Nationale pour la Recherche (ANR-06-PNRA-006-01, Dhyoxhyme project) and by Agence franc¸aise de
se´curite´ sanitaire de l’environnement et du travail (AFSSET, EST-2006/1/33). HAL Id: inserm-00816439
https://inserm.hal.science/inserm-00816439v1
Submitted on 22 Apr 2013 L’archive ouverte pluridisciplinaire HAL, est
destinée au dépôt et à la diffusion de documents
scientifiques de niveau recherche, publiés ou non,
émanant des établissements d’enseignement et de
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archive for the deposit and dissemination of sci-
entific research documents, whether they are pub-
lished or not. The documents may come from
teaching and research institutions in France or
abroad, or from public or private research centers. Gender Differences in Transcriptional Signature of
Developing Rat Testes and Ovaries following Embryonic
Exposure to 2,3,7,8-TCDD Solange Magre1, Diane Rebourcet2¤, Muhammad Ishaq1, Richard Wargnier1, Cyrille Debard2,
Emmanuelle Meugnier2, Hubert Vidal2, Joe¨lle Cohen-Tannoudji1, Brigitte Le Magueresse-Battistoni2*
1 Universite´ Paris Diderot, Sorbonne Paris Cite´, Biologie Fonctionnelle et Adaptative, EAC CNRS 4413, Paris, France, 2 Universite´ Lyon 1, INSERM U1060, INRA U1235,
CarMeN, Laboratoire Lyonnais de Recherche en Cardiovasculaire, Me´tabolisme, Diabe´tologie et Nutrition, Oullins, France Universite´ Paris Diderot, Sorbonne Paris Cite´, Biologie Fonctionnelle et Adaptative, EAC CNRS 4413, Paris, France, 2 Universite´ Lyon
arMeN, Laboratoire Lyonnais de Recherche en Cardiovasculaire, Me´tabolisme, Diabe´tologie et Nutrition, Oullins, France Abstract DR is the recipient of subsides from ANR (ANR-06-PNRA-006-01) and Schering-Plough
(FARO-grant-0119-10/Organon). RW is the recipient of subsides from ANR (ANR-CES-2008-011). The funders had no role in study design, data collection and
analysis, decision to publish, or preparation of the manuscript. Competing Interests: The authors declare that DR received funding from Shering-Plough. There are no patents, products in
products. This does not alter the authors’ adherence to all the PLoS ONE policies on sharing data and materials. The authors declare that DR received funding from Shering-Plough. There are no patents, products in development or marketed
alter the authors’ adherence to all the PLoS ONE policies on sharing data and materials. RC Centre for Reproductive Health, University of Edinburgh, The Queens Medical Research Institute, Edinburgh, United Kingdom ¤ Current address: MRC Centre for Reproductive Health, University of Edinburgh, The Queens Medical Research Institute, Edinburgh strated that breast-fed but not formula-fed sons from mothers
exposed to dioxin after the accident in Seveso had permanently
reduced sperm quality [5]. In utero exposure to TCDD also
impaired prostate development in many mammals including rats
and mice. However, data on testicular development are debated
[6–8]. In rat females, it has also been shown that TCDD exposure
in utero is associated with malformations of external genitalia,
reduced fertility, and disruption of estrus cycles and inhibition of
ovulation [9,10]. PLoS ONE | www.plosone.org ation: Magre S, Rebourcet D, Ishaq M, Wargnier R, Debard C, et al. (2012) Gender Differences in Transcriptional Signature of Developing
owing Embryonic Exposure to 2,3,7,8-TCDD. PLoS ONE 7(7): e40306. doi:10.1371/journal.pone.0040306 Introduction Dioxins, which refer to a family of structurally and chemically
related polychlororinated dibenzo-p-dioxins (PCDDs) and diben-
zofurans (PCDFs) are lipophilic chemicals resistant to degradation
and categorized as persistent organic pollutants, with 2,3,7,8-
tetrachlorodibenzo-p-dioxin (TCDD) being the most toxic dioxin. Dioxins are suspected of interfering with the endocrine systems of
humans and wildlife [1–3] causing a broad spectrum of adverse
effects including developmental and reproductive toxicity in the
offspring of laboratory animals, and perhaps in humans. These
disorders are of very high concern, because they occur at much
lower doses than those causing wasting syndrome or carcinogen-
esis [4]. Moreover, dioxins tend to accumulate in the food chain,
essentially fatty food including breast milk, and may also cross the
placental barrier. These data emphasize that foetuses and neonates
are vulnerable populations. For example, it was recently demon- Most of the toxic effects of TCDD are mediated through the
binding and activation of the aryl hydrocarbon receptor (AHR)
and subsequent alteration of target gene expression. The classic
battery
of
dioxin-responsive
genes
exhibit
dioxin
response
elements in their promoter moiety and includes phase I and
phase II enzymes of the detoxification machinery, such as the
cytochrome P450 (Cyps) 1a1 and 1b1. However, a recent study
pointed out that 65% of the gene expression responses elicited by PLoS ONE | www.plosone.org July 2012 | Volume 7 | Issue 7 | e40306 July 2012 | Volume 7 | Issue 7 | e40306 1 PLoS ONE | www.plosone.org Transcriptomic TCDD Signature in Gonads Table 1. List of primers used in the study. List of primers
Accession number
Forward 5’-3’
Reverse 5’-3’
size (bp)
Ahrr
NM_001024285.1
CAGCAACATGGCTTCTTTCA
GAAGCACTGCATTCCAGACA
172
Cyp1a1
NM_012540.2
CAAGAGCTGCTCAGCATAGTC
GCTCAATGAGGCTGTCTGTG
229
Cyp1b1
NM_012940.1
GCAGCCGCCTTCCTGGTAGC
CCACGCGCCCTGTCCCTACT
116
Nqo1
NM_017000.3
TGCTTTCAGTTTTCGCCTTT
GAGGCCCCTAATCTGACCTC
122
Cyp19a1
NM_017085.2
TGTTGTTGGTGACAGAGACA AAG
CAAGTCCACGACAGGCTGATA
103
Star
NM_031558.2
GTCATCAGAGCTGAACACGG
TGGCGAACTCTATCTGGGTC
163
Art2b
NM_198735.2
TGTGGTTCTCCCCAGTCTTC
CTCCTTGGCCTCCCTTTAAC
104
Fgf13
NM_053428.1
TGTATCGTCAACCCCAGTCA
GCCACTGTTCCACAGTTCCT
139
Gzmf
NM_153466.1
CAAATGTCCGTCGATGTCAC
CCCTTGTACGCAGCCTGTAT
158
Hpgds
NM_031644.2
AGAGCGGACGTTCAATGACT
GGTGCTGCAGATATCCCAAT
139
Hprt1
NM_012583.2
AGGACCTCTCGAAGTGT
ATTCAAATCCCTGAAGTACTCAT
111
doi:10.1371/journal.pone.0040306.t001 doi:10.1371/journal.pone.0040306.t001 elucidate target pathways involved in the aetiology of TCDD and
related compounds toxicity in liver and kidney [15]. Using this
strategy, we focused our study on developing gonads, testes and
ovaries, in rats. The age of 5 days was chosen for males because
this time period coincides with germ cell reentry into mitosis, the
set-up of the spermatogonial program including stem cell self-
renewal and the maturation of the somatic cell lineages, i.e. Materials and Methods Figure 1. TCDD-regulated genes detected by microarrays in
ovaries and testes. Genes were selected on the basis of a p-
value,0.05 and a 1.5 fold change factor of mRNA expression in
response to TCDD. The Venn diagram illustrates the repartition
between genes up- and down-regulated in testes or ovaries, and the
7 genes both regulated in testes and ovaries are listed. doi:10.1371/journal.pone.0040306.g001 Introduction the
Sertoli and Leydig cells [16]. Regarding females, we concentrated
on prepubertal period and specifically infantile period (from 7 to
20 days of age) when the ovary as well as the pituitary displayed an
intense endocrine activity with high levels of estradiol and
gonadotropins [17,18]. Real-time PCR was further used not only
to validate microarray data generated but also to gain more insight
into the kinetics of regulation of the identified genes along with
crucial developmental periods. In parallel, the expression level of
the classical battery of detoxifying genes was surveyed. TCDD do not involve direct AhR binding to a Xenobiotic
Response Element (XRE) [11]. It suggested that expression of
genes lacking a XRE element reflected indirect AhR-mediated
signalling, and that such changes in expression could be attributed
to latent secondary effects. It could as well suggest that non-
consensus XRE element may confer TCDD inducibility as shown
recently with PAI-1 [12]. These two mechanisms may well explain
the pleiotropic nature of TCDD toxicity illustrated with the large
panel of target genes identified that include for example genes
involved in cellular growth, differentiation and inflammation
[13,14]. Global gene expression technology provides a comprehensive
strategy whereby critical AHR-regulated genes apart from the
classic battery of genes can be identified, and has been used to Overall, our results evidenced that both sex gonads responded
differently to TCDD exposure with respect to enzymes of the
detoxifying machinery. We illustrated that inflammatory pathway
is one pathway activated by TCDD in gonads. We identified
several new genes targeted by TCDD including Fgf13 in testis and
one gene, Ptgds2/Hpgds regulated in the two sex gonads. Experimental Design p
g
Time pregnant Sprague-Dawley females of embryonic day 12
were purchased from Janvier’s Breeding (Le Genest, France). They
were housed individually in plastic cages with food (Altromin
1310; Genestil, Royaucourt, France) and water provided ad
libitum at 23uC and a 12:12 photoperiod. Animals were randomly
assigned to treatment groups. Dams were allowed 3-day acclima-
tization and were given one oral dose of 2,3,7,8-TCDD (ref ED-
901-C) (LGC Promochem, Molsheim, France) 200 ng/kg body
weight (bw) in sesame oil on embryonic day 15. Control animals
received sesame oil. Pups were sacrificed by cervical dislocation
under CO2 anesthesia at various ages, at 3, 6, 10, 12, 14 and 25
days for females, and at 5, 28, 40, 67, 145 days for males. Ovaries
and testes were dissected and snap-frozen. Pituitaries were
collected from female pups of 3, 6, 12 and 14 days of age. In
addition, livers were collected at 5 and 28 days for males and 3 and
6 days for females. All organs were kept at 280uC before use. Throughout the manuscript, treated organs refer to organs
collected from animals born from TCDD-exposed dams. Control Figure 1. TCDD-regulated genes detected by microarrays in
ovaries and testes. Genes were selected on the basis of a p-
value,0.05 and a 1.5 fold change factor of mRNA expression in
response to TCDD. The Venn diagram illustrates the repartition
between genes up- and down-regulated in testes or ovaries, and the
7 genes both regulated in testes and ovaries are listed. doi:10.1371/journal.pone.0040306.g001 Figure 1. TCDD-regulated genes detected by microarrays in
ovaries and testes. Genes were selected on the basis of a p-
value,0.05 and a 1.5 fold change factor of mRNA expression in
response to TCDD. The Venn diagram illustrates the repartition
between genes up- and down-regulated in testes or ovaries, and the
7 genes both regulated in testes and ovaries are listed. doi:10.1371/journal.pone.0040306.g001 Figure 1. TCDD-regulated genes detected by microarrays in
ovaries and testes. Genes were selected on the basis of a p-
value,0.05 and a 1.5 fold change factor of mRNA expression in
response to TCDD. The Venn diagram illustrates the repartition
between genes up- and down-regulated in testes or ovaries, and the
7 genes both regulated in testes and ovaries are listed. doi:10.1371/journal.pone.0040306.g001 July 2012 | Volume 7 | Issue 7 | e40306 PLoS ONE | www.plosone.org 2 Transcriptomic TCDD Signature in Gonads Table 2. Experimental Design Sub-list of relevant genes TCDD-regulated in testes. Gene Title
Gene Symbol
Fold Change
ADP-ribosyltransferase 2b
Art2b
8.23
granzyme F
Gzmf
4.40
aryl-hydrocarbon receptor repressor
Ahrr
3.34
ficolin B
Fcnb
2.00
peroxisomal biogenesis factor 11 alpha
Pex11a
1.87
prostaglandin D2 synthase 2, hematopoietic
Ptgds2/Hpgds
1.81
protein kinase (cAMP-dependent, catalytic) inhibitor beta
Pkib
1.78
versican
Vcan
1.68
fibroblast growth factor 16
Fgf16
1.62
prostaglandin reductase 2
Ptgr2
1.59
glycerol-3-phosphate acyltransferase, mitochondrial
Gpam
1.58
spectrin repeat containing, nuclear envelope 1
Syne1
1.56
wingless-type MMTV integration site family, member 4
Wnt4
1.55
Cd44 molecule
Cd44
1.51
tyrosine hydroxylase
Th
1.51
platelet factor 4
Cxcl4/Pf4
1.32
chemokine (C-C motif) ligand 5
Ccl5/Rantes
21.50
stanniocalcin 1
Stc1
21.52
antisense paternally expressed gene 3
Apeg3
21.53
dipeptidylpeptidase 4
Dpp4
21.64
immunity-related GTPase family, M
Irgm
21.73
growth hormone releasing hormone receptor
Ghrhr
21.85
EGF-containing fibulin-like extracellular matrix protein 1
Efemp1
21.86
ATP-binding cassette, sub-family B (MDR/TAP), member 1A
Abcb1a
21.89
cartilage acidic protein 1
Crtac1
22.05
fibroblast growth factor 13
Fgf13
23.15
SH2 domain protein 1A
Sh2d1a
24.00
crystallin, gamma B
Crygb
25.17
Genes were identified by the microarray procedure and their fold-change over control is indicated (gonad from untreated dams) (PF4/Cxcl4 was added in the list as a
relevant gene even though its fold change is ,1.5). doi:10.1371/journal.pone.0040306.t002 Table 2. Sub-list of relevant genes TCDD-regulated in testes. array procedure and their fold-change over control is indicated (gonad from untreated dams) (PF4/Cxcl4 was added in the list as a
change is ,1.5). Genes were identified by the microarray procedure and their fold-change over control is indicated (gonad from untreated dams) (PF4/Cxcl4 was added in the list as a
relevant gene even though its fold change is ,1.5). doi:10.1371/journal.pone.0040306.t002 affymetrix.com). The arrays were read with a confocal laser
(Genechip scanner 3000, Affymetrix). Then CEL files were
generated using the Affymetrix GeneChip Command Console
(AGCC) software 3.0. The obtained data were normalized with
Affymetrix Expression Console software using MAS5 statistical
algorithm. Normalized data were compared and filtered using
Partek Genomic Suite software 6.5 (Partek Inc., St. Louis, MO,
US). Microarray data are available in the GEO database under
the number GSE32890. organs refer to organs collected from animals born from sesame oil
exposed dams. Experimental Design Animals were housed and maintained according to
published European communities’ guidelines (86/609/CEE) and
all the performed experiments on animals were approved by the
experimental animal committee of the Paris Rive Gauche site
(Agreement
A75-13-17,
Centre
National
de
la
Recherche
Scientifique, Paris 7 University, Paris, France). A detailed protocol
of TCDD exposure and follow-up of the animals has been
published [19]. PLoS ONE | www.plosone.org RNA Preparation and Microarray Analysis Changes in global gene expression induced by TCDD were
analyzed in 5-day old testes and in 14-day old ovaries. In both
cases, 3 rats treated in utero by TCDD were compared to 3 rats
treated with sesame-oil vehicle. RNA extraction was performed
with the RNeasy Mini RNA extraction kit (Qiagen, Courtaboeuf
France). A principal component analysis (PCA) of the complete list of
genes present in the chip and two sample t-test were performed
between TCDD samples and control samples for ovaries and for
testes. Only genes showing a variation of at least 1.5-fold and a p-
value less than 0.05 were retained. Then, a gene was considered as
differentially expressed between groups only if the detected signal
was above the background for at least one of the compared groups. David functional annotation clustering (http://david.abcc.ncifcrf. gov/conversion.jsp) was performed to identify enrichment in
biological functions and pathways. Promoter sequences (650pb) of
the regulated genes were extracted from Rat RGSC 3.4 assembly Microarray analysis has been performed in the genomic and
microgenomic
core
facility
profileXpert
(Bron,
France)
as
described previously [20,21], using a high-density oligonucleotide
array (GeneChip Rat Genome 230 2.0 array, Affymetrix, Santa
Clara, CA, USA), and following Affymetrix protocol (http://www. PLoS ONE | www.plosone.org July 2012 | Volume 7 | Issue 7 | e40306 3 Transcriptomic TCDD Signature in Gonads Table 3. Sub-list of characterized genes TCDD-regulated in ovaries. RNA Preparation and Microarray Analysis Gene Title
Gene Symbol
Fold Change
ubiquitin-like modifier activating enzyme 7
Uba7
21.73
Translocase of outer mitochondrial membrane 34
Tomm34
21.74
ATP-binding cassette, sub-family G (WHITE), member 1
Abcg1
21.76
family with sequence similarity 92, member A1
Fam92a1
21.78
solute carrier organic anion transporter family, member 1a4
Slco1a4
21.81
period homolog 3 (Drosophila)
Per3
21.83
basic helix-loop-helix family, member e41
Bhlhe41
21.85
Fc receptor-like S, scavenger receptor
Fcrls
21.97
phosphodiesterase 10A
Pde10a
21.98
spastic paraplegia 3A homolog (human)
Spg3a
22.14
nucleoporin 62 C-terminal like
Nup62cl
22.47
Genes were identified by the microarray procedure and their fold-change over control is indicated (gonad from untreated dams). doi:10.1371/journal.pone.0040306.t003 Table 3. Cont. Table 4. David functional analysis. ovarian genes
cluster
enrichment
scores
p-value
Examples of genes
up-regulated (34 identified; 4 unknwon)
immune response, positive regulation of cell
differentiation and developmental processes
2.43
4.7.1024
Ccl5, Adam10
positive regulation of response to stimulus
1.93
5.1024
Ccl5, Ccl6, Adam10
chemotaxis and chemokine activity
1.7
3.3.1024
Ccl5, Ccl6, Pf4
response to steroid hormone stimulus and organic
substance
1.56
1.2.1022
Adam10, Ccl5, Cyp1b1
down-regulated (56 identified; 19
unknown)
behavior
1.4
2.7.1022
S100a4, Amph, Cck
Summary of the analysis using the list of genes regulated by TCDD in ovary. doi:10.1371/journal.pone.0040306.t004 Summary of the analysis using the list of genes regulated by TCDD in ovary. doi:10.1371/journal.pone.0040306.t004 electrophoresis. All samples were run in quadriplicate reactions
(duplicate of two dilutions). Quantification of gene expression was
performed using the Relative Quantification Software (Roche using BioMart, and firstly analyzed for pattern matching using
Common TFs from the Genomatix software package (Genomatix
software suite v2.5, Mu¨nchen, Germany). Briefly, the sequences
were scanned for matches to Transcription Factor binding sites
and only matrices displaying an enrichment p-value ,0.05 were
considered enriched in the promoters of interest compared to the
rest of the vertebrate promoter sequences. Table 5. Expression levels of classical genes targeted by
TCDD. ovary
Testis
control
TCDD
Fold-
Change
control
TCDD
Fold-
change
Ahrr
18
79
4.2*
14
48
3.34*
Cyp1a1
nd
nd
nd
nd
nd
nd
Cyp1a2
nd
nd
nd
nd
nd
nd
Cyp1b1
1419
2300
1.63*
1079
1315
1.22
Cyp2s1
66
55
0.83
65
54
0.83
Nqo1
350
470
1.34*
303
444
1.46
Gsta1
13200
12800
0.96
7705
7652
0.99
Aldh3a1
nd
nd
nd
nd
nd
nd
Ugt1a6
210
273
1.3
381
436
1.14
Data were obtained using ovaries of 14 days of age and testes of 5 days of age. RNA Preparation and Microarray Analysis g
g
Gene Title
Gene Symbol
Fold Change
aryl-hydrocarbon receptor repressor
Ahrr
4.20
acyl-CoA thioesterase 1
Acot1
2.94
chemokine (C-C motif) ligand 5
Ccl5
2.50
Zinc finger protein 212
Zfp212
2.42
prolylcarboxypeptidase (angiotensinase C)
Prcp
2.42
leucine rich repeat and Ig domain containing 1
Lingo1
2.22
prostaglandin D2 synthase 2, hematopoietic
Ptgds2/Hpgds
2.00
claudin 15
Cldn15
1.98
leucine rich repeat containing 4C
Lrrc4c
1.95
ras-related C3 botulinum toxin substrate 2
Rac2
1.79
reprimo-like
Rprml
1.78
TBC1 domain family, member 10C
Tbc1d10c
1.76
RT1 class II, locus Ba
RT1-Ba
1.73
histocompatibility 2, class II antigen E alpha
H2-Ea
1.73
granzyme K
Gzmk
1.71
ADAM metallopeptidase domain 10
Adam10
1.70
carbonic anhydrase 5b, mitochondrial
Car5b
1.69
complement component 1, q subcomponent, beta polypeptide
C1qb
1.69
cystatin F (leukocystatin)
Cst7
1.69
chemokine (C-C motif) ligand 6
Ccl6
1.67
C1q and tumor necrosis factor related protein 3
C1qtnf3
1.66
cytochrome P450, family 1, subfamily b, polypeptide 1
Cyp1b1
1.63
HEAT repeat containing 6
Heatr6
1.60
S100 calcium-binding protein A4
S100a4
1.58
platelet factor 4
Pf4/Cxcl4
1.57
potassium inwardly rectifying channel, subfamily J, member 11
Kcnj11
1.52
aldo-keto reductase family 1, member C-like 1
Akr1cl1
1.51
leucine rich repeat containing 61
Lrrc61
21.51
isoleucyl-tRNA synthetase 2, mitochondrial
Iars2
21.51
CAP-GLY domain containing linker protein 1
Clip1
21.51
amphiphysin
Amph
21.52
ELMO/CED-12 domain containing 2
Elmod2
21.54
tripartite motif-containing 2
Trim2
21.54
zinc finger, DHHC-type containing 1
Zdhhc1
21.54
proline-rich transmembrane protein 1
Prrt1
21.55
cytoplasmic linker associated protein 1
Clasp1
21.55
parathyroid hormone receptor 1
Pthr1
21.55
mutY homolog (E. coli)
Mutyh
21.56
pinin, desmosome associated protein
Pnn
21.58
UDP-N-acteylglucosamine pyrophosphorylase 1-like 1
Uap1l1
21.61
cholecystokinin
Cck
21.61
sodium channel, voltage-gated, type VII, alpha
Scn7a
21.61
phosphatidylinositol 4-kinase type 2 beta
Pi4k2b
21.61
apoptotic chromatin condensation inducer 1
Acin1
21.62
potassium channel tetramerisation domain containing 13
Kctd13
21.64
neuronal pentraxin 1
Nptx1
21.64
mitogen-activated protein kinase 11
Mapk11
21.68
ATP-binding cassette, sub-family C (CFTR/MRP), member 5
Abcc5
21.70
purinergic receptor P2X, ligand-gated ion channel, 3
P2rx3
21.71
S100 calcium binding protein B
S100b
21.72 July 2012 | Volume 7 | Issue 7 | e40306 PLoS ONE | www.plosone.org Transcriptomic TCDD Signature in Gonads Table 3. Cont. RNA Preparation and Microarray Analysis *p,0.05; nd, not detectable. doi:10.1371/journal.pone.0040306.t005 Table 5. Expression levels of classical genes targeted by
TCDD. PLoS ONE | www.plosone.org p
doi:10.1371/journal.pone.0040306.t005 Global Analysis of Testes and Ovaries Transcriptomic
D t The total amount of genes expressed in ovaries and testes was
approximately of 65% of the rat genome, indicating that an
average of 20,000 genes is expressed in the gonads. PCA analysis
did not allow segregating genes between treated-testes and control
testes, or between treated-ovaries and control ovaries. It indicated
that the sample to sample variation within the group (male or
female) was bigger than the variation due to the treatment (not
shown). A two sample t-test was next performed and a list of 113
and 56 differentially expressed genes showing a variation of 1.5-
fold and a p-value less than 0.05 came out in ovary and testis,
respectively. Of the 113 genes responding to TCDD in ovaries, 38
were up-regulated and 75 down-regulated. In testes, 27 were up-
regulated and 29 down-regulated (Fig. 1). About, half of them are
not fully characterized and are identified by their Affymetrix
probeset ID. Some of them are transcribed locus or expressed
sequence tags (ESTs). A sub-list of characterized genes differen-
tially expressed in response to TCDD, in testes and in ovaries is
given in Tables 2 and 3, respectively. We also identified a total of 7
genes common to testes and ovaries if cross-comparing the list of
regulated genes that exhibited at least a 1.5 fold change over its
respective control. There were Ahr repressor (Ahrr), prostaglandin
D2 synthase 2, hematopoietic (Ptgds2/Hpgds), the chemokines
Rantes/Ccl5 and Pf4/Cxcl4, and 3 uncharacterized genes which
were not further studied (Fig.1, Tables 2, 3). David functional annotation clustering indicated one cluster
with enrichment score of 1.61 and a p-value of 4.9.1023 using the
total list of testis genes. It corresponded to immune and defense
response with 6 transcripts including Ccl5 and Pf4. No cluster
came out if only the list of the up or down-regulated genes was
considered. Using the list of the up-regulated genes in the ovary, 4
clusters came out with enrichment score comprised between 1.56
and 2.43 and corresponding to immune response, positive
regulation of response to stimulus, chemotaxis and chemokine
activity, and response to steroid hormone stimulus. In addition,
KEGG pathway pointed to the chemokine signaling pathway
associating Ccl5, Ccl6 and Pf4. A single cluster with an
enrichment score of 1.4 and corresponding to behavior came
out when uploading the list of down-regulated genes (Table 4). Figure 3. Reverse Transcription and Real-time RT-PCR Reverse transcription was carried out with 250 ng of total RNA
recovered from testes (of 5, 28, 40, 67, 145 days of age), ovaries (of
3, 6, 10, 12, 14, 25 days of age), pituitaries (of females aged of 3, 6,
12, 14 days of age) or livers (of 5 and 28 days for males and 3 and 6
days
for
females),
400 ng
oligo-dT
primers
(Qiagen)
and
Superscript II reverse transcriptase (Invitrogen, France). Real-
time RT-PCR (QRT-PCR) was performed in a LightCycler 480
instrument (Roche Diagnostics, Mannheim, Germany) using the
LightCycler 480 SYBR Green I Master mix according to the
manufacturer’s protocol. Primers used are listed in table 1. They
were tested before use for specificity and efficacy. Amplification
conditions were as following: 10 min at 95uC followed by 40 cycles
of denaturation (10 sec at 95uC), annealing (10 sec at 60uC), and
extension (10 sec at 72uC) with single acquisition of fluorescence at
the end of each extension step. The specificity of PCR products
was confirmed by analysis of the melting curve and agarose gel PLoS ONE | www.plosone.or PLoS ONE | www.plosone.org July 2012 | Volume 7 | Issue 7 | e40306 5 Figure 2. Ahrr, Cyp1a1, Cyp1b1 and Nqo1 gene expression levels in testes and ovaries of rats exposed in utero
recovered from males aged from 5 to 145 days (A) and ovaries were recovered from females aged from 3 to 25 days (B). Testes
detectable Cyp1a1 levels (A). Levels were normalized using Hprt. Values are the mean 6 SEM of n = 4 to 6 animals (n = 2 for
ovaries). *p,0.05 versus its time-matched control. (dpn), days postnatal. doi:10.1371/journal.pone.0040306.g002
Transcriptomic TCD Transcriptomic TCDD Signature in Gonads Figure 2. Ahrr, Cyp1a1, Cyp1b1 and Nqo1 gene expression levels in testes and ovaries of rats exposed in utero to TCDD. Testes were
recovered from males aged from 5 to 145 days (A) and ovaries were recovered from females aged from 3 to 25 days (B). Testes samples did not have
detectable Cyp1a1 levels (A). Levels were normalized using Hprt. Values are the mean 6 SEM of n = 4 to 6 animals (n = 2 for 3- and 25-day control
ovaries). *p,0.05 versus its time-matched control. (dpn), days postnatal. doi:10.1371/journal.pone.0040306.g002 July 2012 | Volume 7 | Issue 7 | e40306 PLoS ONE | www.plosone.org 6 Transcriptomic TCDD Signature in Gonads Figure 3. Global Analysis of Testes and Ovaries Transcriptomic
D t Ahrr, Cyp1a1, Cyp1b1 and Nqo1 gene expression
levels in pituitaries of rats exposed in utero to TCDD. Pituitaries
were recovered from females aged from 6 and 14 days of age. Levels
were normalized using Hprt. Values are the mean 6 SEM of n = 3 to 5
animals. * p,0.05 versus its time-matched control. (dpn), days postnatal. doi:10.1371/journal.pone.0040306.g003 Reverse Transcription and Real-time RT-PCR Ahrr, Cyp1a1, Cyp1b1 and Nqo1 gene express
levels in pituitaries of rats exposed in utero to TCDD. Pituita
were recovered from females aged from 6 and 14 days of age. Lev
were normalized using Hprt. Values are the mean 6 SEM of n = 3 t
animals. * p,0.05 versus its time-matched control. (dpn), days postna
doi:10.1371/journal.pone.0040306.g003 Figure 3. Ahrr, Cyp1a1, Cyp1b1 and Nqo1 gene ex
levels in pituitaries of rats exposed in utero to TCDD. were recovered from females aged from 6 and 14 days of a
were normalized using Hprt. Values are the mean 6 SEM of
animals. * p,0.05 versus its time-matched control. (dpn), days
doi:10.1371/journal.pone.0040306.g003 Reproductive Parameters of the F1 Offspring Reproductive Parameters of the F1 Offspring A follow-up of the female offspring including body weight,
fertility assessment and measurement of mRNA levels of some key
genes involved in the endocrine function of the ovary during
prepubertal period is provided (Supporting Information S1). Except for body weight, no significant differences were obtained. Regarding the male offspring exposed in utero to TCDD,
testicular and epididymal weight did not change. Testis histology
was grossly normal so were testosterone levels throughout
development. A precise description was provided previously [19]. Expression of Genes Belonging to the Classic Battery of
TCDD Target Genes To extend microarray data, we first focused on Ahrr strongly
induced in both gonads, and other genes belonging to the TCDD-
inducible Ahr gene battery. The TCDD battery includes in
addition to Ahrr which acts as a dominant negative factor to
repress Ahr induced signalling pathways [22,23], four phase I
xenobiotic metabolizing enzymes, i.e., Cyp1b1, Cyp1a1, Cyp1a2,
and Cyp2s1, and four phase II xenobiotic metabolizing enzymes,
i.e.,
NADP(H)
quinone
oxidoreductase
(Nqo1),
glutathione Diagnostics), and data were expressed as a ratio of target gene to
the
reference
gene
hypoxanthine
phosphoribosyltransferase,
HPRT. Statistical analyses were done using Statview 5.0 software
package (SAS Institute Inc. Cary, NC 27513). Comparisons
between treatments were made by one-way analysis of variance
(ANOVA) followed by the post hoc Fisher PLSD test for multiple
comparisons. A p value of less than 0.05 was considered significant. PLoS ONE | www.plosone.org July 2012 | Volume 7 | Issue 7 | e40306 7 Transcriptomic TCDD Signature in Gonads Figure 4. Gzmf, Art2b, Hpgds and Fgf13 gene expression levels in testes of rats exposed in utero to TCDD. Testes were recovered from
males of 5, 28 and 67 days of age. Levels were normalized using Hprt. Values are the mean 6 SEM of n = 4 animals. *p,0.05 versus its time-matched
control. (dpn), days postnatal. doi:10.1371/journal.pone.0040306.g004 Figure 4. Gzmf, Art2b, Hpgds and Fgf13 gene expression levels in testes of rats exposed in utero to TCDD. Testes were recovered from
males of 5, 28 and 67 days of age. Levels were normalized using Hprt. Values are the mean 6 SEM of n = 4 animals. *p,0.05 versus its time-matched
control. (dpn), days postnatal. doi:10.1371/journal.pone.0040306.g004 transferase a1 (Gsta1), cytosolic aldehyde dehydrogenase-3 (Aldh-
3a1), and UDP glucuronosyltransferase 1a6 (Ugt1a6) (Table 5). Three genes, Cyp1a1, Cyp1a2 and Aldh-3a1 were not found at
detectable levels in the gonads. Two genes appeared to be
constitutively expressed (Cyp2s1 and Gsta1) or weakly enhanced
(Nqo1
and
Ugt1a6)
after
TCDD
treatment. Cyp1b1
was
significantly up-regulated in ovaries (FC 1.63) but not in testes
(FC 1.22 with a p-value of 0.36). Finally, gene coding Ahrr was the
most up-regulated gene in both gonads of treated animals (FC 4.2
in ovaries and 3.34 in testes). days. No expression was detected at 14 days consistent with the
microarray data (Table 2). Expression of Genes Belonging to the Classic Battery of
TCDD Target Genes Gene expression levels of Cyp1b1 and
Nqo1 were at detectable levels in control ovaries and roughly
constant from 3 to 25 days of age. Treated ovaries had enhanced
levels of Cyp1b1 and Nqo1 from 3 to 14 days, also in agreement
with the microarray data. No differences were observed at 25 days
(Fig. 2). We also studied an additional endocrine organ, the pituitary,
and the liver as the primary detoxifying organ. Data synthesized
on Fig. 3, indicate a strong and significant enhancement of Ahrr,
Cyp1a1, Cyp1b1 and Nqo1 at 6 days of age in pituitary of TCDD-
treated animals. Although significant, induction was less pro-
nounced at 14 days of age (Fig. 3). As expected, RNA from both
male (5 days old) and female (6 days of age) liver showed increased
Ahrr and Nqo1 expression levels (data not shown) in treated
animals consistent with the induction in Cyp1a1 mRNA levels
reported previously [19]. To validate and extend the microarray results, we analyzed the
expression of Ahrr and Cyp1b1 as well as Cyp1a1 and Nqo1 using
real-time PCR. This was done not only in ovaries at 14 days and in
testes at 5 days but also during a period of time extending from 3–
25 days in females and 5–145 days in males to cover critical
developmental steps in both gonads. Real-time PCR confirmed
the findings of the microarray in gonads (Fig. 2). For example in
testes, Ahrr was significantly enhanced at 5 days of age although
the fold-change was lower than the one observed using micro-
array. In addition, none of the metabolizing enzymes had their
gene expression levels altered after TCDD treatment (Fig. 2). Noticeably, Cyp1a1 gene was not expressed in testis, either control
or TCDD-treated (not shown). Cyp1b1 and Nqo1 expression
levels increased as a function of age from 5 to 145 days (Fig. 2). In
contrast, neonate ovaries recovered from the same litters were
strongly responsive to TCDD exposure. Expression levels of Ahrr
were maximally up-regulated at 3 and 6 days. A significant
enhancement was still observed until 14 days, consistent with the
microarray data. No effect was observed in ovaries of 25 days. Of
note, Ahrr gene expression levels were almost undetectable in
control ovaries (Fig. 2). Cyp1a1, the hallmark of TCDD-inducible
Ahr gene [24], although not present in control ovaries was highly
induced in TCDD-treated ovaries of 3 to 10 days, peaking at 10 Expression of Chemokines in Response to TCDD in
Gonads but also in Pituitary and Liver In pituitaries, Gzmf/Nrkp7 and Art2b were present at 3 and
12 days of age and organs from treated animals exhibited levels
higher than 2-fold over control levels (Fig. 6). Fgf13 was also
present in pituitaries collected from 3 and 12 days old animals,
and its expression levels were significantly decreased (a 20%
decrease) in treated organs (Fig. 6). Ptgds2/Hpgds was expressed
in pituitary but not TCDD-regulated (Fig. 6). Finally, real-time
PCR using liver from 3 and 6 day-old animals revealed
transcripts for Gzmf/Nrkp7, Art2b and Ptgds2/Hpgds but not
Fgf13, with TCDD up-regulation of Gzmf/Nrkp7 and Art2b
(p,0.05) at 3 but not at 6 days of age. Ptgds2/Hpgds was not
targeted (Fig. 7). Table 6 recapitulates data. Identification of DNA Matrices, Potential Sites for
Transcription Factors To find out whether certain transcriptional factor binding site(s)
were enriched in the TCDD-regulated genes identified in this
study, we selected 650bp promoter of each gene, and searched for
DNA matrices families using Genomatix promoter analysis. A
total of 25 promoter sequences for testes regulated genes and 54
promoter
sequences
for
ovaries
regulated
genes
could
be
processed. We observed that the DNA matrices family ETSF
was consistently identified in the promoters of all 25 TCDD
regulated genes in testes (Table 7) and the 54 regulated in ovaries
(Table 8). We also identified 10 other overrepresented matrices
families’ specific to either testes or ovaries (Table 8) which may
account for the gender differences that we detected in this study. Discussion The objective of our project was to determine the impact of an
in utero exposure to 2,3,7,8-tetrachlorodibenzo-p-dioxin (TCDD)
on reproductive function of male and female offspring in the rat
with a special emphasis on the immature period, in conditions in
which reproductive parameters are grossly normal both in males
[19] and in females (this study). To this end, animals were exposed
during gestation to low doses to avoid collateral toxic effects. We
also considered the TCDD half-life of 3 weeks in rodents, and
conclusions published [25] indicating that the majority of
occurrences of TCDD in offspring of dosed dams arise from
lactational transfer of TCDD. In addition, given the unexpected
microarray results highlighting gender difference responses; we
developed a real time PCR approach on gonads at various
developmental periods of interest. On the one hand, this approach
permitted to extend our study on male and female gonad
development following an in utero exposure to TCDD. On the
other hand, this approach allowed comparing common stages in
both sexes (specifically, 5 and 28 days in testes, and 6 and 25 days
in ovaries). Figure 5. Hpgds and Fgf13 gene expression levels in ovaries of
rats exposed in utero to TCDD. Ovaries were recovered from
females of 3 to 25 days of age. Levels were normalized using Hprt. Values are the mean 6 SEM of of n = 4 to 6 animals (n = 2 for 3- and 25-
day control ovaries). *p,0.05 versus its time-matched control. (dpn),
days postnatal. doi:10.1371/journal.pone.0040306.g005 y p
doi:10.1371/journal.pone.0040306.g005 Pf4/Cxcl4
(1.81
fold-change,
n = 4;
p,0.05)
versus
time-
matched controls. Ccl5 but not Pf4/Cxcl4 was also up-regulated
(2.12 fold-change, n = 4; p,0.05) in the liver recovered from
28-day old male rats (data not shown). Expression of Chemokines in Response to TCDD in
Gonads but also in Pituitary and Liver Consistently with our previous data [19], we observed down-
regulation of Ccl5 and upregulation of Pf4/Cxcl4 in the testes
of 5-day old rats of TCDD-treated dams (Table 2). In females,
microarray studies indicated that both Ccl5 and Pf4/Cxcl4 were
significantly
up
regulated
2.5-
and
1.57-fold,
respectively
(Table
3). In
addition,
KEGG
pathway
pointed
to
the
chemokine signaling pathway associating Ccl5, Ccl6 and Pf4/
Cxcl4, in ovary and one enriched cluster comprised of Ccl5 and
Pf4/Cxcl4 in testis. To define if chemokines could be targeted
by TCDD in other organs, real-time PCR was performed with
RNA from pituitary and liver. We found that pituitaries
recovered from 14-day-old female rats from TCDD-treated
dams had increased Ccl5 (3.26 fold-change, n = 4; p,0.05) and PLoS ONE | www.plosone.org July 2012 | Volume 7 | Issue 7 | e40306 8 Transcriptomic TCDD Signature in Gonads Figure 5. Hpgds and Fgf13 gene expression levels in ovaries of
rats exposed in utero to TCDD. Ovaries were recovered from
females of 3 to 25 days of age. Levels were normalized using Hprt. Values are the mean 6 SEM of of n = 4 to 6 animals (n = 2 for 3- and 25-
day control ovaries). *p,0.05 versus its time-matched control. (dpn),
days postnatal. doi:10.1371/journal.pone.0040306.g005 6, 10 and 14 days of age, nor induced in the ovaries of rats
from TCDD-treated dams at these age-time points (not shown). 6, 10 and 14 days of age, nor induced in the ovaries of rats
from TCDD-treated dams at these age-time points (not shown). In pituitaries, Gzmf/Nrkp7 and Art2b were present at 3 and
12 days of age and organs from treated animals exhibited levels
higher than 2-fold over control levels (Fig. 6). Fgf13 was also
present in pituitaries collected from 3 and 12 days old animals,
and its expression levels were significantly decreased (a 20%
decrease) in treated organs (Fig. 6). Ptgds2/Hpgds was expressed
in pituitary but not TCDD-regulated (Fig. 6). Finally, real-time
PCR using liver from 3 and 6 day-old animals revealed
transcripts for Gzmf/Nrkp7, Art2b and Ptgds2/Hpgds but not
Fgf13, with TCDD up-regulation of Gzmf/Nrkp7 and Art2b
(p,0.05) at 3 but not at 6 days of age. Ptgds2/Hpgds was not
targeted (Fig. 7). Table 6 recapitulates data. 6, 10 and 14 days of age, nor induced in the ovaries of rats
from TCDD-treated dams at these age-time points (not shown). PLoS ONE | www.plosone.org TCDD-regulated Genes in Testis and Comparison with Levels were normalized using Hprt. Values are the mean 6 SEM of n = 4 animals. *p,0.05 versus its
time-matched control. (dpn), days postnatal. doi:10.1371/journal.pone.0040306.g006 testes while in ovaries, Cyp1a1, Cyp1b1, and Nqo1 exhibited a
very high up-regulation in addition to Ahrr. Ahrr functions as a
naturally occurring dominant-negative factor [22,23]. Hence,
Ahrr is an important determinant of tissue specific responsiveness
to TCDD, and strong evidences have been reported on an inverse
relationship between Ahrr expression and sensitivity to induction
of xenobiotic-metabolizing enzymes caused by TCDD. This is
coherent with elevated constitutive levels of Ahrr in testis [26,27]. The data presented herein i.e., high expression of Ahrr and no
detectable Cyp1a1, Cyp1b1 and Nqo1 induction in testis are in
keeping with these observations. testes while in ovaries, Cyp1a1, Cyp1b1, and Nqo1 exhibited a
very high up-regulation in addition to Ahrr. Ahrr functions as a
naturally occurring dominant-negative factor [22,23]. Hence,
Ahrr is an important determinant of tissue specific responsiveness
to TCDD, and strong evidences have been reported on an inverse
relationship between Ahrr expression and sensitivity to induction
of xenobiotic-metabolizing enzymes caused by TCDD. This is
coherent with elevated constitutive levels of Ahrr in testis [26,27]. The data presented herein i.e., high expression of Ahrr and no
detectable Cyp1a1, Cyp1b1 and Nqo1 induction in testis are in
keeping with these observations. induction was no longer observed at 12 days of age in the ovary
while still detected at 14 days in pituitaries (and 25 days, not
shown) and 28 days in livers [19], illustrating organ specificity in
the timing of the response. Indeed, the other detoxifying genes
studied in ovary, i.e., Ahrr, Cyp1b1 and Nqo1 were still enhanced
at 12 and 14 days of age. Together, these data are in keeping with
previous studies demonstrating enhanced Ahrr and Cyp1a1 in the
pituitaries of male rats exposed to an acute-dose of TCDD at the
adult age [32]. Regarding the ovary, evidences have been brought
indicating enhanced Cyp1a1 in response to dioxin [33]. However,
to our knowledge, this is the first report illustrating the TCDD-
induction of Ahrr in ovary. Nonetheless, the presence of Ahrr and its up-regulation in
TCDD treated testes indicate that the Ahr canonical pathway is
active in testis even though the role played by Ahr in testis is
misunderstood. Impairment of the urogenital sinus is the major
phenotype in Ahr2/2 male mice [8,28]. TCDD-regulated Genes in Testis and Comparison with Two Endocrine Organs (Ovary and Pituitary) and Liver
Microarray data were further exploited by real-time PCR to
analyse the testis response to TCDD exposure. Genes selected
included Art2b, Gzmf/Nrkp7, and Fgf13 because they were
among the most regulated genes in testis, and Ptgds2/Hpgds
because it was regulated in both sex gonads (Table 2). We
observed up-regulation of Gzmf/Nrkp7, Art2b, Ptgds2/Hpgds
and down-regulation of Fgf13 (p,0.05) at 5 but not at 28 or 67
days (Fig. 4). The microarray technology is a powerful method allowing full
gene analyses of different samples. It is especially fruitful when
scarce differences are expected. In the present study, less than 1%
of the expressed genes in gonads were found to be altered
following embryonic TCDD exposure. Specifically, we identified a
total of 113 genes in ovaries and 56 genes in testes differentially
regulated by the treatment over the 20,000 genes found expressed
in the ovary and testis, respectively. The low number of regulated
genes found in testis versus the ovary probably suggested that
TCDD may have less deleterious effects in testes than in ovaries. This could result from the lack of response of the TCDD battery of
detoxifying genes in testis by comparison with the neonate ovary. Indeed, TCDD only induced gene expression of Ahrr in neonate In ovaries, Ptgds2/Hpgds was present at all ages investigated
from 3 to 25 days. Enhanced expression levels of Ptgds2/Hpgds
were observed in the ovaries of rats from TCDD-treated dams
at 6, 12 and 14 days but not at 3 and 25 days of age (Fig. 5). Fgf13 was present in neonate ovaries (3 and 6 days of age) but
its expression levels did not change in treated ovaries (Fig. 5). Art2b and Gzmf/Nrkp7 were neither expressed in the ovary at PLoS ONE | www.plosone.org July 2012 | Volume 7 | Issue 7 | e40306 9 Transcriptomic TCDD Signature in Gonads Figure 6. Gzmf, Art2b, Hpgds and Fgf13 gene expression levels in pituitaries of rats exposed in utero to TCDD. Pituitaries were
recovered from females of 3 to 12 days of age. Levels were normalized using Hprt. Values are the mean 6 SEM of n = 4 animals. *p,0.05 versus its
time-matched control. (dpn), days postnatal. doi:10.1371/journal.pone.0040306.g006 Figure 6. Gzmf, Art2b, Hpgds and Fgf13 gene expression levels in pituitaries of rats exposed in utero to TCDD. Pituitaries were
recovered from females of 3 to 12 days of age. PLoS ONE | www.plosone.org TCDD-regulated Genes in Testis and Comparison with It may
well be the case for Ptgds2/Hpgds because its induction in ovary
was not immediate and could not be detected at 3 days of age, an
age at which all the detoxifying genes have been shown to be
deregulated. We cannot ascertain that this situation is female-
specific because we did not recover males younger than 5 days of
age. Ptgds2/Hpgds
is a cytosolic protein
responsible for
the
biosynthesis
of
prostaglandin
D2
(PGD2)
in
immune
and
inflammatory cells, being widely distributed in antigen presenting
cells [38]. Interestingly, very recent data have brought new insight
into involvement of Ptgds2/Hpgds in differentiation and function
of gonads [39,40]. Ptgds2/Hpgds is expressed in the early
embryonic gonad in both sexes and participates to the initial
nuclear translocation of the Sox9 protein triggering Sertoli cell
differentiation in males [40]. It is also expressed in the adult ovary
where it indirectly participates to the regulation of progesterone
secretion [39]. Therefore, more studies need to be done regarding
to Ptgds2/Hpgds because of the stimulatory effect of PGD2 on
steroidogenesis regulation [39]. The 3 other genes, Fgf13, and Gzmf and Art2b, were among
the most differentially expressed genes in testis, in response to
TCDD. Fgf13 (also called Fgf homologous factor 2) was first
shown to be expressed in human fetal and adult brain and in
adult kidney [41]. Fibroblast Growth Factors (FGFs) form a large
family of conserved signaling proteins with essential develop-
mental functions in organ patterning and morphogenesis. Fgf13
belongs to the intracrine FGF family indicating that it is not
secreted and that it functions in an FGF receptor-independent
manner [42]. In fetal mice, Fgf13 expression was detected within
the mesonephros of both sexes at 12.5 embryonic day, and
restricted to testis by embryonic day 13.5 [43,44]. In the present
study, Fgf13 showed high inhibition in testis microarray and data
were validated by real time PCR with gene expression levels
halved in testis from TCDD-treated rats. Interestingly, its
expression was not regulated in ovaries while down- regulated
in pituitary; it may suggest that Fgf13 is under the regulation
of transcription factors commonly expressed in testis and
pituitary. There is little information regarding Gzmf and Art2b and their
possible regulation by TCDD. Granzyme genes are serine
proteinases previously shown to be implicated in tissue remodel-
ling in the placenta and in the testis [45,46]. TCDD-regulated Genes in Testis and Comparison with Testis alteration was also
reported
in
aged
Ahr2/2
mice
with
reduced
testosterone
production and sperm numbers [29]. It is of interest that enzymes
of the TCDD battery of inducible genes expressed in testis
including Cyp1b1 and Nqo1 had their expression levels increasing
as a function of time, from infancy to adulthood. It may suggest
that these enzymes, which are confined to Leydig cells in testis
[30,31], exert a physiological role during development in relation
with the endocrine status of the animal. Present data extend our previous study reporting alteration of
chemokines in the testes of TCDD-treated rats, with up-regulation
of Cxcl4 and down-regulation of Ccl5 [19], and other studies
pointing out that various chemokines were targeted by TCDD
exposure including Ccl5 in a model of endometriosis [34], Ccl1
[35], Ccl2 [36]. In this study, the chemokine pathway associating
Ccl5, Pf4/Cxcl4 and Ccl6 was induced in TCDD-treated ovaries. Therefore, in addition to growth factors and cytokines [37],
chemokines might be added to the list of the TCDD-targeted
genes, extending the notion that TCDD interacts with the
inflammatory pathways. Our results also evidenced a sex specific response of gonads to
the TCDD exposure with Fgf13, Art2b, and Gzmf regulated in
testes but not in ovaries, and, a gonad gene expression signature
with Ptgds2/Hpgds. Indeed, this study demonstrated that Ptgds2/
Hpgds, although expressed in various tissues, was only regulated
by TCDD in the gonads. Interestingly, none of these genes, and
Ccl5 and Pf4/Cxcl4 exhibited-XRE elements in the 2,0000 bp Our data also illustrated that in addition to liver, which is a
primary detoxification organ, endocrine organs such as ovary and
pituitary displayed an up-regulation of the expression of genes
coding enzymes of the detoxifying machinery. For example, in
both ovary and pituitary there was an induction of Cyp1a1 which
is the hallmark of TCDD exposure [24]. Nonetheless, Cyp1a1 PLoS ONE | www.plosone.org July 2012 | Volume 7 | Issue 7 | e40306 10 Figure 7. Gzmf, Art2b, and Hpgds gene expression lev
livers of rats exposed in utero to TCDD. Livers were rec
from females of 3 and 6 days of age. Levels were normalized usin
Values are the mean 6 SEM of n = 3 to 5 animals. *p,0.05 ve
time-matched control. (dpn), days postnatal. doi:10.1371/journal.pone.0040306.g007 Transcriptomic TCDD Signature in Gonads Transcriptomic TCDD Signature in Gonads secondary to a primary event, which remains to be defined. PLoS ONE | www.plosone.org TCDD-regulated Genes in Testis and Comparison with Art2b is an ADP-
ribosyl transferase gene, and 5 Arts have been described in the
mammalian genome. ADP ribosylation is a reversible post-
translational modification that can be used as a mechanism to
regulate endogenous functions [47]. The full significance of the
alteration of these genes in the testis and pituitary, but not in the
ovary recovered from siblings’ warrants further investigation. Interestingly, through cross-comparison between the lists of DNA
matrices present in the proximal promoters of 25 genes in testes
and 54 genes in ovaries, all regulated by TCDD, we extracted
potential families of transcription factors allowing regulation by
TCDD in testis and/or ovary. However, the importance of these
findings remains to be determined. Figure 7. Gzmf, Art2b, and Hpgds gene expression levels in
livers of rats exposed in utero to TCDD. Livers were recovered
from females of 3 and 6 days of age. Levels were normalized using Hprt. Values are the mean 6 SEM of n = 3 to 5 animals. *p,0.05 versus its
time-matched control. (dpn), days postnatal. doi:10.1371/journal.pone.0040306.g007 upstream of the transcription sites, in rats (not shown). This
situation contrasted with the mouse orthologs of Art2b, Fgf13,
Ptgds2/Hpgds and Ccl5 having XRE elements in the 2,000 bp
upstream of the transcription sites (http://drgap.nies.go.jp/pub/
page/element). Nonetheless, these genes may be direct targets if
considering that only 1/3 of the gene expression responses elicited
by TCDD involves direct AhR binding to a XRE [11]. It may also
indicate that the TCDD-induced enhancement of these genes is Overall, our results evidenced that male and female gonads
responded differently to TCDD exposure showing, for example,
the induction of the canonic battery of genes coding enzymes of
the detoxifying machinery in ovaries but not in testes. We
illustrated that inflammatory pathway is one of the pathways
targeted by TCDD in gonads. Finally, we identified several new
genes targeted by TCDD, including Fgf13 in testis and one gene,
Ptgds2/Hpgds targeted in testis and ovary. July 2012 | Volume 7 | Issue 7 | e40306 July 2012 | Volume 7 | Issue 7 | e40306 11 PLoS ONE | www.plosone.org Transcriptomic TCDD Signature in Gonads Table 6. Summary of the effects on Art2b, Fgf13, Gzmf and Ptgds2/Hpgds following TCDD exposure. TCDD-regulated Genes in Testis and Comparison with Testis
Ovary
Pituitary
Liver
Ptgds2/
Hpgds
up-regulated at 5 but not
at 28 and 67 days of age
up-regulated at 6, 12 and
14 but not at 3 or 25 days
of age
expressed but not regulated
at 3 and 12 days of age
expressed but not regulated at 3
and 6 days of age
Fgf13
down-regulated at 5 but not
at 28 and 67 days of age
expressed but not regulated
from 3 to 25 days of age)
down-regulated at 3 and
12 days of age
not detected at 3 and 6 days of age
Gzmf
up-regulated at 5 but not
at 28 and 67 days of age
not detected
up-regulated at 3 and 12 days
of age
up-regulated at 3 but not at 6 days
of age
Art2b
up-regulated at 5 but not
at 28 and 67 days of age
not detected
up-regulated at 3 and 12 days
of age
up-regulated at 3 but not at 6 days
of age
doi:10.1371/journal.pone.0040306.t006 Table 6. Summary of the effects on Art2b, Fgf13, Gzmf and Ptgds2/Hpgds following TCDD exposure. Table 7. List of Matrices Family overrepresented in the promoter sequences of the TCDD regulated genes in testes. DNA Matrices Family
Transcription factors
p-value
#sequences
V$ETSF
Ehf, Elf1,Elf2, Elf3,Elf4, Elf5,Elk1, Elk3,Elk4,
Erf, Erg, Ets1, Ets2, Etv1,Etv2, Etv3,Etv4,
Etv5,Etv6, Fev,Fli1, Gabpa,Gabpb1, Gabpb1l,
Gabpb2, Sfpi1, Spdef, Spib,Spic
0.0127746
25
V$GCMF
Gcm1, Gcm2
0.0072138
22
V$MYT1
Myt1, Myt1l,St18
0.0355996
22
V$CDXF
Cdx1, Cdx2,Cdx4
0.00668855
21
V$SF1F
Nr5a1, Nr5a2
0.00610062
16
V$RREB
Rreb1
0.0090441
15
V$GRHL
Grhl1, Grhl3
0.0176176
14
V$INSM
Insm1
0.0473584
13
V$LTFM
Ltf
0.00939393
12
V$NBRE
Nr4a1, Nr4a2,Nr4a3
0.0365125
10
V$PAX9
Pax9
0.0173214
8
doi:10.1371/journal.pone.0040306.t007 rices Family overrepresented in the promoter sequences of the TCDD regulated genes in testes. Table 8. List of Matrices Family overrepresented in the promoter sequences of the TCDD regulated genes in ovaries. References (2007) The aryl hydrocarbon
receptor, more than a xenobiotic-interacting protein. FEBS Lett 581: 3608–
3615. p
p
g
7. Foster WG, Maharaj-Briceno S, Cyr DG (2010) Dioxin-induced changes in
epididymal sperm count and spermatogenesis. Environ Health Perspect 118:
458–464. 25. Li X, Weber LW, Rozman KK (1995) Toxicokinetics of 2,3,7,8-tetrachlorodi-
benzo-p-dioxin in female Sprague-Dawley rats including placental and
lactational transfer to fetuses and neonates. Fundam Appl Toxicol 27: 70–76. 8. Ohsako S, Fukuzawa N, Ishimura R, Kawakami T, Wu Q, et al. (2010)
Comparative contribution of the aryl hydrocarbon receptor gene to perinatal
stage development and dioxin-induced toxicity between the urogenital complex
and testis in the mouse. Biol Reprod 82: 636–643. 26. Hahn ME, Allan LL, Sherr DH (2009) Regulation of constitutive and inducible
AHR signaling: complex interactions involving the AHR repressor. Biochem
Pharmacol 77: 485–497. 9. Gray LE, Ostby JS (1995) In utero 2,3,7,8-tetrachlorodibenzo-p-dioxin (TCDD)
alters reproductive morphology and function in female rat offspring. Toxicol
Appl Pharmacol 133: 285–294. 27. Korkalainen M, Tuomisto J, Pohjanvirta R (2004) Primary structure and
inducibility by 2,3,7,8-tetrachlorodibenzo-p-dioxin (TCDD) of aryl hydrocarbon
receptor repressor in a TCDD-sensitive and a TCDD-resistant rat strain. Biochem Biophys Res Commun 315: 123–131. 10. Salisbury TB, Marcinkiewicz JL (2002) In utero and lactational exposure to
2,3,7,8-tetrachlorodibenzo-p-dioxin and 2,3,4,7,8-pentachlorodibenzofuran re-
duces growth and disrupts reproductive parameters in female rats. Biol Reprod
66: 1621–1626. 28. Lin TM, Ko K, Moore RW, Simanainen U, Oberley TD, et al. (2002) Effects of
aryl hydrocarbon receptor null mutation and in utero and lactational 2,3,7,8-
tetrachlorodibenzo-p-dioxin exposure on prostate and seminal vesicle develop-
ment in C57BL/6 mice. Toxicol Sci 68: 479–487. 11. Dere E, Lo R, Celius T, Matthews J, Zacharewski TR (2011) Integration of
genome-wide computation DRE search, AhR ChIP-chip and gene expression
analyses of TCDD-elicited responses in the mouse liver. BMC Genomics 12:
365. 29. Baba T, Shima Y, Owaki A, Mimura J, Oshima M, et al. (2008) Disruption of
aryl hydrocarbon receptor (AhR) induces regression of the seminal vesicle in
aged male mice. Sex Dev 2: 1–11. 12. Huang G, Elferink CJ (2012) A novel nonconsensus xenobiotic response element
capable of mediating aryl hydrocarbon receptor-dependent gene expression. Mol Pharmacol 81: 338–347. 30. Ge RS, Dong Q, Sottas CM, Chen H, Zirkin BR, et al. (2005) Gene expression
in rat leydig cells during development from the progenitor to adult stage: a
cluster analysis. Biol Reprod 72: 1405–1415. 13. References 18. Meijs-Roelofs HM, Uilenbroek JT, de Jong FH, Welschen R (1973) Plasma
oestradiol-17beta and its relationship to serum follicle-stimulating hormone in
immature female rats. J Endocrinol 59: 295–304. 1. Poland A, Knutson JC (1982) 2,3,7,8-tetrachlorodibenzo-p-dioxin and related
halogenated aromatic hydrocarbons: examination of the mechanism of toxicity. Annu Rev Pharmacol Toxicol 22: 517–554. 1. Poland A, Knutson JC (1982) 2,3,7,8-tetrachlorodibenzo-p-dioxin and related
halogenated aromatic hydrocarbons: examination of the mechanism of toxicity. Annu Rev Pharmacol Toxicol 22: 517–554. 19. Rebourcet D, Odet F, Verot A, Combe E, Meugnier E, et al. (2010) The effects
of an in utero exposure to 2,3,7,8-tetrachloro-dibenzo-p-dioxin on male
reproductive function: identification of Ccl5 as a potential marker. Int J Androl
33: 413–424. 2. Diamanti-Kandarakis E, Bourguignon J, Giudice LC, Hauser R, Prins GS, et al. (2009) Endocrine-disrupting chemicals: an Endocrine Society scientific state-
ment. Endocr Rev 30: 293–342. 3. Hotchkiss AK, Rider CV, Blystone CR, Wilson VS, Hartig PC, et al. (2008)
Fifteen years after "Wingspread"–environmental endocrine disrupters and
human and wildlife health: where we are today and where we need to go. Toxicol Sci 105: 235–259. 20. Wierinckx A, Roche M, Raverot G, Legras-Lachuer C, Croze S, et al. (2011)
Integrated genomic profiling identifies loss of chromosome 11p impacting
transcriptomic activity in aggressive pituitary PRL tumors. Brain Pathol 21:
533–543. 4. Larsen JC (2006) Risk assessments of polychlorinated dibenzo- p-dioxins,
polychlorinated dibenzofurans, and dioxin-like polychlorinated biphenyls in
food. Mol Nutr Food Res 50: 885–896. 21. Sabbah M, Prunier C, Ferrand N, Megalophonos V, Lambein K, et al. (2011)
CCN5, a novel transcriptional repressor of the transforming growth factor beta
signaling pathway. Mol Cell Biol 31: 1459–1469. 5. Mocarelli P, Gerthoux PM, Needham LL, Patterson DG, Limonta G, et al. (2011) Perinatal exposure to low doses of dioxin can permanently impair human
semen quality. Environ Health Perspect 119: 713–718. g
g p
y
22. Abel J, Haarmann-Stemmann T (2010) An introduction to the molecular basics
of aryl hydrocarbon receptor biology. Biol Chem 391: 1235–1248. 23. Mimura J, Ema M, Sogawa K, Fujii-Kuriyama Y (1999) Identification of a novel
mechanism of regulation of Ah (dioxin) receptor function. Genes Dev 13: 20–25. 6. Bell DR, Clode S, Fan MQ, Fernandes A, Foster PM, et al. (2011) Interpretation
of studies on the developmental reproductive toxicology of 2,3,7,8-tetrachloro-
dibenzo-p-dioxin in male offspring. Food Chem Toxicol 48: 1439–1447. g
p
24. Barouki R, Coumoul X, Fernandez-Salguero P. Acknowledgments We thank the profileXpert transcriptomic platform (Bron, France), and
Se´verine Croze and Nicolas Nazaret for helpful assistance in microarray
experiments. Supporting Information tomic analysis on 14 dpn ovaries. Values are the mean of the 3
samples analysed by microarray. (d) Real-time RT-PCR
measurement of Cyp19a1 and Star genes in ovaries
during prepubertal period. Values were normalized using
Hprt and are mean 6 SEM of () number of ovaries. No significant
differences were observed between control and TCDD- 200 ng
treated females assessed from 3 to 25 postnatal days (dpn). (DOC) tomic analysis on 14 dpn ovaries. Values are the mean of the 3
samples analysed by microarray. (d) Real-time RT-PCR
measurement of Cyp19a1 and Star genes in ovaries
during prepubertal period. Values were normalized using
Hprt and are mean 6 SEM of () number of ovaries. No significant
differences were observed between control and TCDD- 200 ng
treated females assessed from 3 to 25 postnatal days (dpn). (DOC) Supporting Information S1
Reproductive parameters of
the female progeny exposed in utero to TCDD. (a) F1
female progeny weight from 5 to14 postnatal days. Values (g) are mean 6 SEM of () number of pups. TCDD-200 ng
females were significantly lighter than control females at 4, 7 and
10
postnatal
days
(*
p,0.05). (b)
F1
female
fertility
assessment. Control females (7) and TCDD-200 ng females
(5) were mated continuously with males from 2 to 7 months of age. A total of 5 litters was obtained for each female. Newborn pups
were sacrificed after 2 days to check viability. For each litter, the
mean number of days between beginning of mating and
parturition is indicated for the 7 control and 5 TCDD-treated
females. We also recorded the mean number of pups of each sex
for the 7 control and 5 TCDD-treated females. (c) Expression
levels of key genes involved in endocrine function of the
ovary. No significant differences were observed between control
and TCDD-200 ng treated females assessed through a transcrip- Supporting Information S1
Reproductive parameters of
the female progeny exposed in utero to TCDD. (a) F1
female progeny weight from 5 to14 postnatal days. Values (g) are mean 6 SEM of () number of pups. TCDD-200 ng
females were significantly lighter than control females at 4, 7 and
10
postnatal
days
(*
p,0.05). (b)
F1
female
fertility
assessment. Control females (7) and TCDD-200 ng females
(5) were mated continuously with males from 2 to 7 months of age. TCDD-regulated Genes in Testis and Comparison with DNA Matrices Family
Transcription factors
p-value
#sequences
V$ETSF
Ehf, Elf1,Elf2, Elf3,Elf4, Elf5,Elk1, Elk3,Elk4, Erf,
Erg Ets1, Ets2, Etv1,Etv2, Etv3,Etv4, Etv5,Etv6, Fev,
Fli1, Gabpa,Gabpb1, Gabpb1l, Gabpb2, Sfpi1,Spdef,
Spib,Spic
0.00212351
54
V$SP1F
Cdca7l, Eapp,Klf10, Klf11,Klf5, Sp1,Sp2, Sp3,Sp4, Sp5,Sp6,
Sp7,Sp8
0.000099594
46
V$MYBL
Myb, Mybl1,Mybl2
0.044378
46
V$IRFF
Irf1, Irf2,Irf3, Irf4,Irf5, Irf6,Irf7, Irf8,Irf9, Rnf31
0.0422676
44
V$ZF02
Zbtb7a, Zbtb7b,Zfp148, Zfp202, Zfp219,Zfp281
0.0076816
41
V$EGRF
Egr1, Egr2,Egr3, Egr4,Wt1
0.0218414
38
V$MAZF
Maz, Zfp278
0.013593
33
V$CTCF
Ctcf, Ctcfl,LOC100360757
0.0329843
33
V$PAX2
Pax2
0.0270729
27
V$ZF10
0.0137818
23
V$BTBF
Zbtb33
0.0416754
14
doi:10.1371/journal.pone.0040306.t008 trices Family overrepresented in the promoter sequences of the TCDD regulated genes in ovaries. ble 8. List of Matrices Family overrepresented in the promoter sequences of the TCDD regulated genes July 2012 | Volume 7 | Issue 7 | e40306 PLoS ONE | www.plosone.org 12 Transcriptomic TCDD Signature in Gonads Author Contributions Conceived and designed the experiments: BLMB SM. Performed the
experiments: SM DR MI RW CD EM. Analyzed the data: SM BLMB. Wrote the paper: BLMB SM HV JCT. Conceived and designed the experiments: BLMB SM. Performed the
experiments: SM DR MI RW CD EM. Analyzed the data: SM BLMB. Wrote the paper: BLMB SM HV JCT. References Kobayashi S, Okamoto H, Iwamoto T, Toyama Y, Tomatsu T, et al. (2008) A
role for the aryl hydrocarbon receptor and the dioxin TCDD in rheumatoid
arthritis. Rheumatology (Oxford) 47: 1317–1322. 31. Zappa F, Ward T, Butler J, Pedrinis E, McGown A (2001) Overexpression of
NAD(P)H:quinone oxidoreductase 1 in human reproductive system. J Histochem
Cytochem 49: 1187–1188. 14. Sutter TR, Guzman K, Dold KM, Greenlee WF (1991) Targets for dioxin:
genes for plasminogen activator inhibitor-2 and interleukin-1 beta. Science 254:
415–418. 32. Huang P, Ceccatelli S, Hakansson H, Grandison L, Rannug A (2002)
Constitutive and TCDD-induced expression of Ah receptor-responsive genes
in the pituitary. Neurotoxicology 23: 783–793. 33. Valdez KE, Shi Z, Ting AY, Petroff BK (2009) Effect of chronic exposure to the
aryl hydrocarbon receptor agonist 2,3,7,8-tetrachlorodibenzo-p-dioxin in female
rats on ovarian gene expression. Reprod Toxicol 28: 32–37. 15. Boutros PC, Bielefeld KA, Pohjanvirta R, Harper PA (2009) Dioxin-dependent
and dioxin-independent gene batteries: comparison of liver and kidney in AHR-
null mice. Toxicol Sci 112: 245–256. rats on ovarian gene expression. Reprod Toxicol 28: 32–37. 34. Yu J, Wang Y, Zhou WH, Wang L, He YY, et al. (2008) Combination of
estrogen and dioxin is involved in the pathogenesis of endometriosis by
promoting chemokine secretion and invasion of endometrial stromal cells. Hum
Reprod 23: 1614–1626. 16. de Kretser DM, Loveland KL, Meinhardt A, Simorangkir, Wreford N (1998)
Spermatogenesis. Hum Reprod 13 Suppl 1: 1–8. 17. Dohler KD, Wuttke W (1975) Changes with age in levels of serum
gonadotropins, prolactin and gonadal steroids in prepubertal male and female
rats. Endocrinology 97: 898–907. 35. N’Diaye M, Le Ferrec E, Lagadic-Gossmann D, Corre S, Gilot D, et al. (2006)
Aryl hydrocarbon receptor- and calcium-dependent induction of the chemokine PLoS ONE | www.plosone.org 13 July 2012 | Volume 7 | Issue 7 | e40306 July 2012 | Volume 7 | Issue 7 | e40306 July 2012 | Volume 7 | Issue 7 | e40306 Transcriptomic TCDD Signature in Gonads CCL1 by the environmental contaminant benzo[a]pyrene. J Biol Chem 281:
19906–19915. 42. Itoh N, Ornitz DM (2011) Fibroblast growth factors: from molecular evolution
to roles in development, metabolism and disease. J Biochem 149: 121–130. 36. Vogel CF, Nishimura N, Sciullo E, Wong P, Li W, et al. (2007) Modulation of
the chemokines KC and MCP-1 by 2,3,7,8-tetrachlorodibenzo-p-dioxin
(TCDD) in mice. Arch Biochem Biophys 461: 169–175. 43. 42. Itoh N, Ornitz DM (2011) Fibroblast growth factors: from molecular evolution
to roles in development, metabolism and disease. J Biochem 149: 121–130. 47. Glowacki G, Braren R, Cetkovic-Cvrlje M, Leiter EH, Haag F, et al. (2001)
Structure, chromosomal localization, and expression of the gene for mouse ecto-
mono(ADP-ribosyl)transferase ART5. Gene 275: 267–277. 46. Sferruzzi-Perri AN, Macpherson AM, Roberts CT, Robertson SA (2009) Csf2
null mutation alters placental gene expression and trophoblast glycogen cell and
giant cell abundance in mice. Biol Reprod 81: 207–221. References Beverdam A, Koopman P (2006) Expression profiling of purified mouse gonadal
somatic cells during the critical time window of sex determination reveals novel
candidate genes for human sexual dysgenesis syndromes. Hum Mol Genet 15:
417–431. (
)
p y
37. Haarmann-Stemmann T, Bothe H, Abel J (2009) Growth factors, cytokines and
their receptors as downstream targets of arylhydrocarbon receptor (AhR)
signaling pathways. Biochem Pharmacol 77: 508–520. 44. Cory AT, Boyer A, Pilon N, Lussier JG, Silversides DW (2007) Presumptive pre-
Sertoli cells express genes involved in cell proliferation and cell signalling during
a critical window in early testis differentiation. Mol Reprod Dev 74: 1491–1504. 38. Trivedi SG, Newson J, Rajakariar R, Jacques TS, Hannon R, et al. (2006)
Essential role for hematopoietic prostaglandin D2 synthase in the control of
delayed type hypersensitivity. Proc Natl Acad Sci U S A 103: 5179–5184. 45. Hirst CE, Buzza MS, Sutton VR, Trapani JA, Loveland KL, et al. (2001)
Perforin-independent expression of granzyme B and proteinase inhibitor 9 in
human testis and placenta suggests a role for granzyme B-mediated proteolysis in
reproduction. Mol Hum Reprod 7: 1133–1142. 39. Farhat A, Philibert P, Sultan C, Poulat F, Boizet-Bonhoure B (2011)
Hematopoietic-Prostaglandin D2 synthase through PGD2 production is
involved in the adult ovarian physiology. J Ovarian Res 4: 3. 46. Sferruzzi-Perri AN, Macpherson AM, Roberts CT, Robertson SA (2009) Csf2
null mutation alters placental gene expression and trophoblast glycogen cell and
giant cell abundance in mice. Biol Reprod 81: 207–221. 40. Moniot B, Farhat A, Aritake K, Declosmenil F, Nef S, et al. (2011)
Hematopoietic prostaglandin D synthase (H-Pgds) is expressed in the early
embryonic gonad and participates to the initial nuclear translocation of the
SOX9 protein. Dev Dyn 240: 2335–2343. 47. Glowacki G, Braren R, Cetkovic-Cvrlje M, Leiter EH, Haag F, et al. (2001)
Structure, chromosomal localization, and expression of the gene for mouse ecto-
mono(ADP-ribosyl)transferase ART5. Gene 275: 267–277. p
y
41. Greene JM, Li YL, Yourey PA, Gruber J, Carter KC, et al. (1998) Identification
and characterization of a novel member of the fibroblast growth factor family. Eur J Neurosci 10: 1911–1925. PLoS ONE | www.plosone.org July 2012 | Volume 7 | Issue 7 | e40306 14
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Ser cuidado por un familiar: sentimientos existenciales de pacientes oncológicos
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Original Article - 381 http://dx.doi.org/10.1590/0104-07072015003760013
BEING CARED BY A FAMILY MEMBER: THE EXISTENTIAL FEELINGS OF
CANCER PATIENTS1
julia Wakiuchi2, Anna Maria de Oliveira Salimena3, Catarina Aparecida Sales4
Extracted from the master’s dissertation - O cuidado sob o olhar do paciente oncológico: o cotidiano junto à família e a equipe de
saúde, presented to the Graduate Nursing Program, Universidade Estadual de Maringá (UEM), 2013. Research financed by the
Araucária Foundation for Scientific and Technological Development of Paraná, Brazil.
2
Doctoral student at the Graduate Nursing Program, UEM. Maringá, Paraná, Brazil. E-mail: julia.wakiuchi@gmail.com
3
Ph.D. in Nursing. Associate Professor, Undergraduate and Graduate Nursing Program, Universidade Federal de Juiz de Fora.
Juiz de Fora, Minas Gerais, Brazil. E-mail: annasalimena@terra.com.br
4
Ph.D. in Nursing. Professor at the Graduate Nursing Program, UEM. Maringá, Paraná, Brazil. E-mail: casales@uem.br
1
Abstract: The present article aimed to understand the daily life of cancer patients under palliative care while experiencing home
care provided by family members. This was a Heideggerian phenomenological study with 20 patients being treated at the primary
health care service of Northeast Paraná, Brazil, between November 2012 and February 2013. Data collection was based on the following
research guiding question: What has been your experience of being cared for by your family? Phenomenological analysis was conducted
by selecting units of meaning from statements and then selecting ontologic themes, namely: “being alone in the presence of the other”
and “finding the foundation of care in love.” In conclusion, when based on love and solicitude, home care coupled with palliative
practices can give “wings” to those who are suffering and perceive their lives as threatened.
Descriptors: Family. Home nursing. Neoplasms. Palliative care. Nursing.
SENDO CUIDADO POR UM FAMILIAR: SENTIMENTOS EXISTENCIAIS
DE PACIENTES ONCOLÓGICOS
RESUMO: Objetivou-se compreender o cotidiano de pacientes com câncer em cuidados paliativos ao vivenciar o cuidado de sua
família no domicílio. This was a Heideggerian phenomological study with 20 patients being treated at the primary health care service
of Northeast Paraná, Brazil, between November 2012 and February 2013. Para coleta de dados, utilizou-se a questão norteadora:
como tem sido sua experiência ao ser cuidado por sua família? A análise fenomenológica foi realizada pela seleção das unidades de
sentido de cada depoimento e posterior seleção das temáticas ontológicas, sendo estas: “permanecendo só ante a presença do outro” e
“encontrando no amor o fundamento para o cuidado”. Conclui-se que o cuidado domiciliar em consonância com a prática paliativista,
quando fundamentado em amor e solicitude, é capaz de dar “asas” àqueles que, no padecimento, visualizaram suas vidas ameaçadas.
DESCRITORES: Família. Assistência domiciliar. Neoplasias. Cuidados paliativos Enfermagem.
SER CUIDADO POR UN FAMILIAR: SENTIMIENTOS EXISTENCIALES DE
PACIENTES ONCOLÓGICOS
ResumEN: este estudio tuvo como objetivo comprender el cotidiano de pacientes oncológicos en lo cuidado de la familia en domicilio.
Estudio fenomenológico de Heidegger en se encuestó a 20 pacientes de la Atención Primaria a la Salud del Noroeste de Paraná, entre
noviembre de 2012 a febrero de 2013. Se utilizó la pregunta guía: ¿Cómo ha sido su experiencia al ser cuidado por su familia?. El análisis
fenomenológica se realizó mediante la selección de unidades de cada selección y posterior de las cuestiones ontológicas, que son lo
que significa: Permaneciendo solo ante la presencia del otro y Encontrando en el amor el fundamento para el cuidado. Se concluye
que el cuidado domiciliar en consonancia con la práctica paliativita, cuando fundamentado en amor y solicitud, es capaz de dar ‘alas’
a aquellos que visualizaron sus vidas amenazadas.
DescriPtores: Familia. Asistencia domiciliar. Neoplasias. Cuidados paliativos. Enfermería.
Text Context Nursing, Florianópolis, 2015 Abr-Jun; 24(2): 381-9.
- 382 -
INTRODUCTION
The magnitude of cancer, confirmed by its
high morbimortality rates, constitutes a public
health problem.1 Despite technological developments related to diagnostic precision and advanced therapeutic procedures, neoplasms are still
grim diseases, requiring long-lasting, painful, and
frequently debilitating treatments.
The seriousness involved in the prognosis for
cancer is usually linked to fear and negative associations that have a global effect on the patients’
spheres of existence, especially on their quality of
life after initiating therapy.2 Thus, as the experiences involved in the everyday life of individuals
with cancer are contextualized, both patients and
their family circumstances as a whole have their
stability threatened.3
Following this line of thought, it is clear the
importance of the type of care provided, as cancer
must be faced as much more than the physical
manifestations caused by the disease, given the
relationship between cancer, suffering, and the
deterioration of being. This requires comprehension and emotional support from family members
in accordance with the patient’s care needs.4 In
order to meet such needs, palliative care should
be introduced at the time of cancer diagnosis,5 as it
allows patients and their family nuclei to actively
participate in the therapeutic process and act as
a team when faced with treatment options and
care-related decisions.6
However, while receiving home care, patients experience an assortment of feelings that
emerge from the patient-caregiver relationship in
the context of the daily care routine. The literature
has shown that recognizing the diligence and attention provided by family members, counteracts
feelings of dependency and obligation felt by
chronic patients, in addition to any predicaments
that can occur during the care process.7
In the meantime, the everyday life of caregivers and care receivers is marked by an extremely
close relationship, which can both strengthen the
bonds and reciprocity between them and unleash
conflicts and disagreements that will be expressed
through the most diverse emotions within this
pair.8 Considering that cancer patients experience
both their own emotions related to the process of
illness and treatment and the distinctive impressions and anxieties that permeate their care, we
asked: How do cancer patients feel when receiving
home care by their family?
Wakiuchi J, Salimena AMO, Sales CA
In the Brazilian literature, there is still a
lack of studies that address home care for cancer
patients.9 Such a gap becomes even more evident
when touching on the subject of patients’ feelings
and perceptions about home care. Thus, it is important to understand the feelings experienced by
patients during the process of home care, as the
transformations in their lives caused by cancer
require attention and care.
With this study, we hoped to have underpinned the importance of the family in home
care for oncology patients. Our objective was to
sensitize health professionals to the magnitude of
such situations and the need for them to constantly
increase their knowledge and skills. In so doing,
they can provide support in a time in people’s lives
usually permeated by doubt and difficulty. Thus,
the aim of the present article was to understand
the daily life of cancer patients under palliative
care while experiencing home care provided by
family members.
Methodology
This was a qualitative study based on
existential phenomenology.10 This approach allowed us to focus on the phenomenon in order
to understand others in their facticity, considering individuals within their singularities; in
other words, as people in their own existential
totality.10
The subjects of this study were cancer
patients under palliative care under the scope
of the Family Health Strategy program (FHS)
in a city in the Northeast of the state of Paraná,
Brazil. We selected basic health units (BHUs)
from the Brazilian National Registry of Health
Facilities, and those with the greatest number
of FHS teams were chosen for this study. Three
BHUs were included, one with four FHS teams
and two with five FHS teams. We conducted a
survey of all the cancer patients in these FHSs in
November 2012 with the help of the FHS teams,
community health agents (CHA), and the nurses
responsible for each area.
Inclusion criteria for the study were: being
18 years or older; residing in one of the areas
within the scope of the FHS of Maringá, state of
Paraná, Brazil; and having received cancer treatment for over six months. The last criterion aimed
to select patients who had already been cared for
by the healthcare teams after the onset of cancer
and who could express this experience in their
Text Context Nursing, Florianópolis, 2015 Abr-Jun; 24(2): 381-9.
Being cared by a family member: the existential feelings...
speech. Furthermore, patients had to be in physical and mental conditions to answer questions,
a criterion that was assessed together with the
FSH teams while selecting participants. Hence,
we excluded patients who were tracheotomized
and could not respond to the interview orally
and patients diagnosed with neurodegenerative
diseases or mental disorders as specified in the
FHS records, as such pathologies could interfere
when trying to answer questions based on their
actual experience.
After identifying the subjects, we scheduled
our first visits together with the CHAs, in order
to take advantage of the already-existing bond
between them and the patients and to comply with
the ethical precepts of anonymity and confidentiality.11 The other meetings were scheduled without
the presence of the CHAs and led to empathetic
moments in which feelings were shared. Each patient was visited and interviewed approximately
three times between November 2012 and February 2013.
The researcher used the interrogation method in order to gain closer access to the discourse
of the individual experiencing the analyzed situation. In so doing, the interviewer started down a
path towards the phenomenon, or what manifests
itself.12 To this end, the guiding question of the
study was: What has been your experience of being cared for by your family? We also collected
sociodemographic data and information on the
disease and treatment received.
The audio of the interviews was recorded in
its entirety; the behaviors of the interviewees, such
as pauses, moments of silence, tears, expressions,
smiles, and touching were recorded in the field
diary so that they could be analyzed together with
the speech. The same researcher that conducted the
interviews was responsible for their transcription.
This was done in order to transmit the greatest
possible reliability through the languages used
by participants.
Data analysis was based on Heidegger’s
existential phenomenology, which starts with the
ontic and moves toward the ontologic, thus discovering the phenomenon that is unconcealed to
the researcher. Therefore, first, we carefully read
the interviews in order to separate meaningful
excerpts or units that appeared as fundamental
structures of the participants’ existence. In other
words, we selected excerpts that included the
feelings expressed by the interviewees during an
ontologic interrogation.13 Next, we analyzed these
Text Context Nursing, Florianópolis, 2015 Abr-Jun; 24(2): 381-9.
- 383 -
units of meaning to conduct the phenomenological selection of each one, giving rise to ontologic
themes.13 These themes were analyzed in light of
some ideas from Heidegger’s analytic philosophy,
postulates of palliative care, and authors who deal
with this field of study.
The anonymity of patients was ensured by
using pseudonyms from the book “The Diary
of Anne Frank”. This book is the true story of a
12-year-old Jewish girl written in the form of a
diary while she was in hiding with her family and
friends during the Nazi persecution of the Jews.14
Her writings are pertinent to cancer patients, as
they originated from a daily life lived in isolation,
anguish, sacrifice, and fear, in which her diary was
her only confidant.
This study abided by the regulatory
standards and norms for human research as
established in Resolution 196 of October 10,
1996, later substituted by Resolution 466, of
December 12, 2012,11 of the Brazilian National
Health Council. To this end, subjects were given
Informed Consent Forms, which they signed in
duplicate. Furthermore, as the current research
is affiliated with the project called “The applicability of palliative care in basic health care,
promoting improved quality of life for patients
with malignant neoplasm, their families, and
health professions”, it was also approved by
the Permanent Committee of Human Research
Ethics of the Universidade Estadual de Maringá,
under protocol no. 435/2011.
RESULTS AND DISCUSSION
Twenty home care cancer patients were included in the results of this study. Of these, 7 were
men and 13 were women, all between the ages of
35 and 77. Ten received care from their spouses,
four were cared for by their offspring, two by their
mothers, two by their sisters, one by a sister-inlaw, and one by an aunt. Cancers were located in
the brain, neck, larynx, breasts, lungs, intestines,
uterus, prostate, and one was leukemia; of these,
five presented metastases. Time of diagnosis
ranged from seven months to eight years and all
patients were receiving antineoplastic treatment
at the time of the interview, i.e., chemotherapy,
radiotherapy, or postoperative recovery.
Language analysis revealed a mixture of
feelings expressed by the patients, which ranged
from the desire of being cared for to gratitude for
the attention provided by family members.
- 384 -
Being alone in the presence of the other
According to Heidegger’s analytics, our
encounter with others is guided by our own beingin-the-world. In daily coexistence, we are placed
before others who, far from representing those
different fom us, are among those from whom, for
the most part, we cannot distinguish ourselves. As
such, the human being is also living amid others
in the shared world of this encounter.10
In this perspective, encounters with the other
take place in the world in which the being-there
is not only concerned with the other, but mostly
occupied with intra-mundane beings. Thus, “the
being-with existentially determines presence, even
when the other is not in fact given or perceived.
Even the being-alone of presence is a form of
being-with in the world. The other can be lacking only in and for a being-with. Being-alone is
a deficient mode of being-with; its possibility is a
proof for the latter”.10:177
In light of these considerations and under
the prism of co-existence, those who provide care
frequently deprive themselves of understanding
their pre-ontologic constitution and are involved
in an unauthentic form of being, hiding in the
impersonal in which they usually remain.15 Thus,
frequently, it is in such an unauthentic mode that
human beings provide care, maintaining a certain
distance from the care receiver. Therefore, in this
case, caregivers are together-with, but are not open
to being-with-one-another, as demonstrated in the
speech below.
[...] Just last week I spent three days in which
I only got up to try to eat something, and even my
daughter, on the days I have chemo, when I’m doing
worse, she doesn’t come to help [...]. Those who see
you can’t know what you’re feeling, so you don’t
know what suffering a person is experiencing. Nobody
knows. Sometimes I go to my mother’s house and chat
with her, like I’m doing here with you, and they think
having cancer is easy, that it’s simple (Anne); [...].
I think that instead of pressuring me, saying that I
should eat, that I have to gather up my strength, they
should stay here with me, because it’s the only way
they can take care of me (Henk); My sister-in-law,
my sister, they call me, but they don’t come here to
give me support. I think the family has to be there, it’s
important. So, because of such things, I used to be sad
in the beginning, but not anymore. I believe that such
things can even make you stronger, because then you
know who you can count on (Wessel).
Wakiuchi J, Salimena AMO, Sales CA
On analyzing the participants’ discourse,
they reported experiencing a certain “affective
detachment” from their own families. In other
words, their family members were close to them,
but distant at the same time, as they didn’t effectively take part in their pain. The desire to
know how the other is feeling was limited to a
superficial perception, which escaped from true
openness to the unveiling of what was actually
being experienced at that moment. For these individuals, palliative care is but an ideal, as this
philosophy seeks to provide individuals with
the greatest possible care at home through the
support of their families.16
By transposing this reality to Heidegger’s
analytics, we understand that, because relationships with the other were based on modes of indifference and/or deficiency, patients felt excluded,
as others did not reach them. These attitudes,
which are characteristic of average and everyday
co-existence, are due to feelings of uncanniness
before the mishaps of the other.15
Inasmuch, the being-in-the-world can be
alone even when the other or several others are
co-present, as these frequently come to their
encounter in modes of indifference or uncanniness. The latter is understood as the feeling of not
being at home, and it is the most primordial phenomenon, 10 existentially and ontologically. Not
recognizing things as they are is a feeling of those
who do not belong anywhere. The public nature
of the impersonal represses all nonfamiliarity, and
being together-with, whether understood or not,
is veiled, as if the subject were fleeing from understanding.10 By avoiding what is unpleasant, family
members exhaust their possibilities of being-with
the patient authentically.
The lack of emotional reaction of the other
before such lack of devotion and care for the patient show us that even in face of the difficulties
of cancer treatment, those who experience the
illness remain the foundation of support in their
homes. By transcending the barriers imposed by
the disease, patients find the possibility of caring
for the other when they themselves need care, as
portrayed in the following excerpts.
[...] I went after everything myself. Since I have
always been the soul of this house, my husband was
helpless, he didn’t take any action, he was lost. So
I went, I thought: ‘I have to go!’ I had my hair cut,
because I knew they were going to shave it off. Before
going into surgery, I did all the Christmas shopping
Text Context Nursing, Florianópolis, 2015 Abr-Jun; 24(2): 381-9.
Being cared by a family member: the existential feelings...
so that they would want for nothing. I tidied up the
house, the room, so that afterwards I would have clean
linen and everything. And up to this day I’m the one
who takes the lead, that’s the way it is. (Anne); [...] I
didn’t receive ‘care’; nobody took the initiative of helping me. So I have always took care of things myself! I
dealt with everything while taking care of myself and
the others, who can’t live without me. Of course, there
are times when it’s impossible; you have to ask for
help. However, each person deals with it in their own
way, there are those who become dependent, there are
those who put on a strong facade, [there are those]
who exaggerate. I have always been like this, alone.
(Elli); [...] God is the one taking care of me! [laughter]. It´s God! Because, to tell the truth, it’s not easy
[she reflects for a moment and her eyes tear up].
But I am a fighter, you know, I am a strong woman!
For me to lose my spirits, it has to be something big
[laughter]. I feel that I am the pillar here at home,
because if I lose heart, then... (Edith).
The participants had experienced in their
journey a time in which they could take care
of both themselves and others on their own,
but at the time of the interview, they had the
need to receive care, which was not available at
home. This was expressed in the participants’
discourse, which revealed that while they coexisted with the facticity of being the mother
responsible for the home and coping with the
process of illness and their frailties at the same
time, they wished to move from “being-caredwith” to “being cared for.”
In the language used by Edith, we noticed
that when she perceived herself as unsupported
in her fight against cancer, she directed her
source of relief and consolation to an intangible
plane and turned to the presence of a Supreme
Being for comfort. The multidimensional complexity of spirituality makes it a vital element for
many patients under palliative care. Its purpose
can range from a form of emotional support to a
search for meaning, purpose and transcendence
in life.17
Based on this analysis, the onset of a disease
like cancer, which brings deep changes to the lives
of those who live with it, caused in the participants
an avalanche of feelings, sometimes related to the
search for support, sometimes questioning the authenticity of those who offered a hand. However,
transiting in impropriety is not a static process,
but a journey in search of authenticity that, within
the home, can reach pure palliativism as a form of
care, as shown in the next category.
Text Context Nursing, Florianópolis, 2015 Abr-Jun; 24(2): 381-9.
- 385 -
Finding the foundation of care in love
Family care is a multidimensional phenomenon, simultaneously visible and abstract. It
involves feelings of affection, harmony, and the
necessary responsibility for such a stance.7 The
principles of palliative state that the home environment is the best place for patients to enjoy the
humanized aspects of care. In their own home,
they can organize a more individualized and informal routine capable of providing comfort and
quality of life.9
Heidegger conceives care as an ontologic
condition that makes existence possible, and as
such, is inherent to man in his mode of living.4
When governed by care, a relationship with the
other depends on interpellation, i.e., being-there
as care can only be open if the other is allowed
to unconceal himself and manifest his anguish
authentically or inauthentically in different moments of his life. 18
Amid all the chores, relationships, and obligations of each Dasein, the modes of occupation
and preoccupation, or solicitude, are in full force.
These manifest themselves in the unfolding in
which care is formed in average everyday life.19
Authentic care can be manifested through solicitude, which in its own way seeks to anticipate the
other in a considerate stance, taking on the responsibility for his care.10 Solicit care paves the way so
that the other can take responsibility for him or
herself. In other words, authentic care opens up
possibilities for being one’s own self.20
Caring for a family member with cancer
through authentic solicit manifestations allows
caregivers to enter the patient’s existential dimension and become a being-with-the-other.21 Beingwith determines that “the I never has to leave itself
to enter the world of the other”,20:168 as it communicates in the shared world of coexistence in an
ontologic and existential manner, in which he is
already and has always been available to the other.
From the moment the family recognizes itself
as the center of caregiving and takes full responsibility for this task, it begins a process of positive
influence regarding the coping strategy used by
the patient, decision making, daily self-care tasks
and displays of affection.22 Even though patients
did not clearly express such feelings of gratitude
to the other, they recognized their importance
and held them in esteem. Margot’s discourse is an
example of acknowledgement of the immensity of
care received.
- 386 -
[...] I received total support from my family. My
aunt, nieces and nephews, and siblings all took turns,
everybody called and visited me. Even my sisters-inlaw, which I like so much. So I always felt taken care
of. I was happy to see that my family was always by my
side, supporting me (Jopie); [...] I found my sisters to be
a great source of support. They help me so much! They
are so patient! [When her sister enters the room, she
gives a coy smile and interrupts her praise]. I think
that the fright I gave her made her blood pressure rise
and she is already of a certain age. [She is silent for
a bit, until her sister leaves] But she has been with
me from the beginning, she talks with the doctors, she
knew what was happening, both in terms of the disease
and the suffering I experienced. Without her, I don’t
know... (Margot); My wife does everything for me: food,
bath, she tries to please me and everything. Poor thing.
She does what she can. I think she helps me too much!
Because since I’ve been this way, I’ve changed a lot, I
don’t do anything anymore! But she still helps me; she
gives me everything I need (Vossen).
These statements show that the unconditional support of the family nurtured the patients’
health and wellbeing, reflected in their recognition
of the efforts of the other to care for them. For these
patients, the care received surpassed expectations
and there were no gaps in care. Considering that
a family fabric was woven for provision of care,
patients did not report moments of loneliness or
suffering. Furthermore, they referred to the period
of treatment as a time of union, sharing, and love.
Family members must take the lead in overcoming the obstacles presented by cancer by acting as
the pillar of psychological support, in addition to
reorganizing the entire home dynamic in order
to adapt to the new conditions imposed by the
disease.23
From this perspective, the devotion of these
family members to the patient agrees with the
concept of dedication, through which the human
being emerges as a presence in his own existence
and penetrates into the possibility of things, leading one to a primordial comprehension of such
things.20 In dedication mode, one gives of one’s self
to the world without losing the power-to-be-oneself. Furthermore, individuals expose themselves
through this positive care, which builds them up
authentically by means of surrender and diligent
and affectionate creation.20
The participants’ discourses also portray a
co-existence marked by affection, in which a person that takes on the care for another transforms
his or her life into surrender to unconcealment.
Wakiuchi J, Salimena AMO, Sales CA
Such full dedication to the other, by means of
minimal gestures, seems to decrease the burden of
cancer and the suffering associated with it, as this
burden ends up being shared between caregiver
and care receiver.
My wife does everything for me, everything, because I can’t do a thing. I even feel sorry for her. Even
when I put a shirt on, she has to go and get it for me and
help me put it on. I can’t do anything; she’s with me all
the time. Here at home I have everything, everything I
need, I have (Hans); My sister-in-law stopped living
her life. She had already interrupted it to live with my
father for three months and two months later, she left
her life to come live mine, together with me. She goes
everywhere with me, to the doctor, tests, chemo, home.
She only goes home once I’ve eaten, when she thinks I
am ok. And before you know it, she’s back here again
[laughter] (Miep); My mother-in-law gave me a lot
of support, you know, she comes to my house every
day, she supports me in every sense, I think it’s abuse
[laughter]. She helps me with work, she helps me with
family problems, and with this support, everything is
easier (Petronella).
Such bonds between patient and caregiver
emanate feelings of extreme joy and gratitude,
reflected in the facial expressions of participants
when they referred to the person who cared for
them. In consonance with the patients’ statements,
we noticed that the care received was capable of
transcending the anguish brought on by cancer
and made it so that this time in their lives could
manifest itself as the revelation of an unconditional
being-with.
This mode of care, in its own particular way,
reaches the meaning of its act ontologically and
understands what is authentically important in
the other. Primordially, providing care is the act
of truly taking on the possibilities of being and, to
this end, allowing to be guided by it and becoming
attached; it is a loving attachment.20
Care involves directing both emotional and
expressive feelings to the other, and such feelings
must focus on developing the caregiver’s awareness and valuing the individuality of care receivers.7 Undoubtedly, family is the most ancient and
the strongest institution of care, rooted in a system
of socialization and interaction in which the limitation of a member of its bonds not only concerns
the whole unit, but also leads them to redirect one
of their own to the care of the other.24
Thus, despite the cultural heritage that
flaunts women as primordial caregivers, we found
Text Context Nursing, Florianópolis, 2015 Abr-Jun; 24(2): 381-9.
Being cared by a family member: the existential feelings...
that both men and women had provided care to
the interviewed patients. In the case of spouses,
these remained faithful to their loved ones and
the care provided gave new life to the affection
between the couple.
When we get married there’s that thing that says:
in health and in sickness, in richness and in poor. Look,
she has been victorious in this phase; I don’t know if I
could have taken what she has been dealing with. She
is everything to me. But if you don’t have a partner,
you end up dying. I am rich in partner. Not in children,
they hang around for an hour, and then they forget.
But my partner! And you get so attached after this, it
changes everything in life, it changes all the freedom
of love, of knowing who is by your side, wow! There’s
nothing like it (Harry); [...] my husband is a boyfriend
to me, a father, my everything. The hair in his head is
a bit white, but he’s my boyfriend! After I got sick, he
even wants to cook for me, he makes different kinds of
pies; he makes up recipes to make me happy. He looks
them up on the Internet and then makes them. I’ll tell
you the truth, with everything he does for me, it’s like I
don’t even have this disease! I feel so exalted! (Sanne).
These statements show how the relationship
between man and wife was renewed. The difficulties of living with cancer mobilized feelings, and
these feelings were reflected in kindness, affection,
and giving of oneself to the other. Moreover, the
palliative approach advocates that in order to
improve the quality of life of those receiving care,
support must be provided primordially through
love in the home.2
The possibility of a relationship is the basis
of care. When care is interwoven with love, affection, and benevolence, the being-with can form
relationships and begin down the path towards
the desire to take on this function.20 When care is
a consequence of love, it happens naturally. Thus,
the attitudes and feelings present in the process
of devotion and attention originate from actual
desire, making them truly authentic.
The discourse of patients who received
authentic care from their families expressed the
impact that this attitude had on the course of
their disease and their lives. Before the difficulties
brought on by cancer, they found an opportunity
to grow and transcend through care. Their lives
gained new meaning coupled to feelings of acknowledgment and gratitude for the attitudes of
those who offered care.
The current research was limited to the
population cared for by the Family Health Teams
Text Context Nursing, Florianópolis, 2015 Abr-Jun; 24(2): 381-9.
- 387 -
of a municipality known as a reference center for
cancer treatment, and therefore, we recognize
that our results do not encompass the reality and
feelings experienced by all families living with
cancer. Due to the particularities of this situation,
each family should be analyzed within the context
of their care facility. We were not able to include
patients who lived in regions not covered by the
FHS, even within the municipality in question, as
such experiences can be distinctive. Also, these
situations should serve as a reference to indicate
the need for these places to be included in care
coverage.
CONCLUSIONS
Heidegger’s hermeneutic and analytic
movement allowed us to unveil the paths undertaken by care installed in the homes of cancer
patients under palliative care. In the beginning
of our journey to understand these patients,
we found an inauthentic being-with, in which
relationships were concealed by distance and
self-accommodation. Many remain in this state
of uncanniness, and in so doing, avoid paving
the way to authenticity.
However, before the horizon of possibilities
into which man has been thrown, the encounter
of solicitude also manifests itself through responsible and individualized attitudes that transform
care into an expression of devotion and love.
Such circumstances indicated that authentic care
is connected to the legitimate desire of executing
this function, which is confused with the feelings
that one has for the care receiver. In this situation,
receiving care becomes the factor that solidifies
relationships and the love between caregivers and
care receivers.
This study showed the magnitude of home
care that, in consonance with palliative care, can
give “wings” to those who experience suffering
and experience a threat to their life. When based
on love and solicitude, home care can transform
the period of the disease into a time of recognizing
oneself and manifesting the best feelings of being
alive. Through an act in which one surrenders to
another, the burden of the disease can be shared
and joy can emerge.
It is essential for nursing to value this
instance of care, for without the support and
information of healthcare teams, living with the
disease and its difficulties can become an abstract
experience, which does not always contemplate all
- 388 -
the health and personal needs of an individual. We
emphasize the value of the discourse in this study,
which indicates the need for patients and families
to be oriented so that they can alleviate the reality
of cancer and so that healthcare teams, patients,
and families can work together. Healthcare teams
are also responsible for helping families find stability in home care, a factor that requires proximity
with families and with the reality experienced
by patients. Active listening, open dialogue, and
humanized attitudes align nursing care with the
wishes and needs of the patient, as portrayed in
this study.
It is important to emphasize that as this study
was conducted in a city that is a reference for
cancer treatment in its region, and whose healthcare teams have their own particular culture and
behaviors, this study was restricted to depicting
a reality which might not reflect or be applicable
to other contexts. Thus, we emphasize that further
studies are needed in this area to clarify possible
deficiencies in health care for cancer patients and
find strategies that can establish a new level of care
in oncology nursing.
REFERENCES
1. Gomes NS, Silva SR. Avaliação da autoestima
de mulheres submetidas à cirurgia oncológica
mamária. Texto Contexto Enferm [online]. 2013
[acesso 2014 Dez 01]; 22(2):509-16. Disponível em:
http://www.scielo.br/scielo.php?pid=S010407072013000200029&script=sci_arttext
2. Fabricka P, Nowick A. Selected aspects of palliative
care and quality of life at the terminal stage of
neoplasic disease. Contemp Oncol (Pozn). 2012 Jan;
16(6):506-11.
3. Fernandes AF, Bonfim IM, Araújo IMA, Silva RM,
Barbosa ICFJ, Santos MCL. Significado do cuidado
domiciliar à mulher mastectomizada. Esc Anna
Nery. 2012 Jan-Mar; 16(1):27-33.
Wakiuchi J, Salimena AMO, Sales CA
8. Baptista BO, Beuter M, Girardon-Perlini NMO,
Brondani CM, Budó MLD, Santos NO. A sobrecarga
do familiar cuidador no âmbito domiciliar: uma
revisão integrativa da literatura. Rev Gaúcha
Enferm. 2012 Mar; 33(1):147-56.
9. Oliveira SG, Quintana AM, Budó MLD, Lüdtke MF,
Cassel PA, Wottrich SH. Familiares cuidadores e
a terminalidade: tendência da produção científica
na área de saúde. Rev Min Enferm. 2011 Out-Dez;
15(4):588-94.
10. Heidegger M. Ser e tempo. Petrópolis (RJ): Vozes;
2012.
11. Ministério da Saúde (BR). Conselho Nacional de
Saúde. Resolução nº 466, de 12 de dezembro de 2012.
Aprova as diretrizes e normas regulamentadoras de
pesquisas envolvendo seres humanos. Diário Oficial
da União, Brasília, 13 jun. 2013.
12. Sales CA, Silva VA, Pilger C, Marcon SS. Música na
terminalidade humana: concepções dos familiares.
Rev Esc Enferm USP. 2011 Mar; 45 (1): 138-45.
13. Josgrilberg RS. A fenomenologia como novo
paradigma de uma ciência do existir. In: Porladeck
DD. A fenomenologia do cuidar: prática dos
horizontes vividos nas áreas da saúde, educacional e
organizacional. São Paulo (SP): Vetor; 2004. p. 31-52.
14. Frank OH, Pressler M. O diário de Anne Frank. Rio
de Janeiro (RJ): Record; 2013.
15. Martins Filho JRF. Heidegger e a concepção de
“outro” em ser e tempo. Aproximação. 2010 JanJun; 3:56-76.
16. Ferris FD, Bruera E, Cherny N, Cummings C,
Currow D, Dudgeon D, et al. Palliative cancer care a
decade later: accomplishments, the need, next steps.
J Clin Oncol. 2009; 27(18):3052-58.
17. Asgeirsdottir GH, Sigurbjörnsson E, Traustadottir
R, Sigurdardottir V, Gunnarsdottir S, Kelly E. “To
cherish each day as it comes”: a qualitative study of
spirituality among persons receiving pallitive care.
Support Care Cancer. 2013; 21:1445-51.
18. Oliveira MFV, Carraro TE. Cuidado em Heidegger:
uma possibilidade ontológica para enfermagem. Rev
Bras Enferm. 2011; 64(2):376-80.
4. Sena ELS, Reis HFT, Carvalho PAL, Souza VS. A intersubjetividade e o conhecimento na perspectiva fenomenológica. Rev Rene. 2011 Jan-Mar; 12(1):181-8.
19. Nogueira RP. Extensão fenomenológica dos
conceitos de saúde e enfermidade em Heidegger.
Cienc Saúde Colet. 2011; 16(1):259-66.
5. Capello EMCS, Velosa MVM, Salotti SR, Guimarães
HCQP. Enfrentamento do paciente oncológico e do
familiar/cuidador frente à terminalidade da vida. J
Health Sci Inst. 2012; 30(3):235-40.
20. Fernandes MA. O cuidado como amor em Heidegger.
Rev Abordagem Gestalt. 2011 Jul-Dez; 17(2):158-71.
6. Kirk RA, Brawley O. Palliative care: a lifeline to
quality of life. J Oncol Pract. 2012 Mar; 8(2):128-9.
7. Faber V, Rosanelli CP, Loro MM, Kolankiewicz
ACB, Piovesan S, Leite MT. Percepções de doentes
crônicos acerca do cuidado prestado por familiares.
Ciênc Cuid Saude. 2012 Jul-Set; 11(3):565-72.
21. Sales CA, Matos PCB, Mendonça DPR, Marcon SS.
Cuidar de um familiar com câncer: o impacto no
cotidiano de vida do cuidador. Rev Eletr Enferm
[online]. 2010 [acesso 2014 Dez 01]; 12(4):616-21.
Disponível em: http://www.fen.ufg.br/revista/
v12/n4/pdf/v12n4a04.pdf
22. Ferreira AMC. Amor e liberdade em Heidegger.
Kriterion. 2011; (123):139-58.
Text Context Nursing, Florianópolis, 2015 Abr-Jun; 24(2): 381-9.
Being cared by a family member: the existential feelings...
23. Violim MR, Bringmann PB, Marcon SS, Waidman
MAP, Sales CA. O significado de conviver com um
familiar com estomia por câncer gastrointestinal.
Rev Rene. 2011 Jul-Set; 12(3):510-7.
Correspondece: Julia Wakiuchi
Avenida Colombo, 5790
87020-270 – Maringá, Paraná, Brazil
E-mail: julia.wakiuchi@gmail.com
Text Context Nursing, Florianópolis, 2015 Abr-Jun; 24(2): 381-9.
- 389 -
24. Rodriguez LH. Los qué, cuándo, por qué y como de
la sedación paliativa. Rev Hosp Ital B Aires. 2010
Dez; 30(2):69-76.
Received: December 19, 2013
Approved: December 01. 2014
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Effects of Osteopathic T9–T10 Vertebral Manipulation in Tonsillitis: A Randomized Clinical Trial
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Article
Effects of Osteopathic T9–T10 Vertebral Manipulation in
Tonsillitis: A Randomized Clinical Trial Agustín Luceño-Mardones 1,2, Irene Luceño-Rodríguez 3, Elena Sonsoles Rodríguez-López 1,4,*
,
Jesús Oliva-Pascual-Vaca 1,5,6
, Ignacio Rosety 7 and Ángel Oliva-Pascual-Vaca 1,5 1
Escuela de Osteopatía de Madrid, 28002 Madrid, Spain; agustin@osteopatiaglobal.es (A.L.-M.);
joliva5@us.es (J.O.-P.-V.); angeloliva@us.es (Á.O.-P.-V.) 1
Escuela de Osteopatía de Madrid, 28002 Madrid, Spain; agustin@osteopatiaglobal.es (A.L.-M.);
joliva5@us.es (J.O.-P.-V.); angeloliva@us.es (Á.O.-P.-V.)
2
Centro Sanitario de Fisioterapia y Osteopatía Agustín Luceño, 10005 Cáceres, Spain
3
Irene Luceño Psycho-Sexology Center, 28200 Madrid, Spain; iluceno@ucm.es
4
Department of Physiotherapy, Universidad Camilo José Cela, 28692 Madrid, Spain
5
Departamento de Fisioterapia, Universidad de Sevilla, 41004 Sevilla, Spain
6
Escuela Universitaria Fco. Maldonado, Osuna, 41640 Sevilla, Spain
7
School of Medicine, University of Cadiz, 11003 Cádiz, Spain; ignacio.rosety@uca.es
*
Correspondence: esrodriguez@ucjc.edu 1
Escuela de Osteopatía de Madrid, 28002 Madrid, Spain; agustin@osteopatiaglobal.es (A.L.-M.);
joliva5@us.es (J.O.-P.-V.); angeloliva@us.es (Á.O.-P.-V.)
2
Centro Sanitario de Fisioterapia y Osteopatía Agustín Luceño, 10005 Cáceres, Spain
3
Irene Luceño Psycho-Sexology Center, 28200 Madrid, Spain; iluceno@ucm.es
4
Department of Physiotherapy, Universidad Camilo José Cela, 28692 Madrid, Spain
5
Departamento de Fisioterapia, Universidad de Sevilla, 41004 Sevilla, Spain
6
Escuela Universitaria Fco. Maldonado, Osuna, 41640 Sevilla, Spain
7
School of Medicine, University of Cadiz, 11003 Cádiz, Spain; ignacio.rosety@uca.es
*
Correspondence: esrodriguez@ucjc.edu 1
Escuela de Osteopatía de Madrid, 28002 Madrid, Spain; agustin@osteopatiaglobal.es (A.L.-M.);
joliva5@us.es (J.O.-P.-V.); angeloliva@us.es (Á.O.-P.-V.)
2
Centro Sanitario de Fisioterapia y Osteopatía Agustín Luceño, 10005 Cáceres, Spain
3
Irene Luceño Psycho-Sexology Center, 28200 Madrid, Spain; iluceno@ucm.es
4
Department of Physiotherapy, Universidad Camilo José Cela, 28692 Madrid, Spain
5
Departamento de Fisioterapia, Universidad de Sevilla, 41004 Sevilla, Spain
6
Escuela Universitaria Fco. Maldonado, Osuna, 41640 Sevilla, Spain
7
School of Medicine, University of Cadiz, 11003 Cádiz, Spain; ignacio.rosety@uca.es
*
Correspondence: esrodriguez@ucjc.edu *
Correspondence: esrodriguez@ucjc.edu Abstract: This study aimed to determine whether osteopathic manipulation of the T9–T10 vertebrae
improves the evolution of tonsillitis. A randomized, stratified, controlled clinical trial with blinded
patients, evaluator and data analyst was performed. The patients in the control group (CG) under-
went a “sham” manipulation. A high-speed, low-amplitude technique was applied to the T9–T10
vertebrae in the osteopathic manipulative group (OMG) patients. The number of days needed to
resolve the tonsillitis was significantly lower (p = 0.025) in the OMG (2.03 ± 0.95 days) than the CG
(2.39 ± 0.82 days).
Citation: Luceño-Mardones, A.;
Luceño-Rodríguez, I.;
Rodríguez-López, E.S.;
Oliva-Pascual-Vaca, J.; Rosety, I.;
Oliva-Pascual-Vaca, Á. Effects of
Osteopathic T9–T10 Vertebral
Manipulation in Tonsillitis: A
Randomized Clinical Trial. Healthcare
2021, 9, 394. https://doi.org/
10.3390/healthcare9040394 Keywords: tonsillitis; osteopathy; manual therapy; physical therapy; spinal manipulation; OMT;
otorhinolaryngology; otolaryngology; tonsillectomy Academic Editor: Saleh A. Naser Received: 8 February 2021
Accepted: 25 March 2021
Published: 1 April 2021 Article
Effects of Osteopathic T9–T10 Vertebral Manipulation in
Tonsillitis: A Randomized Clinical Trial Additionally, the number of episodes of tonsillitis after the treatment decreased
significantly more in the OMG (0.8 ± 1.88 episodes/year in total) than the CG (2 ± 2.12) (p = 0.005). In the OMG, 60.8% had no recurrences of tonsillitis, compared to 22.5% of the CG, in the following
year (χ2 (1) = 15.57, p < 0.001). No patients reported adverse effects. It has been concluded that during
an episode of tonsillitis, the number of days to resolution was significantly lower after the application
of an osteopathic manipulation of the T9–T10 vertebrae, compared to a sham manipulation. The
number of subsequent year tonsillitis episodes was greatly reduced in both groups, significantly
more in the OMG than in the CG patients.
Citation: Luceño-Mardones, A.;
Luceño-Rodríguez, I.;
Rodríguez-López, E.S.;
Oliva-Pascual-Vaca, J.; Rosety, I.;
Oliva-Pascual-Vaca, Á. Effects of
Osteopathic T9–T10 Vertebral
Manipulation in Tonsillitis: A
Randomized Clinical Trial. Healthcare
2021, 9, 394. https://doi.org/
10.3390/healthcare9040394
Academic Editor: Saleh A. Naser
Received: 8 February 2021
Accepted: 25 March 2021
Published: 1 April 2021
Citation: Luceño-Mardones, A.;
Luceño-Rodríguez, I.;
Rodríguez-López, E.S.;
Oliva-Pascual-Vaca, J.; Rosety, I.;
Oliva-Pascual-Vaca, Á. Effects of
Osteopathic T9–T10 Vertebral
Manipulation in Tonsillitis: A
Randomized Clinical Trial. Healthcare
2021, 9, 394. https://doi.org/
10.3390/healthcare9040394
Academic Editor: Saleh A. Naser
Received: 8 February 2021
Accepted: 25 March 2021
Published: 1 April 2021 healthcare healthcare healthcare 1. Introduction Palatal tonsillitis, either acute, recurrent or chronic, is a relatively common disease [1],
especially in childhood [1,2]. The treatment of choice is the use of nonsteroidal anti-
inflammatory drugs (NSAIDs) and/or antibiotics [1,3,4], and in some cases tonsillec-
tomy [5–9]. These treatments can present side effects [5,6,10–13] in the short and long
term [14]. Each episode of tonsillitis also implies costs related to absence from work
and school [1,9,10,15]. With tonsillectomy, adults experience a sore throat for an average
of 13 to 17 days [10,12]. In addition to being painful [9,10], the risk of iatrogenic mor-
bidity [6,7,9,10,16,17] and mortality [5,6,16] of tonsillectomy must be taken into account. Although tonsillectomies have decreased in recent decades [18] (except for cases of sleep
apnea due to hypertrophic tonsils and recurrent tonsillitis) [6,7,19,20], it is still one of the
most frequent surgical interventions [6,9,10,15]. Tonsillectomy rates vary greatly between
countries [18]. Among alternative and complementary medicine interventions, spinal
manipulations have been used to treat tonsillitis. Through occiput-cervical manipulation, a
favorable evolution has been obtained in recurrent or chronic childhood tonsillitis, in which Publisher’s Note: MDPI stays neutral
with regard to jurisdictional claims in
published maps and institutional affil-
iations. Copyright: © 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article
distributed
under
the
terms
and
conditions of the Creative Commons
Attribution (CC BY) license (https://
creativecommons.org/licenses/by/
4.0/). https://www.mdpi.com/journal/healthcare Healthcare 2021, 9, 394. https://doi.org/10.3390/healthcare9040394 Healthcare 2021, 9, 394 2 of 13 a high rate of pathological blockages of joints was also found [21]. This favorable evolution
might be due to the fact that spinal manipulation may influence the biomarkers of local
and systemic inflammation [22,23]. However, cervical manipulations are considered riskier
manipulations, although severe complications are very rare [24–27]. Manipulation of the
thoracic vertebrae presents fewer severe adverse events than cervical manipulation [25,27]. Furthermore, the vertebral segments T9 and T10 innervate the adrenal glands [28–31],
which produce cortisol, and patients with tonsillitis have been found to have altered cor-
tisol levels [32]. This hormone may influence the immune response [22,33,34], and its
levels are modified after thoracic manipulation [22,23,35,36]. Thus, in a prospective study
(75 participants) without a control group, manipulation of the lower thoracic vertebrae
(mainly in the T9–T10 segments), obtained 55% resolution sooner than 24 h and 76% sooner
than 48h, showing promising results for treating tonsillitis in both children and adults [37]. 2. Materials and Methods A stratified, randomized placebo trial was conducted with blinded patients, evaluator
and data analyst. The study was carried out between 2-21-2014 and 6-30-2018 in the private
center of Physiotherapy and Osteopathy of the main researcher of the study, in the city
of Cáceres (Spain). The study was prospectively registered (ACTRN12612000068864), it
followed the principles of the Declaration of Helsinki in its latest version [38] and was
approved by the Ethics Committee of the University of Seville. 2.2. Participants The participants were recruited from a Physiotherapy and Osteopathy Health Center,
a pediatrician’s office, a General Medicine office, and a private clinic (in its Emergency
Service and in a General Medicine office). Independently of the place where the recruitment
took place, the participants were diagnosed by a collaborating physician who also visually
measured the tonsil at enrollment in order to classify it in degrees (0-IV) according to
the occupation of the oropharyngeal space [2]. Participants of both sexes between 3 and
65 years old diagnosed with acute or recurrent tonsillitis of less than 48 h of evolution,
or chronic tonsillitis in the symptomatic phase, were included in the study. Those vacci-
nated or treated with immunomodulators (immunoferon and the like) [39] during three
previous years to recruitment, any subject who was suffering an episode of pharyngitis or
adenoiditis without palatal tonsillitis (i.e., tonsillectomized), being treated with antibiotics
immediately before the tonsillitis episode, subjects who did not provide a phone number
in the initial questionnaire for control calls and subjects who presented contraindications
to the experimental treatment [40,41] were excluded. Before the start of the study, all
participants or their parents or guardians in case of minor signed an informed consent
form. 1. Introduction The objective of the present study is to determine if osteopathic manipulation of the T9–T10
vertebrae improves the evolution of tonsillitis, under the hypothesis that it produces a
decrease of days with symptoms and a decrease in recurrences. In addition, it is intended
to analyze the possible influencing factors. 2.3. Treatment Protocols The same physiotherapist—oste
with professional experience of more than 20 years, applied the interventions t
groups. This researcher did not participate in the recruitment, randomization, eval
nor statistical analysis, being blinded to all of those processes. Regardless of the application of the experimental procedure or placebo, all su
continued pharmacological treatment (analgesics, NSAIDs and/or antibiotics) pres
by their doctor. Figure 1. Placebo maneuver and its development. Patients in the osteopathic manipulation group (OMG) had a high-speed, low-amplitude
technique applied to the T9–T10 vertebrae in a sitting position, with crossed arms, with
contact via the therapist’s knees [42–44] (Figure 2). 1, 9, x FOR PEER REVIEW
Figure 2. T9–T10 thrust manipulation in sitting position (adult man and 5-year-old girl). 2.4. Evaluations
Figure 2. T9–T10 thrust manipulation in sitting position (adult man and 5-year-old girl). Figure 1. Placebo maneuver and its development. Patients in the osteopathic manipulation group (OMG) had a high-speed, low
tude technique applied to the T9–T10 vertebrae in a sitting position, with crossed
with contact via the therapist’s knees [42–44] (Figure 2). The osteopathic manipulative procedure or the sham manipulation were o
Figure 1. Placebo maneuver and its development. Patients in the osteopathic manipulation group (OMG) had a high-speed, low-amplitude
technique applied to the T9–T10 vertebrae in a sitting position, with crossed arms, with
contact via the therapist’s knees [42–44] (Figure 2). 1, 9, x FOR PEER REVIEW Figure 1. Placebo maneuve
Figure 1. Placebo maneuver and its development. Patients in the osteopathic manipulation group (OMG) had a high-speed, low
tude technique applied to the T9–T10 vertebrae in a sitting position, with crosse
with contact via the therapist’s knees [42–44] (Figure 2). The osteopathic manipulative procedure or the sham manipulation were o
Patients in the osteopathic manipulation group (OMG) had a high-speed, low-amplitude
technique applied to the T9–T10 vertebrae in a sitting position, with crossed arms, with
contact via the therapist’s knees [42–44] (Figure 2). 9, x FOR PEER REVIEW plied once, as soon as possible after the enrollment, always in the first 48 h of th
ning of the symptoms of that episode of tonsillitis. The same physiotherapist—o
with professional experience of more than 20 years, applied the interventions
groups. This researcher did not participate in the recruitment, randomization, ev
nor statistical analysis, being blinded to all of those processes. 2.3. Treatment Protocols The subjects were randomly assigned to the study groups by using two computer-
generated (Microsoft Excel) tables of sequence of numbers (2:1 ratio experimental/control),
one table for those participants treated with antibiotics and the other one for those who
were not, in order to avoid between-groups differences related to antibiotic use. The
randomization sequence was guarded by an independent collaborator who guaranteed
its concealment. To implement random allocation, sequentially numbered opaque sealed
envelopes were used. Those researchers and collaborators who recruited the sample were
blinded to the number sequence and to the intervention assignment. Additionally, every
intervention was blinded for both the participants and evaluators. The patients in the Healthcare 2021, 9, 394 3 of 13 control group (CG) underwent sham manipulation, consisting of a careful 150◦passive
flexion of the shoulders, with gentle contact of the osteopath’s knees in the middle thoracic
vertebrae, without impulse or causing tension. (Figure 1)
intervention was blinded for both the participants and evaluators. The patients in
trol group (CG) underwent sham manipulation, consisting of a careful 150° pass
ion of the shoulders, with gentle contact of the osteopath’s knees in the middle
vertebrae, without impulse or causing tension. (Figure 1) control group (CG) underwent sham manipulation, consisting of a careful 150◦passive
flexion of the shoulders, with gentle contact of the osteopath’s knees in the middle thoracic
vertebrae, without impulse or causing tension. (Figure 1)
intervention was blinded for both the participants and evaluators. The patients in
trol group (CG) underwent sham manipulation, consisting of a careful 150° pass
ion of the shoulders, with gentle contact of the osteopath’s knees in the middle
vertebrae, without impulse or causing tension. (Figure 1) ,
g
p
vertebrae, without impulse or causing tension. (Figure 1)
ion of the shoulders, with gentle contact of the osteopath’s knees in the middle th
vertebrae, without impulse or causing tension. (Figure 1)
Figure 1. Placebo maneuver and its development. Patients in the osteopathic manipulation group (OMG) had a high-speed, low-
tude technique applied to the T9–T10 vertebrae in a sitting position, with crossed
with contact via the therapist’s knees [42–44] (Figure 2). The osteopathic manipulative procedure or the sham manipulation were on
plied once, as soon as possible after the enrollment, always in the first 48 h of the
ning of the symptoms of that episode of tonsillitis. 2.3. Treatment Protocols Regardless of the application of the experimental procedure or placebo, all
continued pharmacological treatment (analgesics, NSAIDs and/or antibiotics) pr
by their doctor. Figure 2. T9–T10 thrust manipulation in sitting position (adult man and 5-year-old girl). Figure 2. T9–T10 thrust manipulation in sitting position (adult man and 5-year-old girl). Figure 2. T9–T10 thrust manipulation in sitting position (adult man and 5-year-old girl
Figure 2. T9–T10 thrust manipulation in sitting position (adult man and 5-year-old girl). Healthcare 2021, 9, 394 4 of 13 The osteopathic manipulative procedure or the sham manipulation were only applied
once, as soon as possible after the enrollment, always in the first 48 h of the beginning of
the symptoms of that episode of tonsillitis. The same physiotherapist—osteopath, with
professional experience of more than 20 years, applied the interventions to both groups. This researcher did not participate in the recruitment, randomization, evaluation nor
statistical analysis, being blinded to all of those processes. Regardless of the application of the experimental procedure or placebo, all subjects
continued pharmacological treatment (analgesics, NSAIDs and/or antibiotics) prescribed
by their doctor. 2.4. Evaluations The main results were the number of days for the total resolution of the symptoms of
tonsillitis (fever, sore throat, cough, etc.) and the number of episodes of tonsillitis during
the following year. Both were measured by telephone consultation [45–48]. The number
of days for the resolution of the symptoms was evaluated seven days after the application
of the experimental treatment or the placebo maneuver, and the result was also classified
as excellent (resolution in less than 24 h), good (resolution in less than 48 h), moderate
(improvement from the first day, but with resolution ≥48 h) or poor (no improvement
on the first day, with resolution ≥48 h). The number of recurrences during the following
year was evaluated through monthly telephone calls for 12 months. In the case of those
participants younger than 18 years old, all the information was given by their parents or
tutors. As secondary results, the different associations between the variables measured
were evaluated. The independent variables were collected through the initial questionnaire
filled out by the patient and the initial clinical examination carried out by the collaborating
physician. In addition to the outcome variables, age, gender, season of the year, degree of
tonsillar hypertrophy, consumption of NSAIDs, paracetamol and prescribed antibiotics
were recorded. Additionally, we also registered the number of episodes in the two years
prior to the study, the scheduling of tonsillectomies, the presence of a fever, odynophagia,
cough, pultaceous tonsillitis, mucus the previous days, ear pain or infection, habitual nasal
voice, nasal voice during the episode, habitual snoring, snoring during the episode or
adenitis greater than 2 cm. From the moment that the participants were included in the study, they were adverted
about the information they would be asked by phone, so that they had to pay attention
and control it. For instance, they were asked to assess any sign of hyperthermia thermo-
metrically. In the case of participants younger than 18 years old, all of this was explained
to their parents or tutors. 2.5. Statistical Analysis Statistical analysis was carried out with SPSS 22.0 software (SPSS Science, Chicago, IL,
USA). The descriptive study of the variables was carried out in tables with mean, standard
deviation, 95% confidence interval (CI) for continuous variables and in percentages for
qualitative variables. Before carrying out the statistical analysis, the conditions of its
application were considered; the Shapiro–Wilk test was used to verify that the sample met
normality criteria. The Mann–Whitney U test was used to verify homogeneous distribution
between groups when they did not meet normality criteria; otherwise, the T test was
used. Chi-square was used for qualitative variables. A least squares estimation was used
to quantify the interval of difference between groups. Analysis of variance of repeated
measures (ANOVA) with linear model with Bonferroni adjustment was used to test the
profile of the change in the result of the number of episodes in the two and one year before
and after the two study groups, and the comparison in pairs according to time and group. The global clinical effects for the repeated measures analysis were calculated using the
Eta-squared value (η2), categorized as small = 0.01, medium = 0.06 and large = 0.14 [49]. For the analysis of the number of days of resolution, the Mann–Whitney U test was used. Pearson’s chi-square was used for the analysis according to group of the resolution greater Healthcare 2021, 9, 394 5 of 13
he two
ccording than 48 h, initial result and at 12 months. The bivariate correlations of the quantitative
variables were analyzed using Pearson’s coefficient. A significance level p < 0.05 and a
confidence level of 95% were established. Finally, participants under 18 years old were
considered as children. 0.14 [49]. For the analysis of the number of days of resolution, the Mann–Whitne
was used. Pearson’s chi-square was used for the analysis according to group of t
lution greater than 48 h, initial result and at 12 months. The bivariate correlation
quantitative variables were analyzed using Pearson’s coefficient. A significance l
0.05 and a confidence level of 95% were established. Finally, participants under The sample size calculation was performed (GRANMO v7.12; IMIM Hospital del Mar–
Barcelona–Spain) for the proportion of cases resolved in the first 48 h after the application
of the intervention. An alpha level of 0.05 and a desired power (beta) of 80% with a
bilateral contrast were assumed. 3.1. Sample While all of the 40 subjects randomized to CG completed the study, one of the eighty-
one subjects randomized to OMG never answered the phone calls, so they were considered
as a withdrawal. (Figure 3)
p
While all of the 40 subjects randomized to CG completed the study, one of the
one subjects randomized to OMG never answered the phone calls, so they were
ered as a withdrawal. (Figure 3) While all of the 40 subjects randomized to CG completed the study, one of the eighty-
one subjects randomized to OMG never answered the phone calls, so they were considered
as a withdrawal. (Figure 3)
p
While all of the 40 subjects randomized to CG completed the study, one of the
one subjects randomized to OMG never answered the phone calls, so they were
ered as a withdrawal. (Figure 3) Figure 3. Consort flow diagram. Figure 3. Consort flow diagram. Thus, 120 subjects (70 women) aged between 3 and 57 years (23.53 ± 14.84 years)
completed this study. No between-groups differences were found for any of the baseline
characteristics (p > 0.05 for all variables). (Table 1). Comparing the number of episodes two years before with that of the previous year,
there was a significant increase in OMG (p = 0.011) and a clear similar trend in CG (p = 0.052). This increase occurred both in children (with a change from 4.79 episodes two years earlier,
to 6.10 in the previous year) and in adults (from 4.19, to 4.94). There was a negative
correlation between age and the number of episodes in the previous year (r = −0.186;
p = 0.042). Tonsillar hypertrophy was more prevalent in males (p = 0.035), in those under
18 years of age (p = 0.009) and among those who snored during the episode (p = 0.047). As
for the pediatric sample, when compared with the adult participants, it had a higher male
composition (p = 0.033), had a higher prevalence of nasal mucus (p = 0.004) and snoring
during episodes (p = 0.018). Figure 3. Consort flow diagram. Thus, 120 subjects (70 women) aged between 3 and 57 years (23.53 ± 14.84 years)
completed this study. No between-groups differences were found for any of the baseline
characteristics (p > 0.05 for all variables). (Table 1). 2.5. Statistical Analysis Additionally, the sample size was estimated according to
an expected proportion of resolutions of 65% in the first 48 h in the OMG and a proportion
of 36% in the CG. Losses were estimated at 15%. These assumptions generated a sample
size of 80 participants in OMG and 40 in CG. old were considered as children. The sample size calculation was performed (GRANMO v7.12; IMIM Hosp
Mar–Barcelona–Spain) for the proportion of cases resolved in the first 48 h after th
cation of the intervention. An alpha level of 0.05 and a desired power (beta) of 80
a bilateral contrast were assumed. Additionally, the sample size was estimated ac
to an expected proportion of resolutions of 65% in the first 48 h in the OMG and a p
tion of 36% in the CG. Losses were estimated at 15%. These assumptions generated
ple size of 80 participants in OMG and 40 in CG. 3.1. Sample Comparing the number of episodes two years before with that of the previous year,
there was a significant increase in OMG (p = 0.011) and a clear similar trend in CG (p = 0.052). This increase occurred both in children (with a change from 4.79 episodes two years earlier,
to 6.10 in the previous year) and in adults (from 4.19, to 4.94). There was a negative
correlation between age and the number of episodes in the previous year (r = −0.186;
p = 0.042). Tonsillar hypertrophy was more prevalent in males (p = 0.035), in those under
18 years of age (p = 0.009) and among those who snored during the episode (p = 0.047). As
for the pediatric sample, when compared with the adult participants, it had a higher male
composition (p = 0.033), had a higher prevalence of nasal mucus (p = 0.004) and snoring
during episodes (p = 0.018). Healthcare 2021, 9, 394 6 of 13 Table 1. Baseline characteristics of participants. Table 1. Baseline characteristics of participants. 3.1. Sample SD, standard deviation; NSAID, non-steroidal anti-inflammatory drugs. 3.1. Sample Control Control
Group
Osteopathic
Manipulative Group
Characteristics
Mean/n
SD/%
Mean/n
SD/%
p-Value
Age (years) (n = 120)
25.30
15.11
22.64
14.73
0.439
N◦episodes 2 years before (n = 116)
4.75
3.95
4.21
3.61
0.435
N◦episodes 1 year before (n = 120)
5.45
4.13
5.16
3.89
0.781
Sex (n =120)
Male
17
42.5%
33
41.3%
0.896
Female
23
57.5%
47
58.8%
Fever (n =120)
No (Temperature <37.5 ◦C)
10
25.0%
21
26.3%
0.883
Yes (Temperature ≥37.5 ◦C)
30
75.0%
59
73.8%
Pain or odinophagy (n = 119)
No
0
0.0%
4
5.1%
0.148
Yes
40
100.0%
75
94.9%
Cough currently (n = 118)
No
22
55.0%
32
41.0%
0.149
Yes
18
45.0%
46
49.0%
Levels of tonsilar hypertrophy
(n = 115)
The pillars do not protrude
1
2.6%
5
6.7%
0.760
Occupy less than 25% of the
space
9
23.1%
16
21.3%
Occupy 25–49% of the space
12
30.8%
20
26.7%
Occupy 50–74%
14
35.9%
31
41.3%
Occupy >75%
3
7.7%
3
4.0%
Mucus days before the episode
(n = 119)
No
16
40.0%
28
35.4%
0.627
Yes
24
60.0%
51
64.6%
Pain or infection of ears
(n = 119)
No
25
64.1%
47
58.8%
0.575
Yes
14
35.9%
33
42.3%
Usual nasal voice (n = 119)
No
32
80.0%
58
73.4%
0.429
Yes
8
20.0%
21
26.6%
Nasal voice in the episode
(n = 119)
No
6
15.0%
11
13.9%
0.874
Yes
34
85.0%
68
86.1%
Snore usually (n = 117)
No
22
56.4%
56
71.8%
0.096
Yes
17
43.6%
22
29.2%
Snore during the episode
(n = 116)
No
11
28.2%
30
39.0%
0.252
Yes
28
71.8%
47
61.0%
Take prescribed antibiotics
(n = 120)
No
18
45.0%
37
46.3%
0.897
Yes
22
55.0%
43
53.8%
Take prescribed NSAID
(n = 119)
No
6
15.0%
22
27.8%
0.119
Yes
34
85.0%
57
72.2%
Take prescribed paracetamol
(n = 120)
No
15
37.5%
38
47.5%
0.298
Yes
25
62.5%
42
52.5%
Pultous tonsilitis (n = 117)
No
24
61.5%
49
62.8%
0.893
Yes
15
38.5%
29
37.2%
Palpable adenitis over 2 cm
(n = 116)
No
5
13.2%
21
26.9%
0.095
Yes
33
86.8%
57
73.1%
Station (n = 120)
Spring
8
20.0%
13
16.3%
0.673
Summer
8
20.0%
12
15.0%
Autumn
9
22.5%
26
32.5%
Winter
15
37.5%
29
36.3%
SD, standard deviation; NSAID, non-steroidal anti-inflammatory drugs. SD, standard deviation; NSAID, non-steroidal anti-inflammatory drugs. 3.2. Intervention Effects on Tonsillitis 3.2. Intervention Effects on Tonsillitis The number of days needed to resolve the tonsillitis was significantly lower (PSest = 0.247;
p = 0.025) in the OMG (2.03 ± 0.95 days) than the CG (2.39 ± 0.82 days). In the case of the
adults, this significant difference persisted (PSest = 0.263; p = 0.001), with better results for
the OMG (2.00 ± 0.81 days) compared to the CG (2.44 ± 0.61 days), but not in the pediatric
participants (p = 0.856; OMG 2.00 ± 1.00 days; CG 1.91 ± 0.83 days). p
p
(p
y
y )
The 63.75% of the subjects of the OMG resolved the episode in less than 48 h, compared
to 42.5% in the CG (Table 2). In the case of adults, 68.6% of the subjects of the OMG resolved p
p
(p
y
y )
The 63.75% of the subjects of the OMG resolved the episode in less than 48 h, compared
to 42.5% in the CG (Table 2). In the case of adults, 68.6% of the subjects of the OMG resolved Healthcare 2021, 9, 394 7 of 13 the episode in less than 48 h, compared to 33.3% in the CG, showing a significant difference
with medium effect size, which was not present in children. the episode in less than 48 h, compared to 33.3% in the CG, showing a significant difference
with medium effect size, which was not present in children. Table 2. Distribution of the results in the first week (E = Excellent, G = Good, M = Moderate and P = Poor) in relation to the
group to which they belonged (CG = Control Group, EG = Experimental Group) and according to age. 3.2. Intervention Effects on Tonsillitis Results 1st Week
Results 1st Week Grouped
Group
E
G
M
P
E + G (Resolution
< 48 h)
M + P (Resolution
≥48 h)
CG
5 (12.5%)
12 (30.0%)
14 (35.0%)
9 (22.5%)
17 (42.5%)
23 (57.5%)
EG
20 (25.0%)
31 (38.75%)
11 (13.75%)
18 (22.5%)
51 (63.75%)
29 (36.25%)
p value
χ2 (3) = 8.35, p = 0.039, V = 0.264
χ2 (1) = 4.90, p = 0.022, V = 0.202
Children
CG
4 (30.7%)
4 (30.7%)
4 (30.7%)
1 (7.7%)
8 (61.5%)
5 (38.5%)
EG
9 (31%)
7 (24.1%)
5 (17.2%)
8 (27.6%)
16 (55.2%)
13 (44.8%)
p value
χ2 (3) = 2.57, p = 0.462
χ2 (1) = 0.15, p = 0.700
Adults
CG
1 (3.7%)
8 (29.6%)
10 (37%)
8 (29.6%)
9 (33.3%)
18 (66.6%)
EG
11 (21.5%)
24 (47%)
6 (11.7%)
10 (19.6%)
35 (68.6%)
16 (31.4%)
p value
χ2 (3) = 11.23, p = 0.011, V = 0.38
χ2 (1) = 8.94, p = 0.003, V = 0.34
E (resolution in <24 h); G (resolution in <48 h); M (improvement on the first day, resolution ≥48 h); P (no improvement on the first day,
resolution ≥48 h). Table 2. Distribution of the results in the first week (E = Excellent, G = Good, M = Moderate and P = Poor) in relation to the
group to which they belonged (CG = Control Group, EG = Experimental Group) and according to age. E (resolution in <24 h); G (resolution in <48 h); M (improvement on the first day, resolution ≥48 h); P (no improvement on the first day,
resolution ≥48 h). The number of episodes of tonsillitis after intervention decreased in the CG and in the
OMG, as shown in Table 3 and Figure 4. Ten tonsillectomy cases (two from the CG and
eight from the OMG), six cases that were vaccinated (three of the CG and three of the OMG)
in the following year by their doctor and three cases of the OMG that had not registered
the number of episodes of the second previous year were excluded. SD, standard deviation; CI, confidence interval; CG, control group; OMG, osteopathic manipulative group. 3.2. Intervention Effects on Tonsillitis Number of episodes of tonsillitis two years before, one year before and one year after the
study, in the CG and the OMG. Figure 4. Number of episodes of tonsillitis two years before, one year before and one year after the
study, in the CG and the OMG. Figure 4. Number of episodes of tonsillitis two years before, one year before and one year after the
study, in the CG and the OMG. Figure 4. Number of episodes of tonsillitis two years before, one year before and one year after the
study, in the CG and the OMG. Figure 4. Number of episodes of tonsillitis two years before, one year before and one year after the
study, in the CG and the OMG. In the analysis of the number of post-treatment episodes according to age, the OMG
achieved a significant improvement when compared to the control group both in adults
The 60.8% of the OMG had no tonsillitis recurrences, against 22.5% of the CG, in the
following year (χ2 (1) = 15.57, p < 0.001), as shown in Table 4. (PSest = 0.25; p < 0.001; OMG 0.69 ± 1.61 episodes; CG 2.00 ± 2.07 episodes) and in childre
(PSest = 0.29; p = 0.026; OMG 0.92 ± 2.26 episodes; CG 2.00 ± 2.33 episodes). Table 4. Analysis of covariance for efficacy of intervention: tonsillitis recurrence at 12 months. (PSest = 0.25; p < 0.001; OMG 0.69 ± 1.61 episodes; CG 2.00 ± 2.07 episodes) and in children
(PSest = 0.29; p = 0.026; OMG 0.92 ± 2.26 episodes; CG 2.00 ± 2.33 episodes). In the supporting repeated measures ANOVA including data points from two years
before, one year before and after intervention, we did not find a significant time by group
interaction effect (F (2,198) = 1.408, p = 0.247, η2 = 0.014). However, we found a significant
time interaction effect (F (2,198) = 82.897, p < 0.001, η2 = 0.456). Specifically, post hoc anal-
ysis in both groups showed significant between-time differences (p < 0.001) in the change
from two years and one year before intervention compared to after the intervention. Table 4. Analysis of covariance for efficacy of intervention: tonsillitis recurrence at 12 months. Control Group
(n = 40)
Osteopathic
Manual Group
(n = 79)
Count
%
Count
%
p Value
(Exact Sig. 3.2. Intervention Effects on Tonsillitis p
p
y
In the analysis of the number of post-treatment episodes according to age, the OMG
achieved a significant improvement when compared to the control group both in adults
(PSest = 0.25; p < 0.001; OMG 0.69 ± 1.61 episodes; CG 2.00 ± 2.07 episodes) and in children
(PSest = 0.29; p = 0.026; OMG 0.92 ± 2.26 episodes; CG 2.00 ± 2.33 episodes). p
p
p
In the supporting repeated measures ANOVA including data points from two years
before, one year before and after intervention, we did not find a significant time by group
interaction effect (F (2,198) = 1.408, p = 0.247, η2 = 0.014). However, we found a significant
time interaction effect (F (2,198) = 82.897, p < 0.001, η2 = 0.456). Specifically, post hoc
analysis in both groups showed significant between-time differences (p < 0.001) in the
change from two years and one year before intervention compared to after the intervention. Furthermore, the number of episodes of tonsillitis after the treatment decreased significantly
more in the OMG (0.8 ± 1.88 episodes in total) than the CG (2 ± 2.12) (p = 0.005). Table 3. Analysis of covariance for efficacy of intervention: number of episodes of tonsillitis. Control Group
(n = 35)
Osteopathic Manipulative
Group (n = 66)
Mean
SD (95% CI)
Mean
SD (95% CI)
p-Value
(Time)
p-Value
(Group Time)
p-
Value
(Time)
Two years before
4.49
3.09
(3.19–5.78)
4.20
3.73
(3.25–5.14)
0.721
0.247
<0.001
One year before
5.23
4.30
(3.90–6.55)
4.86
3.76
(3.89–5.83)
0.660
After intervention
2
2.12
(1.33–2.66)
0.80
1.88
(0.32–1.28)
0.005
Two years before vs. after intervention
−2.48
3.59
(−3.84–−1.12)
−3.39
3.15
(−4.38–−2.40)
CG p < 0.001;
OMG p < 0.001
One year before vs. after intervention
−3.22
3.52
(−4.55–−1.89)
−4.06
3.06
(−5.02–−3.09)
CG p < 0.001;
OMG p < 0.001
SD, standard deviation; CI, confidence interval; CG, control group; OMG, osteopathic manipulative group. Analysis of covariance for efficacy of intervention: number of episodes of tonsillitis. Table 3. Analysis of covariance for efficacy of intervention: number of episodes of tonsillitis. SD, standard deviation; CI, confidence interval; CG, control group; OMG, osteopathic manipulative group. 8 of 13 Healthcare 2021, 9, 394
y
ter interventio Figure 4. Number of episodes of tonsillitis two years before, one year before and one year after the
study, in the CG and the OMG. Figure 4. 3.2. Intervention Effects on Tonsillitis 2-Sided)
Chi-Square
Recurrence
31
77.5%
31
39.2%
<0.001
χ2 (1) = 15.57
No recurrence
9
22.5%
48
60.8% In the CG, there was a significant correlation (p = 0.012) between the number of
episodes in the previous year and recurrence at 12 months, but not in OMG (p = 0.095). Additionally, there was no correlation between age and the number of episodes in the
subsequent year (p = 0.950). Five subjects from the OMG and one from the CG did not end
up receiving the planned tonsillectomy, due to the fact that they had presented an average
of 10 episodes in the previous year. Five of them were hypertrophic. p
p
y
yp
p
No patients reported adverse effects, not even soreness, in relation to the manipulation
received, neither in the OMG nor in the CG. 4. Discussion 4. Discussion After childhood, there is a natural tendency for the number of episodes to decrease [1,53],
but in our study, no such trend was found in the previous two years, neither in children
nor in adults. In contrast, the number of episodes of tonsillitis increased from the two years
before to the year before participation in the study. This increase was significant in the
OMG, although not in the CG (p = 0.052), perhaps due to the smaller size of the CG. While the influence of recall bias cannot be ruled out, this increasing trend in tonsillitis
episodes in the previous two years indicates that there was no decreasing trend in tonsillitis
episodes, either natural or due to the treatments received. Therefore, the large decrease in
episodes in the subsequent year observed in both groups does not seem attributable to the
natural course of the disease or to the conventional treatments applied to the subjects in the
sample. Furthermore, it should be remembered that vaccination and the consumption of
immunomodulators [39] the previous year were considered as exclusion criteria. Although
there was a negative correlation between age and the number of episodes in the previous
year, this correlation was small (r = −0.186), and there was no correlation with the number
of episodes in the following year (p = 0.950). Therefore, we can hypothesize that age had
little influence on the long-term result and, therefore, treatment can be considered from
three years of age. y
g
Several studies on tonsillitis describe a decrease of 0.5 to 1 episode on average in the
subsequent year of follow-up in the control group, as shown in a recent clinical practice
guideline [2]. In a study with children and adults, the placebo group obtained 51% of the
cases without relapses in the following year [4,54], although in our CG there was a 22.5%
of cases without relapses. In our sample, the considerable decrease in post-intervention
episodes in CG led us to think that there could be a strong placebo component in both
study groups [55–57]. In one pediatric study about prophylaxis with cefpodoxime versus
placebo [4,58], the number of acute episodes at 12 months was reduced by 84% in the
intervention group compared to 15% in the placebo group. In our sample, the reduction in
the number of episodes of CG infants was much greater (64% fewer episodes, versus 83%
reduction in OMG). 4. Discussion In spite of the importance of results from scientific research in evidence-based practice
for osteopaths [50], there are not many studies about the role of spinal manipulation in
tonsillitis, as previously explained [21,37]. Our study’s main objective was to explore if T9–T10 osteopathic manipulation reduces
the duration of symptoms as well as the number of recurrences in subjects with tonsillitis. Through a randomized clinical trial, we observed that the number of days of resolution of
the episode of tonsillitis was significantly lower in the OMG than in the CG. This result
was only found in adults but not in children. Likewise, the number of episodes of tonsillitis
in the following year decreased significantly in both groups, compared to the previous
year, but significantly more in the T9–T10 manipulation group. In this case, this effect was
found in both adults and children. It should be noted that the follow-up comprised one
whole year. Furthermore, there were no intergroup differences at baseline for any variable, Healthcare 2021, 9, 394 9 of 13 9 of 13 including taking antibiotics. However, the data obtained about the number of episodes
in the previous year and, even more so, two years earlier, may be subject to recall bias. Previous studies reported an overestimation of the frequency of sore throats by parents in
retrospective-prospective studies during childhood [51]. What is more, it has to be taken
into account that children younger than three were excluded due to the low number of
tonsillitis diagnosed in the first year of life, which would affect the reported data for the
previous years. On the other hand, the great improvement in the number of episodes in
the subsequent year in both groups may be influenced by “attention bias” or Hawthorne
effect [52], since the participants received a monthly telephone call from the collaborating
nurse, and they knew they belonged to a clinical trial in which they had received treatment. Regarding the weight of the intervention group with a 2:1 randomization, it was due to
ethical issues and the existence of indications of promising results for the experimental
intervention [37]. Finally, in spite of the fact that the phone follow-up is a reality in both
clinical and research settings [45–48], it is a limitation of the study that, in that it is based
on subjective outcomes of patients’ interview through telephone. 4. Discussion This makes us suppose a strong placebo effect in pediatric age in our
study, which might be increased by the fact that the parents/tutors observed the application
of the procedures. Additionally, it could make the parents/tutors more likely to report a
positive outcome. What is more, before the treatment, patients generally could already be
perceived as very hopeful, possibly because the study center has been involved in research
on this issue for years, with hundreds of cases treated in the region, which could favor the
placebo effect [59]. To this effect, the aforementioned recall bias [51] can be added, which
hypothetically would overestimate the number of episodes in the previous years, while
those in the following year would be better quantified by monthly follow-up calls. In any
case, regardless of the possible placebo effect of both groups, the number of post-treatment
episodes in the OMG was significantly lower compared to the CG. Healthcare 2021, 9, 394 10 of 13 10 of 13 In the same way, although the OMG obtained a significantly faster total resolution of
symptoms than the CG for the current episode, the good short-term results in a number of
CG cases could be partly explained by this placebo effect as well [60]. However, taking up
to two days for the episode to evolve, drug treatment and spontaneous remission can also
explain these data. A Cochrane analysis [3] showed that spontaneous healing occurred in
adults on day three in approximately 40%, and that the antibiotic group healed on average
16 h (0.67 days) earlier than the placebo group (in our sample, 0.36 days formerly the OMG). In clinical practice guidelines [1] it is considered that with adequate therapy, most patients,
especially adolescents and adults, are asymptomatic within 48 h (in our study they were
63.75% of the OMG). Although the objective of our study was not to analyze the possible mechanisms of
action that could explain the results obtained, we think that the neuroendocrine pathway
should be considered. However, we did not evaluate neuroendocrine data, which con-
stitutes a limitation of the study. As previously explained, patients with tonsillitis show
altered cortisol levels [32], which is known to influence the immune response [22,33,34]. The
adrenal glands, which produce cortisol, are innervated by T9 and T10 levels [28–31]. 4. Discussion Fur-
thermore, spinal manipulation may influence the biomarkers of local and systemic inflam-
mation [22,23], and specifically, thoracic manipulation modifies cortisol levels [22,23,35,36]. All of this could influence the evolution of tonsillitis. The correlation observed in CG
between the number of episodes in the previous year and recurrence at 12 months did
not occur in the OMG, which leads us to hypothesize that manipulative treatment may be
effective regardless of the number of previous episodes. In other words, a high number of
episodes in the previous year is a poor prognostic factor for recurrence in the natural course
of tonsillitis, but not after the proposed osteopathic treatment. The fact that six planned
tonsillectomies were avoided (five in the OMG), despite having presented 10 episodes
on average in the previous year and that five of them were hypertrophic, suggests that
manipulative treatment might be proposed prior to decision making or performance of
tonsillectomy, being able to prolong the expectant attitude in some nonurgent cases [2,9,10],
even when the number of previous episodes or the tonsil size suggest a possible poor
evolution. This is supported by the fact that, without adenoid hypertrophy, the size of the
palatine tonsils does not correlate with obstructive sleep apnea syndrome [2]. In our study, no distinction was made between viral and bacterial pharyngo-tonsillitis. However, whether the doctor had prescribed antibiotics or not was controlled, either
due to antistreptolysin O titer (ASOT), clinical suspicion of bacterial infection [38] or by
confirmation by rapid antigen detection tests of GABHS or pharyngeal exudate culture. In
future studies, it would be interesting to perform rapid antigenic detection tests of GABHS,
ASOT titer and/or throat swab culture [53] on all participants to find out if the results of
T9–T10 manipulation are influenced by the etiology of tonsillitis (viral or bacterial). 5. Conclusions During an episode of tonsillitis, the number of days to resolution was significantly
lower after the application of an osteopathic manipulation of the T9–T10 vertebrae com-
pared to the application of a sham manipulation. In most OMG patients, remission of
tonsillitis symptoms was obtained in less than 48 h, but not in CG. In addition, the number
of tonsillitis episodes in the following year was greatly reduced in both groups, significantly
more in OMG than in sham patients. More studies are needed to confirm these results and,
if confirmed, to analyze the possible mechanisms of action. 6. Declaration Ethical approval: This clinical trial was approved by the Ethical Committee for exper-
imentation of the University of Seville, Seville. Informed consent was obtained from all
participants prior to enrollment in the study, and all rights were protected. Transcriptions
were anonymized and treated with strictest confidence. All identifying information was
removed by giving each participant a unique code that was used to attribute comments Healthcare 2021, 9, 394 11 of 13 11 of 13 during analysis. The protocol was performed following the Ethical Principles for Medical
Research in Humans of the Declaration of Helsinki. during analysis. The protocol was performed following the Ethical Principles for Medical
Research in Humans of the Declaration of Helsinki. This trial was registered in the ANZCTR (ACTRN12612000068864). This trial was registered in the ANZCTR (ACTRN12612000068864). Author Contributions: Conceptualization, A.L.-M. and Á.O.-P.-V.; methodology, I.R. and Á.O.-P.-V.;
formal analysis, E.S.R.-L.; investigation, A.L.-M. and I.L.-R.; resources, A.L.-M. and J.O.-P.-V.; data
curation, J.O.-P.-V.; writing—original draft preparation, E.S.R.-L., J.O.-P.-V. and A.L.-M.; writing—
review and editing, I.R. and I.L.-R.; supervision, I.R. and Á.O.-P.-V.; project administration, Á.O.-P.-V. All authors have read and agreed to the published version of the manuscript. Funding: This research received no external funding. Funding: This research received no external funding. Funding: This research received no external funding. Institutional Review Board Statement: The study was conducted according to the guidelines of the
Declaration of Helsinki, and approved by the Ethics Committee of University of Seville (17/12/2011) Informed Consent Statement: Informed consent was obtained from all subjects involved in the
study. Data Availability Statement: The data presented in this study are available on request from the
corresponding author. References 1. Windfuhr, J.P.; Toepfner, N.; Steffen, G.; Waldfahrer, F.; Berner, R. Clinical practice guideline: Tonsillitis I. diagnostics and
nonsurgical management. Eur. Arch. Otorhinolaryngol. 2016, 273, 973–987. [CrossRef] 1. Windfuhr, J.P.; Toepfner, N.; Steffen, G.; Waldfahrer, F.; Berner, R. Clinical practice guideline: T
nonsurgical management. Eur. Arch. Otorhinolaryngol. 2016, 273, 973–987. [CrossRef] 2. Mitchell, R.B.; Archer, S.M.; Ishman, S.L.; Rosenfeld, R.M.; Coles, S.; Finestone, S.A.; Friedman, N.R.; Giordano, T.; Hildrew, D.M.;
Kim, T.W.; et al. Clinical practice guideline: Tonsillectomy in children (update). Otolaryngol. Head Neck Surg. 2019, 160, S1–S42. [CrossRef] A.; Glasziou, P.P.; Del Mar, C.B. Antibiotics for sore throat. Cochrane Database Syst. Rev. 2013, 2013, CD000023. 3. Spinks, A.; Glasziou, P.P.; Del Mar, C.B. Antibiotics for sore throat. Cochrane Database Syst. Rev. 2013 3. Spinks, A.; Glasziou, P.P.; Del Mar, C.B. Antibiotics for sore throat. Cochrane Database Syst. Rev. 2013, 2013, CD000023. [CrossRef]
4. Munck, H.; Jørgensen, A.W.; Klug, T.E. Antibiotics for recurrent acute pharyngo-tonsillitis: Systematic review. Eur. J. Clin. Microbiol. Infect. Dis. 2018, 37, 1221–1230. [CrossRef] 4. Munck, H.; Jørgensen, A.W.; Klug, T.E. Antibiotics for recurrent acute pharyngo-tonsillitis: Systematic review. Eur. J. Clin. Microbiol. Infect. Dis. 2018, 37, 1221–1230. [CrossRef] 5. Windfuhr, J.P.; Toepfner, N.; Steffen, G.; Waldfahrer, F.; Berner, R. Clinical practice guideline: Tonsillitis II. Surgical management. Eur. Arch. Otorhinolaryngol. 2016, 273, 989–1009. [CrossRef] 6. Mitchell, R.B.; Archer, S.M.; Ishman, S.L.; Rosenfeld, R.M.; Coles, S.; Finestone, S.A.; Friedman, N.R.; Giordano, T.; Hildrew, D.M.;
Kim, T.W.; et al. Clinical practice guideline: Tonsillectomy in children (Update)—Executive summary. Otolaryngol. Head Neck
Surg. 2019, 160, 187–205. [CrossRef] g
7. Lee, H.S.; Yoon, H.Y.; Jin, H.J.; Hwang, S.H. The safety and efficacy of powered intracapsular tonsillectomy in children: A
meta-analysis. Laryngoscope 2018, 128, 732–744. [CrossRef] 8. Kim, J.S.; Kwon, S.H.; Lee, E.J.; Yoon, Y.J. Can intracapsular tonsillectomy be an alternative to classical tonsillectomy? A
meta-analysis. Otolaryngol. Head Neck Surg. 2017, 157, 178–189. [CrossRef] Burton, M.J.; Glasziou, P.P.; Chong, L.Y.; Venekamp, R.P. Tonsillectomy or adenotonsillectomy versus non-
chronic/recurrent acute tonsillitis Cochrane Database Syst Rev 2014 2014 CD001802 [CrossRef] n, M.J.; Glasziou, P.P.; Chong, L.Y.; Venekamp, R.P. Tonsillectomy or adenotonsillectomy versus non-surgica 9. Burton, M.J.; Glasziou, P.P.; Chong, L.Y.; Venekamp, R.P. Tonsillectomy or adenotonsillectomy versu
chronic/recurrent acute tonsillitis. Cochrane Database Syst. Rev. 2014, 2014, CD001802. [CrossRef] c/recurrent acute tonsillitis. Cochrane Database Syst. Rev. 2014, 2014, CD001802. [CrossRef] y
10. Alho, O.-P.; Koivunen, P.; Penna, T.; Teppo, H.; Koskela, M.; Luotonen, J. References Tonsillectomy versus watchful waiting in recurrent
streptococcal pharyngitis in adults: Randomised controlled trial. Br. Med. J. 2007, 334, 939–941. [CrossRef] 10. Alho, O.-P.; Koivunen, P.; Penna, T.; Teppo, H.; Koskela, M.; Luotonen, J. Tonsillectomy versus watchful waiting in recurrent
streptococcal phar ngitis in adults Randomised controlled trial Br Med J 2007 334 939 941 [CrossRef] 11. Andreou, N.; Hadjisymeou, S.; Panesar, J. Does tonsillectomy improve quality of life in adults? A systematic literature review. J. Laryngol. Otol. 2013, 127, 332–338. [CrossRef] [PubMed] 12. Koskenkorva, T.; Koivunen, P.; Koskela, M.; Niemela, O.; Kristo, A.; Alho, O.-P. Short-term outcomes of tonsillectomy in adult
patients with recurrent pharyngitis: A randomized controlled trial. Can. Med Assoc. J. 2013, 185, E331–E336. [CrossRef] [PubMed]
13. Burton, M.J.; Pollard, A.J.; Ramsden, J.D.; Chong, L.Y.; Venekamp, R.P. Tonsillectomy for periodic fever, aphthous stomatitis, 13. Burton, M.J.; Pollard, A.J.; Ramsden, J.D.; Chong, L.Y.; Venekamp, R.P. Tonsillectomy for periodic fever, aphthous stomatitis,
pharyngitis and cervical adenitis syndrome (PFAPA). Cochrane Database Syst. Rev. 2014, 11, CD008669. [CrossRef] [PubMed]
14
Byars S G ; Stearns S C ; Boomsma J J Association of long term risk of respiratory allergic and infectious diseases with removal 13. Burton, M.J.; Pollard, A.J.; Ramsden, J.D.; Chong, L.Y.; Venekamp, R.P. Tonsillectomy for periodic fever, aphthous stomatitis,
pharyngitis and cervical adenitis syndrome (PFAPA). Cochrane Database Syst. Rev. 2014, 11, CD008669. [CrossRef] [PubMed]
14. Byars, S.G.; Stearns, S.C.; Boomsma, J.J. Association of long-term risk of respiratory, allergic, and infectious diseases with removal ,
J ;
,
J ;
, J
;
g,
;
p,
y
p
, p
,
pharyngitis and cervical adenitis syndrome (PFAPA). Cochrane Database Syst. Rev. 2014, 11, CD008669. [CrossRef] [PubMed]
14. Byars, S.G.; Stearns, S.C.; Boomsma, J.J. Association of long-term risk of respiratory, allergic, and infectious diseases with removal
of adenoids and tonsils in childhood. JAMA Otolaryngol. Head Neck Surg. 2018, 144, 594–603. [CrossRef] [PubMed]
15. Senska, G.; Atay, H.; Pütter, C.; Dost, P. Long-term results from tonsillectomy in adults. Dtsch. Aerzteblatt Int. 2015, 112, 849–855. g
p
y
p
p
pharyngitis and cervical adenitis syndrome (PFAPA). Cochrane Database Syst. Rev. 2014, 11, CD008669. [CrossRef] [PubMed]
14. Byars, S.G.; Stearns, S.C.; Boomsma, J.J. Association of long-term risk of respiratory, allergic, and infectious diseases with removal
of adenoids and tonsils in childhood. JAMA Otolaryngol. Head Neck Surg. 2018, 144, 594–603. [CrossRef] [PubMed] of adenoids and tonsils in childhood. JAMA Otolaryngol. Head Neck Surg. 2018, 144, 594–603. y
y
p
g
y g
g
18.
Surgical Operations and Procedures Performed in Hospitals by ICD-9-CM. Available online: https:/
statistics-explained/pdfscache/37391.pdf (accessed on 28 January 2021). References Low morning serum
cortisol levels in children with tonsillar hypertrophy and moderate-to-severe OSA. Sleep 2013, 36, 1349–1354. [CrossRef] [PubMed]
33. Oster, H.; Challet, E.; Ott, V.; Arvat, E.; De Kloet, E.R.; Dijk, D.-J.; Lightman, S.; Vgontzas, A.; Van Cauter, E. The functional and
clinical significance of the 24 h rhythm of circulating glucocorticoids Endocr Rev 2017 38 3 45 [CrossRef] 33. Oster, H.; Challet, E.; Ott, V.; Arvat, E.; De Kloet, E.R.; Dijk, D.-J.; Lightman, S.; Vgontzas, A.; Van Cauter, E. The functional and
clinical significance of the 24-h rhythm of circulating glucocorticoids. Endocr. Rev. 2017, 38, 3–45. [CrossRef] ster, H.; Challet, E.; Ott, V.; Arvat, E.; De Kloet, E.R.; Dijk, D.-J.; Lightman, S.; Vgontzas, A.; Van Cauter, E. T
nical significance of the 24-h rhythm of circulating glucocorticoids. Endocr. Rev. 2017, 38, 3–45. [CrossRef] j
J
g
g
gnificance of the 24-h rhythm of circulating glucocorticoids. Endocr. Rev. 2017, 38, 3–45. [CrossRef] 34. Lightman, S.L.; Birnie, M.T.; Conway-Campbell, B.L. Dynamics of ACTH and cortisol secretion and implications for disease. Endocr. Rev. 2020, 1–21. [CrossRef] 35. Sampath, K.K.; Katare, R.; Tumilty, S. Stress axis and osteopathy: A dual hormone approach. Int. J. Osteopat. Med. 2019, 1–7. [CrossRef] 36. Sampath, K.K.; Botnmark, E.; Mani, R.; Cotter, J.D.; Katare, R.; Munasinghe, P.E.; Tumilty, S. Neuroendo
a thoracic spinal manipulation in healthy men. J. Orthop. Sports Phys. Ther. 2017, 47, 617–627. [CrossRe K.K.; Botnmark, E.; Mani, R.; Cotter, J.D.; Katare, R.; Munasinghe, P.E.; Tumilty, S. Neuroendocrine response ath, K.K.; Botnmark, E.; Mani, R.; Cotter, J.D.; Katare, R.; Munasinghe, P.E.; Tumilty, S. Neuroendocrine resp
acic spinal manipulation in healthy men. J. Orthop. Sports Phys. Ther. 2017, 47, 617–627. [CrossRef] g
y
p
c spinal manipulation in healthy men. J. Orthop. Sports Phys. Ther. 2017, 47, 617–627. [CrossRef] 37. Luceño Mardones, A. Tratamiento de la amigdalitis mediante manipulación osteopática de las vértebras T8 a T12 hipomóviles. Rev. Científica Ter. Man. Osteopat. 2004, 17, 13–32. fi
p
38. World Medical Association. World medical association declaration of Helsinki: Ethical principles for medical research involving
human subjects. J. Am. Med. Assoc. 2013, 310, 2191–2194. [CrossRef] 39. Sánchez-Rodríguez, C.; Peraza Cruces, K.R.; Rodrigáñez Riesco, L.; García-Vela, J.; Sanz-Fernández, R. Immunomodulatory effect
of Polypodium leucotomos (Anapsos) in child palatine tonsil model. Int. J. Pediatr. Otorhinolaryngol. 2018, 107, 56–61. [CrossRef]
[PubMed] 40. Fisher, L.R.; Alvar, B.A.; Maher, S.F.; Cleland, J.A. References [CrossRef] [PubMed]
15. Senska, G.; Atay, H.; Pütter, C.; Dost, P. Long-term results from tonsillectomy in adults. Dtsch. Aerzteblatt Int. 2015, 112, 849–855. [CrossRef] J
y g
g
[
] [
]
15. Senska, G.; Atay, H.; Pütter, C.; Dost, P. Long-term results from tonsillectomy in adults. Dtsch. Aerzteblatt Int. 2015, 112, 849–855. [CrossRef] [
]
16. Greig, S.R. Current perspectives on the role of tonsillectomy. J. Paediatr. Child Health. 2017, 53, 1065–1070. [CrossRef]
17. Amoils, M.; Chang, K.W.; Saynina, O.; Wise, P.H.; Honkanen, A. Postoperative complications in pediatric tonsillectomy and
adenoidectomy in ambulatory vs inpatient settings JAMA Otolaryngol Head Neck Surg 2016 142 344 350 [CrossRef] [PubMed] 16. Greig, S.R. Current perspectives on the role of tonsillectomy. J. Paediatr. Child Health. 2017, 53, 1065–1070. [CrossRef] 16. Greig, S.R. Current perspectives on the role of tonsillectomy. J. Paediatr. Child Health. 2017, 53, 1065–1070. [CrossRef]
17. Amoils, M.; Chang, K.W.; Saynina, O.; Wise, P.H.; Honkanen, A. Postoperative complications in pediatric tonsillectomy and
adenoidectomy in ambulatory vs inpatient settings. JAMA Otolaryngol. Head Neck Surg. 2016, 142, 344–350. [CrossRef] [PubMed]
18. Surgical Operations and Procedures Performed in Hospitals by ICD-9-CM. Available online: https://ec.europa.eu/eurostat/
statistics-explained/pdfscache/37391.pdf (accessed on 28 January 2021). Healthcare 2021, 9, 394 12 of 13 12 of 13 19. Huang, C.-G.; Huang, Y.-S.; Chen, N.-H.; Li, H.-Y.; Fang, T.-J.; Hsu, J.-F.; Lai, H.-C.; Chen, J.-Y.; Lee, L.-A. Relationships among
and predictive values of obesity, inflammation markers, and disease severity in pediatric patients with obstructive sleep apnea
before and after adenotonsillectomy. J. Clin. Med. 2020, 9, 579. [CrossRef] y
20. Templier, L.; Rossi, C.; Miguez, M.; Pérez, J.D.L.C.; Curto, A.; Albaladejo, A.; Vich, M.L. Combined
treatments in children with OSA: A systematic review. J. Clin. Med. 2020, 9, 2387. [CrossRef] 20. Templier, L.; Rossi, C.; Miguez, M.; Pérez, J.D.L.C.; Curto, A.; Albaladejo, A.; Vich, M.L. Combined surgical and orthodontic
treatments in children with OSA: A systematic review. J. Clin. Med. 2020, 9, 2387. [CrossRef]
21. Lewit, K. Manipulative Therapy in Rehabilitation of the Locomotor System, 3rd ed.; Butterworth Heinemann: Oxford, UK, 1999; 21. Lewit, K. Manipulative Therapy in Rehabilitation of the Locomotor System, 3rd ed.; Butterworth Heinem
pp. 21–23, 282–283. pp
22. Kovanur-Sampath, K.; Mani, R.; Cotter, J.; Gisselman, A.S.; Tumilty, S. Changes in biochemical markers following spinal
manipulation-a systematic review and meta-analysis. Musculoskelet. Sci. Pract. 2017, 29, 120–131. [CrossRef] 23. Plaza-Manzano, G.; Molina-Ortega, F.; Lomas-Vega, R.; Martínez-Amat, A.; Achalandabaso-Ochoa, A.; Hita-Contreras, F. References Changes
in biochemical markers of pain perception and stress response after spinal manipulation. J. Orthop. Sports Phys. Ther. 2014, 44,
231–239. [CrossRef] 24. Nielsen, S.M.; Tarp, S.; Christensen, R.; Bliddal, H.; Klokker, L.; Henriksen, M. The risk associated with spinal manipulation: An
overview of reviews. Syst. Rev. 2017, 6, 64. [CrossRef] 25. Gorrell, L.M.; Engel, R.M.; Brown, B.; Lystad, R.P. The reporting of adverse events following spinal manipulation in randomized
clinical trials—A systematic review. Spine J. 2016, 16, 1143–1151. [CrossRef] 26. Kranenburg, H.; Schmitt, M.; Puentedura, E.; Luijckx, G.; van der Schans, C. Adverse events associated with the use of cervical
spine manipulation or mobilization and patient characteristics: A systematic review. Musculoskelet. Sci. Pract. 2017, 28, 32–38. [CrossRef] 27. Carnes, D.; Mars, T.S.; Mullinger, B.; Froud, R.; Underwood, M. Adverse events and manual therapy: A systematic review. Man. Ther. 2010, 15, 355–363. [CrossRef] [PubMed] 28. Tomlinson, A.; Coupland, R.E. The innervation of the adrenal gland. IV. Innervation of the rat adrenal medulla from birth to old
age. A descriptive and quantitative morphometric and biochemical study of the innervation of chromaffin cells and adrenal
medullary neurons in Wistar rats. J. Anat. 1990, 169, 209–236. [PubMed] y
29. Kesse, W.K.; Parker, T.L.; Coupland, R.E. The innervation of the adrenal gland. I. The source of pre- and postganglionic nerve
fibres to the rat adrenal gland. J. Anat. 1988, 157, 33–41. [PubMed] 30. Mohamed, A.A.; Parker, T.L.; Coupland, R.E. The innervation of the adrenal gland. II. The source of spinal afferent nerve fibres to
the guinea-pig adrenal gland. J. Anat. 1988, 160, 51–58. 30. Mohamed, A.A.; Parker, T.L.; Coupland, R.E. The innervation of the adrenal gland. II. The so
the guinea-pig adrenal gland. J. Anat. 1988, 160, 51–58. g
p g
g
31. Testud, L. Tratado de Anatomía Humana (Tomo III); Salvat: Barcelona, Spain, 1978; p. 1131. 32. Malakasioti, G.; Alexopoulos, E.I.; Varlami, V.; Chaidas, K.; Liakos, N.; Gourgoulianis, K.; Kaditis, A.G. Low morning serum
cortisol levels in children with tonsillar hypertrophy and moderate-to-severe OSA. Sleep 2013, 36, 1349–1354. [CrossRef] [PubMed]
33
O t
H Ch ll t E Ott V A
t E D Kl
t E R Dijk D J Li ht
S V
t
A V
C
t
E Th f
ti
l
d 32. Malakasioti, G.; Alexopoulos, E.I.; Varlami, V.; Chaidas, K.; Liakos, N.; Gourgoulianis, K.; Kaditis, A.G. References Short-term effects of thoracic spine thrust manipulation, exercise, and education
in individuals with low back pain: A randomized controlled trial. J. Orthop. Sports Phys. Ther. 2020, 50, 24–32. [CrossRef]
[PubMed] 41. De Oliveira, R.F.; Liebano, R.E.; Costa, L.D.C.M.; Rissato, L.L.; Costa, L.O.P. Immediate effects of region-specific and non-region-
specific spinal manipulative therapy in patients with chronic low back pain: A randomized controlled trial. Phys. Ther. 2013, 93,
748–756. [CrossRef] [PubMed] [
] [
]
artman, L. Handbook of Osteopathic Technique, 3rd ed.; Stanley Thornes: Cheltenham, UK, 1997; pp. 116–130. f
p
q
y
pp
43. Le Corre, F.; Rageot, E. Manipulaciones Vertebrales; Masson: Barcelona, Spain, 1990; pp. 143–147. 43. Le Corre, F.; Rageot, E. Manipulaciones Vertebrales; Masson: Barcelona, Spain, 1990; pp. 143–147. 44. Maigne, R. Manipulaciones Columna Vertebral y Extremidades; Norma: Madrid, Spain, 1997; p. 54. 45. Brueton, V.C.; Tierney, J.; Stenning, S.; Harding, S.; Meredith, S.; Nazareth, I.; Rait, G. Strategies to improve retention in
randomised trials. Cochrane Database Syst. Rev. 2013, MR000032–126. [CrossRef] 46. Elnicki, D.M.; The TELI Group; Ogden, P.; Flannery, M.; Hannis, M.; Cykert, S. Telephone medicine for internists. J. Gen. Intern. Med. 2000, 15, 337–343. [CrossRef] Healthcare 2021, 9, 394 13 of 13 13 of 13 47. Downes, M.J.; Mervin, M.C.; Byrnes, J.M.; Scuffham, P.A. Telephone consultations for general practice: A systematic review. Syst. Rev. 2017, 6, 1–6. [CrossRef] [PubMed] [
] [
]
48. Flodgren, G.; Rachas, A.; Farmer, A.J.; Inzitari, M.; Shepperd, S. Interactive telemedicine: Effects on professional practice and
health care outcomes. Cochrane Database Syst. Rev. 2015, 2015, CD002098. [CrossRef]
49
Field A Discovering Statistics Using IBM SPSS Statistics 3rd ed ; Sage Publication: London UK 2013 48. Flodgren, G.; Rachas, A.; Farmer, A.J.; Inzitari, M.; Shepperd, S. Interactive telemedicine: Effects on p
health care outcomes. Cochrane Database Syst. Rev. 2015, 2015, CD002098. [CrossRef] y
g Statistics Using IBM SPSS Statistics, 3rd ed.; Sage Publication: London, UK, 2013. y
49. Field, A. Discovering Statistics Using IBM SPSS Statistics, 3rd ed.; Sage Publication: London, UK, 2013. 50. Fernández-Domínguez, J.C.; Escobio-Prieto, I.; Sesé-Abad, A.; Jiménez-López, R.; Romero-Franco, N.; Oliva-Pascual-Vaca, Á. Health sciences—Evidence based practice questionnaire (HS-EBP): Normative data and differential profiles in spanish osteopathic
professionals. Int. J. Environ. Res. Public Health 2020, 17, 8454. [CrossRef] [PubMed] 51. Capper, R.; Canter, R.J. How well do parents recognize the difference between tonsillitis and other sore throats? Clin. Otolaryngol. 2001, 26, 458–464. [CrossRef] 52. References McCambridge, J.; Witton, J.; Elbourne, D.R. Systematic review of the Hawthorne effect: New co
research participation effects. J. Clin. Epidemiol. 2014, 67, 267–277. [CrossRef] 53. Georgalas, C.C.; Tolley, N.S.; Narula, P.A. Tonsillitis. BMJ Clin Evid. 2014, 2014, 1–14. [CrossRef] 53. Georgalas, C.C.; Tolley, N.S.; Narula, P.A. Tonsillitis. BMJ Clin Evid. 2014, 2014, 1–14. [CrossRef] 54. Lildholdt, T.; Doessing, H.; Lyster, M.; Outzen, K. The natural history of recurrent acute tonsillitis and a clinical trial of
azithromycin for antibiotic prophylaxis. Clin. Otolaryngol. Allied Sci. 2003, 28, 371–373. [CrossRef] 55. Cerritelli, F.; Verzella, M.; Cicchitti, L.; D’Alessandro, G.; Vanacore, N. The paradox
osteopathy: A systematic review. Medicine 2016, 95, e4728. [CrossRef] 56. Bishop, F.L.; Coghlan, B.; Geraghty, A.W.; Everitt, H.; Little, P.; Holmes, M.M.; Seretis, D.; Lewith, G. What techniques might be
used to harness placebo effects in non-malignant pain? A literature review and survey to develop a taxonomy. BMJ Open 2017, 7,
1–12. [CrossRef] 57. Benedetti, F. Placebo and the new physiology of the doctor-patient relationship. Physiol. Rev. 2013, 93, 57. Benedetti, F. Placebo and the new physiology of the doctor-patient relationship. Physiol. Rev. 2013, 93, 1207–1246. [CrossRef]
58. Mora, R.; Salami, A.; Mora, F.; Cordone, M.P.; Ottoboni, S.; Passali, G.C.; Barbieri, M. Efficacy of cefpodoxime in the prophylaxis
of recurrent pharyngotonsillitis Int J Pediatr Otorhinolaryngol 2003 67 S225–S228 [CrossRef] 58. Mora, R.; Salami, A.; Mora, F.; Cordone, M.P.; Ottoboni, S.; Passali, G.C.; Barbieri, M. Efficacy of cefpodoxime in the prophylaxis
of recurrent pharyngotonsillitis. Int. J. Pediatr. Otorhinolaryngol. 2003, 67, S225–S228. [CrossRef] Mora, R.; Salami, A.; Mora, F.; Cordone, M.P.; Ottoboni, S.; Passali, G.C.; Barbieri, M. Efficacy of cefpodo
of recurrent pharyngotonsillitis. Int. J. Pediatr. Otorhinolaryngol. 2003, 67, S225–S228. [CrossRef] 59. Sanders, A.E.; Slade, G.D.; Fillingim, R.B.; Ohrbach, R.; Arbes, S.J.; Tchivileva, I.E. Effect of treatment expectation on placebo
response and analgesic efficacy: A secondary aim in a randomized clinical trial. JAMA Netw. Open 2020, 3, e202907. [CrossRef]
60. Olsson, B. Effect of patients’ expectations on recovery from acute tonsillitis. Fam. Pr. 1989, 6, 188–192. [CrossRef] 59. Sanders, A.E.; Slade, G.D.; Fillingim, R.B.; Ohrbach, R.; Arbes, S.J.; Tchivileva, I.E. Effect of treatment expectation on placebo
response and analgesic efficacy: A secondary aim in a randomized clinical trial. JAMA Netw. Open 2020, 3, e202907. [CrossRef]
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https://openalex.org/W2547287412
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http://www.nomos-elibrary.de/10.5771/0506-7286-1999-4-434.pdf
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German
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Zur Entstehung eines Verwaltungsrechts in der Volksrepublik China
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Verfassung und Recht in Übersee
| 1,999
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cc-by
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Zur Entstehung eines Verwaltungsrechts in der
Volksrepublik China! Zur Entstehung eines Verwaltungsrechts in der
Volksrepublik China! Von Ingwer Ebsen 2
Herbert-Krüger-Gedächtnisvorlesung auf der 24. Tagung des Arbeitskreises Überseeische Verfas
sungsvergleichung vom 25 - 27. Juni 1 999 in FrankfurtlMain.
Der Beitrag beruht u.a. auf Informationen, die der Verfasser 1998 in mehreren rechtsvergleichen
den Seminaren zum deutschen und chinesischen Verwaltungsrecht gewonnen hat, welche gemein
sam von der Gesellschaft für Technische Zusammenarbeit (GTZ) und der Nationalen Verwal
tungshochschule, Peking, veranstaltet worden waren. Ergänzt wurden dieselben durch sehr inten
sive Diskussionen während eines Forschungs- und Lehraufenthalts im März 1 999 an der Südzen
tralen Universität für Politische Wissenschaft und Recht in Wuhan. Herrn Professor Fang Si-rong
von der dortigen Universität habe ich zu danken für geduldiges Erläutern der rechtlichen Hinter
gründe für manche verwaltungsprozessuale Einzelheit. 2
Herbert-Krüger-Gedächtnisvorlesung auf der 24. Tagung des Arbeitskreises Überseeische Verfas
sungsvergleichung vom 25 - 27. Juni 1 999 in FrankfurtlMain.
Der Beitrag beruht u.a. auf Informationen, die der Verfasser 1998 in mehreren rechtsvergleichen
den Seminaren zum deutschen und chinesischen Verwaltungsrecht gewonnen hat, welche gemein
sam von der Gesellschaft für Technische Zusammenarbeit (GTZ) und der Nationalen Verwal
tungshochschule, Peking, veranstaltet worden waren. Ergänzt wurden dieselben durch sehr inten
sive Diskussionen während eines Forschungs- und Lehraufenthalts im März 1 999 an der Südzen
tralen Universität für Politische Wissenschaft und Recht in Wuhan. Herrn Professor Fang Si-rong
von der dortigen Universität habe ich zu danken für geduldiges Erläutern der rechtlichen Hinter
gründe für manche verwaltungsprozessuale Einzelheit.
Zu den Verhältnissen seit Gründung der Volksrepublik China (VRC) siehe Edgar Tomson I Jyun
hsyong Su, Regierung und Verwaltung der Volksrepublik China, Köln 1 972, insbes. S. 1 14 ff.;
156 ff.; 281 ff.
Textabdruck der amtlichen deutschen Übersetzung der Verfassung vom 20.9. 1954 bei Tomson I
Su (Fn. 2), S. 375 ff. Herbert-Krüger-Gedächtnisvorlesung auf der 24. Tagung des Arbeitskreises Überseeische Verfas
sungsvergleichung vom 25 - 27. Juni 1 999 in FrankfurtlMain. 1.
Die Tendenz zur Verrechtlichung der chinesischen Administration und ihrer
Außenbeziehungen 1. Die Tendenz zur Verrechtlichung der chinesischen Administration und ihrer
Außenbeziehungen Es bedarf der Rechtfertigung, bezogen auf ein Land von der "Entstehung eines Verwal
tungsrechts" zu sprechen, dessen wesentliche politische Strukturen traditionell eine
durchorganisierte und komplexe Verwaltung aufgewiesen haben.2 Selbstverständlich hat es
bereits im nach 1 949 aufgebauten und mit der Verfassung von 1 9543 strukturierten System
der Volksrepublik China insofern eine Unmenge an "Verwaltungsrecht" gegeben, als die
bürokratische Lenkung von Wirtschaft und Bevölkerung durch generelle, staatlicherseits
gesetzte Normen stattfand. Seit einiger Zeit gibt es aber etwas für China Neues, nämlich
eine Verrechtlichung sowohl der Staatsorganisation als auch der Beziehungen von Staat
und privatem Sektor. Als Zäsur kann vereinfachend das Ende der Kulturrevolution und die 2
Herbert-Krüger-Gedächtnisvorlesung auf der 24. Tagung des Arbeitskreises Überseeische Verfas
sungsvergleichung vom 25 - 27. Juni 1 999 in FrankfurtlMain. Der Beitrag beruht u.a. auf Informationen, die der Verfasser 1998 in mehreren rechtsvergleichen
den Seminaren zum deutschen und chinesischen Verwaltungsrecht gewonnen hat, welche gemein
sam von der Gesellschaft für Technische Zusammenarbeit (GTZ) und der Nationalen Verwal
tungshochschule, Peking, veranstaltet worden waren. Ergänzt wurden dieselben durch sehr inten
sive Diskussionen während eines Forschungs- und Lehraufenthalts im März 1 999 an der Südzen
tralen Universität für Politische Wissenschaft und Recht in Wuhan. Herrn Professor Fang Si-rong
von der dortigen Universität habe ich zu danken für geduldiges Erläutern der rechtlichen Hinter
gründe für manche verwaltungsprozessuale Einzelheit. 2 2
Zu den Verhältnissen seit Gründung der Volksrepublik China (VRC) siehe Edgar Tomson I Jyun
hsyong Su, Regierung und Verwaltung der Volksrepublik China, Köln 1 972, insbes. S. 1 14 ff.;
156 ff.; 281 ff. 2
Zu den Verhältnissen seit Gründung der Volksrepublik China (VRC) siehe Edgar Tomson I Jyun
hsyong Su, Regierung und Verwaltung der Volksrepublik China, Köln 1 972, insbes. S. 1 14 ff.;
156 ff.; 281 ff. Textabdruck der amtlichen deutschen Übersetzung der Verfassung vom 20.9. 1954 bei Tomson I
Su (Fn. 2), S. 375 ff. Textabdruck der amtlichen deutschen Übersetzung der Verfassung vom 20.9. 1954 bei Tomson I
Su (Fn. 2), S. 375 ff. 4
5
Zu dessen Grundsatzrede vom 1 8.8. 1980 über die Reform der Führungssysteme in Partei und
Staat siehe Robert Heuser, Die Bemühungen um Verwaltungsrecht und Verwaltungsrechtswissen
schaft in der Volksrepublik China, DÖV 1 988, S. 17. 5
6
Zu Reformen in Richtung auf eine stärkere Verselbständigung von Rekrutierung, Weiterbildung
und Einsatz des Administrativpersonals siehe lohn P. Bums, Chinese Civil Service Reform: the
1 3th Party Congress Proposals, The China Quarterly 1 989, S. 739 ff. ; T. c. Lam / Hon S. Chan,
Designing China s Ci viI Service System: General Principles and Realities, in: International Jour
nal of Public Administration 1 8 ( 1995), S. 1 297 - 1 332. 1.
Die Tendenz zur Verrechtlichung der chinesischen Administration und ihrer
Außenbeziehungen 5 "Art. 5 Der Staat wahrt die Einheitlichkeit und die Unverbrüchlichkeit des sozialisti
schen Rechtssystems. Keine Gesetze oder Administrativvorschriften oder lokale Vorschriften dürfen
der Verfassung widersprechen. Alle Staatsorgane, die Streitkräfte, alle politischen Parteien und öffentlichen
Organisationen und alle Unternehmen und Einrichtungen sind an die Verfassung
und das Gesetz gebunden. Alle Handlungen, welche die Verfassung und das Gesetz
verletzen, sind zu ermitteln. Keine Organisation und kein Individuum hat das Privileg, über der Verfassung
oder dem Gesetz zu stehen." Hier dürfte die explizite Einbeziehung "politischer Parteien" und die Verneinung des "Pri
vilegs", über dem gesetzten Recht zu stehen, nur als Betonung der Abkehr von dem zuvor
praktizierten System verstanden werden können. Die andere Grundentscheidung, welche eine Verrechtlichung der "Außenverhältnisse" des
Staates geradezu notwendig machte, ist die - zumindest weitgehende - Trennung eines
auch immer mehr die Ökonomie umfassenden privaten Sektors vom politisch-administrati
ven System. Diese Entwicklungen sind zwar - im Hinblick auf die recht kurze Zeitspanne
seit der Umorientierung - schon bemerkenswert weit gediehen, aber bei weitem noch nicht
abgeschlossen. Dazu nur der Hinweis auf den staatseigenen Sektor der Wirtschaft und auf
die Rolle der Kommunistischen Partei Chinas (KPC) im politisch-administrativen System. Dennoch kann im Ansatz von einem Prozeß der Ausdifferenzierung von Staat und Gesell
schaft gesprochen werden, dessen Motor sicherlich die Ökonomie ist. Die Option für das Recht als Medium staatlicher Steuerung führt dazu, daß - dringlicher als
t
l
htli h R
l
öti
d
fü Die Option für das Recht als Medium staatlicher Steuerung führt dazu, daß - dringlicher als Die Option für das Recht als Medium staatlicher Steuerung führt dazu, daß - dringlicher als
zuvor - zentrale rechtliche Regelungen nötig werden für: zuvor - zentrale rechtliche Regelungen nötig werden für: zuvor - zentrale rechtliche Regelungen nötig werden für: die Errichtung und Organisation von Behörden, die Begründung und Abgrenzung von Verwaltungskompetenzen, die Gestaltung der Verwaltungsverfahren und die Beziehung zwischen dem Staat und den Rechtssubjekten des privaten bzw. quasi
pri vaten Sektors. die Beziehung zwischen dem Staat und den Rechtssubjekten des privaten bzw. quasi
pri vaten Sektors. Das sind die typischen Felder von Verwaltungsrecht: das Verwaltungsorganisationsrecht,
das materielle Verwaltungsrecht und das Verwaltungsverfahrensrecht. 1.
Die Tendenz zur Verrechtlichung der chinesischen Administration und ihrer
Außenbeziehungen 434 Verfassung und Recht in Übersee (VRÜ) 32 (1999) Verfassung und Recht in Übersee (VRÜ) 32 (1999) Umorientierung der chinesischen Politik und Wirtschaft durch Deng Xiaoping gewählt
werden.4 Umorientierung der chinesischen Politik und Wirtschaft durch Deng Xiaoping gewählt
werden.4 Diese Umorientierung brachte auch für die Administration und das Verhältnis von Staat
und sich entwickelndem privaten Sektor eine allmähliche Ums teuerung, die sich als Ver
bindung von zwei Grundentscheidungen ausdrücken läßt. Die eine ist die Option für das
Recht als vorrangiges Medium staatlicher Steuerung. Zwar enthielt auch bereits Art. 1 8 der
Verfassung von 1 954 die Pflicht aller in den staatlichen Organen beschäftigten Funktio
näre, die Verfassung und das Gesetz zu achten. Jedoch war allgemein klar, daß dies nur
nach Maßgabe der Entscheidungen der Organe der Partei auf den jeweiligen Ebenen galt,
deren führende Rolle allerdings im Text der Verfassung nur in der Präambel angesprochen
war und ist. Auch war die Funktion des Rechts als Steuerungsmedium dadurch relativiert,
daß (mit der Kulturrevolution als Höhepunkt dieses Konzepts) zum einen - man könnte
sagen "von unten" - die Gesellschaft und der Staat durch Massenkampagnen auf Linie
gebracht wurden und zum anderen - "von oben" - die Orientierung und Loyalität der
"Kader" durch die entscheidende Rolle der Partei bei Rekrutierung, Ausbildung und Ein
satz der Funktionäre in Staat und Wirtschaft gesichert wurden.5 Man könnte sagen, daß
insofern im Verhältnis zur Steuerung durch Massenorganisationen, Massenkampagnen und
persönliche Loyalität des Herrschaftspersonals die Steuerung durch Recht nur sekundären
und instrumentellen Charakter hatte. Demgegenüber dürfte - mit einer gewissen Vorsicht
und dem Hinweis, daß es sich um eine längerfristige Entwicklung handelt - das entspre
chende Gebot in Art. 5 der Verfassung der Volksrepublik China (VRC)6 schon in seinem
Wortlaut die Veränderung ausdrücken. Die Vorschrift lautet: 6
Text der 1 983 vollständig revidierten Verfassung in der erneut geänderten Fassung von 1 993;
Laws of the People's Republic of China 1 993, herausgegeben vom Ständigen Ausschuß des
Nationalen Volkskongresses, Foreign Language Press, Beijing 1 995. Die Änderungen durch den
Nationalen Volkskongreß im März 1 999 sind noch nicht berücksichtigt. Sie betreffen den Gegen
stand insofern, als u.a. ein Text aufgenommen wurde, welcher vom Amt für Öffentlichkeitsarbeit
folgendermaßen zitiert wurde: "The People's Republic of China exercises the rule of law, building
a socialist country governed according to law." (http;//www.prc50.com). Soweit nichts anderes
gesagt ist, sind alle Gesetzeszitate eigene Übersetzungen der genannten amtlichen englischspra
ehigen Ausgabe. 435 /0506
– "Art. 1.
Die Tendenz zur Verrechtlichung der chinesischen Administration und ihrer
Außenbeziehungen In all diesen Feldern
hat die VRC seit 1 980 erhebliche Mengen an Recht produziert, die selbst dann bemerkens
wert sind, wenn man sich auf die heiden Hauptinstrumente zentraler Rechtsetzung konzen
triert, nämlich die Gesetze des Nationalen Volkskongresses (NVK) oder seines ihn außer
halb der Sitzungs perioden vertretenden Ständigen Ausschusses und die praktisch gesetzes
gleichen Verordnungen des Staatsrates als der zentralen Regierung. 436 Verfassung und Recht in Übersee (VRÜ) 32 (1999) Noch eine weitere Option ergibt sich fast notwendig aus den skizzierten Grundentschei
dungen für die Verrechtlichung des Verhältnisses von Staat und Gesellschaft, nämlich
diejenige für das subjektive öffentliche Recht und damit verbunden diejenige für gerichtli
chen Rechtsschutz im Verhältnis zwischen den privaten Rechtssubjekten und der staatli
chen Administration. Und auch auf diesem Gebiet hat es eine beachtliche Entwicklung
gegeben, die von zunächst eher punktuellen Rechtsschutzmöglichkeiten im Rahmen des
Zivilprozeßgesetzes zu einem immer noch enumerativen, aber doch weitgehenden Verwal
tungsrechtsschutz mit eigenständigem Verwaltungsprozeßrecht geführt hat. Die folgenden Darlegungen werden sich auf drei Gegenstände konzentrieren, nämlich die
Verwaltungsorganisation, den verwaltungsrechtlichen Normenbestand und die Rechtskon
trolle des administrativen Handeins. Letztes ist insofern von besonderem Interesse, als hier
die Ansätze für die Entwicklung eines Allgemeinen Verwaltungsrechts liegen. Die einzel
nen Zweige des Besonderen Verwaltungsrechts tauchen dabei nur im Überblick über wich
tige neuere Gesetze auf. 2.
Die Grundzüge der Verwaltungsorganisation Die Verwaltungsorganisation ist in den Grundzügen vorgezeichnet in der Verfassung und
im Detail ausgeführt in einer Reihe von Organisationsgesetzen. Hervorgehoben seien die
folgenden Gesetze in den Fassungen, die sie ab dem Beginn der neuen Entwicklung erhal
ten haben: Organisationsgesetz für die regionalen und lokalen Volkskongresse und Volksregierun
gen ( 1 979)7
8 Organisationsgesetz für die Volksgerichte ( 1 979)8 Organisationsgesetz für die Volksstaatsanwaltschaften (1 979)9
10 Organisationsgesetz für den nationalen Volkskongreß (1 982) 10
1 1 Organisationsgesetz für den Staatsrat ( 1982)1 1
12 Gesetz über regionale nationale Autonomie ( 1 984) 12
13 Dorfkomiteegesetz (vorläufig) ( 1 987) 13 Dorfkomiteegesetz (vorläufig) ( 1 987) 13
14 Organisationsgesetz für die städtischen Wohnbezirkskomitees (1 989) 14 7
8
Laws of the People's Republic of China 1 979 - 1982, S. 50. Laws of the People's Repub1ic of China 1 979 - 1 982, S. 7 1 . 9
Laws of the People's Repub1ic of China 1 979 - 1982, S. 80. 10 Laws of the Peop1e's Republic of China 1 979 - 1982, S. 334. 1 1 Laws of the People's Republic of China 1979 - 1982, S . 343. 12 Laws of the Peop1e's Republic of China 1 983 - 1986, S. 87. 13 Laws of the People's Republic of China 1 987 - 1989, S. 6 1 . 7
8
Laws of the People's Republic of China 1 979 - 1982, S. 50. Laws of the People's Repub1ic of China 1 979 - 1 982, S. 7 1 . 9
Laws of the People's Repub1ic of China 1 979 - 1982, S. 80. 10 Laws of the Peop1e's Republic of China 1 979 - 1982, S. 334. 1 1 Laws of the People's Republic of China 1979 - 1982, S . 343. 12 Laws of the Peop1e's Republic of China 1 983 - 1986, S. 87. 13 Laws of the People's Republic of China 1 987 - 1989, S. 6 1 . 437 Die gesamte Organisationsstruktur ist gekennzeichnet durch ein nicht aufgelöstes Neben
einander von zwei Organisationsprinzipien. Einerseits entdecken wir einen Stufenbau der
Verwaltung, der in gewisser Hinsicht an unsere föderale Verwaltungsorganisation unter
Einbeziehung der kommunalen Selbstverwaltung erinnert. Es gibt eine im Prinzip fünfstu
fige Aufbauorganisation 15, nämlich den Zentralstaat, die Provinzen, autonomen Regionen und zentralstaatsunmittelbaren Großstädte, die Präfekturen und provinzunmittelbaren Städte, die Landkreise und Bezirke der provinzunmittelbaren Städte, die Kleingemeinden und Stadtteile. 15 Dazu in knapper Darstellung Qingkui. Xie, Der Aufbau und die Funktionen des regionalen Ver-
waltungssystems in China , in: Siedentopf, Heinrich. Öffnung und Kooperation, Baden-Baden
1 997, S. 47 - 52. 14
15
Laws of the People's Republic of China 1987 - 1 989, S. 327. 2.
Die Grundzüge der Verwaltungsorganisation Auf den vier oberen Ebenen gibt es eine im Prinzip einheitliche Grundstruktur. Das jeweils
höchste Organ ist der Volkskongreß mit einem Ständigen Ausschuß als seinem alltäglichen
Entscheidungsorgan. Vom ihm berufen und ihm verantwortlich ist eine allgemeine Ver
waltungsspitze, die jeweilige "Volksregierung" . Sie leitet die eigentliche professionelle
Verwaltung mit entsprechend ausdifferenzierten Zweigen von der Kreisebene aufwärts. Auf
dieser Ebene wählen die Volkskongresse auch die jeweiligen Gerichtspräsidenten und
obersten Staatsanwälte und einige weitere Spitzenbeamte. Insoweit haben wir ein gestuftes
System von Selbstverwaltung. Auf der Provinzebene können die Volkskongresse und
Volksregierungen auch Rechtsvorschriften erlassen. Andererseits ist der gesamte Staatsapparat hierarchisch organisiert, so daß es durchgängig
Weisungsstränge von der Zentralregierung über die Provinzregierungen nach unten gibt. Hierzu sagt die Verfassung, daß alle Staatsorgane dem Prinzip des demokratischen Zentra
lismus verpflichtet seien. Für bestimmte Funktionen, z.B. die Rechnungsprüfungs- und die
Aufsichtsbehörden ist darüber hinaus die Zustimmung der höheren Ebene zur Ernennung
der Behördenleitungen auf der unteren Ebene erforderlich. Insgesamt besteht eine nicht aufgelöste Spannung zwischen den von Rechts wegen vorge
sehenen Hierarchiesträngen und den durch die lokalen Rekrutierungs- und Beförderungs
mechanismen geschaffenen Loyalitäten. Die hieraus erwachsenden Schwierigkeiten in der
Durchsetzung zentraler Vorgaben gegen lokale Interessen und Strukturen dürften einen
ganz starken Impuls zur Verrechtlichung der Verwaltungstätigkeit und zur Schaffung von
Rechtsdurchsetzungsinstrumentarien darstellen, von denen der gerichtliche Rechtsschutz
nur einer ist. 438 Verfassung und Recht in Übersee (VRÜ) 32 (1999) Verfassung und Recht in Übersee (VRÜ) 32 (1999) Verfassung und Recht in Übersee (VRÜ) 32 (1999) Neben dem gerichtlichen Rechtsschutz existieren als vorrangig im öffentlichen Interesse
bestehende, aber auch zur Abarbeitung von Beschwerden aus der Bevölkerung verpflichtete
Kontrollinstitutionen - jeweils in der genannten Verwaltungsgliederung von der Kreis
ebene aufwärts: Neben dem gerichtlichen Rechtsschutz existieren als vorrangig im öffentlichen Interesse
bestehende, aber auch zur Abarbeitung von Beschwerden aus der Bevölkerung verpflichtete
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Kontrollinstitutionen - jeweils in der genannten Verwaltungsgliederung von der Kreis
ebene aufwärts: t Kontrollinstitutionen - jeweils in der genannten Verwaltungsgliederung von der Kre
ebene aufwärts: t die Staatsanwaltschaften, die nicht nur zur Steuerung der Polizei bei der Strafverfol
gung, sondern auch zur Rechtskontrolle von Verwaltung und 1ustiz zuständig sind, die Staatsanwaltschaften, die nicht nur zur Steuerung der Polizei bei der Strafverfol
gung, sondern auch zur Rechtskontrolle von Verwaltung und 1ustiz zuständig sind, Verwaltungsaufsichtsbehörden, bei welchen die Rechtsaufsicht über die je unteren
Verwaltungsebenen liegt, ut Verwaltungsaufsichtsbehörden, bei welchen die Rechtsaufsicht über die je unteren
Verwaltungsebenen liegt, ut Rechnungsprüfungsbehörden, welche zur Rechts- und Wirtschaftlichkeitskontrolle der
Ausgaben und Einnahmen zuständig sind Rechnungsprüfungsbehörden, welche zur Rechts- und Wirtschaftlichkeitskontrolle der
Ausgaben und Einnahmen zuständig sind. Rechnungsprüfungsbehörden, welche zur Rechts- und Wirtschaftlichkeitskontrolle der
Ausgaben und Einnahmen zuständig sind. Ausgaben und Einnahmen zuständig sind. Ausgaben und Einnahmen zuständig sind. Die Grundstrukturen der Behördenorganisation sind mit Vereinfachungen in einem Schau
bild auf S. 440 dargestellt. Die Grundstrukturen der Behördenorganisation sind mit Vereinfachungen in einem Schau
bild auf S. 440 dargestellt. Das Bild ist selbstverständlich unvollständig ohne Berücksichtigung der Rolle der KPc. Die Partei kommt ausdrücklich weder in normativ regelnden Bestimmungen der Verfas
sungl6 noch im sonstigen zentralen Organisationsrecht vor, ist aber selbstverständlich auf
allen Ebenen eine wesentliche Steuerungskraft, dies aber informal.17 Exemplarisch sei der 1ustizsektor genannt. Von Rechts wegen sind die Gerichte unabhän
gig und nur dem Gesetz verpflichtet. Die Gerichtspräsidenten werden vom jeweiligen
Volkskongreß gewählt, die den jeweiligen Spruchkörpern vorsitzenden Richter auf seinen
Vorschlag ebenfalls. Wesentliche Entscheidungen, gegebenenfalls auch über die Recht
sprechung, trifft ein aus Richtern bestehendes, vom Ständigen Ausschuß des Volkskongres
ses auf der jeweiligen Ebene berufenes 1ustizkomitee unter Vorsitz des Präsidenten. Für
dieses gilt wie im gesamten Staatsapparat das Prinzip des demokratischen Zentralismus. 16
17
18
Lediglich in der Präambel ist mehrfach - auch mit Bezug auf die künftige Entwicklung - von der
Führung durch die KPC die Rede.
Zur Rolle der KPC bei der Rekrutierung der Mitglieder der Volkskongresse siehe Chih-Yu Shih,
The institutionalization of China's People's Congress system: The views of people's deputies,
International Politics 33 (1 996), S. 145 ff.
Einzelheiten in Art. 1 1 des Organisationsgesetzes für die Volksgerichte der VRC in der Fassung
vom September 1983. Verfassung und Recht in Übersee (VRÜ) 32 (1999) 18
Faktisch wird das Gericht darum auch hinsichtlich der Rechtsprechung wie eine Behörde
vom Präsidenten geführt. Auf der Ebene jedes Gerichts gibt es auch ein 1ustizkomitee der
KPC, welchem der Gerichtspräsident faktisch notwendig angehört und welches mit anderen
Institutionen der KPC - ebenfalls nach dem Prinzip des demokratischen Zentralismus -
verknüpft ist. Es bedarf keiner großen Phantasie, um sich auszumalen, wie gerade in einem
Feld wie dem Rechtsschutz in Verwaltungssachen die oben angesprochene "Spannungs
lage" zwischen dem Gesetz als Medium zentraler Steuerung und den Interessen lokaler Exemplarisch sei der 1ustizsektor genannt. Von Rechts wegen sind die Gerichte unabhän
gig und nur dem Gesetz verpflichtet. Die Gerichtspräsidenten werden vom jeweiligen
Volkskongreß gewählt, die den jeweiligen Spruchkörpern vorsitzenden Richter auf seinen
Vorschlag ebenfalls. Wesentliche Entscheidungen, gegebenenfalls auch über die Recht
sprechung, trifft ein aus Richtern bestehendes, vom Ständigen Ausschuß des Volkskongres
ses auf der jeweiligen Ebene berufenes 1ustizkomitee unter Vorsitz des Präsidenten. Für
dieses gilt wie im gesamten Staatsapparat das Prinzip des demokratischen Zentralismus. 18 439 /
– Grundzüge der chinesischen BehördenorganisatIon udI
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https://doi.org/10.5771/0506-7286-1999-4-434, am 24.10.2024, 07:24:24
Open Access –
- https://www.nomos-elibrary.de/agb '\J
VolksgerIcht meindeebene:
. Selbstverwaltungsorgane der kleinen Gemeinden und der Stadtbezirke
https://doi.org/10.5771/0506-7286-1999-4-434, am 24.10.2024, 07:24:24 Administrationen und der in ihnen mächtigen Personen sich als ganz konkreter "Druck"
auch auf die Richter auswirken kann. 19 Dieses System dürfte in allen wesentlichen Berei
chen staatlicher Verwaltung ebenso funktionieren. Immerhin stellt das so skizzierte System eine Abweichung vom bis in die 80er Jahre fak
tisch gültigen System einheitlicher Kaderführung durch die Parteiorganisation dar. 19
20
Zur Verschränkung gerade der lokalen Justiz mit der Partei der jeweiligen Ebene und örtlichen
Interessen siehe auch Jerome A. Cohen, Reforming China's Civil Procedure: Judging the Courts,
The American Journal of Comparative Law 45 (1 997), S. 793 ff. (797 ff.). 21 Dazu Ji, You, China's administrative reform : constructing a new model for a market economy, in:
Issues & studies; 34 ( 1998), S. 69 - 1 03.
22 22 Vgl. Pei Minxin, Citizens v. Mandarins: Administrative Litigation in China, in: The China Quar-
terly ( 1997), S. 832 ff. (848 f.). 20
21
Vgl. auch oben Fn. 5.
Dazu Ji, You, China's administrative reform : constructing a new model for a market economy, in:
Issues & studies; 34 ( 1998), S. 69 - 1 03.
22 19
20
21
Zur Verschränkung gerade der lokalen Justiz mit der Partei der jeweiligen Ebene und örtlichen
Interessen siehe auch Jerome A. Cohen, Reforming China's Civil Procedure: Judging the Courts,
The American Journal of Comparative Law 45 (1 997), S. 793 ff. (797 ff.).
Vgl. auch oben Fn. 5.
Dazu Ji, You, China's administrative reform : constructing a new model for a market economy, in:
Issues & studies; 34 ( 1998), S. 69 - 1 03.
22 Vgl. Pei Minxin, Citizens v. Mandarins: Administrative Litigation in China, in: The China Quar-
terly ( 1997), S. 832 ff. (848 f.). Verfassung und Recht in Übersee (VRÜ) 32 (1999) Die
Verrechtlichung auch der Verwaltungsorganisation kann geradezu als ein Mittel dafür
angesehen werden, eine von der KPC relativ verselbständigte, eigenen Rekrutierungs-,
Karriere- und Entscheidungsmustern verpflichtete Staatsbürokratie zu schaffen.20 Schließlich bedarf noch die partielle und relative Verselbständigung des ökonomischen
Sektors einiger Erläuterungen. Denn auch sie ist ein wesentlicher Motor der Entwicklung
eines Verwaltungsrechts im eingangs genannten Sinne. Vereinfachend können wir drei
Bereiche unterscheiden, nämlich die staatseigenen Betriebe, welche den weitaus größten
Teilsektor der Wirtschaft darstellen, den sich entwickelnden Sektor echt privater kleinerer
Unternehmen und die Joint Ventures mit ausländischen Investoren. Während die echt privaten Unternehmen und auch die Joint Ventures problemlos einen
dem Staat gegenüberstehenden privatautonomen Bereich darstellen, dessen Beziehungen
zum Staat durch verwaltungsrechtliche Instrumente bestimmt werden wie etwa Genehmi
gungserfordernisse, Kontrollbefugnisse und Sanktionen bei Rechtsverstößen, bedarf der
Bereich der staatseigenen Betriebe der Erläuterung. Vor der Einführung dessen, was
offiziell "sozialistische Marktwirtschaft" heißt, wurden die Betriebe weitgehend wie die
Staatsbürokratie geführt. Demgegenüber hat man nun Organisationsformen geschaffen, die
im Prinzip zur Trennung der Eigentümer- und UnternehmersteIlung von den staatlichen
Hoheitsfunktionen führen?1 Dies ist allerdings erst im Entwicklungsstadium. Auch haben
bestimmte Administrationen, insbesondere die Armee, noch direkt geführte und auch fak
tisch privilegierte Unternehmen. Dennoch gibt es Indizien, die auf eine tendenzielle Los
lösung der staatseigenen Wirtschaft vom hoheitlichen Staat hindeuten. So sind es z.B. gerade die staatseigenen Betriebe, die nach einer Auswertung veröffentlichter Gerichtsfalle
aus der ersten Hälfte der 90er Jahre neben den echten Privatunternehmen den größten Teil
der Kläger in verwaltungsrechtlichen Prozessen stellten.22 22 Vgl. Pei Minxin, Citizens v. Mandarins: Administrative Litigation in China, in: The China Quar-
terly ( 1997), S. 832 ff. (848 f.). 441 5771/0506
– 23
24
Li Xinsheng, A Brief Account of China's Administrative Proceedings System, Typoskript Juni
1 998.
Alle diese Gesetze sind in der schon zitierten amtlichen englischen Ausgabe Laws of the People's
Republic of China abgedruckt. Soweit ersichtlich gibt es derzeit 8 Bände (1979-1982, 1 983-1986,
1 987-1989, 1 990-1 992 und ab 1 993 bis 1 996 für jedes Jahr einen Band). 3.
Schwerpunkte der Gesetzgebung im VerwaItungsrecht Größere Gesetzesvorhaben des besonderen VerwaItungsrechts24
(ohne Wirtschaftsaufsicht, Steuerrecht, Landesverteidigung, Bildungswesen)
Waldgesetz (vorläufig) ( 1 979)
Wassergesetz (1 988)
Umweltschutzgesetz (vorläufig) (1 979)
Naturschutzgesetz ( 1988)
Meeresumweltschutzgesetz (1 982)
Umweltschutzgesetz (1989)
Kulturgüterschutzgesetz (1 982)
Gesetz über Versammlungen, Aufzüge
Landbeschaffungsverordnung ( 1 982)
und Demonstrationen ( 1989)
Statistikgesetz ( 1 983)
Stadtplanungsgesetz ( 1 989) 442 Verfassung und Recht in Übersee (VRÜ) 32 (1999) Verfassung und Recht in Übersee (VRÜ) 32 (1999) Gesetz über Gewässerverschmutzung
(1984)
Waldgesetz (1 984)
Arzneimittelverwaltungsgesetz (1 984)
Bodenverwaltungsgesetz (1986)
Luftverschmutzungsgesetz (1987)
Archivgesetz (1 987)
Eisenbahngesetz (1990)
Wasser- und Bodenschutzgesetz (199 1 )
Verwaltungsgesetz fü r städtischen
Boden (1 994)
Volkspolizei gesetz (1 995)
Abfallgesetz (1995)
Lärmschutzgesetz ( 1996) Gesetz über Gewässerverschmutzung
(1984)
Waldgesetz (1 984)
Arzneimittelverwaltungsgesetz (1 984)
Bodenverwaltungsgesetz (1986)
Luftverschmutzungsgesetz (1987)
Archivgesetz (1 987)
Eisenbahngesetz (1990)
Wasser- und Bodenschutzgesetz (199 1 )
Verwaltungsgesetz fü r städtischen
Boden (1 994)
Volkspolizei gesetz (1 995)
Abfallgesetz (1995)
Lärmschutzgesetz ( 1996) Gesetz über Gewässerverschmutzung
(1984)
Waldgesetz (1 984)
Arzneimittelverwaltungsgesetz (1 984)
Bodenverwaltungsgesetz (1986)
Luftverschmutzungsgesetz (1987)
Archivgesetz (1 987) Eisenbahngesetz (1990)
Wasser- und Bodenschutzgesetz (199 1 )
Verwaltungsgesetz fü r städtischen
Boden (1 994)
Volkspolizei gesetz (1 995)
Abfallgesetz (1995)
Lärmschutzgesetz ( 1996) Auffällig, wenn auch natürlich auch durch die vorher getroffene Selektion bedingt, ist der
große Anteil an Umweltschutzgesetzen. Hier, aber auch in den anderen Bereichen, kann
man sich ohne weiteres vorstellen, daß genügend Konfliktstoff im Verhältnis zwischen
Bürgern bzw. Unternehmen entstehen kann, um die Gerichte zu beschäftigen. Auch ist
nicht überraschend, daß sich durch die Entdeckung typischer, in den verschiedenen Rechts
bereichen wiederkehrender Konstellationen ein Trend zu allgemeinen, für die verschiede
nen Verwaltungszweige geltenden Regelungen ergibt. 3.
Schwerpunkte der Gesetzgebung im VerwaItungsrecht 3. Mit einem gewissen Stolz wurde auf einer Tagung zur Entwicklung des Verwaltungsrechts
berichtet, wie die Rechtsetzungsmaschinerie zunehmend auf Touren komme. Bis Ende
1 988 habe es einschließlich Gesetzesänderungen ca. 90 Gesetze des NVK oder seines
Ständigen Ausschusses gegeben sowie 500 nationale und 1 000 regional geltende Verord
nungen des Staatsrates. Bis Ende 1 997 seien es schon 300 Gesetze und Verordnungen des
NVK und des Ständigen Ausschusses sowie 750 nationale und 5.300 regional geltende
Verordnungen des Staatsrates gewesen?3 Hinsichtlich des nationalen Rechts nehmen die
formellen Gesetze (zumeist erlassen vom Ständigen Ausschuß) also einen zunehmend
größeren Raum ein. Welche Felder des Verwaltungsrechts werden erfaßt? Hierzu sollen einige nach subjektiver
Einschätzung als exemplarisch und wichtig eingeschätzte Gesetze genannt werden, nur um
zu verdeutlichen, in welchen Feldern des besonderen Verwaltungsrechts in jüngerer Zeit
Rechtsreformen stattgefunden haben. Ausgelassen wurden dabei insbesondere die Bereiche
der Wirtschaftsaufsicht einschließlich der Regelungen über Joint Ventures und das Bank
wesen, das Steuerrecht, die Landesverteidigung, das Bildungswesen, und das Recht der
Verwaltungsstrafen, welche ein wichtiges Steuerungsinstrument darstellen und faktisch zu
einer Vermischung von Strafsanktionen und Verwaltungszwang führen. Die danach verbleibenden größeren Gesetzesvorhaben des besonderen Verwaltungsrechts,
die sich aus einer Durchmusterung der amtlichen englischsprachigen Laws of the People's
Republic of China bis 1 996 ergeben, sind in der folgenden Übersicht zusammengestellt: 23
24
Größere Gesetzesvorhaben des besonderen VerwaItungsrechts24
(ohne Wirtschaftsaufsicht, Steuerrecht, Landesverteidigung, Bildungswesen)
Waldgesetz (vorläufig) ( 1 979)
Wassergesetz (1 988)
Umweltschutzgesetz (vorläufig) (1 979)
Naturschutzgesetz ( 1988)
Meeresumweltschutzgesetz (1 982)
Umweltschutzgesetz (1989)
Kulturgüterschutzgesetz (1 982)
Gesetz über Versammlungen, Aufzüge
Landbeschaffungsverordnung ( 1 982)
und Demonstrationen ( 1989)
Statistikgesetz ( 1 983)
Stadtplanungsgesetz ( 1 989)
Li Xinsheng, A Brief Account of China's Administrative Proceedings System, Typoskript Juni
1 998. Alle diese Gesetze sind in der schon zitierten amtlichen englischen Ausgabe Laws of the People's
Republic of China abgedruckt. Soweit ersichtlich gibt es derzeit 8 Bände (1979-1982, 1 983-1986,
1 987-1989, 1 990-1 992 und ab 1 993 bis 1 996 für jedes Jahr einen Band). 25 Laws of the People's Republic of China 1987 - 1989, S. 285. Eine deutsche Fassung, die auf der
unmittelbaren Übersetzung aus dem Chinesischen beruht, findet sich bei Robert Heuser, Das
Verwaitungsprozeßgesetz der Volksrepublik China, VerwAreh 1 989, S. 437 ff. (447 ff.).
26 Verfassung und Recht in Übersee (VRÜ) 32 (1999) a)
Die wesentlichen Rechtsvorschriften für den Schutz subjektiver Rechte gegenüber
der Verwaltung An der Spitze dieser Entwicklung steht die Herausbildung einer innerhalb des Justizsystems
ausdifferenzierten, mit wenigen Ausnahmen für die gesamte Verwaltung zuständigen Ver
waltungsrechtsprechung mit einer eigenen Prozeßordnung, die auch materiell-rechtliche
Regelungen enthält - so wie auch in Deutschland die Ausbildung eines allgemeinen Ver
waltungsrechts einen engen Bezug zum Rechtsschutz hatte; man denke nur an die Funktion
des Verwaltungsaktes, den Rechtsschutz zu strukturieren. Hierzu gehören auch noch die Schaffung eines ebenfalls generell geltenden Systems ver
waltungsinternen Rechtsschutzes analog unserer Widerspruchsverfahren sowie die Normie
rung von genereller Staatshaftung für Verwaltungsunrecht. Ebenfalls können wegen der
Möglichkeit der Beschwerde bei einer eigens auch dafür geschaffenen Instanz die Institu
tionen objektiver Rechtskontrolle der Verwaltung dazu gezählt werden. Das sind die Ver
waltungsaufsichts- und die Rechnungsprüfungsbehörden. Die insoweit einschlägigen wichtigsten Gesetze und Verordnungen zur allgemeinen
Rechtmäßigkeitskontrolle sind in der folgenden Übersicht zusammengefaßt: 443 5771/0506
– Gesetze für Verwaltungsrechtsschutz und Verwaltungskontrolle
25
Verwaltungsprozeßgesetz (1989)
26
Verwaltungsüberprüfungsverordnunêp 990)
Staatshaftungsgesetz (1994)
Rechnungsprüfungsgesetz (1994)28
Verwaltungsaufsichtsgesetz (1997)29 Der Gegenstandsbereich für Verwaltungsrechtsschutz durch die
Verwaltungsrechtsabteilungen der Volksgerichte Der Gegenstandsbereich für Verwaltungsrechtsschutz durch die
Verwaltungsrechtsabteilungen der Volksgerichte b) Im Vordergrund der Entwicklung eines Allgemeinen Verwaltungsrechts steht der Schutz
subjektiver öffentlicher Rechte durch die Verwaltungsabteilungen der Volksgerichte und
durch inneradministrativen Rechtsschutz. Erster Ausgangspunkt ist das Prinzip der Ge
setzmäßigkeit der Verwaltung, welches in Art. 5 Abs. 2 der Verfassung ausgedrückt ist, nur
als explizite Abkehr von der Vergangenheit verstanden werden kann und in der chinesi
schen Diskussion durchaus als Parallele zum Rechtsstaatsprinzip und zur "rule oi law"
begriffen wird. 30 Zweiter Ausgangspunkt ist das subjektive öffentliche Recht des Individuums gegenüber
dem Staat. Dieses ist anerkannt in Art. 33 S. 3 der Verfassung: "Jeder Bürger hat die Rechte und muß die Pflichten erfüllen, welche durch die
Verfassung und das Recht normiert sind." Als Institutionen zur Wahrung subjektiver öffentlicher Rechte dienen das Verfahren inner
administrativer Überprüfung und der gerichtliche Rechtsschutz. Beide Verfahren bestehen
hinsichtlich der Hoheitsakte, gegen welche Rechtsschutz vorgesehen ist, parallel. Die vor
herige Durchführung des Verfahrens inneradministrativer Überprüfung war bis vor kurzem
in einer Verordnung des Staatsrates von 1990 geregelt. Seit kürzester Zeit soll diese durch 25 Laws of the People's Republic of China 1987 - 1989, S. 285. Eine deutsche Fassung, die auf der
unmittelbaren Übersetzung aus dem Chinesischen beruht, findet sich bei Robert Heuser, Das
Verwaitungsprozeßgesetz der Volksrepublik China, VerwAreh 1 989, S. 437 ff. (447 ff.). 26 Englische Fassung von Charles D. Paglee, University of Maryland (http:/www.qisnet/chinalaw). 27 Laws of the People's Republic of China 1 994, S. 4 1 . 28 Laws of the People' s Republic of China 1 994, S. 1 09. 29 Englische Fassung von Charles D. Paglee (Fn. 26). 30 Dazu auch Heuser, ARSP 78 ( 1992), S. 355 ff., 359 ff. 444 ein Gesetz ersetzt worden sein, welches, soweit ersichtlich, allerdings noch nicht auf eng
lisch vorliegt. Grundsätzlich, sofern spezialgesetzlich nichts anderes vorgesehen ist, stellt
die vorherige Durchführung des inneradministrativen Rechtsschutzverfahrens keine Zuläs
sigkeitsvoraussetzung für den gerichtlichen Rechtsschutz dar. Aus diesem Grunde soll auf
die Behandlung dieses Verfahrens verzichtet und gleich zum Rechtsschutz nach dem Ver
waltungsprozeßgesetz von 1 989 übergegangen werden. ein Gesetz ersetzt worden sein, welches, soweit ersichtlich, allerdings noch nicht auf eng
lisch vorliegt. Grundsätzlich, sofern spezialgesetzlich nichts anderes vorgesehen ist, stellt
die vorherige Durchführung des inneradministrativen Rechtsschutzverfahrens keine Zuläs
sigkeitsvoraussetzung für den gerichtlichen Rechtsschutz dar. 3! Aus diesen Anwendungsfällen wird deutlich, daß das deutsche Wort "Verwaltungsakt" insofern
mißverständlich wäre, als der Rechtsschutz nicht nur gegen konkrete Regelungen, sondern auch
gegen in Rechte eingreifende Realakte und teilweise sogar gegen schlichtes Unterlassen gegeben
ist. Der Gegenstandsbereich für Verwaltungsrechtsschutz durch die
Verwaltungsrechtsabteilungen der Volksgerichte Aus diesem Grunde soll auf
die Behandlung dieses Verfahrens verzichtet und gleich zum Rechtsschutz nach dem Ver
waltungsprozeßgesetz von 1 989 übergegangen werden. Im Verwaltungsprozeßgesetz ist eine begrenzte Rechtsschutzgewährleistung normiert, die
zugleich auf ein allgemeines verwaltungsrechtliches System verweist. Art. 2 bestimmt: "Wenn ein Bürger, eine juristische Person oder irgendeine andere Organisation der
Ansicht ist, daß seine oder ihre Rechte oder rechtlich geschützten Interessen durch
eine konkrete Verwaltungsmaßnahme eines Verwaltungsorgans oder seines Perso
nals beeinträchtigt wurden, ist er oder sie berechtigt, hiergegen nach den Bestim
mungen dieses Gesetzes vor einem Volks gericht Klage zu erheben." Entsprechend heißt es zur Jurisdiktion der verwaltungsrechtlichen Abteilungen der Volks
gerichte in Art. 5 des Gesetzes: Entsprechend heißt es zur Jurisdiktion der verwaltungsrechtlichen Abteilungen der Volks
gerichte in Art. 5 des Gesetzes: "In verwaltungsrechtlichen Fällen haben die Volksgerichte die Rechtmäßigkeit kon
kreter Verwaltungsmaßnahmen zu prüfen." "In verwaltungsrechtlichen Fällen haben die Volksgerichte die Rechtmäßigkeit kon
kreter Verwaltungsmaßnahmen zu prüfen." Der Begriff der "konkreten Verwaltungsmaßnahmen" wird in Art. 1 1 durch einen Katalog
von Typen von Verwaltungshandeln definiert3! , welche damit das Feld verwaltungsrechtli
chen Rechtsschutzes abstecken. In gewisser Vereinfachung handelt es sich um 8 Gruppen
von Maßnahmen. Ergänzt wird die positive Umschreibung des Feldes gerichtlichen Rechts
schutzes in Verwaltungssachen durch explizite, in Art. 12 des Gesetzes aufgelistete Aus
nahmetatbestände, die demgemäß nicht zu den "verwaltungsrechtlichen Fällen" gehören. Die acht Gruppen von Verwaltungsmaßnahmen und die Ausnahmetatbestände sind in den
bei den folgenden Übersichten zusammengestellt: 3! 3! Aus diesen Anwendungsfällen wird deutlich, daß das deutsche Wort "Verwaltungsakt" insofern
mißverständlich wäre, als der Rechtsschutz nicht nur gegen konkrete Regelungen, sondern auch
gegen in Rechte eingreifende Realakte und teilweise sogar gegen schlichtes Unterlassen gegeben
ist. 445 Konkrete gerichtlich angreifbare Verwaltungsmaßnahmen
Verwaltungssanktionen einschließlich der Aufhebung zuvor gewährter Begünstigungen
Verwaltungszwangsmaßnahmen
Eingriffe in jemandes unternehmerische Entscheidungsbefugnisse
Ablehnung oder Nichtgewährung beantragter Genehmigungen
Ablehnung oder Nichtgewährung beantragter gesetzlich vorgesehener Schutzmaß
nahmen für die Person oder das Eigentum des Antragstellers
Nichtgewährung einer gesetzlich vorgesehenen Pension
Aufforderungen durch Verwaltungsorgane, Pflichten zu erfüllen
sonstige Eingriffe in Rechte der Person oder in Eigentum 33 Über entsprechende Bemühungen in der Verwaltungsrechtswissenschaft berichtet Heuser (Fn. 4),
S. 18. 32 Einige Einzelheiten auch bei Heuser (Fn. 25).
33 32 Einige Einzelheiten auch bei Heuser (Fn. 25).
33 Über entsprechende Bemühungen in der Verwaltungsrechtswissenschaft berichtet Heuser (Fn. 4),
S. 18. Vom Rechtsschutz ausgenommene Verwaltungshandlungen Staatshandlungen in Gebieten wie der nationalen Verteidigung und auswärtigen Ange
legenheiten
allgemein formulierte und bindende Verwaltungsvorschriften und Verordnungen
Belohnungs- und Strafentscheidungen, Ernennungen und Entlassungen durch Ver
waltungsorgane gegenüber ihrem Personal
konkrete Verwaltungshandlungen, für welche gesetzlich normiert ist, daß die Letztent
scheidung bei einem Verwaltungsorgan liegt Staatshandlungen in Gebieten wie der nationalen Verteidigung und auswärtigen Ange
legenheiten
allgemein formulierte und bindende Verwaltungsvorschriften und Verordnungen
Belohnungs- und Strafentscheidungen, Ernennungen und Entlassungen durch Ver
waltungsorgane gegenüber ihrem Personal
konkrete Verwaltungshandlungen, für welche gesetzlich normiert ist, daß die Letztent
scheidung bei einem Verwaltungsorgan liegt Staatshandlungen in Gebieten wie der nationalen Verteidigung und auswärtigen Ange
legenheiten
allgemein formulierte und bindende Verwaltungsvorschriften und Verordnungen
Belohnungs- und Strafentscheidungen, Ernennungen und Entlassungen durch Ver
waltungsorgane gegenüber ihrem Personal
konkrete Verwaltungshandlungen, für welche gesetzlich normiert ist, daß die Letztent
scheidung bei einem Verwaltungsorgan liegt Es fällt auf, daß die Abgrenzung des Rechtsschutzes quer zur auch in China geläufigen
Einteilung in Rechtsakte und schlichtem Verwaltungshandeln liegt. Andererseits wird mit
dem Abstellen auf konkretes Verwaltungshandeln die auch bei uns gebräuchliche Abgren
zung gegenüber abstrakt-generellen Regelungen vorgenommen. Dies wird noch einmal
verdeutlicht im Negativkatalog der vom Rechtsschutz ausgeschlossenen Verwaltungs
handlungen. In unseren rechtlichen Kategorien läßt sich der Positivkatalog abstrahierend
zusammenfassen zu eingreifenden Verwaltungsakten, eingreifenden Verwaltungsakten, Verweigerung und schlichte Nichtgewährung gesetzlich eingeräumter Rechte auf
Begünstigungen durch die Verwaltung, Verweigerung und schlichte Nichtgewährung gesetzlich eingeräumter Rechte auf
Begünstigungen durch die Verwaltung, Eingriffe in persönliche und Eigentumsrechte durch schlichtes Verwaltungshandeln. 446 Verfassung und Recht in Übersee (VRÜ) 32 (1999) Einige Stichworte zur Ausgestaltung des Rechtsschutzes c) n 32 Zur Ausgestaltung des Rechtsschutzes müssen einige ergänzende Stichworte genügen.32
Diese betreffen zum einen das sich im Rechtsschutzsystem ausdrückende Verhältnis des
Betroffenen zur Behörde und zum anderen das justizinterne Verhältnis der Instanzen. Dabei soll nicht eine systematische Übersicht angestrebt, sondern das aus subjektiver Sicht
Bemerkenswerte hervorgehoben werden Zur Ausgestaltung des Rechtsschutzes müssen einige ergänzende Stichworte genügen.32
Diese betreffen zum einen das sich im Rechtsschutzsystem ausdrückende Verhältnis des
Betroffenen zur Behörde und zum anderen das justizinterne Verhältnis der Instanzen. Dabei soll nicht eine systematische Übersicht angestrebt, sondern das aus subjektiver Sicht
Bemerkenswerte hervorgehoben werden aa)
Stichworte zum Prozeßrechtsverhältnis (I) Ein wichtiges, den Schutz der subjektiven öffentlichen Rechte verstärkendes Prinzip ist
die grundsätzliche Beweislast der Behörden - diese sind regelmäßig als solche die Beklag
ten - für das Vorliegen von Eingriffsvoraussetzungen. Art. 32 des Verwaltungsprozeßge
setzes bestimmt: "Der Beklagte trägt die Beweislast für die konkrete Verwaltungsmaßnahme, die er
getroffen hat, und hat die Beweise vorzulegen sowie die Vorschriften, auf welche
die Maßnahme gestützt ist." "Der Beklagte trägt die Beweislast für die konkrete Verwaltungsmaßnahme, die er
getroffen hat, und hat die Beweise vorzulegen sowie die Vorschriften, auf welche
die Maßnahme gestützt ist." Diese Regelung, welche als Vermutung gegen behördliche Eingriffsbefugnisse gelesen
werden könnte, bieten einen Ansatz zur Entwicklung eines Gesetzesvorbehaltes für Ein
griffe in subjektive Rechtspositionen?3 Diese Regelung, welche als Vermutung gegen behördliche Eingriffsbefugnisse gelesen
werden könnte, bieten einen Ansatz zur Entwicklung eines Gesetzesvorbehaltes für Ein
griffe in subjektive Rechtspositionen?3 (2) Ein weiteres Element, welches die Möglichkeiten des Betroffenen erweitert, ist sein
grundsätzliches, wenn auch unter dem Vorbehalt abweichender Regelung durch Gesetz
oder Verordnung stehendes Wahlrecht zwischen der Vorschaltung eines unserem Wider
spruchsverfahren entsprechenden behördlichen Verfahrens der Überprüfung durch die
übergeordnete Behörde und der unmittelbaren Klage. Dies bestimmt Art. 37 des Verwal
tungsprozeßgesetzes. Man darf davon ausgehen, daß durch das nachgeschaltete gerichtliche
Verfahren auch der inneradministrative Beschwerdeweg, den es im Prinzip schon immer
gegeben hat, eine andere Bedeutung erlangt hat. (3) Ein Obsiegen des Klägers führt entweder zu voller oder teilweiser Aufhebung einer
Maßnahme oder zur Verurteilung zu einer Maßnahme unter Berücksichtigung des Urteils
oder zur Verurteilung zu Schadensersatz. Dabei ist zu berücksichtigen, daß nach Art. 1 1
Nr. 3 auch die Verweigerung einer Genehmigung oder Lizenz eine Maßnahme ist. Der
Kläger obsiegt nach Art. 54 Nr. 2 bei: 447 5771/0506
– a) mangelnden Beweisen für wesentliche Tatsachen,
b) fehlerhafter Rechtsanwendung,
c) Verstoß gegen Verfahrensvorschriften,
d) Überschreitung der Kompetenz, oder
e) Mißbrauch der Kompetenz. a) mangelnden Beweisen für wesentliche Tatsachen, (4) Es ist eine bewußt getroffene Entscheidung, daß die vollzugsfähigen Verwaltungsmaß
nahmen grundsätzlich nicht durch die Einlegung von Rechtsbehelfen im Vollzug suspen
diert werden. Eine Suspendierung gibt es nach Art. 44 Satz 1 des Gesetzes lediglich für
bestimmte Fälle, nämlich neben den sondergesetzlich vorgesehenen und denjenigen, in
denen die Behörde selbst eine Aussetzung für erforderlich hält, für den Fall, daß das Ge
richt diese zur Vermeidung irreparablen Schadens für geboten hält und die Suspendierung
öffentliche Interessen nicht verletzt. Laws of the People's Republic of China 1 983 - 1986, S. 39. aa)
Stichworte zum Prozeßrechtsverhältnis (5) Auf allen Stufen des Verfahrens sieht das Gesetz relativ knapp bemessene Fristen vor,
die eine zügige Erledigung sichern sollen. Für den Antrag auf inneradministrative Über
prüfung gilt grundsätzlich eine Frist von 1 5 Tagen ab Kenntnis von der angegriffenen
Verwaltungsmaßnahme (Art. 29 der Verwaltungsüberprüfungs-VO). Binnen 2 Monaten
nach Eingang des Überprüfungsantrags hat die zuständige Behörde eine abschließende
Entscheidung zu treffen (Art. 38 Abs. 1 des Gesetzes). Hiergegen kann der Betroffene
binnen 1 5 Tagen das Gericht anrufen (Art. 38 Abs. 2). Wer nicht den Weg der inneradmini
strativen Überprüfung wählt (an diesen ist man 2 Monate gebunden, wenn er einmal be
schritten wurde, Art. 30 der Verordnung), sondern direkt das Gericht anruft, hat hierfür
eine Frist von 3 Monaten (Art. 39 des Gesetzes). Das Gericht erster Instanz hat eine ab
schließende Entscheidung binnen drei Monaten zu treffen; eine Verlängerung dieser Frist
hat es beim Oberen Volksgericht zu beantragen; dieses selbst gegebenenfalls beim Obersten
Volksgericht (Art. 57). Für Rechtsbehelfe gegen die erstinstanzlichen Urteile gibt es wieder
eine Frist von 1 5 Tagen (Art. 58). Die abschließende Entscheidung über den Rechtsbehelf
soll binnen 2 Monaten ergehen mit der schon erwähnten Möglichkeit der Verlängerung
durch ein Oberes oder das Oberste Volksgericht (Art. 60). (6) Die Umsetzung gerichtlicher Entscheidungen ist in Art. 65 und 66 des Verwaltungspro
zeßgesetzes geregelt. Gegenüber nichtstaatlichen Adressaten findet Zwangsdurchsetzung
durch Gerichtspersonal statt, zu welchem neben Gerichtsvollziehern auch eine Justizpolizei
gehört (Art. 41 des Organisationsgesetzes für die Volksgerichte34). Gegenüber staatlichen
Stellen werden Geldforderungen einschließlich Zwangsgeldern, die das Gericht festsetzen
kann, durch Anordnung der Abbuchung vom Bankkonto der jeweiligen Behörde durchge
setzt. Im übrigen kann das Gericht die jeweils vorgesetzten Stellen und die zur Verwal
tungskontrolle zuständigen Behörden zur Durchsetzung auffordern. Allerdings ist die (6) Die Umsetzung gerichtlicher Entscheidungen ist in Art. 65 und 66 des Verwaltungspro
zeßgesetzes geregelt. Gegenüber nichtstaatlichen Adressaten findet Zwangsdurchsetzung
durch Gerichtspersonal statt, zu welchem neben Gerichtsvollziehern auch eine Justizpolizei
gehört (Art. 41 des Organisationsgesetzes für die Volksgerichte34). Gegenüber staatlichen
Stellen werden Geldforderungen einschließlich Zwangsgeldern, die das Gericht festsetzen
kann, durch Anordnung der Abbuchung vom Bankkonto der jeweiligen Behörde durchge
setzt. Im übrigen kann das Gericht die jeweils vorgesetzten Stellen und die zur Verwal
tungskontrolle zuständigen Behörden zur Durchsetzung auffordern. Allerdings ist die 34 4 Laws of the People's Republic of China 1 983 - 1986, S. 39. 35 Pei Minxin (Fn. 22), S. 841 ff., erklärt bestimmte Unterschiede im Erfolg von Klägern gegen
Behörden und eine gewisse Neigung von Gerichten, eine Verurteilung von Behörden durch Anre
gung außergerichtlicher Streitbeilegung zu vermeiden, mit der Einfluß der lokalen Regierungsbe
hörden und die relativ besseren Erfolgsaussichten von Klägern in der Berufungsinstanz mit der
höheren Professionalität und größeren faktischen Unabhängigkeit der Richter in den höheren
Instanzen. aa)
Stichworte zum Prozeßrechtsverhältnis Verfassung und Recht in Übersee (VRÜ) 32 (1999) 448 Verfassung und Recht in Übersee (VRÜ) 32 (1999) faktische Durchsetzung der Gesetze gegenüber der Administration wohl eher ein Problem
der oben angesprochenen "Spannungslage" gegenüber lokalen Loyalitäten. Deren Über
windung dienen Instrumente, die mit der Gerichtsorganisation und der Zuständigkeitsord-
35
nung zu tun haben. bb) bb)
Stichworte zur Organisation und Zuständigkeit ( 1 ) Zwar wurde keine eigene auf verwaltungsrechtliche Fälle spezialisierte Gerichtsbarkeit
geschaffen, sondern das Prinzip der einheitlichen, für nahezu alle Gerichtsverfahren zu
ständigen Volksgerichte beibehalten. Es wurden jedoch eigene verwaltungsrechtliche
Abteilungen mit alleiniger Zuständigkeit für Verwaltungsrechtsfalle geschaffen (Art. 3 Abs. 2). ( 1 ) Zwar wurde keine eigene auf verwaltungsrechtliche Fälle spezialisierte Gerichtsbarkeit
geschaffen, sondern das Prinzip der einheitlichen, für nahezu alle Gerichtsverfahren zu
ständigen Volksgerichte beibehalten. Es wurden jedoch eigene verwaltungsrechtliche
Abteilungen mit alleiniger Zuständigkeit für Verwaltungsrechtsfalle geschaffen (Art. 3 Abs. 2). (2) Es gibt eine Reihe von objektiven, nicht von den Parteien abhängigen Instrumenten
rechtlicher Überprüfung der gerichtlichen Entscheidungen. Generell haben die Staatsan
waltschaften die Aufgabe, von Amts wegen die Rechtmäßigkeit der Gerichtsverfahren in
Verwaltungssachen zu überprüfen (Art. 1 0) und Einspruch bei den zuständigen Stellen zu
erheben (Art. 64). Entweder auf solchen Einspruch oder von Amts wegen können Gerichts
verfahren wieder aufgerollt werden. Der Gerichtspräsident, der einen Rechtsfehler in einer
gerichtlichen Entscheidung gefunden hat und eine Wiederaufnahme des Verfahrens für
notwendig hält, kann die Sache zur Entscheidung über die Wiederaufnahme dem Justiz
komitee seines Gerichts vorlegen (Art. 63 Abs. 1). Entsprechend kann auch ein jeweils
übergeordnetes Gericht den Fall entweder selbst erneut verhandeln oder dieses dem unter
geordneten Gericht befehlen (Art. 63 Abs. 2). (3) Bemerkenswert ist das Kompetenzverhältnis der Instanzen. Grundsätzlich sind zwei In
stanzen gegeben (Art. 6), von denen grundsätzlich die unteren Volksgerichte, also diejeni
gen auf Kreisebene, die Eingangsinstanz sind (Art. 1 3). Die mittleren Volksgerichte, d.h. diejenigen auf Präfekturebene, sind erstinstanzlich zuständig für Patent- und Zollsachen,
Klagen gegen konkrete Verwaltungsmaßnahmen von Behörden von der Provinzebene
aufwärts und für Fälle im Bereich ihrer örtlichen Zuständigkeit, die sie als hinreichend
schwerwiegend und kompliziert ansehen (Art. 1 4). Letzeres gilt ebenso für die oberen
Volksgerichte, also diejenigen auf Provinzebene (Art. 1 5) und - mit Zuständigkeit für das
ganze Land - das oberste Volksgericht (Art. 1 6). Diese einigermaßen vage Zuständigkeits
abgrenzung wird ergänzt durch ein Zugriffsrecht von Amts wegen der jeweils höheren (3) Bemerkenswert ist das Kompetenzverhältnis der Instanzen. Grundsätzlich sind zwei In
stanzen gegeben (Art. 6), von denen grundsätzlich die unteren Volksgerichte, also diejeni
gen auf Kreisebene, die Eingangsinstanz sind (Art. 1 3). Die mittleren Volksgerichte, d.h. 36
37
Siehe Art. 32 des Organisationsgesetzes für den Nationalen Volkskongreß in der Fassung von
Dezember 1982. 38
39
Laws of the Peop1e s Republic of China, 1 979 - 1 982, S. 251 .
Art. 3 3 des Organisationsgesetzes für die Volksgerichte der VRC i n der Fassung vom September
1983 lautet: "Das Oberste Volksgericht gibt Interpretationen zu Fragen, welche die konkrete
Anwendung von Gesetzen und Anordnungen in Gerichtsprozessen betreffen." bb)
Stichworte zur Organisation und Zuständigkeit diejenigen auf Präfekturebene, sind erstinstanzlich zuständig für Patent- und Zollsachen,
Klagen gegen konkrete Verwaltungsmaßnahmen von Behörden von der Provinzebene
aufwärts und für Fälle im Bereich ihrer örtlichen Zuständigkeit, die sie als hinreichend
schwerwiegend und kompliziert ansehen (Art. 1 4). Letzeres gilt ebenso für die oberen
Volksgerichte, also diejenigen auf Provinzebene (Art. 1 5) und - mit Zuständigkeit für das
ganze Land - das oberste Volksgericht (Art. 1 6). Diese einigermaßen vage Zuständigkeits
abgrenzung wird ergänzt durch ein Zugriffsrecht von Amts wegen der jeweils höheren 35 449 Gerichte auf Fälle, die bei Gerichten niedrigerer Ebenen ihres Zuständigkeits bereichs
anhängig sind, und durch die umgekehrte Kompetenz, Fälle entsprechend nach unten abzu
geben. (Art. 23). Hiermit ist den Gerichten auch ein Instrument an die Hand gegeben, in
eventuellen Konflikten mit lokalen Interessen oder Machthabern die unteren Gerichts
ebenen "aus der Schußlinie" zu nehmen. (4) Dieses System der unmittelbaren, vom Durchlaufen eines Instanzenzuges unabhängigen
Verlagerung der "wichtigen" Entscheidungen nach oben, gilt gerade auch für die Rechts
fortbildung durch Gesetzesinterpretation. Durch die Möglichkeit, daß das eigentlich
zuständige Gericht die Sache nach oben weiterreicht, und die entsprechende Kompetenz
der je höheren Gerichte, die Sache an sich ziehen, können im Zusammenwirken der Instan
zen "Leitentscheidungen" produziert werden. Praktisch wichtiger ist allerdings ein anderes
Instrument der Vereinheitlichung der Gesetzesauslegung. Es gibt eine Hierarchie verbindli
cher Gesetzesauslegung vom Ständigen Ausschuß des Nationalen Volkskongresses über
den Staatsrat zum Obersten Volksgericht. Schon Art. 67 Nr. 1 und 6 der Verfassung geben
dem Ständigen Ausschuß die Kompetenz zur (authentischen) Interpretation von Verfassung
und Gesetzen. Hierfür können u.a. das Oberste Volksgericht, die Oberste Staatsanwalt
schaft und der Staatsrat Vorlagen unterbreiten.36 Entsprechend interpretiert der Staatsrat
die von ihm erlassenen Rechtsvorschriften authentisch. Eine systematische Zusammenfas
sung dieses Systems authentischer Interpretation durch das jeweilige Rechtsetzungsorgan
findet sich in einer Resolution des Ständigen Ausschusses vom 10. Juni 1 98 1 .37 Auf dieser
Grundlage authentischer Interpretation kann das Oberste Volksgericht unabhängig von
konkreten RechtsFallen abstrakt gehaltene Interpretationsanweisungen geben, die für die
nachgeordneten Gerichte verbindlich sind.38 Auf dieser Rechtsgrundlage werden allge
meine Anweisungen erlassen, die - ähnlich wie unsere allgemeinen Verwaltungsvorschrif
ten zur Anwendung bestimmter Gesetze, aber eben innerhalb der Justiz - die Rechtsanwen
dung steuern.39 Zu diesem System gehört es auch, daß die verbindliche Entscheidung über
die Vereinbarkeit von Rechtsvorschriften mit der Verfassung und die Vereinbarkeit lokalen
Rechts mit nationalem Recht beim Ständigen Ausschuß des Nationalen Volkskongresses
konzentriert ist (Art. 67 Nr. 8 der Verfassung). Verfassung und Recht in Übersee (VRÜ) 32 (1999) bb)
Stichworte zur Organisation und Zuständigkeit 36
37
38
39
Siehe Art. 32 des Organisationsgesetzes für den Nationalen Volkskongreß in der Fassung von
Dezember 1982. Laws of the Peop1e's Republic of China, 1 979 - 1 982, S. 251 . Art. 3 3 des Organisationsgesetzes für die Volksgerichte der VRC i n der Fassung vom September
1983 lautet: "Das Oberste Volksgericht gibt Interpretationen zu Fragen, welche die konkrete
Anwendung von Gesetzen und Anordnungen in Gerichtsprozessen betreffen."
Siehe Auch Cohen (Fn. 19), S. 794 f. 450 Verfassung und Recht in Übersee (VRÜ) 32 (1999) Verfassung und Recht in Übersee (VRÜ) 32 (1999) Staatshaftung für rechtswidriges Verwaltungshandeln d) Als Instrument zur Durchsetzung rechtmäßigen Verwaltungshandelns kann auch die
Staatshaftung angesehen werden. Staatshaftung ist zum einen im Verwaltungsprozeßgesetz
und zum anderen in einem eigenen Staatshaftungsgesetz geregelt. In Art. 67 - 69 des Ver
waltungsprozeßgesetzes ist ganz generell bestimmt, daß Bürger, juristische Personen und
andere Organisationen, deren Rechte oder rechtlich geschützte Interessen durch konkrete
Verwaltungsmaßnahmen eines Verwaltungsorgans verletzt werden, den Ersatz ihres da
durch verursachten Schadens verlangen können. Dies kann sowohl unabhängig als auch
verbunden mit dem Rechtsschutz gegen das entsprechende Verwaltungshandeln selbst vor
die Volks gerichte gebracht werden. Der Schadensersatz geht zu Lasten des Haushalts des
Verwaltungsträgers, dem das Organ angehört. Gegen die Bediensteten, welche die Rechts
verletzung vorsätzlich oder grob fahrlässig verursacht haben, ist Regreß zu nehmen. Das Staatshaftungsgesetz vom Mai 1994, in Kraft ab 1 9954°, regelt die Staatshaftung unab
hängig davon, ob ein "konkretes Verwaltungshandeln" LS.d. Verwaltungsprozeßgesetzes
vorliegt. Dafür gilt dieses Gesetz aber nur für bestimmte Rechtsgutverletzungen, nämlich
rechtswidrige Eingriffe in die persönliche Freiheit, die körperliche Unversehrtheit und das
Eigentum. Dieser Schadensersatz ist auch vorgesehen für unrechtmäßige Strafverfolgungs
maßnahmen sowie Strafvollstreckungsmaßnahmen, soweit nachträglich die Unschuld fest
gestellt wurde. 40 Laws of the People's Republic of China, 1994, S. 4 1 . e)
Die Durchsetzung objektiven Rechts durch Kontrollbehörden Die Tätigkeit der Volksgerichte dient selbstverständlich nicht nur dem individuellen
Rechtsschutz, sondern auch der Durchsetzung der als Recht zentral getroffenen Entschei
dungen in der Peripherie. Dies dürfte sogar in den Augen Vieler die wichtigere Funktion
sein. Wie wichtig die Kontrolle der nachgeordneten Ebenen und die Durchsetzung des
objektiven Rechts ist, zeigt der organisatorische Aufwand, der zusätzlich zum gerichtlichen
Rechtsschutz hierfür gemacht wird. Die dafür geschaffenen Institutionen haben zwar vor
rangig das objektive Recht zu wahren, sind aber über ihre Pflicht, Beschwerden aus der
Bevölkerung nachzugehen, auch Rechtsschutzinstitutionen. In jeweils von der Zentralebene bis zur Kreisebene durch Weisungsstränge hierarchischem
Aufbau, der allerdings durch die Rekrutierungskompetenz der unteren Ebenen relativiert
ist, dienen drei Behördenarten der objektiven Rechtskontrolle, nämlich 40 Laws of the People's Republic of China, 1994, S. 4 1 . 45 1 die Staatsanwaltschaften 41 ,
42 die Aufsichtsbehörden 42 und die Rechnungsprüfungsbehörden 43. Die Staatsanwaltschaften sind sowohl gegenüber den Justizbehörden als auch gegenüber
der Verwaltung selbständig und unterstehen einem vom Nationalen Volkskongreß gewähl
ten und unmittelbar diesem bzw. dem Ständigen Ausschuß verantwortlichen Obersten
Staatsanwalt. Neben der Verfolgung von Straftaten obliegt den Staatsanwaltschaften die
Kontrolle über die Gerichte und über die Verwaltung, ohne daß allerdings insoweit Wei
sungskompetenzen bestehen. Die Sanktionen bestehen in der Möglichkeit, entdeckte Straf
taten zu verfolgen, in Berichten an übergeordnete Stellen, und in bestimmten Fällen in der
Kompetenz, durch einen Einspruch ein Verfahren zur Prüfung einer Wiederaufnahme in
Gang zu setzen. Die Aufsichtsbehörden sind innerhalb der Verwaltung errichtet und unterstehen der jewei
ligen Verwaltungsspitze. Die Aufsichtsbehörde des Staatsrates beaufsichtigt sämtliche
Zentralbehörden und leitet die Aufsicht auch auf den nachgeordneten Ebenen. Insofern
bilden die Aufsichtsbehörden einen eigenständigen hierarchischen Verwaltungszweig. Bürger können sich mit Beschwerden an die Aufsichtsbehörden wenden. Gegenüber den
beaufsichtigten Stellen bestehen umfassende Informations- und vorläufige Eingriffskom
petenzen. Die Rechnungsprüfungsbehörden bilden - ebenso wie die Aufsichtsbehörden - einen eige
nen Verwaltungszweig mit hierarchischer Organisation vom Obersten Rechnungsprüfer,
der unmittelbar der Spitze des Staatsrates unterstellt ist, bis hinunter auf die Kreisebene. Sie
sind andererseits der Verwaltungsspitze ihrer jeweiligen Ebene verantwortlich. Die Rech
nungsprüfungsbehörden beurteilen die Rechtmäßigkeit und Wirtschaftlichkeit der finanz
wirksamen Tätigkeiten aller staatlichen Stellen. Sie haben umfassende Kontroll-, aber statt
Sanktions- nur Berichtskompetenzen. 41 42
43
Rechtsgrundlage insbesondere das Verwaltungsaufsichtsgesetz vom Mai 1 997; englische Fassung
von Charles D. Paglee (Fn. 26). 43 Rechtsgrundlage das Rechnungsprüfungsgesetz vom August 1 994, Laws of the People's Republic
of China, 1 994, S. 109. 41
42
Rechtsgrundlagen insbesondere in Art. 1 29 - 1 33 der Verfassung; Organisationsgesetz der Volks-
staatsanwaltschaften der Volksrepublik China von 1979 in der Fassung vom September 1 983,
Laws of the Peoples Republic of China, 1 983 - 1 986, S. 48. e)
Die Durchsetzung objektiven Rechts durch Kontrollbehörden 452 Verfassllilg und Recht in Übersee (VR Ü) 32 (1999) 44 Ein in verschiedenen Hinsichten systematisierender empirischer Bericht über den Verwaltungs-
rechtsschutz in den Jahren 1 990 bis 1 996 findet sich bei Pei Minxin (Fn. 22).
45 44 Ein in verschiedenen Hinsichten systematisierender empirischer Bericht über den Verwaltungs-
rechtsschutz in den Jahren 1 990 bis 1 996 findet sich bei Pei Minxin (Fn. 22).
45 Heuser (Fn. 4), S.19; siehe aber auch den Bericht über Fallzahlen bei Pei Minxin (Fn. 22), S. 836.
46 Li Xinsheng (Fn. 23). 45 Heuser (Fn. 4), S.19; siehe aber auch den Bericht über Fallzahlen bei Pei Minxin (Fn. 22), S. 836.
46 Li Xinsheng (Fn. 23). 5.
Einige Bemerkungen zur weiteren Entwicklung 5. Durch die zwar begrenzte, aber doch recht breite Rechtsschutzgewährung ist die Voraus
setzung dafür geschaffen, daß auch das materielle Verwaltungsrecht, nämlich die Kriterien
für die Rechtmäßigkeit der konkreten Verwaltungshandlungen, im Laufe der Zeit verfeinert
und systematisiert werden. Dies ist in vollem Gange, wobei sich auch im Wissenschafts be
trieb eine verwaltungsrechtliche Spezialisierung herausgebildet hat. Relevant ist natürlich, inwiefern der auf dem Papier gegebene Rechtsschutz auch in der
Praxis funktioniert.44 Solange noch nicht ein eigenes Verwaltungsprozeßrecht existierte,
sondern der Verwaltungsrechtsschutz im Verfahren des Zivilprozesses stattfand, war die
Effektivität wohl nicht sehr hoch. Es wird berichtet, die erste erfolgreiche Klage eines
Bürgers gegen einen polizeilichen Bußgeldbescheid habe es 1 987 gegeben.45 Nach Inkraft
treten des Verwaltungsprozeßgesetzes hat es wohl einen deutlichen Wandel gegeben. Ein
chinesischer Wissenschaftler berichtete auf einer Tagung im Jahre 1 998, daß von 1 990 bis
1 998 ca. 340.000 Gerichtsentscheidungen in Verwaltungssachen ergangen seien, von denen
ca. 140.000, also gut 41 %, für die Verwaltung negativ gewesen seien.46 Dies belege
sowohl die noch erheblichen Defizite hinsichtlich der Rechtmäßigkeit von Verwaltungs
handeln als auch die Wirksamkeit des verwaltungsgerichtlichen Rechtsschutzes. Derzeit wird an einem allgemeinen Verwaltungsverfahrensgesetz und an einem Verwal
tungsgenehmigungsgesetz gearbeitet, welches für alle möglichen Arten von behördlichen
Genehmigungen gelten soll. Beides dürfte zu einer analytischen Durchdringung und
Systematisierung sowohl des Verfahrensrechts als auch der Handlungsformen und ihrer
Rechtsfolgen beitragen. 453 Administrative Law in the People's Republic of China By Ingwer Ebsen As a strong and weIl organised administration has been characteristic for the People's
Republic of China for the past decades, this contribution on the development of "an"
administrative law refers only to the changes that followed the end of the cultural revolu
tion and the beginning of the reorientation of the Chinese economy. This reorientation had
a strong influence on the relationship between the State and the developing private sector:
First, the instrument of law was chosen as primary means to shape the new administrative
process. The privilege of a political party to be above the law has explicitly been removed. Second, a private sector of the economy developed out of the political-administrative
system of the economy. The developments regarding both the legal changes and the inde
pendence of the private sector are still in the process. However, some elements of the
remarkable changes may already be discussed. The article emphasises the changes within the organisation of the administrative, gives an
overview over the areas of administrative law covered during the last two decades and
looks at the judicial control of the implementation of administrative law. This last part
includes aspects of administrative and judicial procedure, access to courts and liability of
the state for acts of public authorities and officials. Finally, a brief outiook on expected
developments is given. Can Bartolus Save the Tiger? l Reflections on the use of property rights for Iand-based biodiversity conservation ABSTRACTS Administrative Law in the People's Republic of China By Boudewijn R.A. Bouckaert and Britt Groosman By Boudewijn R.A. Bouckaert and Britt Groosman By Boudewijn R.A. Bouckaert and Britt Groosman By Boudewijn R.A. Bouckaert and Britt Groosman The variety of life on earth (biodiversity) is beIieved to be more at risk now than ever
before. The rapid decline of biodiversity is nearly entirely caused by processes induced by
humans, such as overexploitation of species, deIiberate habitat destruction, introduction of
new and hostile species and ecological mismanagement. This paper aims to investigate
whether market solutions operating through specific (private) property rights systems might 43 1
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Spring onset and seasonality patterns during the Lateglacial in the
eastern Baltic region The comparison of pollen- and chironomid-inferred
past temperature estimations with spring onset, growth-degree-days, and plant macrofossil data shows coherent patterns during during the Lateglacial period. The dynamics of the estimated length of the growing season and spring onset, combined with
15
the regional collection of plant macrofossil records, suggest the importance of local settings to species migration. During the
Lateglacial warming period (Bølling/Allerød), a notable spring warming and longer growing season was calculated based on
micro-phenology, but the treeline did not extend beyond central Estonia. The comparison of pollen- and chironomid-inferred
past temperature estimations with spring onset, growth-degree-days, and plant macrofossil data shows coherent patterns during
the cooler Older Dryas and warmer Bølling/ Allerød periods while suggesting more complicated climate dynamics and possible
20
warmer episodes during the Younger Dryas cold reversal. the cooler Older Dryas and warmer Bølling/ Allerød periods while suggesting more complicated climate dynamics and possible
20
warmer episodes during the Younger Dryas cold reversal. Spring onset and seasonality patterns during the Lateglacial in the
eastern Baltic region Leeli Amon1, Friederike Wagner-Cremer 2, Jüri Vassiljev1, Siim Veski1
1Department of Geology, Tallinn University of Technology, Tallinn, 19086, Estonia
5
2Department of Geosciences and Physical Geography, Utrecht University, Utrecht, 3584, The Netherlands
Correspondence to: Leeli Amon (leeli.amon@taltech.ee) Leeli Amon1, Friederike Wagner-Cremer 2, Jüri Vassiljev1, Siim Veski1
1Department of Geology, Tallinn University of Technology, Tallinn, 19086, Estonia
5
2Department of Geosciences and Physical Geography, Utrecht University, Utrecht, 3584, The Netherlands
Correspondence to: Leeli Amon (leeli.amon@taltech.ee) Abstract. Spring onset is an important phenological observation that is sensitive to modern climate change and can be traced
back in geological time. The Lateglacial (~14500 – 11700 cal yr BP) spring onset and growing season (growth-degree-days)
dynamics in the eastern Baltic region were reconstructed using the micro-phenological approach based on the dwarf birch
10
(Betula nana) subfossil leaf cuticles. The presented study sites, Lake Lielais Svetinu (eastern Latvia) and Lake Kosilase (central
Estonia), are located ~200 km apart in the region affected by the south-eastern sector of the Scandinavian Ice Sheet. During
the Lateglacial period the region and its biota were influenced by the retreating glacier and the different stages of the Baltic
Ice Lake. The plant macrofossil data confirms that the study sites were located in different vegetation zones (arctic-to-boreal) during the Lateglacial period. The dynamics of the estimated length of the growing season and spring onset, combined with
15
the regional collection of plant macrofossil records, suggest the importance of local settings to species migration. During the
Lateglacial warming period (Bølling/Allerød), a notable spring warming and longer growing season was calculated based on
micro-phenology, but the treeline did not extend beyond central Estonia. The comparison of pollen- and chironomid-inferred
past temperature estimations with spring onset, growth-degree-days, and plant macrofossil data shows coherent patterns during
the cooler Older Dryas and warmer Bølling/ Allerød periods while suggesting more complicated climate dynamics and possible
20
warmer episodes during the Younger Dryas cold reversal. during the Lateglacial period. The dynamics of the estimated length of the growing season and spring onset, combined with
15
the regional collection of plant macrofossil records, suggest the importance of local settings to species migration. During the
Lateglacial warming period (Bølling/Allerød), a notable spring warming and longer growing season was calculated based on
micro-phenology, but the treeline did not extend beyond central Estonia. https://doi.org/10.5194/cp-2021-133
Preprint. Discussion started: 20 October 2021
c⃝Author(s) 2021. CC BY 4.0 License. 1 Introduction During the past decade the Lateglacial environmental history of this
region has been intensely studied (e.g. Stancikaite et al., 2009; Heikkilä et al., 2009; Veski et al., 2012; Druzhinina et al., 2020,
Seiriene et al., 2020). The Lateglacial changeable climatic conditions (Rasmussen et al., 2014), available past summer and
winter temperature reconstructions (Veski et al., 2015), and the associated arctic-to-boreal vegetation dynamics (Amon et al., vegetation reconstructions based on a variety of biological proxies. The Baltic region was covered by the south-eastern sector
50
of the last Scandinavian Ice Sheet (SIS) (Kalm, 2012). During the past decade the Lateglacial environmental history of this
region has been intensely studied (e.g. Stancikaite et al., 2009; Heikkilä et al., 2009; Veski et al., 2012; Druzhinina et al., 2020,
Seiriene et al., 2020). The Lateglacial changeable climatic conditions (Rasmussen et al., 2014), available past summer and
winter temperature reconstructions (Veski et al., 2015), and the associated arctic-to-boreal vegetation dynamics (Amon et al., 2012; Veski et al., 2012; Amon et al., 2016) and tree-line presence (Amon et al., 2014) provide an excellent case to study the
55
seasonal dynamics of rapid natural climate warming and cooling episodes. Here we apply the microphenological UI proxy to
two sites which hold uncommonly continuous and well-preserved B. nana subfossil leaf fragments in order to determine spring
onset dates and the thermal properties of the growing season. The first indication that the UI proxy is also applicable in a more
continental settings has been provided in experimental studies on B. nana relict stands in Poland (Ercan et al., 2021) and is 2012; Veski et al., 2012; Amon et al., 2016) and tree-line presence (Amon et al., 2014) provide an excellent case to study the
55
seasonal dynamics of rapid natural climate warming and cooling episodes. Here we apply the microphenological UI proxy to
two sites which hold uncommonly continuous and well-preserved B. nana subfossil leaf fragments in order to determine spring
onset dates and the thermal properties of the growing season. The first indication that the UI proxy is also applicable in a more
continental settings has been provided in experimental studies on B. nana relict stands in Poland (Ercan et al., 2021) and is 2012; Veski et al., 2012; Amon et al., 2016) and tree-line presence (Amon et al., 2014) provide an excellent case to study the
55
seasonal dynamics of rapid natural climate warming and cooling episodes. 1 Introduction This proxy makes use of the direct
correlation between the lateral epidermal cell expansion that regulates cell size and shape during the maturation of leaves past summer and winter temperatures have been reconstructed more often, the dynamics of the spring season is still
35
underrepresented in the temperature records available so far. The micro-phenological proxy based on the dwarf birch (Betula
nana) subfossil leaf cuticle features (Wagner-Cremer et al., 2010) offers a means to shed light on past seasonality patterns as
well the dynamics of spring onset and the amount of growing-degree-days (GDD). This proxy makes use of the direct
correlation between the lateral epidermal cell expansion that regulates cell size and shape during the maturation of leaves past summer and winter temperatures have been reconstructed more often, the dynamics of the spring season is still
35
underrepresented in the temperature records available so far. The micro-phenological proxy based on the dwarf birch (Betula
nana) subfossil leaf cuticle features (Wagner-Cremer et al., 2010) offers a means to shed light on past seasonality patterns as
well the dynamics of spring onset and the amount of growing-degree-days (GDD). This proxy makes use of the direct
correlation between the lateral epidermal cell expansion that regulates cell size and shape during the maturation of leaves (Wagner-Cremer et al., 2010; Ercan et al., 2020). The longer the growth period available to plants, and the higher the
40
accumulated GDD, the larger and increasingly undulated the epidermal cells grow. Quantified as the Undulation Index (UI) in
long-term monitoring studies and validated in free-field growth experiments (Ercan et al., 2021), this proxy has demonstrated
asynchronous spring versus summer temperature dynamics during the warming from the Late Pleniglacial to the
Bølling/Allerød and during the transition from the Younger Dryas to the Holocene (Wagner-Cremer and Lotter, 2011; (Wagner-Cremer et al., 2010; Ercan et al., 2020). The longer the growth period available to plants, and the higher the
40
accumulated GDD, the larger and increasingly undulated the epidermal cells grow. Quantified as the Undulation Index (UI) in
long-term monitoring studies and validated in free-field growth experiments (Ercan et al., 2021), this proxy has demonstrated
asynchronous spring versus summer temperature dynamics during the warming from the Late Pleniglacial to the
Bølling/Allerød and during the transition from the Younger Dryas to the Holocene (Wagner-Cremer and Lotter, 2011; (Wagner-Cremer et al., 2010; Ercan et al., 2020). 1 Introduction Changing seasonality belongs to the most eminent characteristics of ongoing global climate change. Phenological observations
are sensitive and easily obtainable indicators of biospheric changes in response to climate change (Peñuelas and Filella, 2001;
25
Badeck et al., 2004, Cleland et al. 2007). The earlier unfolding of leaves has been observed since the mid-20th century all over
the Northern Hemisphere (Ahas et al., 2002; Badeck et al., 2004 and references therein, Menzel et al. 2006, Jeong et al., 2011
and references therein), although the rate of change has decelerated during the last few decades (Fu et al., 2015). The spring
phenology is influenced by pre-season temperature that is described as temperature before spring phenological date, winter 1 https://doi.org/10.5194/cp-2021-133
Preprint. Discussion started: 20 October 2021
c⃝Author(s) 2021. CC BY 4.0 License. temperature and accumulated precipitation (Wang et al. 2015). The seasonality changes are the subject of intensive discussions,
30
given the strong impact of the earlier spring onset on many sectors including agriculture, ecosystem stability, and vegetation
dynamics (e.g. Buermann et al. 2018, Menzel et al. 2020). Palaeoecological studies have the potential to contribute to a better understanding of spatio-temporal seasonality dynamics by
reconstructing seasonal temperature changes during the phases of natural climate change that occurred in the recent past. While temperature and accumulated precipitation (Wang et al. 2015). The seasonality changes are the subject of intensive discussions,
30
given the strong impact of the earlier spring onset on many sectors including agriculture, ecosystem stability, and vegetation
dynamics (e.g. Buermann et al. 2018, Menzel et al. 2020). Palaeoecological studies have the potential to contribute to a better understanding of spatio-temporal seasonality dynamics by
reconstructing seasonal temperature changes during the phases of natural climate change that occurred in the recent past. While past summer and winter temperatures have been reconstructed more often, the dynamics of the spring season is still
35
underrepresented in the temperature records available so far. The micro-phenological proxy based on the dwarf birch (Betula
nana) subfossil leaf cuticle features (Wagner-Cremer et al., 2010) offers a means to shed light on past seasonality patterns as
well the dynamics of spring onset and the amount of growing-degree-days (GDD). 1 Introduction The longer the growth period available to plants, and the higher the
40
accumulated GDD, the larger and increasingly undulated the epidermal cells grow. Quantified as the Undulation Index (UI) in
long-term monitoring studies and validated in free-field growth experiments (Ercan et al., 2021), this proxy has demonstrated
asynchronous spring versus summer temperature dynamics during the warming from the Late Pleniglacial to the
Bølling/Allerød and during the transition from the Younger Dryas to the Holocene (Wagner-Cremer and Lotter, 2011; Steinthorsdottir and Wagner-Cremer, 2019). During both warming phases, spring onset and GDD accumulation rose more
45
than a century before the summer temperatures started to increase (Steinthorsdottir and Wagner-Cremer, 2019). A systematic
application of this proxy to B. nana leaf-bearing lake and peat sequences thus has the potential to add information on the
expression of spring season warming over a large geographical range. In the present study, we focus on the seasonality changes in the eastern Baltic region by compiling multiple temperature and Steinthorsdottir and Wagner-Cremer, 2019). During both warming phases, spring onset and GDD accumulation rose more
45
than a century before the summer temperatures started to increase (Steinthorsdottir and Wagner-Cremer, 2019). A systematic
application of this proxy to B. nana leaf-bearing lake and peat sequences thus has the potential to add information on the
expression of spring season warming over a large geographical range. In the present study, we focus on the seasonality changes in the eastern Baltic region by compiling multiple temperature and In the present study, we focus on the seasonality changes in the eastern Baltic region by compiling multiple temperature and
vegetation reconstructions based on a variety of biological proxies. The Baltic region was covered by the south-eastern sector
50
of the last Scandinavian Ice Sheet (SIS) (Kalm, 2012). During the past decade the Lateglacial environmental history of this
region has been intensely studied (e.g. Stancikaite et al., 2009; Heikkilä et al., 2009; Veski et al., 2012; Druzhinina et al., 2020,
Seiriene et al., 2020). The Lateglacial changeable climatic conditions (Rasmussen et al., 2014), available past summer and
winter temperature reconstructions (Veski et al., 2015), and the associated arctic-to-boreal vegetation dynamics (Amon et al., vegetation reconstructions based on a variety of biological proxies. The Baltic region was covered by the south-eastern sector
50
of the last Scandinavian Ice Sheet (SIS) (Kalm, 2012). 1 Introduction Here we apply the microphenological UI proxy to
two sites which hold uncommonly continuous and well-preserved B. nana subfossil leaf fragments in order to determine spring
onset dates and the thermal properties of the growing season. The first indication that the UI proxy is also applicable in a more
continental settings has been provided in experimental studies on B. nana relict stands in Poland (Ercan et al., 2021) and is applied here to a subfossil leaf record from the sediment core of the continental (Eastern Baltic) region for the first time. 60
Compared to the already available alternative temperature proxies for the same sites, this approach uniquely enables the first
detailed analysis of seasonality changes during the Lateglacial in the eastern Baltic region. applied here to a subfossil leaf record from the sediment core of the continental (Eastern Baltic) region for the first time. 60
Compared to the already available alternative temperature proxies for the same sites, this approach uniquely enables the first
detailed analysis of seasonality changes during the Lateglacial in the eastern Baltic region. 2 2 https://doi.org/10.5194/cp-2021-133
Preprint. Discussion started: 20 October 2021
c⃝Author(s) 2021. CC BY 4.0 License. 2 Study area 2012, Amon et al., 2014; Amon et al., 2016). The present study explores the rich subfossil dwarf birch (Betula nana) leaf records from two sites, namely Lake Kosilase and (14500–11700 cal y BP) an important palaeogeographical feature of the deglaciated eastern Baltic region was the formation
80
of ice lakes (Vassiljev and Saarse, 2013; Rosentau et al., 2009; Amon et al., 2014). The vegetation communities during the
Lateglacial period in the study region, as described by plant macrofossil and pollen records, spanned from pioneer snow-patch
tundra to mixed boreal forests (Amon et al. 2012, Amon et al., 2014; Amon et al., 2016). The present study explores the rich subfossil dwarf birch (Betula nana) leaf records from two sites, namely Lake Kosilase and Lake Lielais Svetinu (L. Svetinu) ~200 km southeast of Lake Kosilase (Fig. 1). 85
Lake Kosilase (58°20.57 N; 25°39. 48 E) is a small (1.8 ha) lake located in central Estonia. Lake L. Svetinu (surface 18.8 ha)
is located in eastern Latvia (56°45.5 N; 27°08.8 E). The postglacial sediments of Lake L. Svetinu have been studied using
multiple palaeoecological proxies: chronology and vegetation proxies (Veski et al., 2012), phytoplankton (Stivrins et al., 2015),
palaeotemperature reconstructions (Veski et al., 2015), and ancient DNA (Kisand et al., 2018). Lake Lielais Svetinu (L. Svetinu) ~200 km southeast of Lake Kosilase (Fig. 1). 85
Lake Kosilase (58°20.57 N; 25°39. 48 E) is a small (1.8 ha) lake located in central Estonia. Lake L. Svetinu (surface 18.8 ha)
is located in eastern Latvia (56°45.5 N; 27°08.8 E). The postglacial sediments of Lake L. Svetinu have been studied using
multiple palaeoecological proxies: chronology and vegetation proxies (Veski et al., 2012), phytoplankton (Stivrins et al., 2015),
palaeotemperature reconstructions (Veski et al., 2015), and ancient DNA (Kisand et al., 2018). 2 Study area The
mean value of snow cover duration varies from 75 days in the westernmost islands to more than 130 days in the higher and
more forested regions in the north-east and south-east (Jaagus, 1997). A continuous snow cover in Latvia forms between and the prevalence of westerlies (Jaagus et al., 2010). The mean annual temperature in Estonia varies between 4.1-6.5 °C (Riigi
70
Ilmateenistus 2021). The mean annual temperature in Latvia is 7.2 °C, ranging from –1.6 °C (mean temperature in February)
to 17.7 °C in July (Krauklis and Draveniece, 2004). The snow cover in Estonia persists from December to late March. The
mean value of snow cover duration varies from 75 days in the westernmost islands to more than 130 days in the higher and
more forested regions in the north-east and south-east (Jaagus, 1997). A continuous snow cover in Latvia forms between December 8th and 29th, except for the coastal territories in western Latvia where it is established during the first decade of
75
January (Draveniece, 2009) and melts in March/April (Krauklis and Draveniece, 2004). The vegetation types during the Lateglacial period in the eastern Baltics spanned from arctic tundra in N. Estonia to mixed
forests in Latvia (Amon et al., 2014; Veski et al., 2012). The vegetation dynamics is influenced by Lateglacial hemispheric
climate fluctuations (Rasmussen et al., 2014) as well as by the local factors (Amon et al. 2014). In the Lateglacial period December 8th and 29th, except for the coastal territories in western Latvia where it is established during the first decade of
75
January (Draveniece, 2009) and melts in March/April (Krauklis and Draveniece, 2004). The vegetation types during the Lateglacial period in the eastern Baltics spanned from arctic tundra in N. Estonia to mixed
forests in Latvia (Amon et al., 2014; Veski et al., 2012). The vegetation dynamics is influenced by Lateglacial hemispheric
climate fluctuations (Rasmussen et al., 2014) as well as by the local factors (Amon et al. 2014). In the Lateglacial period (14500–11700 cal y BP) an important palaeogeographical feature of the deglaciated eastern Baltic region was the formation
80
of ice lakes (Vassiljev and Saarse, 2013; Rosentau et al., 2009; Amon et al., 2014). The vegetation communities during the
Lateglacial period in the study region, as described by plant macrofossil and pollen records, spanned from pioneer snow-patch
tundra to mixed boreal forests (Amon et al. 2 Study area The topography of the eastern Baltic region has been largely shaped by Pleistocene glaciations, where Weichselian glaciation
65
(SIS) in particular contributed to present day topography. The region is currently situated in the hemiboreal vegetation zone,
within the transitional zone between the boreal and nemoral forest zones of Europe. Estonia and Latvia are located between
56°N and 59.5°N on the eastern coast of the Baltic Sea in a transitional area from maritime to continental climate, characterized
by a west–east gradient in the continentality of the climate. Climatic conditions are mainly determined by high cyclonic activity The topography of the eastern Baltic region has been largely shaped by Pleistocene glaciations, where Weichselian glaciation
65
(SIS) in particular contributed to present day topography. The region is currently situated in the hemiboreal vegetation zone,
within the transitional zone between the boreal and nemoral forest zones of Europe. Estonia and Latvia are located between
56°N and 59.5°N on the eastern coast of the Baltic Sea in a transitional area from maritime to continental climate, characterized
by a west–east gradient in the continentality of the climate. Climatic conditions are mainly determined by high cyclonic activity y
g
y
y
y
g
y
y
and the prevalence of westerlies (Jaagus et al., 2010). The mean annual temperature in Estonia varies between 4.1-6.5 °C (Riigi
70
Ilmateenistus 2021). The mean annual temperature in Latvia is 7.2 °C, ranging from –1.6 °C (mean temperature in February)
to 17.7 °C in July (Krauklis and Draveniece, 2004). The snow cover in Estonia persists from December to late March. The
mean value of snow cover duration varies from 75 days in the westernmost islands to more than 130 days in the higher and
more forested regions in the north-east and south-east (Jaagus, 1997). A continuous snow cover in Latvia forms between
December 8th and 29th except for the coastal territories in western Latvia where it is established during the first decade of
75 and the prevalence of westerlies (Jaagus et al., 2010). The mean annual temperature in Estonia varies between 4.1-6.5 °C (Riigi
70
Ilmateenistus 2021). The mean annual temperature in Latvia is 7.2 °C, ranging from –1.6 °C (mean temperature in February)
to 17.7 °C in July (Krauklis and Draveniece, 2004). The snow cover in Estonia persists from December to late March. 3 Method
90 The chironomid-based temperature reconstruction from Lake Nakri was published previously
(Heiri et al., 2014), as were the pollen-based temperature reconstructions (Veski et al., 2015) and the plant macrofossil data
(Veski et al., 2012) from Lake L. Svetinu. 110 100 3 Method
90 nana, GDD5 = 10(2.4232+6.0284*log(UIfossil) and Budburst Day of Year = 10(2.3109-(-
1.6888*(log(UIfossil)) respectively, following the procedure outlined in detail in Steinthorsdottir and Wagner-Cremer (2019). 100
Budburst dates are commonly used to determine spring onset. Spring onset dates are subsequently expressed as Day-of-Year
(DoY) before Mid-summer Warmth (MSW), referring to the number of days before the 15th of July (DoY: 196), which is set
as the date for maximum summer warmth in order to facilitate a comparison with summer temperature proxies such as the
chironomid-based July temperature reconstructions (Steinthorsdottir and Wagner-Cremer, 2019). This procedure enables the
quantification of the time period between spring onset and maximum summer temperatures by calculating the DoY data rather
105
than providing numbers for individual months. Two samples from Lake Kosilase were selected for 14C dates. The selected samples were from the both ends of the ~30-cm-
long silty sediment section. The chironomid-based temperature reconstruction from Lake Nakri was published previously
(Heiri et al., 2014), as were the pollen-based temperature reconstructions (Veski et al., 2015) and the plant macrofossil data
(Veski et al., 2012) from Lake L. Svetinu. 110 circumference (CC, µm), the undulation index (UI, dimensionless) was calculated according to Kürschner (1997). The UI was
determined for a minimum of three epidermal pavement cells on at least three leaf fragments per sample. From the UI data, growing degree days above the threshold temperature 5 °C (GDD5) and budburst dates were calculated with
the GDD5 and budburst inference models for B. nana, GDD5 = 10(2.4232+6.0284*log(UIfossil) and Budburst Day of Year = 10(2.3109-(-
1.6888*(log(UIfossil)) respectively, following the procedure outlined in detail in Steinthorsdottir and Wagner-Cremer (2019). 100
Budburst dates are commonly used to determine spring onset. Spring onset dates are subsequently expressed as Day-of-Year
(DoY) before Mid-summer Warmth (MSW), referring to the number of days before the 15th of July (DoY: 196), which is set
as the date for maximum summer warmth in order to facilitate a comparison with summer temperature proxies such as the
chironomid-based July temperature reconstructions (Steinthorsdottir and Wagner-Cremer, 2019). This procedure enables the
quantification of the time period between spring onset and maximum summer temperatures by calculating the DoY data rather
105
than providing numbers for individual months. Two samples from Lake Kosilase were selected for 14C dates. The selected samples were from the both ends of the ~30-cm-
long silty sediment section. 4 Results Radiocarbon dating results for Lake Kosilase are given in Table 1. The radiocarbon dates were calibrated using Oxcal 4.2.4
(Bronk Ramsey, 2009) and the IntCal13 calibration curve (Reimer et al., 2013). 115 Table 1. 14C dates from Lake Kosilase, Estonia. Core
depth, cm
Laboratory
code
Dated material
14C date, yr BP
Calibrated, cal yr
BP
Median calibrated
value, cal yr BP
966-967
Poz-104880
Dryas
octopetala
leaves
11350 ± 70
13070 – 13324
13200
986-987
Poz-104784
Wood
12010 ± 70
13720 - 14080
13870
The mean UI from Lake L. Svetinu subfossil leaf record varies between 1.17 and 1.25 around a total average of 1.2 with an
average standard error of 0.03. The UI values of Lake Kosilase subfossil dwarf birch leaves range from mean 1.17 to 1.23 with
a total average of 1.21 and a standard error of 0.04 (Fig. 2). The estimated GDD5 range from 674 to 1009 (Fig. 3). The spring
120
onset calculations were based on inferred budburst dates recorded by the fossil leaves and revealed spring onset dates between
the 21st of May and June 6th, equivalent to DoY 146 – 157 and translating to 39 – 55 days before MSW (Fig. 3). Table 1. 14C dates from Lake Kosilase, Estonia. Core
depth, cm
Laboratory
code
Dated material
14C date, yr BP
Calibrated, cal yr
BP
Median calibrated
value, cal yr BP
966-967
Poz-104880
Dryas
octopetala
leaves
11350 ± 70
13070 – 13324
13200
986-987
Poz-104784
Wood
12010 ± 70
13720 - 14080
13870 The mean UI from Lake L. Svetinu subfossil leaf record varies between 1.17 and 1.25 around a total average of 1.2 with an
average standard error of 0.03. The UI values of Lake Kosilase subfossil dwarf birch leaves range from mean 1.17 to 1.23 with
a total average of 1.21 and a standard error of 0.04 (Fig. 2). The estimated GDD5 range from 674 to 1009 (Fig. 3). The spring
120
onset calculations were based on inferred budburst dates recorded by the fossil leaves and revealed spring onset dates between
the 21st of May and June 6th, equivalent to DoY 146 – 157 and translating to 39 – 55 days before MSW (Fig. 3). average standard error of 0.03. The UI values of Lake Kosilase subfossil dwarf birch leaves range from mean 1.17 to 1.23 with
a total average of 1.21 and a standard error of 0.04 (Fig. 2). 3 Method
90 3
3 Method
90
The subfossil leaf material was extracted from the sediments during the plant macrofossil analyses. The sediments were wet-
sieved and the remaining material was identified under the stereo- and light microscope. The subfossil B. nana leaves were
stored in distilled water at 4 °C until a further analysis with the fluorescence microscope. Leaves with preserved cuticle cells
were photographed under the microscope Leica using fluorescent light at 200X magnification (Fig. 2). Epidermal cell
properties were measured on digital images using the software ImageJ. From the measured cell area (CA, µm2) and cell
95 3
The subfossil leaf material was extracted from the sediments during the plant macrofossil analyses. The sediments were wet-
sieved and the remaining material was identified under the stereo- and light microscope. The subfossil B. nana leaves were
stored in distilled water at 4 °C until a further analysis with the fluorescence microscope. Leaves with preserved cuticle cells
were photographed under the microscope Leica using fluorescent light at 200X magnification (Fig. 2). Epidermal cell
properties were measured on digital images using the software ImageJ. From the measured cell area (CA, µm2) and cell
95 3
The subfossil leaf material was extracted from the sediments during the plant macrofossil analyses. The sediments were wet-
sieved and the remaining material was identified under the stereo- and light microscope. The subfossil B. nana leaves were
stored in distilled water at 4 °C until a further analysis with the fluorescence microscope. Leaves with preserved cuticle cells
were photographed under the microscope Leica using fluorescent light at 200X magnification (Fig. 2). Epidermal cell
properties were measured on digital images using the software ImageJ. From the measured cell area (CA, µm2) and cell
95 3 https://doi.org/10.5194/cp-2021-133
Preprint. Discussion started: 20 October 2021
c⃝Author(s) 2021. CC BY 4.0 License. circumference (CC, µm), the undulation index (UI, dimensionless) was calculated according to Kürschner (1997). The UI was
determined for a minimum of three epidermal pavement cells on at least three leaf fragments per sample. circumference (CC, µm), the undulation index (UI, dimensionless) was calculated according to Kürschner (1997). The UI was
determined for a minimum of three epidermal pavement cells on at least three leaf fragments per sample. From the UI data, growing degree days above the threshold temperature 5 °C (GDD5) and budburst dates were calculated with
the GDD5 and budburst inference models for B. The mean UI from Lake L. Svetinu subfossil leaf record varies between 1.17 and 1.25 around a total average of 1.2 with an
average standard error of 0.03. The UI values of Lake Kosilase subfossil dwarf birch leaves range from mean 1.17 to 1.23 with
a total average of 1.21 and a standard error of 0.04 (Fig. 2). The estimated GDD5 range from 674 to 1009 (Fig. 3). The spring
120
onset calculations were based on inferred budburst dates recorded by the fossil leaves and revealed spring onset dates between
the 21st of May and June 6th, equivalent to DoY 146 – 157 and translating to 39 – 55 days before MSW (Fig. 3). 4 Results Both lakes are currently surrounded by hemiboreal vegetation, but during the Lateglacial
period the floral situation was much more dynamic. During that time Lake L. Svetinu and Lake Kosilase were located in p
y
g
vegetation zones that oscillated north- and southwards, following changing climatic conditions and species migration. The
135
pioneer vegetation phases at both localities were characterized by treeless, Betula nana and Dryas octopetala dominated
tundra. During the Allerød, warming permitted the migration of various tree species to eastern Latvia with traces of mixed
forests of birch, pine, and aspen, as evident from the macroremain records (Veski et al., 2012). However, the proximity of the
retreating glacier and areas submerged by the Baltic Ice Lake hindered the northward migration of trees and the regional vegetation zones that oscillated north- and southwards, following changing climatic conditions and species migration. The
135
pioneer vegetation phases at both localities were characterized by treeless, Betula nana and Dryas octopetala dominated
tundra. During the Allerød, warming permitted the migration of various tree species to eastern Latvia with traces of mixed
forests of birch, pine, and aspen, as evident from the macroremain records (Veski et al., 2012). However, the proximity of the
retreating glacier and areas submerged by the Baltic Ice Lake hindered the northward migration of trees and the regional Lateglacial maximum northern treeline was likely located in southern Estonia (Amon et al., 2014). This implies that even
140
during the warmer phases of the Lateglacial, the surroundings of Lake Kosilase most likely remained treeless and were mainly
covered by tundra vegetation. During the Younger Dryas cooling the tree remains disappeared from the records of Lake L. Svetinu, suggesting the re-establishment of tundra vegetation and a southward regression of the regional treeline. Although
such vegetation shifts are recognized in many sedimentary records, the driving role of growing season dynamics has so far Lateglacial maximum northern treeline was likely located in southern Estonia (Amon et al., 2014). This implies that even
140
during the warmer phases of the Lateglacial, the surroundings of Lake Kosilase most likely remained treeless and were mainly
covered by tundra vegetation. During the Younger Dryas cooling the tree remains disappeared from the records of Lake L. Svetinu, suggesting the re-establishment of tundra vegetation and a southward regression of the regional treeline. 4 Results Although
such vegetation shifts are recognized in many sedimentary records, the driving role of growing season dynamics has so far hardly been taken into account, given the lack of temperature records for the early season. Here we have the unique opportunity
145
to synthesise vegetation dynamics and link it to climatic changes through local macroremain analysis, GDD5 and spring onset
reconstructions from B. nana leaf remains, and more regional temperature signals for winter and summer deduced from pollen
and chironomid data. The length of the growing season is correlated with the UI of both B. nana (Wagner-Cremer et al., 2010) as well as Betula The length of the growing season is correlated with the UI of both B. nana (Wagner-Cremer et al., 2010) as well as Betula
pubescens subsp. czerepanovii (Ercan et al., 2019). The estimated length of the Lateglacial growing season in the Baltic region
150
varies between ~670 and 1000 cumulative growing degree days (GDD5) (Fig 3). It is comparable with current Northern and
mid-Finnish conditions (Ercan et al., 2019). The GDD5 estimations from the microphenological fossil dataset in Germany
(Schleinsee) stop at 14400 cal yr BP, when the present dataset from the Baltic region starts (Steinthorsdottir and Wagner-
Cremer, 2019). The GDD5 estimations from Hässeldala (Sweden) (Steinthorsdottir and Wagner-Cremer, 2019) start at 12500 pubescens subsp. czerepanovii (Ercan et al., 2019). The estimated length of the Lateglacial growing season in the Baltic region
150
varies between ~670 and 1000 cumulative growing degree days (GDD5) (Fig 3). It is comparable with current Northern and
mid-Finnish conditions (Ercan et al., 2019). The GDD5 estimations from the microphenological fossil dataset in Germany
(Schleinsee) stop at 14400 cal yr BP, when the present dataset from the Baltic region starts (Steinthorsdottir and Wagner-
Cremer, 2019). The GDD5 estimations from Hässeldala (Sweden) (Steinthorsdottir and Wagner-Cremer, 2019) start at 12500 pubescens subsp. czerepanovii (Ercan et al., 2019). The estimated length of the Lateglacial growing season in the Baltic region
150
varies between ~670 and 1000 cumulative growing degree days (GDD5) (Fig 3). It is comparable with current Northern and
mid-Finnish conditions (Ercan et al., 2019). The GDD5 estimations from the microphenological fossil dataset in Germany
(Schleinsee) stop at 14400 cal yr BP, when the present dataset from the Baltic region starts (Steinthorsdottir and Wagner-
Cremer, 2019). 4 Results The estimated GDD5 range from 674 to 1009 (Fig. 3). The spring
120
onset calculations were based on inferred budburst dates recorded by the fossil leaves and revealed spring onset dates between
the 21st of May and June 6th, equivalent to DoY 146 – 157 and translating to 39 – 55 days before MSW (Fig. 3). 4 4 https://doi.org/10.5194/cp-2021-133
Preprint. Discussion started: 20 October 2021
c⃝Author(s) 2021. CC BY 4.0 License. 5 Discussion
125
The combination of (palaeo)botanical and phenological records reveals the dynamics of the vegetation, thermal growing season
duration, and spring onset during the Lateglacial period in the study area. The captured spring onset signal is probably regional. We have a temporal overlap of the two spring onset records from the study sites ~200 km apart. The sample density in the
overlapping part is not high, but the general trend (earlier spring onset around 13900 cal yr BP, later spring onset around 13800 5 Discussion
125
The combination of (palaeo)botanical and phenological records reveals the dynamics of the vegetation, thermal growing season
duration, and spring onset during the Lateglacial period in the study area. The captured spring onset signal is probably regional. We have a temporal overlap of the two spring onset records from the study sites ~200 km apart. The sample density in the
overlapping part is not high, but the general trend (earlier spring onset around 13900 cal yr BP, later spring onset around 13800 cal yr BP, and earlier again around 13600 cal yr BP) observed in both datasets suggests comparable patterns of the spring onset
130
signal over the entire study region. In the present study, we present spring onset and GDD5 records based on the UI analysis of B. nana leaves from two study
localities ~200 km apart (Fig. 1). Both lakes are currently surrounded by hemiboreal vegetation, but during the Lateglacial
period the floral situation was much more dynamic. During that time Lake L. Svetinu and Lake Kosilase were located in cal yr BP, and earlier again around 13600 cal yr BP) observed in both datasets suggests comparable patterns of the spring onset
130
signal over the entire study region. In the present study, we present spring onset and GDD5 records based on the UI analysis of B. nana leaves from two study
localities ~200 km apart (Fig. 1). 4 Results Comparison of the modern phenological characteristics to the plant macroremain data thus indicates that the major shift between 25 and 56 days, with a mean of 42 days. A modern dataset for B.pendula from several study points in Finnish Lapland
165
indicates that the number of days from spring onset to MSW ranges from 40 to 62 days; average spring onset date is 51 days
before MSW (Pudas et al., 2008). The modern observations of the budburst dates of Pinus sylvestris in the Inari region in
Finnish Lapland (Salminen & Jalkanen, 2015) suggest the spring onset range of P. sylvestris to be from 50 to 75 days before
MSW. Comparison of the modern phenological characteristics to the plant macroremain data thus indicates that the major shift in vegetation composition was related to spring onset dynamics, which might have taken place earlier in the warmer periods
170
of the Lateglacial. The notable shift towards earlier spring onset ~13350-13400 cal yr BP (at the end of GI-1c or Allerød) evident from Lake
Kosilase coincides with the findings of pine macrofossils in the sediments of Lake L. Svetinu (Fig 3). It suggests an
ameliorating, warmer environment in this region. The microphenology of dwarf birch growing in the tundra/at the verge of the in vegetation composition was related to spring onset dynamics, which might have taken place earlier in the warmer periods
170
of the Lateglacial. The notable shift towards earlier spring onset ~13350-13400 cal yr BP (at the end of GI-1c or Allerød) evident from Lake
Kosilase coincides with the findings of pine macrofossils in the sediments of Lake L. Svetinu (Fig 3). It suggests an
ameliorating, warmer environment in this region. The microphenology of dwarf birch growing in the tundra/at the verge of the treeline (Kosilase) parallels the warming signal that supported the formation of mixed boreal forests in eastern Latvia, ~200
175
km southwards (L. Svetinu). The regional spring warming ~13350-13400 cal yr BP and its effect on past vegetation may be similar to the modern tundra
greening process and earlier spring dates reported by modern phenological observations. The warmer climate, including spring,
supported the northward shift of the treeline: pine was present in Latvia; ~13300-13000 cal yr BP the scarce tree-birch treeline (Kosilase) parallels the warming signal that supported the formation of mixed boreal forests in eastern Latvia, ~200
175
km southwards (L. Svetinu). 4 Results The regional spring warming ~13350-13400 cal yr BP and its effect on past vegetation may be similar to the modern tundra
greening process and earlier spring dates reported by modern phenological observations. The warmer climate, including spring,
supported the northward shift of the treeline: pine was present in Latvia; ~13300-13000 cal yr BP the scarce tree-birch greening process and earlier spring dates reported by modern phenological observations. The warmer climate, including spring,
supported the northward shift of the treeline: pine was present in Latvia; ~13300-13000 cal yr BP the scarce tree-birch
macrofossils were found in the sediments of Lake Nakri (~100 km southeast of Lake Kosilase, Amon et al., 2012). The plant
180
macrofossil records suggest that the Lateglacial treeline did probably not reach beyond central Estonia (Amon et al., 2014;
Amon et al., 2016), although a single poorly preserved, probably tree-birch or hybrid, macrofossil was found in the Lake
Kosilase sediments. At the same time, spring in central Estonia was already taking place much earlier as confirmed by the UI
of the B. nana leaves and could have been suitable for tree species growth. Thus, the limiting factor for the advancement of macrofossils were found in the sediments of Lake Nakri (~100 km southeast of Lake Kosilase, Amon et al., 2012). The plant
180
macrofossil records suggest that the Lateglacial treeline did probably not reach beyond central Estonia (Amon et al., 2014;
Amon et al., 2016), although a single poorly preserved, probably tree-birch or hybrid, macrofossil was found in the Lake
Kosilase sediments. At the same time, spring in central Estonia was already taking place much earlier as confirmed by the UI
of the B. nana leaves and could have been suitable for tree species growth. Thus, the limiting factor for the advancement of the treeline may have been related to other local conditions in the partially-submerged mosaic landscape, the proximity of the
185
retreating glacier, and the maximum summer temperature. The modern distribution of the treeline-forming tree-birch in
Scandinavia follows the 13.2 °C isotherm for summer temperature (Odland, 1996) and the 10–12 °C summer temperature
isotherm for tree-line formation (CAVM, 2003). 4 Results The GDD5 estimations from Hässeldala (Sweden) (Steinthorsdottir and Wagner-Cremer, 2019) start at 12500 cal yr BP and span until the start of the Holocene; they are in general lower than the Baltic GDD5 estimations, however both
155 5 5 https://doi.org/10.5194/cp-2021-133
Preprint. Discussion started: 20 October 2021
c⃝Author(s) 2021. CC BY 4.0 License. display an interval of higher GDD5 values during the Younger Dryas cooling period. The Holocene onset is more pronounced
in the Hässeldala (Swedish) dataset than in the Baltic (Latvian) one. 160 this period, the continuous plant macrofossil records document the persisting local flora and provide evidence for vegetation
160
dynamics. The dominant plant species substituting the dwarf birch during the Allerød in Lake L. Svetinu were tree birch
(Betula pendula) and pine (Pinus sylvestris) (Fig 3). The occurrence of these two species provides additional information on
the spring conditions through their contemporaneous growth requirements. Phenological observations of B. nana budburst
dates from the Kevo research station in Finnish Lapland suggest that the number of days from spring onset to MSW varies between 25 and 56 days, with a mean of 42 days. A modern dataset for B.pendula from several study points in Finnish Lapland
165
indicates that the number of days from spring onset to MSW ranges from 40 to 62 days; average spring onset date is 51 days
before MSW (Pudas et al., 2008). The modern observations of the budburst dates of Pinus sylvestris in the Inari region in
Finnish Lapland (Salminen & Jalkanen, 2015) suggest the spring onset range of P. sylvestris to be from 50 to 75 days before
MSW. Comparison of the modern phenological characteristics to the plant macroremain data thus indicates that the major shift between 25 and 56 days, with a mean of 42 days. A modern dataset for B.pendula from several study points in Finnish Lapland
165
indicates that the number of days from spring onset to MSW ranges from 40 to 62 days; average spring onset date is 51 days
before MSW (Pudas et al., 2008). The modern observations of the budburst dates of Pinus sylvestris in the Inari region in
Finnish Lapland (Salminen & Jalkanen, 2015) suggest the spring onset range of P. sylvestris to be from 50 to 75 days before
MSW. 4 Results The chironomid-based July temperature estimates around Lake Nakri for this
period were ~+12,7-12,8 °C (Heiri et al., 2014) and the pollen-based reconstructed mean May-June-July-August temperature the treeline may have been related to other local conditions in the partially-submerged mosaic landscape, the proximity of the
185
retreating glacier, and the maximum summer temperature. The modern distribution of the treeline-forming tree-birch in
Scandinavia follows the 13.2 °C isotherm for summer temperature (Odland, 1996) and the 10–12 °C summer temperature
isotherm for tree-line formation (CAVM, 2003). The chironomid-based July temperature estimates around Lake Nakri for this
period were ~+12,7-12,8 °C (Heiri et al., 2014) and the pollen-based reconstructed mean May-June-July-August temperature the treeline may have been related to other local conditions in the partially-submerged mosaic landscape, the proximity of the
185
retreating glacier, and the maximum summer temperature. The modern distribution of the treeline-forming tree-birch in
Scandinavia follows the 13.2 °C isotherm for summer temperature (Odland, 1996) and the 10–12 °C summer temperature
isotherm for tree-line formation (CAVM, 2003). The chironomid-based July temperature estimates around Lake Nakri for this
period were ~+12,7-12,8 °C (Heiri et al., 2014) and the pollen-based reconstructed mean May-June-July-August temperature 6 https://doi.org/10.5194/cp-2021-133
Preprint. Discussion started: 20 October 2021
c⃝Author(s) 2021. CC BY 4.0 License. range was ~+12,2-12,3 °C, which are close to the modern tree-line limits. Assuming that the summer temperature was one of
190
the limiting factors for the northwards migration of the treeline, the results resemble the vegetation response under modern
climate conditions. The spring onset thus occurs before a significant rise in the summer temperature. The observed warmer
climatic conditions were subsequently disrupted by the onset of the Younger Dryas cold reversal. A similar set – warming of
the spring preceding the warming of the summer temperatures – is observed by Steinthorsdottir and Wagner-Cremer, 2019. range was ~+12,2-12,3 °C, which are close to the modern tree-line limits. Assuming that the summer temperature was one of
190
the limiting factors for the northwards migration of the treeline, the results resemble the vegetation response under modern
climate conditions. The spring onset thus occurs before a significant rise in the summer temperature. The observed warmer
climatic conditions were subsequently disrupted by the onset of the Younger Dryas cold reversal. A similar set – warming of
the spring preceding the warming of the summer temperatures – is observed by Steinthorsdottir and Wagner-Cremer, 2019. Lateglacial climate fluctuations and seasonality signal
195 Pollen-based temperature estimations for May-June-July-August (MJJA) and December-January-February (DJF) are available
for Lake L. Svetinu in the Lateglacial period (Veski et al., 2015) and provide an indication of the winter and summer conditions
prevailing in the studied region. A minor offset between the pollen record and the microphenological dataset is likely related
to the different sampling strategies. The pollen samples were taken as 1-cm-thick slices after some interval while the plant macrofossil samples from where the dwarf birch leaves were extracted were 5-cm-thick continuous samples. Additional
200
chironomid-based July temperature estimates from Lake Nakri (Fig. 3) ~90 km north are included to complement the
temperature data (Heiri et al., 2014). In the oldest part of the record between 14500-~14000 cal yr BP, assigned to GI-1e (Bølling), all proxies (pollen-based DJF
and MJJA temperatures, GDD5, and spring onset estimates (Fig. 3)) follow a comparable pattern of moderate temperatures macrofossil samples from where the dwarf birch leaves were extracted were 5-cm-thick continuous samples. Additional
200
chironomid-based July temperature estimates from Lake Nakri (Fig. 3) ~90 km north are included to complement the
temperature data (Heiri et al., 2014). In the oldest part of the record between 14500-~14000 cal yr BP, assigned to GI-1e (Bølling), all proxies (pollen-based DJF
and MJJA temperatures, GDD5, and spring onset estimates (Fig. 3)) follow a comparable pattern of moderate temperatures and MJJA temperatures, GDD5, and spring onset estimates (Fig. 3)) follow a comparable pattern of moderate temperatures
during all seasons. A short pulse of cold conditions is paced between 13800 and 13950 cal yr BP with only +10°C for
205
MJJA/chironomid July, dropping to -24°C for DJF; GDD5 values and spring onset (Fig. 3) are declining in parallel. Since this
cool pulse is of short duration, the temporal resolution of our proxies is not suitable to determine the offsets in the seasonality
changes. The common cooling is interpreted to reflect the GI-1d (Older Dryas) phase (Rasmussen et al., 2014). A gradual
decrease in spring thermal conditions has been observed earlier in a GDD5 / spring onset reconstruction from the Schleinsee during all seasons. A short pulse of cold conditions is paced between 13800 and 13950 cal yr BP with only +10°C for
205
MJJA/chironomid July, dropping to -24°C for DJF; GDD5 values and spring onset (Fig. 3) are declining in parallel. Lateglacial climate fluctuations and seasonality signal
195 Since this
cool pulse is of short duration, the temporal resolution of our proxies is not suitable to determine the offsets in the seasonality
changes. The common cooling is interpreted to reflect the GI-1d (Older Dryas) phase (Rasmussen et al., 2014). A gradual
decrease in spring thermal conditions has been observed earlier in a GDD5 / spring onset reconstruction from the Schleinsee section in Southern Germany, where the early season cooling during the Bølling culminates in the Older Dryas, after which
210
the conditions improve again towards the Allerød (Wagner-Cremer and Lotter, 2010). Although the Schleinsee site is located
much further to the south, the comparable records point towards a dynamic seasonality pattern during this period. The following warm period (Allerød) is characterized by a temperature increase occurring in all proxies. The summer-related
proxies reveal peaks at ~13700 cal yr BP with +12 °C pollen MJJA and +13.7 °C chironomid J. This initial peak is followed section in Southern Germany, where the early season cooling during the Bølling culminates in the Older Dryas, after which
210
the conditions improve again towards the Allerød (Wagner-Cremer and Lotter, 2010). Although the Schleinsee site is located
much further to the south, the comparable records point towards a dynamic seasonality pattern during this period. The following warm period (Allerød) is characterized by a temperature increase occurring in all proxies. The summer-related
proxies reveal peaks at ~13700 cal yr BP with +12 °C pollen MJJA and +13.7 °C chironomid J. This initial peak is followed by a small decrease in the pollen based MJJA and GDD5 / spring onset data which is not picked up by the chironomid record. 215
During the Allerød, B. nana disappears from the record while B. pendula and P. sylvestris become common in the macroremain
record. This succession provides additional evidence for stable, mild conditions. During the Younger Dryas, the signals captured by different proxies diverge. At ~12700 cal yr BP, a rapid temperature decline
from ~13 to ~10 °C started according to chironomid-based reconstructed estimates although there is a notable variability by a small decrease in the pollen based MJJA and GDD5 / spring onset data which is not picked up by the chironomid record. 215
During the Allerød, B. nana disappears from the record while B. pendula and P. sylvestris become common in the macroremain
record. This succession provides additional evidence for stable, mild conditions. 4 Results Lateglacial climate fluctuations and seasonality signal
195
Pollen-based temperature estimations for May-June-July-August (MJJA) and December-January-February (DJF) are available
for Lake L. Svetinu in the Lateglacial period (Veski et al., 2015) and provide an indication of the winter and summer conditions
prevailing in the studied region. A minor offset between the pollen record and the microphenological dataset is likely related
to the different sampling strategies. The pollen samples were taken as 1-cm-thick slices after some interval while the plant Lateglacial climate fluctuations and seasonality signal
195 During the Younger Dryas, the signals captured by different proxies diverge. At ~12700 cal yr BP, a rapid temperature decline
from ~13 to ~10 °C started according to chironomid-based reconstructed estimates although there is a notable variability During the Younger Dryas, the signals captured by different proxies diverge. At ~12700 cal yr BP, a rapid temperature decline
from ~13 to ~10 °C started according to chironomid-based reconstructed estimates although there is a notable variability
between the individual samples (Fig 3). At the same time (~12650 cal yr BP) the winter (DJF) pollen-based temperature
220
estimates start to decrease as well, reaching the minimal temperature at ~12000 cal yr BP (-20 °C). The minimal chironomid-
based temperature estimate (+8.6 °C for July T) is reached ~12500 cal yr BP. This cooling is not entirely paralleled by pollen- between the individual samples (Fig 3). At the same time (~12650 cal yr BP) the winter (DJF) pollen-based temperature
220
estimates start to decrease as well, reaching the minimal temperature at ~12000 cal yr BP (-20 °C). The minimal chironomid-
based temperature estimate (+8.6 °C for July T) is reached ~12500 cal yr BP. This cooling is not entirely paralleled by pollen- between the individual samples (Fig 3). At the same time (~12650 cal yr BP) the winter (DJF) pollen-based temperature
220
estimates start to decrease as well, reaching the minimal temperature at ~12000 cal yr BP (-20 °C). The minimal chironomid-
based temperature estimate (+8.6 °C for July T) is reached ~12500 cal yr BP. This cooling is not entirely paralleled by pollen- between the individual samples (Fig 3). At the same time (~12650 cal yr BP) the winter (DJF) pollen-based temperature
220
estimates start to decrease as well, reaching the minimal temperature at ~12000 cal yr BP (-20 °C). The minimal chironomid-
based temperature estimate (+8.6 °C for July T) is reached ~12500 cal yr BP. This cooling is not entirely paralleled by pollen- 7 https://doi.org/10.5194/cp-2021-133
Preprint. Discussion started: 20 October 2021
c⃝Author(s) 2021. CC BY 4.0 License. based summer reconstructions and GDD5 / spring onset data: The MJJA pollen-based temperature remains at the previous
(Allerød) level, even indicating a small rise between 12500-12100 cal yr BP, only decreasing from 12100 cal yr BP until the
onset of the Holocene. Spring season conditions rather follow the declining winter temperatures than the summer signal. Lateglacial climate fluctuations and seasonality signal
195 However, it does not substantially confirm persistent warm
summer conditions during the Younger Dryas as the main trend in chironomids, pollen-based DJF temperatures, and spring onset / GDD5 records indicate a cooling period. Global climate simulations for the Bølling, Allerød, and Younger Dryas
240
(Schenk et al., 2018) show that for the Baltic region the month of May is highly important, with colder May temperatures
during the Younger Dryas than during the Allerød period. That is in broad accordance with the trend in the spring onset record
but punctuated by occasional short phases with earlier budburst in the first part of the Younger Dryas. Modern studies suggest
that the ongoing lengthening of the vegetation period is also due to the earlier budburst and spring onset (Jeong et al., 2011). The relevance of the early season temperatures requires proxies that are able to distinguish between the summer/winter
245
temperatures and spring temperatures. Lateglacial climate fluctuations and seasonality signal
195 The
225
GDD5 values decrease from the ~12400 cal yr BP peak values of above 1000 GDD5 to low ~720 GDD5 at 12250 cal yr BP. Unfortunately, we do not have good data coverage for this time interval and, thus, cannot provide a detailed analysis on the
validity of the peak values nor the exact timing of the cooling. From 12200 cal yr BP the GDD5 values stabilise on very low
values, varying between 700–800 GDD5. The results also indicate very late spring onset during this phase, where the growing season did not start earlier than 39–43 days before MSW (in June). The general pattern during the Younger Dryas in terms of
230
seasonality changes very closely resembles the results obtained for the Swedish Hässeldala section, where GDD5 values
ranging from 650–700 were reconstructed, and spring onset occurred ~40 days before MSW (Steinthordottir and Wagner-
Cremer, 2019). The strong variability in several proxies during the Younger Dryas cold reversal (Fig 3) points to a notably dynamic season did not start earlier than 39–43 days before MSW (in June). The general pattern during the Younger Dryas in terms of
230
seasonality changes very closely resembles the results obtained for the Swedish Hässeldala section, where GDD5 values
ranging from 650–700 were reconstructed, and spring onset occurred ~40 days before MSW (Steinthordottir and Wagner-
Cremer, 2019). The strong variability in several proxies during the Younger Dryas cold reversal (Fig 3) points to a notably dynamic temperature system. There is an ongoing debate about warm summers on the northern latitudes during the Younger Dryas
235
cooling (Björck et al., 2002; Schenck et al., 2018). The pronounced variability on chironomid-based dataset, duration of the
growing season and spring onset data, and rather stable pollen-based MJJA temperatures may indicate short, occasional phases
with possible early springs and warmer summer temperatures. However, it does not substantially confirm persistent warm
summer conditions during the Younger Dryas as the main trend in chironomids, pollen-based DJF temperatures, and spring temperature system. There is an ongoing debate about warm summers on the northern latitudes during the Younger Dryas
235
cooling (Björck et al., 2002; Schenck et al., 2018). The pronounced variability on chironomid-based dataset, duration of the
growing season and spring onset data, and rather stable pollen-based MJJA temperatures may indicate short, occasional phases
with possible early springs and warmer summer temperatures. Author contribution: LA is the main author (conceptualization, investigation, writing). The co-authors contributed:
FW (conceptualization, methodology, writing), JV (chronology), SV (past vegetation and climate reconstructions). LA
prepared the manuscript with contributions from all co-authors.
265 hors declare that they have no conflict of interest. Acknowledgements: This study was supported by Estonian Research Agency grants MOBTP140 and PRG323. Conclusions -
The present study is one of the rare examples of the application of the micro-phenological proxy to the Lateglacial fossil
leaf record. By applying a novel microphenological proxy and plant macrofossil analysis to the multi-proxy approach we
can constrain early season temperature dynamics rather than traditionally inferred winter or summer temperatures. -
The combination of spring onset/GDD5 estimates and plant macrofossil records indicates that the local tree-line dynamics
are linked to local rather than regional environmental conditions. The spring onset in central Estonia during the Allerød
period took place early and was comparable with the timing in the modern forest species. However, the Lateglacial plant -
The combination of spring onset/GDD5 estimates and plant macrofossil records indicates that the local tree-line dynamics
are linked to local rather than regional environmental conditions. The spring onset in central Estonia during the Allerød
period took place early and was comparable with the timing in the modern forest species. However, the Lateglacial plant
macrofossil data of North Estonia displays the lack of any tree remains. Therefore, we could reconstruct a similar situation are linked to local rather than regional environmental conditions. The spring onset in central Estonia during the Allerød
period took place early and was comparable with the timing in the modern forest species. However, the Lateglacial plant
macrofossil data of North Estonia displays the lack of any tree remains. Therefore, we could reconstruct a similar situation
255 macrofossil data of North Estonia displays the lack of any tree remains. Therefore, we could reconstruct a similar situation
255 8 https://doi.org/10.5194/cp-2021-133
Preprint. Discussion started: 20 October 2021
c⃝Author(s) 2021. CC BY 4.0 License. with modern climate change when the spring onset takes place earlier, but the summer temperatures are not yet rising. The explanation for the eastern Baltic Lateglacial situation could be the proximity of the SIS and the Baltic Ice Lake. Th L t
l
i l
lit d
i
l
t d b
i
i
t
ti
t
d
ll
b
d DJF
d MJJA with modern climate change when the spring onset takes place earlier, but the summer temperatures are not yet rising. The explanation for the eastern Baltic Lateglacial situation could be the proximity of the SIS and the Baltic Ice Lake. -
The Lateglacial seasonality dynamics are evaluated by comparing spring onset estimates and pollen-based DJF and MJJA
temperature reconstructions in combination with chironomid-based July temperatures. Conclusions During the GI-1d and the
b
i
i d (B lli
/All
d) ll
i
hil
h di
d
i
h YD
d
i The explanation for the eastern Baltic Lateglacial situation could be the proximity of the SIS and the Baltic Ice Lake. -
The Lateglacial seasonality dynamics are evaluated by comparing spring onset estimates and pollen-based DJF and MJJA
temperature reconstructions in combination with chironomid-based July temperatures. During the GI-1d and the
subsequent warming period (Bølling/Allerød) all proxies agree, while the divergence during the YD suggests a dynamic
seasonality pattern with possible occasional warm episodes. -
The Lateglacial seasonality dynamics are evaluated by comparing spring onset estimates and pollen-based DJF and MJJA
temperature reconstructions in combination with chironomid-based July temperatures. During the GI-1d and the
subsequent warming period (Bølling/Allerød) all proxies agree, while the divergence during the YD suggests a dynamic
seasonality pattern with possible occasional warm episodes. Author contribution: LA is the main author (conceptualization, investigation, writing). The co-authors contributed:
FW (conceptualization, methodology, writing), JV (chronology), SV (past vegetation and climate reconstructions). LA
prepared the manuscript with contributions from all co-authors. 265 Author contribution: LA is the main author (conceptualization, investigation, writing). The co-authors contributed
FW (conceptualization, methodology, writing), JV (chronology), SV (past vegetation and climate reconstructions). LA
prepared the manuscript with contributions from all co-authors. 265
The authors declare that they have no conflict of interest. Acknowledgements: This study was supported by Estonian Research Agency grants MOBTP140 and PRG323. References Draveniece, A.: Detecting changes in winter seasons in Latvia: the role of arctic air masses, Boreal Environment Research, 14,
89–99, 2009. 290
Druzhinina, O., Kublitskiy, Y., Stančikaitė, M., Nazarova, L., Syrykh, L., Gedminienė, L., Uogintas, D., Skipityte,
R., Arslanov, K., Vaikutienė, G., Kulkova, M. and Subetto, D.: The Late Pleistocene–Early Holocene palaeoenvironmental
evolution in the SE Baltic region: a new approach based on chironomid, geochemical and isotopic data from Kamyshovoye
Lake, Russia, Boreas, 49, 544– 561, doi: 10.1111/bor.12438, 2020. Druzhinina, O., Kublitskiy, Y., Stančikaitė, M., Nazarova, L., Syrykh, L., Gedminienė, L., Uogintas, D., Skipityte,
R., Arslanov, K., Vaikutienė, G., Kulkova, M. and Subetto, D.: The Late Pleistocene–Early Holocene palaeoenvironmental
evolution in the SE Baltic region: a new approach based on chironomid, geochemical and isotopic data from Kamyshovoye
Lake, Russia, Boreas, 49, 544– 561, doi: 10.1111/bor.12438, 2020. Ercan, F.E., De Boer, H.J. and Wagner-Cremer, F.: A growing degree day inference model based on mountain birch leaf cuticle
295
analysis over a latitudinal gradient in Fennoscandia, The Holocene, 30, 344-349, doi:10.1177/0959683619865605, 2020. Ercan, F.E.Z., Mikola, J., Silfver, T., Myller, K., Vainio, E., et al.: Effects of experimental warming on Betula nana epidermal
cell
growth
tested
over
its
maximum
climatological
growth
range,
PLOS
ONE
16,
e0251625,
doi: 10.1371/journal.pone.0251625, 2021. Ercan, F.E., De Boer, H.J. and Wagner-Cremer, F.: A growing degree day inference model based on mountain birch leaf cuticle
295
analysis over a latitudinal gradient in Fennoscandia, The Holocene, 30, 344-349, doi:10.1177/0959683619865605, 2020. Ercan, F.E.Z., Mikola, J., Silfver, T., Myller, K., Vainio, E., et al.: Effects of experimental warming on Betula nana epidermal
cell
growth
tested
over
its
maximum
climatological
growth
range,
PLOS
ONE
16,
e0251625,
doi: 10.1371/journal.pone.0251625, 2021. Fu, Y., et al., .: Declining global warming effects on the phenology of spring leaf unfolding, Nature, 526, 104– 107,
300
doi:10.1038/nature15402, 2015. Fu, Y., et al., .: Declining global warming effects on the phenology of spring leaf unfolding, Nature, 526, 104– 107,
300
doi:10.1038/nature15402, 2015. Heikkilä, M., Fontana, S.L., Seppä, H.: Rapid Lateglacial tree population dynamics and ecosystem changes in the eastern
Baltic region, Journal of Quaternary Science, 24, 802–815, doi: 10.1002/jqs.1254, 2009. Heiri, O., Brooks, S.J., Renssen, H., Bedford A., Hazekamp, M. et al.: Validation of climate model-inferred regional Heikkilä, M., Fontana, S.L., Seppä, H.: Rapid Lateglacial tree population dynamics and ecosystem changes in the eastern
Baltic region, Journal of Quaternary Science, 24, 802–815, doi: 10.1002/jqs.1254, 2009. References 22, 1727-1738, doi: 10.1002/joc.818, 2002. 270
Amon, L., Saarse, L., Vassiljev, J., Heinsalu, A. and Veski S.: Timing of the deglaciation and the late-glacial vegetation
development on the Pandivere Upland, North Estonia, Bulletin of the Geological Society of Finland, 88, 69–83, doi:
10.17741/bgsf/88.2.002, 2016. Amon, L., Veski, S. and Vassiljev, J.: Tree taxa immigration to the eastern Baltic region, southeastern sector of Scandinavian glaciation
during
the
Late-glacial
period
(14,500–11,700 cal. B.P.), Veget
Hist
Archaeobot, 23, 207–216,
275
doi:10.1007/s00334-014-0442-6, 2014. Amon, L., Veski, S., Heinsalu, A. and Saarse, L.: Timing of Lateglacial vegetation dynamics and respective
palaeoenvironmental conditions in southern Estonia: evidence from the sediment record of Lake Nakri, J. Quaternary Sci, 27,
169-180, doi: 10.1002/jqs.1530, 2012. Badeck, F.-W., Bondeau, A., Böttcher, K., Doktor, D., Lucht, W., Schaber, J. and Sitch, S.: Responses of spring phenology to
280
climate change, New Phytologist, 162, 295-309, doi: 10.1111/j.1469-8137.2004.01059.x, 2004. Badeck, F.-W., Bondeau, A., Böttcher, K., Doktor, D., Lucht, W., Schaber, J. and Sitch, S.: Responses of spring phenology to
280
climate change, New Phytologist, 162, 295-309, doi: 10.1111/j.1469-8137.2004.01059.x, 2004. Bronk Ramsey, C.: Bayesian analysis of radiocarbon dates. Radiocarbon, 51(1), 337–360, 2009. Buermann, W., Forkel, M., O’Sullivan, M. et al. Widespread seasonal compensation effects of spring warming on northern
plant productivity. Nature 562, 110–114, doi:10.1038/s41586-018-0555-7, 2018. Buermann, W., Forkel, M., O’Sullivan, M. et al. Widespread seasonal compensation effects of spring warming on northern
plant productivity. Nature 562, 110–114, doi:10.1038/s41586-018-0555-7, 2018. CAVM Team.:Circumpolar Arctic Vegetation Map. (1:7,500,000 scale), Conservation of Arctic Flora and Fauna (CAFF) Map
285
No. 1. U.S. Fish and Wildlife Service, Anchorage, Alaska, 2003. 9 https://doi.org/10.5194/cp-2021-133
Preprint. Discussion started: 20 October 2021
c⃝Author(s) 2021. CC BY 4.0 License. https://doi.org/10.5194/cp-2021-133
Preprint. Discussion started: 20 October 2021
c⃝Author(s) 2021. CC BY 4.0 License. Cleland, E.E., Chuine, I., Menzel, A., Mooney, H.A. and Schwartz, M.D: Shifting plant phenology in response to global
change, Trends in Ecology & Evolution, 22, 357-365, doi:10.1016/j.tree.2007.04.003, 2007. Draveniece, A.: Detecting changes in winter seasons in Latvia: the role of arctic air masses, Boreal Environment Research, 14,
89–99, 2009. 290
Druzhinina,
O., Kublitskiy,
Y., Stančikaitė,
M., Nazarova,
L., Syrykh,
L., Gedminienė,
L., Uogintas,
D., Skipityte, Cleland, E.E., Chuine, I., Menzel, A., Mooney, H.A. and Schwartz, M.D: Shifting plant phenology in response to global
change, Trends in Ecology & Evolution, 22, 357-365, doi:10.1016/j.tree.2007.04.003, 2007. Krauklis, A. and Draveniece, A.: Landscape seasons and air mass dynamics in Latvia. Folia Geographica 12, 16–47, 2004. References Heiri, O., Brooks, S.J., Renssen, H., Bedford A., Hazekamp, M. et al.: Validation of climate model-inferred regional
temperature change for late-glacial Europe, Nature communications, 5, 1-7, doi:10.1038/ncomms5914, 2014. 305 temperature change for late-glacial Europe, Nature communications, 5, 1-7, doi:10.1038/ncomms5914, 2014. 305
Jaagus, J., Briede, A., Rimkus, E. and Remm, K.: Precipitation pattern in the Baltic countries under the influence of large-
scale atmospheric circulation and local landscape factors, International Journal of Climatology, 30, 705–720 doi:
10.1002/joc.1929, 2010. Jaagus, J.: The impact of climate change on the snowcover pattern in Estonia, Climatic change 36, 65–77, doi: Jaagus, J., Briede, A., Rimkus, E. and Remm, K.: Precipitation pattern in the Baltic countries under the influence of large-
scale atmospheric circulation and local landscape factors, International Journal of Climatology, 30, 705–720 doi:
10.1002/joc.1929, 2010. 10.1023/A:1005304720412, 1997. 310
Jeong, S.-J., Ho, C.-H., Gim, H.-J. and Brown, M.E.: Phenology shifts at start vs. end of growing season in temperate vegetation
over the Northern Hemisphere for the period 1982–2008, Global Change Biology, 17, 2385-2399doi: 10.1111/j.1365-
2486.2011.02397.x, 2011. Kalm, V.: Ice-flow pattern and extent of the last Scandinavian Ice Sheet southeast of the Baltic Sea, Quaternary Science Kalm, V.: Ice-flow pattern and extent of the last Scandinavian Ice Sheet southeast of the Baltic Sea, Quaternary Science
Reviews, 44, 51-59, doi: 10.1016/j.quascirev.2010.01.019, 2012. 315 Reviews, 44, 51-59, doi: 10.1016/j.quascirev.2010.01.019, 2012. 315
Kisand, V., Talas, L., Kisand, A., Stivrins, N., Reitalu, T. et al.: From microbial eukaryotes to metazoan vertebrates: Wide
spectrum paleo-diversity in sedimentary ancient DNA over the last ~14,500 years, Geobiology, 16, 628– 639
doi: 10.1111/gbi.12307, 2018. Krauklis, A. and Draveniece, A.: Landscape seasons and air mass dynamics in Latvia. Folia Geographica 12, 16–47, 2004. Reviews, 44, 51-59, doi: 10.1016/j.quascirev.2010.01.019, 2012. 315
Kisand, V., Talas, L., Kisand, A., Stivrins, N., Reitalu, T. et al.: From microbial eukaryotes to metazoan vertebrates: Wide
spectrum paleo-diversity in sedimentary ancient DNA over the last ~14,500 years, Geobiology, 16, 628– 639
doi: 10.1111/gbi.12307, 2018. Krauklis, A. and Draveniece, A.: Landscape seasons and air mass dynamics in Latvia. Folia Geographica 12, 16–47, 2004. 10 https://doi.org/10.5194/cp-2021-133
Preprint. Discussion started: 20 October 2021
c⃝Author(s) 2021. CC BY 4.0 License. https://doi.org/10.5194/cp-2021-133
Preprint. Discussion started: 20 October 2021
c⃝Author(s) 2021. CC BY 4.0 License. Kürschner, W.M.: The anatomical diversity of recent and fossil leaves of the durmast oak (Quercus petraea Lieblein/Q. References and Kubin, E.: Timing of plant phenophases in Finnish Lapland in
1997-2006, Boreal Environment Research, 13, 31-43, 2008. Rasmussen, S.O., Bigler, M., P. Blockley,S.P., Blunier, T., Buchardt, S.L. et al.: A stratigraphic framework for abrupt climatic
changes during the Last Glacial period based on three synchronized Greenland ice-core records: refining and extending the
INTIMATE event stratigraphy, Quaternary Science Reviews, 106, 14-28, doi: 10.1016/j.quascirev.2014.09.007, 2014. 335 INTIMATE event stratigraphy, Quaternary Science Reviews, 106, 14-28, doi: 10.1016/j.quascirev.2014.09.007, 2014. 335
Reimer, P.J., Bard, E., Bayliss, A., Beck, J.W., Blackwell, P.G., Bronk Ramsey, C., Grootes, P.M., Guilderson, T.P.,
Haflidason, H., Hajdas, I., Hatté, C., Heaton, T.J., Hoffmann, D.L., Hogg, A.G., Hughen, K.A., Kaiser, K.F., Kromer, B.,
Manning, S.W., Niu, M., Reimer, R.W., Richards, D. A., Scott, E.M., Southon, J.R., Staff, R.A., Turney, C.S.M., van der
Plicht, J.: IntCal13 and Marine13 Radiocarbon Age Calibration Curves 0-50,000 Years cal BP. Radiocarbon 55(4), 1869−1887, 2013. 340
Riigi ilmateenistus (2021) Kliimakaardid, https://www.ilmateenistus.ee/kliima/kliimakaardid/ last accessed 21.09.2021. Rosentau, A., Vassiljev, J. and Hang, T.: Development of the Baltic Ice Lake in the eastern Baltic, Quaternary
International, 206, 16-23, doi: 10.1016/j.quaint.2008.10.005, 2009. Salminen, H. and Jalkanen, R.: Modeling of bud break of Scots pine in northern Finland in 1908–2014, Front. Plant Sci., 6, 021) Kliimakaardid, https://www.ilmateenistus.ee/kliima/kliimakaardid/ last accessed 21.09.2021. Rosentau, A., Vassiljev, J. and Hang, T.: Development of the Baltic Ice Lake in the eastern Baltic, Quaternary
International, 206, 16-23, doi: 10.1016/j.quaint.2008.10.005, 2009. Salminen, H. and Jalkanen, R.: Modeling of bud break of Scots pine in northern Finland in 1908–2014, Front. Plant Sci., 6,
104, doi:10.3389/fpls.2015.00104, 2015. 345 104, doi:10.3389/fpls.2015.00104, 2015. 345
Schenk, F., Väliranta, M., Muschitiello, F. Tarasov, L., Heikkilä, M., Björck, S., Brandefelt J., Johansson, A.V., Näslund, J-
O. and Wohlfarth, B.: Warm summers during the Younger Dryas cold reversal. Nat Commun 9, 1634
https://doi.org/10.1038/s41467-018-04071-5, 2018. Stančikaitė, M., Kisielienė, D., Moe, D. and Vaikutienė, G.: Lateglacial and early Holocene environmental changes in Schenk, F., Väliranta, M., Muschitiello, F. Tarasov, L., Heikkilä, M., Björck, S., Brandefelt J., Johansson, A.V., Näslund, J-
O. and Wohlfarth, B.: Warm summers during the Younger Dryas cold reversal. Nat Commun 9, 1634
https://doi.org/10.1038/s41467-018-04071-5, 2018. Stančikaitė, M., Kisielienė, D., Moe, D. and Vaikutienė, G.: Lateglacial and early Holocene environmental changes in
northeastern Lithuania, Quaternary International, 207, 80-92, doi: 10.1016/j.quaint.2008.10.009, 2009. 350 northeastern Lithuania, Quaternary International, 207, 80-92, doi: 10.1016/j.quaint.2008.10.009, 2009. 350
Steinthorsdottir, M. and Wagner-Cremer, F.: Hot summers ahead? References 320
pseudocastanea Goeppert) — implications for their use as biosensors of palaeoatmospheric CO2 levels, Review of
Palaeobotany and Palynology, 96, 1-30, doi: 10.1016/S0034-6667(96)00051-6, 1997. Menzel, A., Sparks, T.H., Estrella, N., Koch, E., Aasa, A., Ahas, R., et al.: European phenological response to climate change
matches the warming patter, Global Change Biology, 12, 1969-1976, doi: 10.1111/j.1365-2486.2006.01193.x, 2006. Kürschner, W.M.: The anatomical diversity of recent and fossil leaves of the durmast oak (Quercus petraea Lieblein/Q. 320
pseudocastanea Goeppert) — implications for their use as biosensors of palaeoatmospheric CO2 levels, Review of
Palaeobotany and Palynology, 96, 1-30, doi: 10.1016/S0034-6667(96)00051-6, 1997. Menzel, A., Sparks, T.H., Estrella, N., Koch, E., Aasa, A., Ahas, R., et al.: European phenological response to climate change
matches the warming patter, Global Change Biology, 12, 1969-1976, doi: 10.1111/j.1365-2486.2006.01193.x, 2006. Menzel, A., Sparks, T.H., Estrella, N., Koch, E., Aasa, A., Ahas, R., et al.: European phenological response to climate change
matches the warming patter, Global Change Biology, 12, 1969-1976, doi: 10.1111/j.1365-2486.2006.01193.x, 2006. Menzel, A., Yuan, Y., Matiu, M. et al: Climate change fingerprints in recent European plant phenology. Glob Change Biol.,
325
26, 2599– 2612, doi:10.1111/gcb.15000, 2020. Odland, A.: Differences in the vertical distribution pattern of Betula pubescens in Norway and its ecological significance, in:
Holocene treeline oscillations, dendrochronology and palaeoclimate, edited by: Frenzel, B., Stuttgart, Gustav Fischer, 43-59,
1996. Menzel, A., Yuan, Y., Matiu, M. et al: Climate change fingerprints in recent European plant phenology. Glob Change Biol.,
325
26, 2599– 2612, doi:10.1111/gcb.15000, 2020. Odland, A.: Differences in the vertical distribution pattern of Betula pubescens in Norway and its ecological significance, in:
Holocene treeline oscillations, dendrochronology and palaeoclimate, edited by: Frenzel, B., Stuttgart, Gustav Fischer, 43-59,
1996. Odland, A.: Differences in the vertical distribution pattern of Betula pubescens in Norway and its ecological significance, in:
Holocene treeline oscillations, dendrochronology and palaeoclimate, edited by: Frenzel, B., Stuttgart, Gustav Fischer, 43-59,
1996. Peñuelas, J. and Filella, I.: Responses to a Warming World, Science, 294, 793-795, doi: 10.1126/science.1066860, 2001. 330
Pudas, E., Tolvanen, A., Poikolainen, J., Sukuvaara, T. and Kubin, E.: Timing of plant phenophases in Finnish Lapland in
1997-2006, Boreal Environment Research, 13, 31-43, 2008. Rasmussen, S.O., Bigler, M., P. Blockley,S.P., Blunier, T., Buchardt, S.L. et al.: A stratigraphic framework for abrupt climatic
changes during the Last Glacial period based on three synchronized Greenland ice-core records: refining and extending the Pudas, E., Tolvanen, A., Poikolainen, J., Sukuvaara, T. References Multi-decadal spring season warming precedes sudden
summer temperature rise in preanthropogenic climate change, GFF, 141, 175-180, doi: 10.1080/11035897.2019.1655791,
2019. 11 https://doi.org/10.5194/cp-2021-133
Preprint. Discussion started: 20 October 2021
c⃝Author(s) 2021. CC BY 4.0 License. https://doi.org/10.5194/cp-2021-133
Preprint. Discussion started: 20 October 2021
c⃝Author(s) 2021. CC BY 4.0 License. Stivrins, N., Kołaczek, P., Reitalu, T., Seppä, H. and Veski, S.: Phytoplankton response to the environmental and climatic ,
,
,
,
,
,
pp ,
,
y p
p
variability in a temperate lake over the last 14,500 years in eastern Latvia, Journal of Paleolimnology, 54, 103 – 119, doi:
355
10.1007/s10933-015-9840-8, 2015. Šeirienė, V., Gastevičienė, N., Luoto, T.P., Gedminienė, L. and Stančikaitė, M.: The Lateglacial and early Holocene climate
variability and vegetation dynamics derived from chironomid and pollen records of Lieporiai palaeolake, North Lithuania,
Quaternary International, doi:10.1016/j.quaint.2020.12.017, 2020. variability in a temperate lake over the last 14,500 years in eastern Latvia, Journal of Paleolimnology, 54, 103 – 119, doi:
355
10.1007/s10933-015-9840-8, 2015. Šeirienė, V., Gastevičienė, N., Luoto, T.P., Gedminienė, L. and Stančikaitė, M.: The Lateglacial and early Holocene climate
variability and vegetation dynamics derived from chironomid and pollen records of Lieporiai palaeolake, North Lithuania,
Quaternary International, doi:10.1016/j.quaint.2020.12.017, 2020. Wagner-Cremer, F. and Lotter, A.F.: Spring-season changes during the Late Pleniglacial and Bølling/Allerød interstadial,
360
Quaternary Science Reviews, 30, 1825-1828, doi: 10.1016/j.quascirev.2011.05.003, 2011. Wagner-Cremer, F., Finsinger, W. and Moberg, A.: Tracing growing degree-day changes in the cuticle morphology of Betula
nana leaves: a new micro-phenological palaeo-proxy, J. Quaternary Sci., 25, 1008-1017 doi: 10.1002/jqs.1388, 2010. Vassiljev, J. and Saarse, L.: Timing of the Baltic Ice Lake in the eastern Baltic, Bulletin of the Geological Society of Finland, Wagner-Cremer, F. and Lotter, A.F.: Spring-season changes during the Late Pleniglacial and Bølling/Allerød interstadial,
360
Quaternary Science Reviews, 30, 1825-1828, doi: 10.1016/j.quascirev.2011.05.003, 2011. Wagner-Cremer, F., Finsinger, W. and Moberg, A.: Tracing growing degree-day changes in the cuticle morphology of Betula
nana leaves: a new micro-phenological palaeo-proxy, J. Quaternary Sci., 25, 1008-1017 doi: 10.1002/jqs.1388, 2010. Vassiljev, J. and Saarse, L.: Timing of the Baltic Ice Lake in the eastern Baltic, Bulletin of the Geological Society of Finland,
85, 9-18, doi:10.17741/bgsf/85.1.001, 2013. 365 85, 9-18, doi:10.17741/bgsf/85.1.001, 2013. 365
Wang, C., Cao, R., Chen, J., Rao, Y. and Tang, Y.: Temperature sensitivity of spring vegetation phenology correlates to within-
spring warming speed over the Northern Hemisphere, Ecological Indicators, 50, 62-68, doi:10.1016/j.ecolind.2014.11.004,
2015. 380
Figure 1: A. The location of the study sites B. The position of the Scandinavian Ice Sheet, the shoreline of the Baltic Ice
Lake and the vegetation zones characterised by dominant plant macroremains ~13300 cal yr BP. The macrofossil data and
chronologies for Lake L. Svetinu were published in Veski et al., 2012; for Kosilase the dates are presented in the present
paper, plant macrofossil data is unpublished. The chronologies and plant macrofossil data for the other study sites on the
map: 1) Nakri (Amon et al., 2012), 2) Prossa (Amon et al., 2014), 3) Kursi (Amon et al., 2016), 4) Udriku (Amon and Saarse
385
2010). The shoreline reconstruction of the Baltic Ice Lake is modified from Vassiljev and Saarse 2013.
Figure 2: The results of the undulation index (UI) measurements. The sample cloud represents the measurements, and the
dots display the average values per sample. Two sample photos of a Betula nana subfossil leaf and cuticle. References Veski, S., Amon, L., Heinsalu, A., Reitalu, T., Saarse, L., Stivrins, N. and Vassiljev, J.: Lateglacial vegetation dynamics in the eastern Baltic region between 14,500 and 11,400 cal yr BP: A complete record since the Bølling (GI-1e) to the Holocene,
370
Quatern Sci Rev, 40, 39–53, doi: 10.1016/j.quascirev.2012.02.013, 2012. Veski, S., Amon, L., Heinsalu, A., Reitalu, T., Saarse, L., Stivrins, N. and Vassiljev, J.: Lateglacial vegetation dynamics in the
eastern Baltic region between 14,500 and 11,400 calyrBP: A complete record since the Bølling (GI-1e) to the Holocene,
Quaternary Science Reviews, 40, 39-53. doi: 10.1016/j.quascirev.2012.02.013, 2012. Veski, S., Seppä, H., Stančikaitė, M., Zernitskaya, V., Reitalu, T., Gryguc, G., Heinsalu, A., Stivrins, N., Amon, L., Vassiljev,
375
J. and Heiri, O.: Quantitative summer and winter temperature reconstructions from pollen and chironomid data between 15
and 8 ka BP in the Baltic–Belarus area, Quaternary International, 388, 4-11, doi: 10.1016/j.quaint.2014.10.059, 2015. 380
Figure 1: A. The location of the study sites B. The position of the Scandinavian Ice Sheet, the shoreline of the Baltic Ice
Lake and the vegetation zones characterised by dominant plant macroremains ~13300 cal yr BP. The macrofossil data and
chronologies for Lake L. Svetinu were published in Veski et al., 2012; for Kosilase the dates are presented in the present
paper, plant macrofossil data is unpublished. The chronologies and plant macrofossil data for the other study sites on the
map: 1) Nakri (Amon et al., 2012), 2) Prossa (Amon et al., 2014), 3) Kursi (Amon et al., 2016), 4) Udriku (Amon and Saarse
385
2010). The shoreline reconstruction of the Baltic Ice Lake is modified from Vassiljev and Saarse 2013. Figure 2: The results of the undulation index (UI) measurements. The sample cloud represents the measurements, and the
dots display the average values per sample. Two sample photos of a Betula nana subfossil leaf and cuticle. Figure 2: The results of the undulation index (UI) measurements. The sample cloud represents the measurements, and the
dots display the average values per sample. Two sample photos of a Betula nana subfossil leaf and cuticle. 12 Figure 3: The compilation of Lateglacial vegetation and climate proxies from the study region: selected plant macrofossil
records of Lakes L. Svetinu (L.SV) (Veski et al., 2012) and Kosilase (KOS); pollen-based MJJA & DJF temperature
estimations of Lake L. Svetinu (Veski et al. 2015), chironomid-based July temperature estimation of Lake Nakri (location
No 1 on Fig3) (Heiri et al., 2014), the spring onset and growth-degree-days dynamics.
https://doi.org/10.5194/cp-2021-133
Preprint. Discussion started: 20 October 2021
c⃝Author(s) 2021. CC BY 4.0 License. https://doi.org/10.5194/cp-2021-133
Preprint. Discussion started: 20 October 2021
c⃝Author(s) 2021. CC BY 4.0 License. Figure 3: The compilation of Lateglacial vegetation and climate proxies from the study region: selected plant macrofossil
records of Lakes L. Svetinu (L.SV) (Veski et al., 2012) and Kosilase (KOS); pollen-based MJJA & DJF temperature
estimations of Lake L. Svetinu (Veski et al. 2015), chironomid-based July temperature estimation of Lake Nakri (location
No 1 on Fig3) (Heiri et al., 2014), the spring onset and growth-degree-days dynamics. Figure 3: The compilation of Lateglacial vegetation and climate proxies from the study region: selected plant macrofossil
records of Lakes L. Svetinu (L.SV) (Veski et al., 2012) and Kosilase (KOS); pollen-based MJJA & DJF temperature
estimations of Lake L. Svetinu (Veski et al. 2015), chironomid-based July temperature estimation of Lake Nakri (location
No 1 on Fig3) (Heiri et al., 2014), the spring onset and growth-degree-days dynamics. 390 395 13 14 14 https://doi.org/10.5194/cp-2021-133
Preprint. Discussion started: 20 October 2021
c⃝Author(s) 2021. CC BY 4.0 License. https://doi.org/10.5194/cp-2021-133
Preprint. Discussion started: 20 October 2021
c⃝Author(s) 2021. CC BY 4.0 License. 400 15 15 https://doi.org/10.5194/cp-2021-133
Preprint. Discussion started: 20 October 2021
c⃝Author(s) 2021. CC BY 4.0 License. 16 16
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A poeira do progresso pede passagem: imagens de natureza e desenvolvimento na floresta amazônica
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Anais do Museu Paulista
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1. Pesquisador e docente do
Programa de Pós-Graduação
em História das Ciências e
da Saúde pela Casa de
Oswaldo Cruz (FioCruz).
Mestre e Doutor em História
das Ciências e da Saúde pela
mesma instituição. E-mail:
romulopa@hotmail.com A poeira do progresso pede passagem:
imagens de natureza e desenvolvimento na
floresta amazônica Dust of progress calls for passage: nature and development images in the
Amazon Rainforest ANAIS DO MUSEU PAULISTA São Paulo, Nova Série, vol. 26, 2018, p. 1-22. e14 KEYWORDS: Development. Press History. Amazon History. RÔMULO DE PAULA ANDRADE1 Fundação Oswaldo Cruz / Rio de Janeiro, RJ, Brasil RESUMO: Entre 1958 e 1960 foi construído o principal projeto do governo de Juscelino Ku
bitschek para a região amazônica – a Transbrasiliana, ou rodovia Belém-Brasília. Contando
com a abertura de mais de 2 mil quilômetros de estrada em meio à floresta, a estrada foi alvo
de diversas críticas por parte de parlamentares e da imprensa de oposição. Diante dessa
questão, os meios de comunicação favoráveis ao governo Kubitschek foram acionados para
a produção de matérias favoráveis ao empreendimento. Este artigo tem como principal obje
tivo analisar as imagens produzidas por essas reportagens. Por meio delas é possível trazer à
luz as relações entre os projetos de desenvolvimento daquele período e a natureza, a maior
impactada por eles. Além disso, o artigo tem objetivo de analisar qual era o lugar da região
amazônica nas prioridades do governo Kubitschek. PALAVRAS-CHAVE: Desenvolvimento. História da imprensa. Amazônia. ANAIS DO MUSEU PAULISTA São Paulo, Nova Série, vol. 26, 2018, p. 1-22. e14 ABSTRACT: Between 1958 and 1960, the main project of the government of Juscelino Ku
bitschek for the Amazon region was built: the Transbrasiliana, or Belém-Brasília Highway. With
the opening of more than two thousand kilometers of road in the middle of the Amazon rainforest,
the project was criticized by opposition media. Faced with this question, the press in favor of
the Kubitschek government was activated to produce materials favorable to the enterprise. This
article aims to analyze the images produced by these reports. Through them, it is also possible
to analyze the relationships between the development projects of this period and the nature, as
well as how the Amazon region was seen by the Kubitschek government. INTRODUÇÃO INTRODUÇÃO O objetivo deste artigo é analisar as imagens produzidas por reportagens que
cobriram a construção do maior empreendimento voltado para a região amazônica
durante os anos de 1946 a 1964: a construção da Transbrasiliana, ou rodovia Belém-
Brasília. Por meio delas é possível compreender o lugar da natureza e da própria
região amazônica nos grandes projetos de desenvolvimento do Brasil do pós-Segunda
Guerra Mundial. Entre as memórias do governo de Juscelino Kubistchek, a construção
da nova capital, Brasília, é a mais lembrada. Porém, junto com a nova capital foi
criado também o “cruzeiro rodoviário”, com o objetivo de “integrar o país”, como
afirmava a propaganda governamental da época. Entre as estradas construídas, o
projeto mais ousado foi a Belém-Brasília, que previa a abertura de mais de 2 mil
quilômetros por dentro da floresta amazônica, passando por três estados (Maranhão,
Pará e Goiás) e chegando, por fim, à nova capital. Além de ambiciosa, a construção
da estrada foi também um projeto polêmico, com diversas denúncias por parte de
jornais opositores, bem como reportagens laudatórias produzidas pelos meios de
comunicação que apoiavam Juscelino. Somado a isso, a região amazônica passava
por uma série de diferentes projetos e perspectivas de mudança, com a Superintendência
de Valorização Econômica da Amazônia (SPVEA), primeira agência de desenvolvimento
regional do país. As fotografias produzidas e divulgadas pela imprensa do período 2 ANAIS DO MUSEU PAULISTA – vol. 26, 2018. 2. Hardman (2005, p. 35). 3. Hardman (2005, p. 150). 4. Borges (2011, p. 31). 5. Cf. Becker (2004). representam uma oportunidade de compreender a articulação entre as perspectivas de
natureza por parte do governo, bem como o posicionamento dos meios de comunicação
perante os grandes projetos de desenvolvimento. O contexto de produção das imagens é o primeiro assunto a ser tratado no
artigo. Por meio delas é possível identificar os aspectos do que seria a “modernidade”
propagandeada pelo governo de Juscelino Kubitschek, além da construção de estradas
e da relação entre o então presidente e a imprensa da época. 2. Hardman (2005, p. 35).
3. Hardman (2005, p. 150).
4. Borges (2011, p. 31).
5. Cf. Becker (2004). ANNALS OF MUSEU PAULISTA – vol. 26, 2018. INTRODUÇÃO O último projeto voltado
para a região amazônica de tamanho vulto e a causar tanto impacto em escritos locais
e nacionais tinha sido a construção da ferrovia Madeira-Mamoré no início do século
XX que, nas palavras de Francisco Foot Hardman, foi o “espetáculo privilegiado da
civilização capitalista na selva”.2 A indústria das estradas de ferro e sua
internacionalização representaram, durante a segunda metade do século XIX, um dos
fatores básicos para a articulação do mercado mundial.3 Como aponta Borges, a
implantação das estradas de ferro no Brasil significou muito mais que uma simples
inovação nos meios de transporte e comunicação; foi na verdade o marco de uma
mudança na organização econômica: do sistema mercantil-escravista para o modo
capitalista de produção.4 Com um contexto completamente diferente, as estradas
passaram a representar o “moderno” em contraposição ao “atraso” das ferrovias, muitas
desmanteladas e substituídas a partir dos anos 1950. Qual seria o impacto da
construção da Belém-Brasília para uma região amazônica vista nas décadas de 1950
e 1960 como “subdesenvolvida” e, na palavra de parlamentares daqueles anos,
“atrasada”? Se em fins de século XIX e início do XX a ferrovia era o signo de
modernidade e uma possível entrada da Amazônia em determinada “civilização”, nos
anos JK a abertura de uma estrada no meio da floresta amazônica seria a oportunidade
ideal de retirar a região de estigmas históricos e recorrentes, como o seu “isolamento”,
superado pela “integração” promovida pelo cruzeiro rodoviário. Bertha Becker
caracteriza esse período como “fase do planejamento regional” da história da
Amazônia, que se situa entre 1930 e 1985, sendo reflexo do nacional-
desenvolvimentismo vigente, marcado pelo planejamento governamental (mesmo que
com poucas ações efetivas), pela modernização de instituições estatais e pela crescente
intervenção pública na economia e no território.5 A natureza e a floresta amazônica seriam impedimentos a esse processo;
autênticas vilãs que deveriam ser superadas para dar lugar ao progresso e à
modernidade, representados pelas máquinas Caterpillar e pelos carros, símbolos do
rodoviarismo juscelinista. Analisando as diversas escolas críticas do realismo fotográfico
(a ideia de que há uma simples transposição da realidade para a imagem), Mauad
destaca que um dos passos para uma perspectiva nessa chave é compreender que
entre o objeto e sua representação fotográfica existe uma série de ações convencionadas, 3 ANNALS OF MUSEU PAULISTA – vol. 26, 2018. 6. Mauad (2008, p. 33). 7. Cf. Lacerda (2012). 6. Mauad (2008, p. 33). INTRODUÇÃO cultural e historicamente. Dessa forma, a fotografia em si é uma escolha entre tantas
outras possíveis, uma atitude estreita com a visão de mundo do indivíduo responsável
pelo “clic”.6 Dessa forma, as máquinas aqui apresentadas são signos de uma ideia de
modernidade calcada nos padrões urbano-industriais, relacionando-se ao intenso e
dinâmico mercado editorial do período, com o advento de revistas como O Cruzeiro
e Manchete. Um reflexo disso é o advento das fotorreportagens, cujas imagens tinham
a intenção de destacar os “50 anos em 5” de forma tangível em todos os lugares, até
mesmo em terras distantes das sedes dessas revistas e de seus públicos leitores. 7. Cf. Lacerda (2012). Em trabalho sobre o lugar da fotografia nos arquivos, Aline Lacerda destaca
que os registros fotográficos são vistos de forma autorreferente, sem ligação evidente
com o restante do arquivo ou de sua entidade produtora.7 Dessa forma, como
perspectiva metodológica o artigo pretende inserir as imagens, na medida do possível,
em seus contextos originais de (re)produção, contando com as legendas que já estavam
no suporte. Tais indícios colaboram para uma tentativa de constituir, mesmo que de
forma parcial e seletiva, possíveis intenções dos criadores dessas imagens, cujos critérios
passavam por escolhas editoriais e pelos objetivos das próprias reportagens. As imagens
aqui destacadas foram produzidas a partir das zonas de contato dessas dimensões. Um tema que percorrerá o texto é a oposição, nas fotografias e nas legendas que as
acompanham, entre os humanos e a natureza. Vista como vilã de um processo
teleológico cujo rumo inexorável seria uma “civilização” aos moldes urbano-industriais,
a natureza foi associada a um passado que deveria ser esquecido, suplantado pela
estrada, o “novo”. Para a compreensão desses registros, dois pontos serão centrais no
artigo: a contextualização das revistas em que as fotos estão inseridas e as percepções
sobre a natureza que esses escritos trazem. Inicialmente as (boas) relações estabelecidas
entre Juscelino Kubitschek e a imprensa serão privilegiadas. Outro ponto relevante deste
texto é demonstrar a importância que a propaganda política tinha (e tem) também em
tempos democráticos, ainda que a historiografia, de forma geral, se concentre mais em
períodos ditatórias. As redes estabelecidas por JK com entes públicos e privados são
uma pequena amostra da complexidade desse período. 6. Mauad (2008, p. 33). 7. Cf. Lacerda (2012). MODERNIDADE E IMPRENSA NOS ANOS JK Quando se analisam os primeiros artigos sobre a figura de Juscelino Kubitschek
na imprensa (à época de sua candidatura e vitória), comparados aos do período da
construção da nova capital e da estrada, é perceptível a mudança de postura de alguns
veículos, bem como a radicalização de outros. Neste artigo nos dedicamos 4 ANAIS DO MUSEU PAULISTA – vol. 26, 2018. 8. Cf. Biroli (2004). 9. Cf. Bizello (1995). 10. Cf. Moreira (2003). especialmente aos favoráveis à construção da BR-14, mas breves notas sobre a
imprensa durante o governo JK são necessárias para o andamento do trabalho. A
Tribuna da Imprensa, dirigida pelo udenista Carlos Lacerda, manteve-se coerente
durante todo o governo Juscelino Kubitschek, ao qual sempre se apresentou contrária,
desde o início até os grandes projetos do período. A candidatura de JK, então
governador de Minas Gerais, foi contestada pela Tribuna, além do Diário Carioca e
do Correio da Manhã. Estes dois últimos posteriormente seriam favoráveis ao
governante, enquanto o Tribuna continuaria firme em suas críticas ao “presidente
varguista”, nas palavras de Carlos Lacerda.8 Eram tempos democráticos e de convívio
(sempre tenso) com o contraditório, porém Juscelino possuía bom suporte de grande
parte dos meios de comunicação naqueles anos, destacando-se os jornais e as rádios
pertencentes a Assis Chateaubriand, o grupo Globo de Roberto Marinho e, enfim, a
revista Manchete, do grupo Bloch.9 É possível apontar um desgaste nessa relação no
término do governo, com as crescentes denúncias de corrupção dos grandes projetos
desenvolvimentistas. Porém, na maior parte dos anos a boa relação do governante com
a imprensa possibilitou maior divulgação dos atos da presidência no período,
transformando as reportagens, em alguns momentos, quase em uma extensão da
propaganda oficial. Um exemplo é a publicação, por parte da editora SPVEA
(pertencente ao governo), de artigos de O Globo sobre a Belém-Brasília. Outras
reportagens também foram compiladas em livros da mesma editora, dando origem ao
curto periódico Cadernos Belém-Brasília, com a publicação de textos do jornal Última
Hora e da Manchete. A palavra de ordem nos jornais apoiadores do governo era o
confronto entre os dois “Brasis”, onde o “moderno” superaria o “arcaico”, e a ferramenta
para isso seria o desenvolvimentismo e os grandes projetos de Juscelino.10 10. Cf. Moreira (2003). A rodovia Belém-Brasília foi um exemplo da divulgação do desenvolvimentismo
juscelinista pelos apoiadores do governo. Reverberações de antigos clichês sobre a
região amazônica encontram eco nessas reportagens. MODERNIDADE E IMPRENSA NOS ANOS JK Termos como “vazio
demográfico” e “natureza perigosa” são bastante recorrentes nos textos. Diante da
dificuldade de construir uma estrada em meio à floresta, foram dados contornos épicos
à empreitada. Um exemplo é o livro do jornalista Lauro de Azevedo Rolim,
Transbrasiliana-um poema brasilista, onde a BR-14 e os profissionais que a idealizaram
e construíram se transformam em personagens de uma epopeia, inseridos em um
combate entre humano e natureza, do qual o primeiro sairia ganhando, graças às
“máquinas do progresso”: Entre a máquina e a selva, o duelo tremendo
a que empresta o machado um papel decisivo,
abatendo, implacável, os gigantes da mata! Ao furor combativo toda a selva estremece. Entre a máquina e a selva, o duelo tremendo
a que empresta o machado um papel decisivo,
abatendo, implacável, os gigantes da mata! Ao furor combativo toda a selva estremece. 5 5 ANNALS OF MUSEU PAULISTA – vol. 26, 2018. 11. Rolim (1960, p. 14). 12. Cf. Martins (2007). 13. Pádua (2012, p. 24). 14. Cf. Pádua (2002). 15. Cf. Kossoy (2002). 16. Barthes (2002, p. 132). A fauna, amedrontada, se embrenha
Mas na face da terra encantada e ubertosa
vai ficando o perfil retilíneo da estrada!11 A natureza, nas palavras desses escritos, era vista como a grande vilã do
progresso. É importante, inicialmente, tomar como referência a observação de
Martins segundo a qual, em relação à natureza, não existem somente interesses.12
Em qualquer sociedade, a natureza é fonte de valores e representações intrincados,
complexos, contraditórios, que nutrem artes, religiões, mitos e saberes. A natureza
seria, assim, uma construção cultural, concretizada nas concepções de mundo,
sempre com a ideia de oposição ao outro, conforme José Augusto Pádua assinala: 16. Barthes (2002, p. 132). De um lado, a ideia de natureza serve como uma espécie de eixo conceitual que dá sentido
ao nosso entendimento do universo. Ela fundamenta a construção conceitual que dá sentido ao
nosso entendimento do universo. Ela fundamenta a construção conceitual da experiência de
que existe coerência ontológica no mundo em que vivemos. Por sua vez, a imagem de ser
humano e de história humana se construiu em grande parte por oposição à natureza: arte
versus natureza; ordem social versus natureza; técnica versus natureza; espírito versus natureza
etc. MODERNIDADE E IMPRENSA NOS ANOS JK Em outras palavras, um conjunto de oposições que procuram demarcar, por diferenciação
ou por identificação, a especificidade do fenômeno humano em relação à natureza.13 Estamos nos referindo aqui a um constructo cultural específico, fruto de
prefigurações seculares sobre a região amazônica, que de certa forma radicalizou
os discursos anteriores sobre o local da natureza nos projetos governamentais. As
alternativas a esse discurso de “destruição” no país datam do período colonial, por
mais que as preocupações não fossem necessariamente conservacionistas, para
utilizar um termo contemporâneo.14 A construção da Belém-Brasília gerou fotografias de forte caráter
simbólico. A produção da obra fotográfica diz respeito ao conjunto de
mecanismos internos do processo de construção da representação, concebido
conforme certa intenção, construído e materializado estética, ideológica e
tecnicamente.15 Essas fotografias se relacionam a uma tradição nacional e
internacional de promover uma fixação de memória e, neste caso, se prestam a
uma finalidade propagandística, financiada por instituições oficiais interessadas
em divulgar certo tipo de progresso. Assim, essas fotos, como afirma Barthes,
não seriam meras “cópias” do real, mas sim emanações, trechos, vestígios de
um passado já vivido. Não seriam meras reproduções.16 Tais imagens trazem as
concepções de mundo dos seus autores e do contexto em que foram produzidas. Na Figura 1 observamos o presidente e o ministro Lúcio Meira em um momento
de descanso das obras. Fotografar o presidente no campo onde estariam 6 ANAIS DO MUSEU PAULISTA – vol. 26, 2018. ocorrendo as obras, assim como dar destaque ao aperto de mão entre o
presidente e os moradores locais (Figura 5), é colocar em cena o principal ator
político do projeto, comprometido com as possíveis mudanças que a obra traria. Figura 1 – Jusce
Kubitschek e L
Meira. Fotógrafo
identificado, 19
Fonte: BRASIL. O
nejamento transfo
a Amazônia. Rio
Janeiro: SPVEA, 19 Figura 1 – Juscelino
Kubitschek e Lúcio
Meira. Fotógrafo não
identificado, 1960. Fonte: BRASIL. O pla
nejamento transforma
a Amazônia. Rio de
Janeiro: SPVEA, 1960. Para compreender a mensagem implícita nas fotografias é necessário cotejá-
las com os discursos do período, buscando verificar com que substrato do real
estamos nos defrontando. Uma possível interpretação se encontra na análise da
fala de JK sobre a natureza, na qual ele reafirma as concepções presentes nas
peças publicitárias da época da construção e inauguração da BR-14. Realmente
alguns episódios dos dois anos do projeto ajudaram a dar os contornos épicos
pretendidos pelo governo JK. MODERNIDADE E IMPRENSA NOS ANOS JK No trecho final da estrada alguns acontecimentos 7 ANNALS OF MUSEU PAULISTA – vol. 26, 2018. 17. O episódio da morte de
Bernardo Sayão deu origem
a uma série de comoções. O engenheiro inaugurou o
cemitério de Brasília e teve
a memória bastante laurea
da, com a publicação de
biografias e textos comemo
rativos. Para mais informa
ções, cf. Silva (2009). 17. O episódio da morte de
Bernardo Sayão deu origem
a uma série de comoções. O engenheiro inaugurou o
cemitério de Brasília e teve
a memória bastante laurea
da, com a publicação de
biografias e textos comemo
rativos. Para mais informa
ções, cf. Silva (2009). teriam papel fundamental na memória construída sobre a rodovia: a morte de Rui
de Almeida, engenheiro responsável pelo desmatamento da frente de Brasília, e
principalmente a morte de Bernardo Sayão. O engenheiro, às vésperas do encontro
em Ligação (nome criado para homenagear a conexão das duas vias), encontrava-
se em uma espreguiçadeira após o almoço, quando o galho de uma árvore,
isolada após o desmatamento, se partiu e o atingiu. Sua morte representou a
criação do mito em torno do engenheiro, tido como bandeirante moderno pela
propaganda presidencial.17 Alguns meses após a morte de Sayão, ocorreu o evento
que ligaria os trechos da rodovia, em especial dois: o que viera de Belém e o que
tinha origem em Brasília. O ato simbólico que daria concretude a essa definitiva
conexão seria a derrubada de um jatobá pelo próprio presidente (Figura 2). A
forma como o acontecimento é narrado por Juscelino expõe o papel daquela árvore
em particular (e da mata em geral) no seu projeto de governo: impedindo a ligação […] [lá estava] a árvore imensa. Media-a com os olhos. O caule
projetava-se contra o céu quase sem galhos e abria-se, lá em cima, a fronde majestosa. […] o que parecia impossível estava acontecendo. […] Num canto, via-se um trator amare
lo. Era a arma de que me utilizaria para a batalha contra o último guerreiro. […] sentia-me
orgulhoso da tarefa que me fora reservada. Dera a ordem para derrubar a primeira árvore
e eu próprio iria fazer a última. […] ouviu-se um estrondo subterrâneo das raízes que se
desprendiam. […] O último tamoio caíra, e, com sua morte, desfizera-se a superstição da
inviolabilidade da selva.18 Figura 2 – Juscelino Kubitschek e diplomatas de diversos países na construção da Belém-Brasília. 18. Kubitschek (2000, p.
232). 17. O episódio da morte de
Bernardo Sayão deu origem
a uma série de comoções.
O engenheiro inaugurou o
cemitério de Brasília e teve
a memória bastante laurea
da, com a publicação de
biografias e textos comemo
rativos. Para mais informa
ções, cf. Silva (2009). 19. Cf. Worster (1991). 19. Cf. Worster (1991).
20. Pierre (1960, p. 27). 20. Pierre (1960, p. 27). MODERNIDADE E IMPRENSA NOS ANOS JK Fotó
grafo não identificado, 1960. Fonte: BRASIL. O planejamento transforma a Amazônia. Rio de Janeiro:
SPVEA, 1960. Figura 2 – Juscelino Kubitschek e diplomatas de diversos países na construção da Belém-Brasília. Fotó
grafo não identificado, 1960. Fonte: BRASIL. O planejamento transforma a Amazônia. Rio de Janeiro:
SPVEA, 1960. 8 ANAIS DO MUSEU PAULISTA – vol. 26, 2018. ANAIS DO MUSEU PAULISTA – vol. 26, 2018. ANAIS DO MUSEU PAULISTA – vol. 26, 2018. 19. Cf. Worster (1991). 20. Pierre (1960, p. 27). Ora, a natureza não é uma ideia, mas muitas ideias, significados,
pensamentos e sentimentos, empilhados uns sobre os outros, frequentemente da
forma menos sistemática possível.19 Seria, assim, uma criação da mente humana,
e esta, por mais que se esforce para ver o que a natureza é objetivamente, acaba
prendendo o olhar nas grades da própria consciência e na rede de significados
humanos. Por isso é imprescindível descobrir como uma cultura de determinada
época avaliou e representou a natureza e sua paisagem característica. Se por um
lado a floresta significa perigo, por outro traz ideias de deslumbramento diante de
seu tamanho. Em reportagem sobre a rodovia, que posteriormente seria publicada
nos Cadernos Belém-Brasília, Arnaud Pierre, jornalista do Correio da Manhã,
afirmou que o que mais o impressionava era a floresta: “a hileia domina de tal
modo a todos aqui, principalmente a nós, que tudo observamos para escrever, que
se eu não me precatar, ela me descaminha nesta reportagem […] Quero me
desvencilhar da floresta de vez”20. 20. Pierre (1960, p. 27). Figura 3 – Bernardo Sayão, Waldir Bouhid e outros na construção da estrada. Fotógrafo não
identificado, 1960. Fonte: PIERRE, Arnaud. Primeira viagem na Belém-Brasília. Rio de Janeiro: SPVEA,
1960. (Cadernos Belém-Brasília, v. 4). Figura 3 – Bernardo Sayão, Waldir Bouhid e outros na construção da estrada. Fotógrafo não
identificado, 1960. Fonte: PIERRE, Arnaud. Primeira viagem na Belém-Brasília. Rio de Janeiro: SPVEA,
1960. (Cadernos Belém-Brasília, v. 4). 9 9 ANNALS OF MUSEU PAULISTA – vol. 26, 2018. 21. Cf. Corrêa (2013). 22. Cf. Corrêa (2013). 23. Vaitsman (1958, p. 25). 24. Vaitsman (1958, p. 25-
26). Assim como as percepções de natureza, é necessário apontar qual ideia
de paisagem esses jornalistas trouxeram para suas reportagens. MODERNIDADE E IMPRENSA NOS ANOS JK Em artigo de
2013, Dora Corrêa fez um balanço historiográfico sobre esse conceito, o que
ajuda a descortinar as concepções presentes nessas imagens sobre a Amazônia,
vista por tais reportagens como um lugar pronto (e urgente) para a intervenção
estatal.21 A partir de um amplo panorama historiográfico, Corrêa destaca três
concepções que de certa forma estão presentes na produção das imagens
usadas em seu artigo. A primeira analisa a descrição de paisagens de forma
ambígua, encarando-a tanto como uma percepção objetiva do real (podendo
ser lida sem interferência externa, de forma objetiva) quanto subjetiva, já que
a descrição de uma paisagem pode englobar mais que o sentido pelos olhos. A segunda, mais tributária da História Ambiental, entende a paisagem como
um conjunto de elementos concretos, sendo ao mesmo tempo a percepção e o
percebido. Assim, é uma leitura objetiva do espaço filtrada pela subjetividade. Por fim, inspirada nos estudos de Juan Manuel Gonzalez, há a percepção de
que a paisagem é a expressão material de uma ideologia, ou seja, um conjunto
de elementos concretos, e que essa ideologia interfere na relação dos humanos
com o meio ambiente.22 Dessa forma, é possível destacar que os jornalistas e
fotógrafos que produziram essas imagens e reportagens trouxeram consigo
concepções históricas sobre a região amazônica que interferiram de forma
decisiva na escolha do que clicar ou do que relatar. Maurício Vaitsman, repórter
d’O Globo, ressalta em sua reportagem (também transformada em livro)
intitulada Brasília e Amazônia que a floresta amazônica durante séculos
desafiara o “homem civilizado” com sua “exuberância prodigiosa” e seus
“mistérios insondáveis”. Com as máquinas, “espadas do progresso”, os homens
estariam descobrindo um “mundo novo”, “desconhecido” e protegido pela
“agressividade da natureza”.23 A própria chamada da reportagem afirmava
que os trabalhadores estariam diante de um sonho: a violação da selva, uma
“barreira para o progresso”, com os pneus dos tratores: 23. Vaitsman (1958, p. 25). 23. Vaitsman (1958, p. 25). A selva amazônica, que desafiava o progresso desde os tempos do Grão-Pará, está sendo
finalmente dominada pela máquina e pelo homem. Centenas de quilômetros de modernas
rodovias cortam a floresta bruta, transmitindo o fluxo da civilização ao “hinterland” cabo
clo, escravizado pelo extrativismo da borracha. Um punhado de homens está mudando a
fisionomia da Amazônia para integrá-la na unidade nacional do país.24 De que forma tal discurso se insere nas imagens? 21. Cf. Corrêa (2013).
22. Cf. Corrêa (2013).
23. Vaitsman (1958, p. 25).
24. Vaitsman (1958, p. 25-
26). MODERNIDADE E IMPRENSA NOS ANOS JK Para responder essa
pergunta, é necessário conhecer, compreender e interpretar – à luz das
evidências históricas, que têm na imagem fotográfica uma das manifestações
– os sentidos que os indivíduos, isoladamente ou em grupo, quiseram atribuir 10 ANAIS DO MUSEU PAULISTA – vol. 26, 2018. 25. Borges (2008, p. 112). às suas práticas sociais.25 Compreendemos aqui tais imagens relacionadas aos
discursos produzidos no período – e não isoladas deles. Dessa forma, as
fotografias buscam registrar a floresta dominada pela ação humana. Uma
característica comum às três fotos selecionadas é a posição dos personagens
perante as árvores (Figuras 1, 2 e 3). De um lado é possível perceber, nas duas
primeiras imagens, a representação política do sucesso da obra, com membros
do alto escalão governamental, demonstrando o êxito da construção da estrada. Na Figura 3, personagens fundamentais para a obra, como Bernardo Sayão e
Lino Teixeira, trazem à luz a questão nacionalista do período, como visto na
legenda que os chama de “verdadeiros generais da conquista da Amazônia”. Um dos discursos mais comuns na época (que de certa forma encontra eco nos
dias de hoje) é a necessidade de “conquista” da Amazônia para afastá-la da
“cobiça internacional”.26 29. Vaitsman (1958, p. 57). Assim, a vitória sobre as condições naturais e o “efetivo domínio” daquelas
plagas reforçavam a vitória do Brasil sobre ele mesmo. Rememorando imagens da
Marcha para o Oeste, tratava-se do imperialismo brasileiro conquistando a si
próprio. A Marcha, programa de colonização criado por Cassiano Ricardo durante
o Estado Novo, foi pródiga em ressaltar o “espírito bandeirante” e a “conquista”
das terras brasileiras.27 Pouco efetivo, o programa criou ideias-forças que foram
apropriadas pelos presidentes tanto do período democrático quanto do período
ditatorial pós-1964, em especial na construção da rodovia Transamazônica. Para
o historiador Peter Burke, as imagens são testemunhas dos estereótipos (e também
das mudanças graduais) pelos quais indivíduos ou grupos veem o mundo social. Dessa forma, as imagens aqui apresentadas representam também a concepção
construída por esses agentes políticos e culturais sobre a região amazônica e seu
processo de desenvolvimento.28 A Figura 2 não pode ser descolada do texto que a acompanhava. Além
do caráter simbólico já referido, a fotografia foi também a celebração do encontro
entre o presidente e os embaixadores da Inglaterra, da Alemanha, do Equador e
da Tchecoslováquia. A viagem serviria para os representantes de nações amigas
do Brasil conhecerem aspectos do país. 26. Um livro símbolo desse
ideário é a obra “Amazônia
e a Cobiça Internacional”,
de Arthur Cézar Ferreira
Reis, lançado em 1965. 25. Borges (2008, p. 112). ANNALS OF MUSEU PAULISTA – vol. 26, 2018. 27. Cf. Ricardo (1970); Ve
lho (1976); Silva (2009). 25. Borges (2008, p. 112).
26. Um livro símbolo desse
ideário é a obra “Amazônia
e a Cobiça Internacional”,
de Arthur Cézar Ferreira
Reis, lançado em 1965.
27. Cf. Ricardo (1970); Ve
lho (1976); Silva (2009).
28. Burke (2004, p. 232).
29. Vaitsman (1958, p. 57). 29. Vaitsman (1958, p. 57). 27. Cf. Ricardo (1970); Ve
lho (1976); Silva (2009). 25. Borges (2008, p. 112). 30. Cf. Borges (2008). MODERNIDADE E IMPRENSA NOS ANOS JK Assim, JK mostraria a outros países o que
seria o desenvolvimento nessas regiões. Na afirmativa de Vaitsman, “quatro
embaixadores […] tiveram o privilégio de ver como o homem brasileiro e as
máquinas estão afrontando a misteriosa floresta amazônica”.29 Além de possibilitar
à comitiva estrangeira conhecer aspectos da cultura local e sua culinária (foi
oferecido um banquete em plena picada), esse ato demonstrou a forma como a
imagem do país deveria ser levada ao exterior: um lugar que preservava sua cultura
tradicional, mas que também possuía características modernas, como demonstrava
a construção de estrada. 11 ANNALS OF MUSEU PAULISTA – vol. 26, 2018. 30. Cf. Borges (2008). 31. Vaitsman (1958, p. 50). Retornando ao argumento de Borges, a fotografia pressupõe um jogo de
inclusão e exclusão, ou seja, trata-se de escolhas que, como tal, não constituem
apenas uma representação do real, mas integram um sistema simbólico pautado
por códigos oriundos da cultura que as produz.30 Um aspecto de exclusão notado
em todas as fotografias levantadas é a ausência de elementos indígenas. Uma
explicação é possível: em grande parte dos textos aqui selecionados eram
apontados chistes de membros da oposição ao governo, sugerindo que os
jornalistas e políticos seriam atacados por índios e onças. Quando os indígenas
surgem nos textos são somente oriundos de “tribos dóceis” ou “devidamente
civilizados”, e parte do grupo de mateiros (trabalhadores responsáveis pela abertura
das picadas) constituía-se de indígenas “civilizados”.31 No local onde Bernardo
Sayão teve sua vida ceifada foi erguida uma cruz, simbolizando e reforçando o
mito do “pioneiro” (Figura 4). 31. Vaitsman (1958, p. 50). 31. Vaitsman (1958, p. 50). Figura 4 – Túmulo improvisado de Bernardo Sayão. Fotógrafo não identificado, 1960. PIERRE, Arnaud. Primeira viagem na Belém-Brasília. Rio de Janeiro: SPVEA, 1960. (Cadernos Belém-Brasília, v. 4). p.13 Figura 4 – Túmulo improvisado de Bernardo Sayão. Fotógrafo não identificado, 1960. PIERRE, Arnaud. Primeira viagem na Belém-Brasília. Rio de Janeiro: SPVEA, 1960. (Cadernos Belém-Brasília, v. 4). p.13 Como temos demonstrado, o discurso sobre progresso/desenvolvimento
versus natureza baseou-se na antinomia entre esses polos; melhor dizendo, a
existência de um teria como pressuposto a inexistência do outro. Rossi tece
considerações sobre tal relação: 12 30. Cf. Borges (2008).
31. Vaitsman (1958, p. 50). ANAIS DO MUSEU PAULISTA – vol. 26, 2018. 32. Rossi (2000, p. 96). ANAIS DO MUSEU PAULISTA – vol. 26, 2018. ANAIS DO MUSEU PAULISTA – vol. 26, 2018. 32. Rossi (2000, p. 96). Essa ideia de progresso que não põe limite às esperanças dos homens, que identifica o
progresso como um processo necessário, […] pertence irremediavelmente ao passado, é
expressão de um mundo que não é mais o nosso. Nesse mundo, o “sucesso” parece ba
seado nas ilimitadas capacidades criativas do homem; a ideia de luta e de conquista se
associa ao culto pelo homo faber capaz de domesticar a natureza e de civilizar os povos
bárbaros; a sensação de aventura no grande jogo da sociedade e na grande competição
entre o homem e a natureza acompanha a fé na continuidade e na eternidade do regnum
hominis. A natureza se configura, assim, como uma entidade integralmente dominável.32 O autor ressalta que uma das ideias-forças desse progresso seria identificar,
na luta entre humano e natureza, a capacidade de provocar ilimitados
melhoramentos e interpretá-la como mais um elemento do progresso. Somada a
isso há a percepção sobre as paisagens da Amazônia e as possibilidades, vistas
naquele momento histórico como factíveis, de intervenção sobre aquela realidade. Figura 5 – Juscelino Kubitschek cumprimentando populares na construção da estrada. Fotógrafo
não identificado, 1960. PIERRE, Arnaud. Primeira viagem na Belém-Brasília. Rio de Janeiro: SPVEA,
1960. (Cadernos Belém-Brasília, v. 4). p.10 Figura 5 – Juscelino Kubitschek cumprimentando populares na construção da estrada. Fotógrafo
não identificado, 1960. PIERRE, Arnaud. Primeira viagem na Belém-Brasília. Rio de Janeiro: SPVEA,
1960. (Cadernos Belém-Brasília, v. 4). p.10 Constituem-se assim duas visões sobre a natureza: ela seria simultaneamente
objeto de domínio e de reverência; deveria ser “torturada” e “dobrada a serviço
do homem”. Não é difícil identificar que uma percepção de vitória rege os objetivos
de expor e divulgar as Figuras 6, 8 e 9: máquinas abrindo picadas na mata e a 13 ANNALS OF MUSEU PAULISTA – vol. 26, 2018. 33. Burke (2004, p. 234). abertura de um campo de pouso em meio à floresta amazônica dão o tom épico
dessa “luta” narrada pelos meios de comunicação do período. Afinal, se os
discursos oficiais do próprio presidente davam conta da intransponibilidade da
natureza, nada mais comemorativo que mostrar a primeira clareira aberta na Belém-
Brasília. Alguns aspectos da construção da estrada eram realmente impressionantes:
várias reportagens descrevem o lançamento de mantimentos e até animais vivos
dos helicópteros e aviões para os trabalhadores, como mostra a Figura 7. 34. Kossoy (2001, p. 39). 35. Cf. Vaitsman (1958). 34. Kossoy (2001, p. 39).
35. Cf. Vaitsman (1958). ANAIS DO MUSEU PAULISTA – vol. 26, 2018. As
imagens desempenharam, pois, importante papel na “construção cultural” da
sociedade, sendo testemunhas dos arranjos sociais e sobretudo das maneiras de
ver e pensar o passado.33 ANAIS DO MUSEU PAULISTA – vol. 26, 2018. Figura 6 – Primeira
picada na mata. Fotógrafo não iden
tificado, 1960. PIERRE, Arnaud. Primeira viagem na
Belém-Brasília. Rio
de Janeiro: SPVEA,
1960. (Cadernos
Belém-Brasília, v. 4). p. 6 Figura 6 – Primeira
picada na mata. Fotógrafo não iden
tificado, 1960. PIERRE, Arnaud. Primeira viagem na
Belém-Brasília. Rio
de Janeiro: SPVEA,
1960. (Cadernos
Belém-Brasília, v. 4). p. 6 14 ANAIS DO MUSEU PAULISTA – vol. 26, 2018. ANAIS DO MUSEU PAULISTA – vol. 26, 2018. ANAIS DO MUSEU PAULISTA – vol. 26, 2018. A fotografia, apesar de conter amplo potencial de informação, não substitui
a realidade tal como se deu no passado. Ela apenas traz informações visuais de
um fragmento do real, selecionado e organizado estética e ideologicamente.34
Dessa forma, as imagens aqui apresentadas trazem determinada visão sobre a
natureza e sua relação com o elemento humano. Em uma primeira leitura, seria
possível afirmar que tal concepção constitui-se hegemônica. Porém, em alguns
momentos pode-se perceber, mesmo que de forma breve, vozes dissonantes nesse
processo. Maurício Vaitsman, em uma de suas reportagens à época da construção
da BR-14, apontou vozes contrárias ao desmatamento, que estavam temerosas de
que a penetração pela floresta pudesse causar danos irreparáveis, com a
exploração indiscriminada das matas.35 Sua posição pessoal, entretanto, era outra. Afirmava também que a colonização do país só poderia ser feita com o sacrifício
de boa parte das florestas, e não havia motivos para alarme em excesso com os
“pequenos estragos” que a obra teria causado. Figura 7 – Abasteci
mento aéreo dos tra
balhadores Belém
-Brasília. Fotógrafo
não identificado,
1959. Fonte: FLO
RES, Aluízio. Be
lém-Brasília: Man
chete assiste à
conquista da Ama
zônia. Manchete,
Rio de Janeiro, ano
10, n. 7, p. 15-
25, 1959. p. 20 15 ANNALS OF MUSEU PAULISTA – vol. 26, 2018. Vaitsman desaconselhou também a adoção de medidas de proteção
rigorosas à floresta amazônica, pois “o remédio seria pior do que o mal”.36
Assim, a destruição da floresta seria um sacrifício necessário para o progresso
desenvolvimentista. 36. Vaitsman (1958, p. 53). 37. Cf. Vaitsman (1958). 36. Vaitsman (1958, p. 53).
37. Cf. Vaitsman (1958). 38. Cf. Franco (2009). Figura 9 – Abertura de picada
na mata. Fotógrafo não
identificado, 1959. Fonte:
FLORES, Aluízio. Belém-Brasília:
Manchete assiste à conquista da
Amazônia. Manchete, Rio de
Janeiro, ano 10, n. 7, p. 15-25,
1959. p. 20. ANAIS DO MUSEU PAULISTA – vol. 26, 2018. Deixando de lado temporariamente o maniqueísmo que
dominava seus escritos – e provavelmente por dever do ofício, já que se tratava
do presidente do órgão que publicava suas reportagens – Vaitsman cita também
Waldir Bouhid, diretor da SPVEA, que, em palestra aos governadores dos
estados pelos quais a rodovia passava, aconselhava que a ocupação das terras
próximas à rodovia fosse regulamentada, visando a resguardar as florestas da
destruição e permitir uma colonização que pudesse prosperar sem a necessidade
de prisão dos mateiros.37 37. Cf. Vaitsman (1958). Figura 8 – Campo
de pouso improvisa
do no meio da ma
ta. Fotógrafo não
identificado, 1959. Fonte: FLORES, Alu
ízio. Belém-Brasília:
Manchete assiste à
conquista da Ama
zônia. Manchete,
Rio de Janeiro, ano
10, n. 7, p. 15-25,
1959. p. 20 Figura 8 – Campo
de pouso improvisa
do no meio da ma
ta. Fotógrafo não
identificado, 1959. Fonte: FLORES, Alu
ízio. Belém-Brasília:
Manchete assiste à
conquista da Ama
zônia. Manchete,
Rio de Janeiro, ano
10, n. 7, p. 15-25,
1959. p. 20 16 ANAIS DO MUSEU PAULISTA – vol. 26, 2018. ANAIS DO MUSEU PAULISTA – vol. 26, 2018. 38. Cf. Franco (2009). 38. Cf. Franco (2009). De todas as fontes analisadas, essa foi a única em que encontramos um
diálogo, mesmo que distante, com as concepções de proteção e conservação da
natureza veiculadas à época. Não obstante silenciadas por uma ampla
propaganda, essas ideias existiam e ocuparam um espaço significativo no debate
sobre a agenda pública brasileira a partir dos anos 1920. Um grupo de
pesquisadores relevantes naquele período, como Alberto Sampaio, Armando
Magalhães, Cândido de Mello Leitão e Frederico Hoehne, vinculava preocupações
pontuais, como o estabelecimento de reservas naturais, a um projeto mais amplo
de nacionalidade. Assim, conseguiram sensibilizar associações cívicas e obter
espaço nas instâncias deliberativas do governo Vargas. Esses pesquisadores
engajados na proteção da natureza se apropriaram de tradições de pensamento
que envolviam um conhecimento científico do mundo natural e a ideia de que esse
mundo deveria ser conservado, por motivos econômicos e estéticos.38 Figura 9 – Abertura de picada
na mata. Fotógrafo não
identificado, 1959. Fonte:
FLORES, Aluízio. Belém-Brasília:
Manchete assiste à conquista da
Amazônia. Manchete, Rio de
Janeiro, ano 10, n. 7, p. 15-25,
1959. p. 20. Figura 9 – Abertura de picada
na mata. Fotógrafo não
identificado, 1959. Fonte:
FLORES, Aluízio. Belém-Brasília:
Manchete assiste à conquista da
Amazônia. Manchete, Rio de
Janeiro, ano 10, n. ANAIS DO MUSEU PAULISTA – vol. 26, 2018. 7, p. 15-25,
1959. p. 20. 17 ANNALS OF MUSEU PAULISTA – vol. 26, 2018. ANNALS OF MUSEU PAULISTA – vol. 26, 2018. 39. Cf. Franco (2009). 40. Cf. Franco (2009). 41. Franco (2009, p. 219). 42. Cf. Dean (2010). Um exemplo de pensador brasileiro com ideias que podem ser consideradas
“conservacionistas” foi Alberto Torres, visto como um crítico da modernidade
porque, em seu modo de entender, o progresso do industrialismo vinha acelerando
a exaustão dos recursos naturais do planeta. Para Torres, a chave do progresso
estaria no uso previdente dos recursos naturais e no investimento em educação e
saúde. Entre os anos 1920 e 1940 os conceitos de proteção, conservação e
preservação eram intercambiáveis, indicando que a natureza deveria ser protegida
tanto como conjunto de recursos produtivos a ser explorado racionalmente conforme
interesse das gerações presentes e futuras, quanto como diversidade biológica a
ser objeto da ciência e contemplação estética.39 Organizações civis, como a
Sociedade Geográfica do Rio de Janeiro, o Centro Excursionista Brasileiro e a
Sociedade dos Amigos das Árvores, assumiram posturas ativas na preservação da
natureza. Criticavam o desmatamento, clamavam por reformas na agricultura,
defendiam a promulgação de uma lei florestal, distribuíam sementes e ministravam
palestras. O ponto culminante dessa mobilização foi a Primeira Conferência
Brasileira de Proteção à Natureza, em 1934. A comissão organizadora, formada
por funcionários públicos, cientistas, médicos e professores, buscava concretizar
suas propostas por meio de pressão e influência pessoal sobre as autoridades
públicas que ocupavam posições de destaque naquela época. O entusiasmo
presente nas reuniões e deliberações do grupo transformou-se em frustração com a
não incorporação das propostas à Constituição brasileira e com a pouca
reverberação que essas ideias tiveram na sociedade civil. A razão do fracasso
residiria na difusão da ideologia do desenvolvimentismo, que se definia àquela
época como corrente hegemônica dentro da articulação política do Estado.40 Essa
ideia teria galvanizado todos os componentes do espectro político e de todos os
grupos sociais. Assim, o desenvolvimentismo presente na sociedade brasileira fez
com que muitos recursos naturais fossem intensivamente explorados e consumidos. 42. Cf. Dean (2010). No plano mais geral da sociedade e das economias nacionais, prevaleceu o projeto polí
tico mais amplo do desenvolvimentismo, que se tornou hegemônico até os dias atuais. Esse
projeto prioriza o crescimento econômico, mesmo que às custas da devastação da nature
za. ANAIS DO MUSEU PAULISTA – vol. 26, 2018. Fosse a iniciativa privada ou o Estado a explorar os recursos naturais, a nossa socieda
de e os seus governos apoiaram, e continuam a apoiar o crescimento econômico a qual
quer custo.41 Segundo Warren Dean, o desenvolvimento foi imbuído dos valores positivos
de independência e autorrealização; enquanto um sistema de crenças, era
milenarista: o atraso se encerraria, o tradicionalismo daria lugar à modernização
e o país alcançaria o desenvolvimento, que constituía um patamar edênico de
civilização.42 Assim, a ideia de desenvolvimento econômico penetraria a 18 ANAIS DO MUSEU PAULISTA – vol. 26, 2018. ANAIS DO MUSEU PAULISTA – vol. 26, 2018. 43. Cf. Dean (2010). 43. Cf. Dean (2010). consciência da cidadania, justificando cada ato de governo e de extinção da
natureza.43 O que presenciamos na análise da Belém-Brasília é que tal discurso de
progresso, desenvolvimento e demais sinônimos atinge um clímax no governo JK,
em especial porque tais concepções estavam entranhadas nos projetos
governamentais, como o Plano de Metas. Conforme destacado no artigo, existiram
críticas à construção da rodovia baseadas na preservação da natureza, e não
meramente em ideias oposicionistas. Porém, o discurso do desenvolvimento aliado
ao progresso imbuía-se de valores com forte penetração social e política. Como
uma cristalização desse debate, a Figura 10 e sua legenda demonstram o que
seria a desejada “integração” do Norte ao restante do Brasil: na prática, uma
anexação do “vazio” e da “terra selvagem”. Por fim, uma constante nas imagens
aqui apresentadas é a antinomia entre humano e natureza, além da associação
desta com a ideia de “arcaico”, em contraposição ao que seria considerado
moderno nos anos JK. A trajetória da Belém-Brasília é uma pequena amostra de um
processo extremamente violento de intervenção estatal nos anos 1950, e por mais
que vozes dissonantes existissem, elas não tinham reverberação. Posteriormente,
nos anos 1970, tal discurso retornaria com contornos igualmente dramáticos, na
construção da rodovia Transamazônica. Um objetivo subjacente a este texto foi
demonstrar que processos como o aqui descrito (assim como o intenso uso de
propaganda política) também caracterizaram o período democrático brasileiro. Figura 10 – A indústria do Sul pede passagem para os mercados do Norte. Fotógrafo não identificado,
1960. Fonte: BARRETO, Roberto Menna. Aventura através do progresso. São Paulo: Abril, 1960. p. 10 Figura 10 – A indústria do Sul pede passagem para os mercados do Norte. Fotógrafo não identificado,
1960. Fonte: BARRETO, Roberto Menna. Aventura através do progresso. São Paulo: Abril, 1960. p. 10 19 19 ANNALS OF MUSEU PAULISTA – vol. 26, 2018. FONTES IMPRESSAS BARRETO, Roberto Menna. Aventura através do progresso. São Paulo: Abril, 1960. BRASIL. O planejamento transforma a Amazônia. Rio de Janeiro: SPVEA, 1960. FLORES, Aluízio. Belém-Brasília: Manchete assiste à conquista da Amazônia. Manchete, Rio de
Janeiro, ano 10, n. 7, p. 15-25, 1959. KUBITSCHEK, Juscelino. Por que construí Brasília. Brasília: Senado Federal, 2000. (Brasil
500 Anos). PIERRE, Arnaud. Primeira viagem na Belém-Brasília. Rio de Janeiro: SPVEA, 1960. (Cadernos
Belém-Brasília, v. 4). LIVROS, ARTIGOS E TESES BARTHES, Roland. A câmara clara: nota sobre a fotografia. Rio de Janeiro: Nova Fron
teira, 2002. BECKER, Bertha K. Amazônia: geopolítica na virada do III Milênio. Rio de Janeiro,
Garamond, 2004. BIROLI, Flavia. Liberdade de imprensa: margens e definições para a democracia durante
o governo Kubitschek (1956-1960). Revista Brasileira de História, São Paulo, v. 24, n. 47,
p. 213-240, 2004. BIZELLO, Maria Leandra. Imagens otimistas: representações do desenvolvimentismo nos
documentários de Jean Manzon. 1995. 250 f. Dissertação (Mestrado em Multimeios) – Uni
versidade Estadual de Campinas, Campinas, 1995. BORGES, Barsanufo Gomides. Ferrovia e modernidade. Revista UFG, Goiânia, ano 13, n. 11, p. 27-36, dez. 2011. ORGES, Maria Eliza Linhares. História & fotografia. Belo Horizonte: Autêntica, 2008. BURKE, Peter. Testemunha ocular: história e imagem. Bauru: Edusc, 2004. 20 ANAIS DO MUSEU PAULISTA – vol. 26, 2018. VELHO, Otávio Guilherme. Capitalismo autoritário e campesinato. São Paulo: Difel, 1976.
WORSTER, Donald. Para fazer História Ambiental. Estudos Históricos, Rio de Janeiro, v. 4,
n. 8, p. 1-17, 1991. VELHO, Otávio Guilherme. Capitalismo autoritário e campesinato. São Paulo: Difel, 1976. HO, Otávio Guilherme. Capitalismo autoritário e campesinato. São Paulo: Difel, 1976. ANAIS DO MUSEU PAULISTA – vol. 26, 2018. CORRÊA, Dora Shellard. História ambiental e a paisagem. Halac, Belo Horizonte, v. 2, n. 1, p. 47-69, set. 2012/fev. 2013. DEAN, Warren. A ferro e fogo: a história e a devastação da Mata Atlântica brasileira. São
Paulo: Companhia das Letras, 2010. FRANCO, José Luiz de Andrade; DRUMMOND, José Augusto. Proteção à natureza e iden
tidade nacional no Brasil, anos 1920-1940. Rio de Janeiro: Editora Fiocruz, 2009. HARDMAN, Francisco Foot. Trem-Fantasma: a ferrovia Madeira-Mamoré e a modernidade
na selva. São Paulo: Companhia das Letras, 2005. KOSSOY, Boris. Realidades e ficções na trama fotográfica. São Paulo: Ateliê, 2002. ______. Fotografia & história. São Paulo: Ateliê, 2001. ______. Fotografia & história. São Paulo: Ateliê, 2001. LACERDA, Aline Lopes. A fotografia nos arquivos: produção e sentido de documentos
visuais. História, Ciências, Saúde – Manguinhos, Rio de Janeiro, v. 19, n. 1, p. 283-302,
jan./mar. 2012. MARTINS, Marcos Lobato. História e meio ambiente. São Paulo: Annablume; Faculdade
Pedro Leopoldo, 2007. MAUAD, Ana Maria. Poses e flagrantes: ensaios sobre história e fotografia. Niterói: Editora
da UFF, 2008. MOREIRA, Vânia Maria Losada. Os anos JK: industrialização e modelo oligárquico de de
senvolvimento rural. In: FERREIRA, Jorge; DELGADO, Lucília de Almeida Neves (Orgs.). O
Brasil Republicano: o tempo da experiência democrática – da democratização de 1945 ao
golpe civil-militar de 1964. Rio de Janeiro: Civilização Brasileira, 2003. p. 357-376. PÁDUA, José Augusto. As bases teóricas da História Ambiental. In: FRANCO, José Luiz
de Andrade et al. História Ambiental: fronteiras, recursos naturais e conservação da na
tureza. Rio de Janeiro: Garamond, 2012. p.1-11. ______. Um sopro de destruição: pensamento político e crítica ambiental no Brasil es
cravista (1786-1888). Rio de Janeiro: Jorge Zahar, 2002. RICARDO, Cassiano. Marcha para o Oeste: a influência da “bandeira” na formação social
e política do Brasil. São Paulo: Edusp; José Olympio, 1970. ROLIM, Azevedo. Transbrasiliana: poema brasilista. Rio de Janeiro, 1960. ROSSI, Paolo. Naufrágios sem espectador: a ideia de progresso. São Paulo: Editora Unesp,
2000. SILVA, Sandro Duarte. A natureza contra o progresso: mitos e narrativas do “destino
bandeirante” na expansão desenvolvimentista. Textos de História, Brasília, v. 17, n. 1, p. 85-106, 2009. 21 ANNALS OF MUSEU PAULISTA – vol. 26, 2018. Artigo apresentado em 26/06/2017. Aprovado em 05/04/2018. All the contents of this journal, except where otherwise noted, is licensed under a Creative Commons Attribution License 22 WORSTER, Donald. Para fazer História Ambiental. Estudos Históricos, Rio de Janeiro, v. 4,
n. 8, p. 1-17, 1991. Artigo apresentado em 26/06/2017. Aprovado em 05/04/2018. ANAIS DO MUSEU PAULISTA – vol. 26, 2018. ANAIS DO MUSEU PAULISTA – vol. 26, 2018.
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https://openalex.org/W1968475524
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https://figshare.com/articles/thesis/The_Effects_of_Extremely_Low-Frequency_Magnetic_Fields_on_Mutation_Induction_in_Mice/10127201/1/files/18251297.pdf
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English
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The effects of extremely low frequency magnetic fields on mutation induction in mice
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Mutation research
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cc-by
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The Effects of Extremely Low-Frequency Magnetic Fields on
Mutation Induction in Mice James William Wilson Extremely low-frequency magnetic fields (ELF-MF) are classified as possibly
carcinogenic, despite inconsistent data and no plausible biological mechanism linking
their universal exposure with childhood leukaemia and genotoxic effects. Given discrepancies in mutagenic data and widespread public concern over genotoxic
effects, this study was designed to provide an in-depth analysis of potential molecular
changes induced by ELF-MF exposure in vivo. Seven-week old, BALB/c x CBA/Ca hybrid
F1 male mice were exposed to 50 Hz magnetic fields of 10, 100 and 300 T for 2- or 15
hours. Blood and sperm DNA samples were collected 12 weeks post-exposure and
mutation induction frequencies established at the Expanded Simple Tandem Repeat
(ESTR) Ms6-hm loci using single-molecule PCR (SM-PCR). Likewise, Ms6-hm mutation
induction frequencies were established in age-matched sham-treated hybrid males
(control group) and those exposed to 1 Gy acute X-rays (positive controls). No significant increases in ESTR mutation frequencies were detected in either tissue at
any ELF-MF exposure parameter compared to their sham-treated controls. Whilst a
marginally significant increase was observed in the mutation induction frequency of
pooled sperm data, these data should be regarded cautiously due to the lack of
correlating dose-dependent responses. Conversely, germline and somatic ESTR
mutation frequencies were significantly elevated in males exposed to acute 1 Gy X-
rays. These data were validated in a high-throughput microarray pilot study, whereby no
significant alterations in gene expression in kidney cells of hybrid males were detected
following ELF-MF exposure. In contrast, five transcripts were significantly up-regulated
in the irradiated males. Ultimately, these findings indicate that, within the analysed range of doses, the in vivo
effects of ELF-MF exposure on mutation induction and gene expression are likely to be
negligible. This study represents the first methodical attempt to determine mutation
frequencies in vivo after continuous exposure to 50 Hz ELF-MFs up to 300 µT. Acknowledgements Statistical analysis of microarray data was assisted with by Professor. Yuri Dubrova. I would like to take this opportunity to express my utmost gratitude to my supervisor
Professor Yuri Dubrova, for all his advice, guidance, and support throughout my time in
the laboratory and the completion of this thesis. It is also with heartfelt thanks that I would like to acknowledge my self-proclaimed
adoptive work parents, Doctors Aneela Majid and Colin Glen. Thanks to Aneela’s encouragement and guidance, I gained experience with having my
work reviewed and published, and was able to broadcast my research to the public
through GENIE. Throughout the writing-up process, I have grown ever more grateful
for this initial support. Similarly, Dr. Colin Glen and Milly Veselis were invaluable in their advice and guidance. Their knowledge and experience of the assay employed within this project thoroughly
advanced my understanding and hastened the progress I was able to make. However,
and perhaps more importantly, I would like to thank them both for making the working
atmosphere in the laboratory an enjoyable and entertaining one; workdays became
somewhat duller and their absences towards the end of the project was sorely felt. Finally, a special thanks to my friends and colleagues Ian and Steven for all their mood-
lifting stories and support over lunches and coffee breaks, they enabled me to set
about my afternoon’s research with increased vigour. Overall, these six people made my time in Leicester a most enjoyable experience and I
am most thankful for their unwavering company and support. I would further like to extend my thanks to the EMF Biological Research Fund for their
financial support in presenting the Grant that funded this highly interesting project
(BRT11/45). Additionally, I am grateful to Dr. Zenon Sienkiewicz and Jackie Haines for
their contributions to the design of this project and also for their guidance,
participation and support within every aspect of the work undertaken at Public Health
England. Through their continuing support, they made my stay and work there a most
valued experience. I would further like to extend my thanks to the EMF Biological Research Fund for their
financial support in presenting the Grant that funded this highly interesting project
(BRT11/45). Additionally, I am grateful to Dr. Acknowledgements Zenon Sienkiewicz and Jackie Haines for
their contributions to the design of this project and also for their guidance,
ti i
ti
d
t
ithi
t f th
k
d
t k
t P bli H
lth I would also like to express my appreciation for my previous G7 lab colleagues: Dr. Ade
Adeolou, Dr. Andre Gomez and Dr. Hamdy Abouzeid Ali for all their help, advice and
co-operation in the initial phase of my project. Enormous and heartfelt thanks must also go to both my parents who provided me with
never-ending mental and physical support throughout the writing of this thesis - not to
mention the endless flow of tea and coffee, without which my concentration and writing abilities would have diminished. I cannot imagine how infinitely more difficult
completion of this project would have been without their support throughout this
entire process. writing abilities would have diminished. I cannot imagine how infinitely more difficult
completion of this project would have been without their support throughout this
entire process. Finally, to my friend and partner throughout it all, Catherine, my muse, my rock, you
gave me the inspiration to keep ploughing forward, and unwavering support when the
dark times set in. Your help will never be forgotten. To all of you that assisted me throughout this process, I am eternally grateful. It’s finally done, thank you. To all of you that assisted me throughout this process, I am eternally grateful. Table of Contents
Table of Tables ................................................................................................................... i
Table of Figures ................................................................................................................. ii
List of Abbreviations ........................................................................................................ iii
1
Introduction ............................................................................................................... 1
1.1
Extremely Low-Frequency Fields ....................................................................... 3
1.1.1
Electric Fields .............................................................................................. 4
1.1.2
Magnetic Fields ........................................................................................... 4
1.1.3
Sources ........................................................................................................ 6
1.1.4
Exposure Guidelines ................................................................................. 13
1.2
Childhood Leukaemia ....................................................................................... 15
1.3
Epidemiologic Studies ...................................................................................... 17
1.3.1
Residential Exposure ................................................................................. 17
1.3.2
Appliance Exposure................................................................................... 24
1.4
Brain Cancer ..................................................................................................... 24
1.5
Adult Studies .................................................................................................... 25
1.6
Breast Cancer ................................................................................................... 27
1.7
Cardiovascular Disease ..................................................................................... 28
1.8
Neurodegenerative Disease ............................................................................. 29
1.8.1
Alzheimer’s Disease .................................................................................. 29
1.8.2
Amyotrophic Lateral Sclerosis .................................................................. 30
1.8.3
Parkinson’s Disease ................................................................................... 31
1.9
Experimental Studies ....................................................................................... 32
1.10 Combined ELF and Carcinogen Exposure ......................................................... 38
1.11 Experimental Evidence for Carcinogenicity of ELF-MF .................................... 41
1.12 Classification ..................................................................................................... 42
1.13 Mechanism ....................................................................................................... 45
1.13.1
The Melatonin Hypothesis ........................................................................ 45
1.13.2
Radical Pair Mechanism ............................................................................ 47
1.13.3
Apoptosis .................................................................................................. 51
1.14 Mutation Detection Methods .......................................................................... Acknowledgements 52
1.14.1
Specific-Locus Test .................................................................................... 52 Table of Contents 1.14.2
Dominant Lethal Test ................................................................................ 54
1.14.3
Hypervariable Tandem Repeat Regions.................................................... 55
1.14.4
Methodology ............................................................................................. 72
1.15 Aims and Objectives ......................................................................................... 74
2
Materials and Methods ........................................................................................... 75
2.1
Mice .................................................................................................................. 75
2.2
Exposure Procedure ......................................................................................... 75
2.2.1
Magnetic Field Exposure System .............................................................. 75
2.2.2
ELF-MF Exposure ....................................................................................... 77
2.2.3
X-ray Irradiation ........................................................................................ 77
2.3
Tissues .............................................................................................................. 78
2.4
DNA Extraction ................................................................................................. 80
2.4.1
Blood ......................................................................................................... 80
2.4.2
Sperm ........................................................................................................ 81
2.5
DNA Digestion and Precipitation...................................................................... 82
2.6
DNA Quantification .......................................................................................... 82
2.7
Single-Molecule PCR Optimisation................................................................... 82
2.8
Poisson Analysis at the Single Molecule Level ................................................. 83
2.9
Mutation Scoring .............................................................................................. 83
2.10 Statistical Analysis ............................................................................................ 83
2.11 Ms6-hm Amplification and Autoradiograph Preparation ................................ 84
2.11.1
Polymerase Chain Reaction ...................................................................... 84
2.11.2
Short Agarose Gel Electrophoresis ........................................................... 84
2.11.3
Long Agarose Gel Electrophoresis ............................................................ 85
2.11.4
Southern Blot ............................................................................................ 85
2.11.5
Probe Labelling ......................................................................................... 85
2.11.6
Probe Recovery ......................................................................................... 86
2.11.7
Hybridisation ............................................................................................. 86
2.11.8
Autoradiography ....................................................................................... 87
2.11.9
Mutation Scoring and Sizing of ESTR Mutants ......................................... 87
2.12 Microarray Analysis .......................................................................................... 88
2.12.1
RNA Extraction..........................................................................................88 2.13 RNA Quantification........................................................................................... 89
2.13.1
RNA Integrity Measurement ..................................................................... 89
2.14 One-Colour Microarray-based Gene Expression Analysis ............................... 92
2.14.1
Template total RNA with Spike-In............................................................. 92
2.14.2
Cyanine 3-Labelling ................................................................................... 92
2.14.3
Cy3-RNA Clean-up ..................................................................................... 94
2.15 Quantifying cRNA ............................................................................................. 94
2.16 Hybridisation .................................................................................................... 95
2.17 Washing of Hybridised Arrays .......................................................................... 96
2.18 Array Scanning.................................................................................................. 97
2.19 Data Normalisation & Quality Control ............................................................. 97
3
Results ..................................................................................................................... 98
3.1
Experimental Design ........................................................................................ 98
3.2
Optimisation ................................................................................................... 101
3.3
Poisson Analysis ............................................................................................. 102
3.4
Mutation Scoring ............................................................................................ 104
3.5
Mutation Mosaicism ...................................................................................... 106
3.6
ESTR Mutation Frequencies in Sham-treated Males ..................................... 107
3.7
ESTR Mutation Frequencies in Irradiated Males............................................ 109
3.8
ESTR Mutation Frequencies in Males Exposed to 50 Hz Magnetic Fields ..... 109
3.8.1
Blood ....................................................................................................... 109
3.8.2
Sperm ...................................................................................................... 111
3.8.3
Combined ELF-MF effect ......................................................................... 113
3.9
Mutation Spectrum ........................................................................................ 114
3.9.1
Size Spectra of Ms6-hm Mutations in Blood .......................................... 115
3.9.2
Size Spectra of Ms6-hm Mutations in Sperm ......................................... 117
3.10 Microarray Pilot Study ................................................................................... 119
3.10.1
Experimental Design ............................................................................... 119
3.10.2
Gene Expression Analysis........................................................................ 120
4
Discussion .............................................................................................................. 126
4.1
Summary of Data ............................................................................................ 126
4.2
Epidemiological Data ...................................................................................... 127 4.3
Epidemiological Limitations ........................................................................... 128
4.4
Dose Response ............................................................................................... 131
4.5
Comparative Analysis of Study Results .......................................................... 133
4.5.1
ELF-MF Data ............................................................................................ Acknowledgements 133
4.5.2
Ionising Radiation ................................................................................... 137
4.6
Pilot Study Microarray Summary ................................................................... 139
4.6.1
Comparative Analysis of Microarray Data .............................................. 139
4.7
Study Limitations ............................................................................................ 141
4.8
Conclusion of Findings ................................................................................... 143
4.9
Future Work ................................................................................................... 144
4.9.1
Microarray Analysis ................................................................................ 144
4.9.2
Mutational Analysis ................................................................................ 145
Reference List................................................................................................................ 148 Table of Tables Table 1. The magnetic fields from 50 Hz supplied household appliances ...................... 10
Table 2. The magnetic fields from 60 Hz supplied household appliances ...................... 11
Table 3. UK and USA average power line exposure ........................................................ 12
Table 4. Wire code assessment categories ..................................................................... 19
Table 5. The ELF-MF time-weighted average exposures for electrical occupations ...... 27
Table 6. The IARC classification scale of carcinogenic risk to humans ........................... 44
Table 7. The seven specific-locus test loci ...................................................................... 54
Table 8. Tandem repetitive sequences ........................................................................... 57
Table 9. Doubling dose estimates ................................................................................... 62
Table 10. SM-PCR optimisation ...................................................................................... 83
Table 11. cDNA master mix ............................................................................................. 93
Table 12. Transcription master mix ................................................................................ 93
Table 13. Fragmentation mix .......................................................................................... 96
Table 14. Experimental Design ..................................................................................... 100
Table 15. ESTR mutation frequencies in sham-treated males...................................... 107
Table 16. Statistics for the difference between sham-treated groups ........................ 108
Table 17. ESTR mutation frequencies for all age-matched controls ............................ 109
Table 18. Summary of ESTR mutation data in blood .................................................... 110
Table 19. Summary of ESTR mutation data in sperm ................................................... 112
Table 20. ESTR mutation spectra of control and treated males in blood..................... 115
Table 21. ESTR mutation spectra of control and treated males in sperm .................... 118
Table 22. Summary of up-regulated genes. .................................................................. 123 i i Table of Figures Figure 1. The Electromagnetic Spectrum.......................................................................... 2
Figure 2. A simplified Two-Hit Model for potential CL onset ......................................... 16
Figure 3. The Fenton reaction ......................................................................................... 49
Figure 4. Diagrammatic representation of an insertion mutation caused by replication
slippage ........................................................................................................................... 67
Figure 5. Diagrammatic representation of a deletion mutation caused by replication
slippage ........................................................................................................................... 68
Figure 6. Spermatogenesis .............................................................................................. 71
Figure 7. Field uniformity measurement ........................................................................ 76
Figure 8. Helmholtz Coil Exposure System ..................................................................... 78
Figure 9. Hematopoiesis ................................................................................................. 79
Figure 10. RNA Electropherogram .................................................................................. 91
Figure 11. SM-PCR optimisation autoradiograph ......................................................... 101
Figure 12. SM-PCR Poisson analyses ............................................................................. 103
Figure 13. Mutation detection at the Ms6-hm ESTR locus ........................................... 105
Figure 14. Mutational mosaicism at the Ms6-hm ESTR locus ...................................... 107
Figure 15. ESTR mutation frequencies at the Ms6-hm locus in sham-treated
males ............................................................................................................................. 108
Figure 16. ESTR mutation frequencies in blood of exposed and matched
sham-treated males ...................................................................................................... 111
Figure 17. ESTR mutation frequencies in sperm of exposed and matched
sham-treated males ...................................................................................................... 113
Figure 18. ESTR mutation frequencies in sham-treated and exposed males ............... 114
Figure 19. Table of Tables Spectra of somatic ESTR mutations in sham-treated controls and exposed
male mice ...................................................................................................................... 117
Figure 20. Spectra of germline ESTR mutations in sham-treated controls and exposed
male mice ...................................................................................................................... 118
Figure 21. ELF-MF gene expression analysis ................................................................. 121
Figure 22. Ionising radiation gene expression analysis ................................................ 122
Figure 23. Comparison of differentially expressed probes........................................... 124
Figure 24. Probability plot analysis comparing the exposure distributions between ELF-
MF and X-ray irradiated samples .................................................................................. 126 ii ii List of Abbreviations List of Abbreviations .OH
Hydroxyl radical
.OOH
Superoxide radicals
~
Approximately
µ
Micro
µT
micro Tesla
6-TGr
6-thioguanine-resistant
A/m-1
Amperes per metre
AC
Alternating current
AD
Alzheimer’s disease
ALL
Acute lymphoblastic leukaemia
ALS
Amyotrophic lateral sclerosis
AML
Acute myeloid leukaemia
B
Magnetic flux density
BM
Bone marrow
Bp
Base pair
BP
Benzo(a)pyrene
BSA
Bovine Serum Albumin
CA
Chromosomal aberrations
CAT
Catalase
CCTV
Closed circuit television
cGY
centi-Gray
CI
Confidence interval
CL
Childhood leukaemia
Cm
Centimetre
c-Myc
Cellular myelocytomatosis
Cps
counts per second
cRNA
Complementary RNA
CTP
Cytidine triphosphate
DB
Dilution buffer
DC
Direct current
dCTP
Deoxycytidine triphosphate
DEPC
Diethylpyrocarbonate
df
degrees of freedom
DLT
Dominant lethal test
DNA
deoxyribonucleic acid
dNTP
deoxynucleoside triphosphate
DSB
Double strand break
EDTA
ethylene-diamine-tetra-acetic acid
EF
Electric field
EHF
Extremely high-frequency
ELF
Extremely low-frequency
ELF-MF
Extremely low-frequency magnetic
ENU
N-ethyl-N-nitrosourea
ES-1 cells
Human primary fibroblast cells from .OH
Hydroxyl radical
.OOH
Superoxide radicals
~
Approximately
µ
Micro
µT
micro Tesla
6-TGr
6-thioguanine-resistant
A/m-1
Amperes per metre
AC
Alternating current
AD
Alzheimer’s disease
ALL
Acute lymphoblastic leukaemia
ALS
Amyotrophic lateral sclerosis
AML
Acute myeloid leukaemia
B
Magnetic flux density
BM
Bone marrow
Bp
Base pair
BP
Benzo(a)pyrene
BSA
Bovine Serum Albumin
CA
Chromosomal aberrations
CAT
Catalase
CCTV
Closed circuit television
cGY
centi-Gray
CI
Confidence interval
CL
Childhood leukaemia
Cm
Centimetre
c-Myc
Cellular myelocytomatosis
Cps
counts per second
cRNA
Complementary RNA
CTP
Cytidine triphosphate
DB
Dilution buffer
DC
Direct current
dCTP
Deoxycytidine triphosphate
DEPC
Diethylpyrocarbonate
df
degrees of freedom
DLT
Dominant lethal test
DNA
deoxyribonucleic acid
dNTP
deoxynucleoside triphosphate
DSB
Double strand break
EDTA
ethylene-diamine-tetra-acetic acid
EF
Electric field
EHF
Extremely high-frequency
ELF
Extremely low-frequency
ELF-MF
Extremely low-frequency magnetic f
ENU
N-ethyl-N-nitrosourea
ES-1 cells
Human primary fibroblast cells from iii ESTR
Expanded simple tandem repeat
eV
Electron-volts
F
Frequency
F1
First filial generation
F2
Second filial generation
FDR
False discovery rate
G
Gauss
G
Grams
GIT
Gastrointestinal tract
GM
Geometric mean
GSH
Glutathione
Gy
Gray
Gy min-1
Grays per minute
H
Hours
H
Magnetic field strength
H/m-1
Henry per metre
H2O
Water
H2O2
Hydrogen peroxide
HCC
High-current configuration
HCl
Hydrochloric acid
HF
High frequency
HL-60 cells
Human promyelocytic leukaemia cells
Hm-2
Human microsatellite-2
HPRT
hypoxanthine-guanine phosphoribosyl transferase
HR-1d cells
Human primary fibroblast cells from 42 year old male
HRV
Heart rate variability
HSC
Hematopoietic stem cell
HSP
Heat shock protein
Hz
Hertz
IARC
International Agency for Research on Cancer
ICNIRP
International Commission on Non-Ionising Radiation Protection
iPMS
isopropyl methanesulfonate
J/cm2
Joules per centimetre squared
JEM
Job exposure matrix
Kb
Kilobases
Km
Kilometres
kV
Kilovolts
L
Litre
LCC
Low-current configuration
LF
Low frequency
lincRNAs
Long intergenic non-coding ribonucleic acids
LTR
Long terminal repeat
M
Molar
m-
Milli
M5s cells
Mouse embryonic skin cells
MaLR
Mammalian apparent LTR-retrotransposon
MCF10A cells
Human breast epithelial cells iv MeWo cells
Cultured human melanoma cells
MF
Medium Frequency (Electromagnetic Spectrum (P2
MF
Magnetic field
Mm
milli metre
MN
Micronuclei
MNNG
N-methyl-N0-nitro-N-nitrosoguanidine
MRC-5 cells
Human primary foetal lung fibroblast cells
Ms6-hm
Minisatellite-6-hypermutable
MT
Mouse transposon
N
Nano
NaAc
Sodium acetate
NaCl
Sodium Chloride
NaOH
Sodium Hydroxide
NEB
New England Biolabs
No
Number
nT
nano Tesla
Nt
Nucleotide
oC
degrees Celsius
OHCC
Ordinary high-current configuration
OLCC
Ordinary low-current configuration
OR
Odds ratio
ORR-1
Origin-region repeat 1
P
Pico
P
Probability
PAR
Population attributable risk
PBS
Phosphate-buffered saline
PCR
Polymerase chain reaction
PD
Parkinson’s disease
pmol
Pico-mole
PMR
Proportionate mortality ratios
RAT-1 cells
Rat fibroblast cells
Rcf
Relative centrifugal force
RF
Radiofrequency
RIN
RNA integrity number
RNA
Ribonucleic acid
RNA-Seq
RNA sequencing
ROS
Reactive oxygen species
RPM
Radical pair mechanism
Rpm
Revolutions per minute
RR
Relative risk
RT
Room temperature
RT-PCR
Reverse transcription-polymerase chain reaction
s.e. List of Abbreviations Standard error
SCE
Sister chromatid exchange
SDS
Sodium dodecyl Sulphate
SHF
Super high-frequency
SI
Système International v v SLT
Specific-locus test / Russell 7-locus test
SM
Single-molecule
SM-PCR
Single-molecule polymerase-chain reaction
SOD
Superoxide dismutase
SP-PCR
Small-pool polymerase chain reaction
SSB
Single-strand breaks
SSC
Saline-Sodium Citrate
T
Student t test value
T
Tesla
TAE
Tris-acetate-EDTA
TBE
Tris-Borate-EDTA
T-stock mouse
Genetic tester stock mouse
U
Unit
UG
Underground cables
UHF
Ultra-high frequency
UK
United Kingdom
UKCCS
UK Childhood Cancer Study
USA
United States of America
UV
Ultraviolet
UVW
Human glioma cells
V
Volts
V/m-1
Volts per metre
VF
Voice frequency
VH25 cells
Human skin fibroblast cells
VHCC
Very high-current configuration
VHF
Very high-frequency
VLCC
Very low-current configuration
VLF
Very low-frequency
WI-38 cells
Embryonic human lung fibroblast cells
α-32P-dCTP
deoxycytidine triphosphate-alpha-32-phosphate
γH2AX
Phosphorylated form of histone H2AX
δ
4π x 10-7
λ
Wavelength
χ2
Chi-squared vi 1 Introduction Energy
corresponding to the fields’ properties is emitted from the source and propagated
through space or an alternative medium by vectors, in the form of time-varying electric
(E) and magnetic (M) fields that act as wave-like modes of transport (IARC Working
Group on the Evaluation of Carcinogenic Risks to Humans, 2013). Owing to the
different physical properties of the various electromagnetic fields, the electromagnetic
spectrum is sub-divided into two further categories: ionising and non-ionising
radiation. Ionising radiation such as X-rays and γ-rays are often referred to in terms of
photon energy (eV). Both possess sufficient energy capable of causing either direct or
indirect damage to DNA, lipids and protein through both the removal and ionisation of
electrons from their orbit and/or the formation of free radicals (Powell & McMillan,
1990; IARC Working Group on the Evaluation of Carcinogenic Risks to Humans, 2000). Alternatively, fields characterised as static, extremely low-frequency (ELF),
radiofrequency (RF), microwaves, infra-red, visible light and ultraviolet fields are
known as non-ionising radiation and do not possess the same quantity of energy
within a single quantum needed to ionise an atom or molecule. Furthermore, the field
strength related to the electric and magnetic components is described by either the
frequency (f) as is the case with static and extremely low-frequency fields, or the
wavelength (λ). The frequency of a field is measured in hertz (Hz) and depicts the
number of sinusoidal cycles the wave completes per second (IARC Working Group on
the Evaluation of Carcinogenic Risks to Humans, 2013). Alternatively, the field strength
for radiofrequency to infra-red fields is characterised by the wavelength (λ), which
relates to the distance in metres between successive peaks of the wave (IARC Working Alternatively, fields characterised as static, extremely low frequency (ELF),
radiofrequency (RF), microwaves, infra-red, visible light and ultraviolet fields are
known as non-ionising radiation and do not possess the same quantity of energy
within a single quantum needed to ionise an atom or molecule. Furthermore, the field
strength related to the electric and magnetic components is described by either the
frequency (f) as is the case with static and extremely low-frequency fields, or the
wavelength (λ). The frequency of a field is measured in hertz (Hz) and depicts the
number of sinusoidal cycles the wave completes per second (IARC Working Group on
the Evaluation of Carcinogenic Risks to Humans, 2013). 1 Introduction Human exposure to the numerous forms of electromagnetic radiation is not a new
phenomenon, in fact naturally-occurring fields of different strengths are omnipresent
within the environment (IARC Working Group on the Evaluation of Carcinogenic Risks
to Humans, 2000; IARC Working Group on the Evaluation of Carcinogenic Risks to
Humans, 2002; IARC Working Group on the Evaluation of Carcinogenic Risks to
Humans, 2013). Encompassed within the electromagnetic spectrum (Figure 1), the
various forms of electromagnetic fields are separated according to the quantity of
energy they emit and the way in which they interact with physical matter. Energy
corresponding to the fields’ properties is emitted from the source and propagated
through space or an alternative medium by vectors, in the form of time-varying electric
(E) and magnetic (M) fields that act as wave-like modes of transport (IARC Working
Group on the Evaluation of Carcinogenic Risks to Humans, 2013). Owing to the
different physical properties of the various electromagnetic fields, the electromagnetic
spectrum is sub-divided into two further categories: ionising and non-ionising
radiation. Ionising radiation such as X-rays and γ-rays are often referred to in terms of
photon energy (eV). Both possess sufficient energy capable of causing either direct or
indirect damage to DNA, lipids and protein through both the removal and ionisation of
electrons from their orbit and/or the formation of free radicals (Powell & McMillan,
1990; IARC Working Group on the Evaluation of Carcinogenic Risks to Humans, 2000). Alternatively, fields characterised as static, extremely low-frequency (ELF),
radiofrequency (RF), microwaves, infra-red, visible light and ultraviolet fields are Human exposure to the numerous forms of electromagnetic radiation is not a new
phenomenon, in fact naturally-occurring fields of different strengths are omnipresent
within the environment (IARC Working Group on the Evaluation of Carcinogenic Risks
to Humans, 2000; IARC Working Group on the Evaluation of Carcinogenic Risks to
Humans, 2002; IARC Working Group on the Evaluation of Carcinogenic Risks to
Humans, 2013). Encompassed within the electromagnetic spectrum (Figure 1), the
various forms of electromagnetic fields are separated according to the quantity of
energy they emit and the way in which they interact with physical matter. 1 Introduction Alternatively, the field strength
for radiofrequency to infra-red fields is characterised by the wavelength (λ), which
relates to the distance in metres between successive peaks of the wave (IARC Working 1 Group on the Evaluation of Carcinogenic Risks to Humans, 2013). It should be noted
that frequency is inversely proportional to wavelength as illustrated by Equation 1,
where c represents the speed of light in a vacuum (3 x 108 m/s) (IARC Working Group
on the Evaluation of Carcinogenic Risks to Humans, 2002). Equation 1 Equation 1
𝝀= 𝓬
𝒇
Figure 1. The Electromagnetic Spectrum. The frequency (expressed in hertz (Hz))
increases from left to right and the category to which they correspond is indicated. Electrical appliances operate in the extremely low-frequency range 50 - 60 Hz,
depending on the country of residence. The abbreviations VLF, VF, LF, MF, HF, VHF,
UHF, SHF and EHF represent very low-frequency, voice frequency, low frequency,
medium frequency, high frequency, very high-frequency, ultra-high frequency, super
high-frequency and extremely high-frequency. Thereafter, from radiowaves until
ultraviolet, categories are referred to by wavelength and expressed in metres. Ionising
radiation is referred to in terms of photon energy expressed in electron-volts (eV)
(IARC Working Group on the Evaluation of Carcinogenic Risks to Humans, 2000). Figure
taken from IARC Working Group on the Evaluation of Carcinogenic Risks to Humans,
2013. Exposure of humans to electromagnetic fields has grown considerably. Indeed, since
the 19th century public exposure to man-made electromagnetic fields has been steadily
increasing in conjunction with advancements in medical and industrial equipment, Equation 1
𝝀= 𝓬
𝒇 Figure 1. The Electromagnetic Spectrum. The frequency (expressed in hertz (Hz))
increases from left to right and the category to which they correspond is indicated. Electrical appliances operate in the extremely low-frequency range 50 - 60 Hz,
depending on the country of residence. The abbreviations VLF, VF, LF, MF, HF, VHF,
UHF, SHF and EHF represent very low-frequency, voice frequency, low frequency,
medium frequency, high frequency, very high-frequency, ultra-high frequency, super
high-frequency and extremely high-frequency. Thereafter, from radiowaves until
ultraviolet, categories are referred to by wavelength and expressed in metres. Ionising
radiation is referred to in terms of photon energy expressed in electron-volts (eV)
(IARC Working Group on the Evaluation of Carcinogenic Risks to Humans, 2000). Figure
taken from IARC Working Group on the Evaluation of Carcinogenic Risks to Humans,
2013. Exposure of humans to electromagnetic fields has grown considerably. Indeed, since
the 19th century public exposure to man-made electromagnetic fields has been steadily
increasing in conjunction with advancements in medical and industrial equipment, 2 development of telecommunication systems and the growth of electrical power
generation and transmission. Thus, the growth of our technology orientated society
and increased reliance upon electrical power has not only led to changes in social
behaviour, but also constant environmental exposure to a complex mix of
electromagnetic fields. Equation 1 Of particular interest to the media (Edwards, 1990), public and
scientific communities (Feychting et al., 2005), is exposure to the extremely low-
frequency (ELF) region of the electromagnetic spectrum (Figure 1). Primarily classified
as corresponding to frequencies from 30-300 Hz, the scientific literature is often
expanded to include the frequency range: 0-100 kHz (IARC Working Group on the
Evaluation of Carcinogenic Risks to Humans, 2002). However, frequencies
corresponding to ELF are predominantly associated with the generation, transmission
and use of electrical energy, whereby weak electric (EF) and magnetic fields (MF) are
produced, which oscillate at a frequency of 50 Hz in Europe and Asia and 60 Hz in the
USA (Feychting & Ahlbom, 1995). Concern has increased amongst reports of a
potential association between extended ELF exposure and a wide range of adverse
health effects relating to: adult and childhood cancers (Wertheimer & Leeper, 1979),
depression and suicide (Ahlbom, 2001), neurodegenerative diseases (Hakansson et al.,
2003) and compromised reproductive capacity (Huuskonen et al., 1998; Ahlbom et al.,
2001; Panagopoulos et al., 2013). Indeed, potential adverse health effects were first
illustrated in a series of studies conducted by the former Soviet Union in the early
1960’s. Russian substation workers complained of increased headaches and
cardiovascular disorders including abnormal heart rates and arrhythmia (reviewed in
(Bonnell, 1982; Fatigoni et al., 2005)). However, any potential follow-up studies were
postponed under the premise that the problem was too complex to analyse (reviewed
by Santini et al., (2009)). It was not until the publication of Wertheimer and Leeper’s
(1979) ground-breaking study linking continuous ELF exposure to an increased
incidence of childhood leukaemia that extensive investigations started within this area
of research, principally in the form of epidemiologic studies. 1.1 Extremely Low-Frequency Fields
The fundamentals of electromagnetism as described by James Clerk Maxwell’s 1.1 Extremely Low-Frequency Fields The fundamentals of electromagnetism as described by James Clerk Maxwell’s
equations state that the presence of a time-varying electric field produces a time- 3 3 varying magnetic field and vice versa, which then couple together to form a
propagating electromagnetic wave. However, the formation of an electromagnetic
wave typically only occurs at high frequencies. In contrast, the production of weak
electric and magnetic fields which oscillate within the frequency range of ELF, consist
of very long wavelengths (6000 kilometres (km) at 50 Hz and 5000 km at 60 Hz), thus
the interdependence of the electric and magnetic field components becomes weaker
(IARC Working Group on the Evaluation of Carcinogenic Risks to Humans, 2013). As a
result the EF and MF propagate, in effect, uncoupled as if arising from independent
sources (Fatigoni et al., 2005). 1.1.1 Electric Fields 1.1.1 Electric Fields
Electric fields arise from the presence of electric charges, regardless of the flow of an
electrical current (IARC Working Group on the Evaluation of Carcinogenic Risks to
Humans, 2002). Subsequently, electric fields are related to voltages rather than
currents and measured as electric field strength, which is expressed in the Système
International (SI) unit volts per metre (V/m-1) (International Commission on Non-
Ionizing Radiation Protection, 1998). Furthermore, electric fields are easily perturbed
by materials hence buildings are able to reduce the electric field within them from an
external source. Overall, this not only makes obtaining a reliable measure of personal
exposure difficult but researchers have also noted that any measurement of the
extremely low-frequency electric field component is essentially non-existent (Burdak-
Rothkamm et al., 2009). Consequently, any epidemiologic studies which attempt to
analyse the effects of external power lines are inherently studies exclusively pertaining
to magnetic fields (Savitz, 1995). Similarly, Focke et al. (2010) has provided direct
experimental evidence ruling out ELF electric fields as a possible carcinogen or
contributing factor. The emphasis of experimental investigations has therefore been
placed on determining the potential adverse health effects linked to exposure to the
ELF-MF component exclusively (Tenforde, 1992). 1.1.2 Magnetic Fields g
In contrast, magnetic fields arise from the motion of electric charges or more simply,
the flow of electrical current (International Commission on Non-Ionizing Radiation
Protection, 1998). For that reason, magnetic fields are representative of the electric 4 current in a system, irrespective of the voltage. Since electrical current is supplied as
alternating current (AC), in the form of a sinusoidal wave, the magnitude of the electric
current determines the magnetic field (Kheifets & Oksuzyan, 2008). Within the
scientific literature the magnitude of a magnetic field is predominantly described as its
magnetic flux density (B), expressed in the SI units of tesla (T) (IARC Working Group on
the Evaluation of Carcinogenic Risks to Humans, 2002). However it is not uncommon,
especially within the earlier studies published in the USA, to see the magnetic flux
density displayed as gauss (G). Also since magnetic fields are generated by the
movement of charged particles, they are occasionally, although less commonly,
displayed as magnetic field strength (H) and expressed as amperes per metre (A/m-1)
(IARC Working Group on the Evaluation of Carcinogenic Risks to Humans, 2002). Despite this variation in SI units, these measurements are easily interchangeable with
1 G being equivalent to 10-4 T, while magnetic flux density and magnetic field strength
are related by Equation 2 (International Commission on Non-Ionizing Radiation
Protection, 1998). Despite this variation in SI units, these measurements are easily interchangeable with
1 G being equivalent to 10-4 T, while magnetic flux density and magnetic field strength
are related by Equation 2 (International Commission on Non-Ionizing Radiation
Protection, 1998). Equation 2 𝑩= 𝜹𝑯 Where δ represents the constant of proportionality (the magnetic permeability) in a
vacuum and air (4π x 10-7) and is expressed in Henry per metre (H/m-1) (International
Commission on Non-Ionizing Radiation Protection, 1998). As a conversion 1 A/m-1
equates to 1.25 µT. Furthermore, in contrast to electric fields, magnetic fields are not
easily shielded and thus can easily penetrate the body: only ferromagnetic materials
such as iron, which are highly susceptibility to magnetisation, can obstruct them
(Fatigoni et al., 2005; Miller & Green, 2010). This represents an issue in today’s world
in that, not only do ELF fields occur naturally within the environment, but since the
first power station arose in 1882 (Kheifets & Oksuzyan, 2008), global industrialisation
and the extended use of electricity have resulted in their increase. Consequently, the
presence of extremely low-frequency fields is universal, including within households, in
schools and at work. As such, extensive research has been conducted to clarify the 5 plethora of links between ELF-MF exposure and adverse biological effects, particularly
carcinogenesis. 1.1.3 Sources 1.1.3.1 Naturally Occurring Fields
Although representative of a static field, the most recognisable naturally occurring
field is the Earth’s magnetic field. Estimated to be around 50 µT, the geomagnetic field
is not constant, but instead is subject to continuous fluctuations. Location is
instrumental in the determination of total field intensity, at a maximum of 67 µT at the
magnetic poles the intensity diminishes towards the equator (30 µT). Additionally, the
geomagnetic field is known to fluctuate as a result of lunar and seasonal variations
(Barnes & Greenebaum, 2007). Similarly, time-varying magnetic fields in the ELF range
are also present throughout the atmosphere as a product of solar and lunar effects on
ion currents in the upper atmosphere (Tenforde, 1992). There is, however, also a
continuous global presence of extremely low-frequency electromagnetic waves within
the geomagnetic field as a result of a number of very low-intensity signals called
Schumann resonances. These fields are generated by thunderstorms and lighting
discharges within the resonant cavity formed between the Earth and the ionosphere. 1.1.3.1 Naturally Occurring Fields 1.1.3.1 Naturally Occurring Fields
Although representative of a static field, the most recognisable naturally occurring
field is the Earth’s magnetic field. Estimated to be around 50 µT, the geomagnetic field
is not constant, but instead is subject to continuous fluctuations. Location is
instrumental in the determination of total field intensity, at a maximum of 67 µT at the
magnetic poles the intensity diminishes towards the equator (30 µT). Additionally, the
geomagnetic field is known to fluctuate as a result of lunar and seasonal variations
(Barnes & Greenebaum, 2007). Similarly, time-varying magnetic fields in the ELF range
are also present throughout the atmosphere as a product of solar and lunar effects on
ion currents in the upper atmosphere (Tenforde, 1992). There is, however, also a
continuous global presence of extremely low-frequency electromagnetic waves within
the geomagnetic field as a result of a number of very low-intensity signals called
Schumann resonances. These fields are generated by thunderstorms and lighting
discharges within the resonant cavity formed between the Earth and the ionosphere. Lightning discharges create electromagnetic standing waves that cover the ELF
spectrum with broad peaks of fading amplitude predominantly at a frequency of 7.83
Hz, but also resonance frequencies of 14.1, 20.3, 26.4, and 32.5 ranging up to 250 Hz
(Chand et al., 2009). These waves are then transmitted around the globe through
reflection between the lower boundary of the ionosphere and the earth’s surface, the
same mechanism through which the basis of distance radio communications are
formed (Cherry, 2002). As the Schumann resonance forms electromagnetic waves, it
can be detected as electric or magnetic micro-pulses. The electric component of which
consists of ~0.01 V/m-1, while the magnetic fields amount to between 1 and 10 nT
(Funk et al., 2009). Lightning discharges create electromagnetic standing waves that cover the ELF
spectrum with broad peaks of fading amplitude predominantly at a frequency of 7.83
Hz, but also resonance frequencies of 14.1, 20.3, 26.4, and 32.5 ranging up to 250 Hz
(Chand et al., 2009). These waves are then transmitted around the globe through
reflection between the lower boundary of the ionosphere and the earth’s surface, the
same mechanism through which the basis of distance radio communications are
formed (Cherry, 2002). As the Schumann resonance forms electromagnetic waves, it
can be detected as electric or magnetic micro-pulses. 1.1.3.1 Naturally Occurring Fields The electric component of which
consists of ~0.01 V/m-1, while the magnetic fields amount to between 1 and 10 nT
(Funk et al., 2009). Artificial ELF-MFs however represent strengths many thousands of magnitude greater
than those arising naturally (IARC Working Group on the Evaluation of Carcinogenic
Risks to Humans, 2002). Thus, the main sources of human ELF-MF exposure occur both
through background fields originating from distant high-voltage overhead and 6 underground power distribution lines and power transmission lines, and also fields
resulting from the use of electrical appliances and devices, regardless of whether it be
in an occupational (high levels of exposure over a short duration) or residential
environment (generally lower exposure over an extended period of time). 1.1.3.2 Artificial Fields 1.1.3.2.1 Background Fields 1.1.3.2.1 Background Fields g
Background magnetic fields within residences in many countries generally arise from
the distribution lines supplying them electricity. Additionally, background fields can
also arise within homes residing in close proximity to high-voltage transmission lines. The magnitudes of these fields will also be larger than those produced from the lower
voltage distribution lines, although very few residences are located near such high-
voltage transmission lines (Chapter 1.1.3.2.3) (Swanson & Kaune, 1999). Measurements of background fields have been conducted in many countries including
Australia (Karipidis, 2015), North America (Linet et al., 1997) and the UK (Coghill et al.,
1996), but studies in the rest of Europe often present poor degrees of geographical
coverage (Grellier et al., 2014). The background fields recorded in Australia were in
general, comparable with the USA (50-60 nT) (Karipidis, 2015). There are, however,
differences in background fields between the USA and the UK with background fields
within the UK being approximately 1.5 to 1.9 times weaker than those that resonate in
North America (Swanson & Kaune, 1999). The daily average background field in the
USA was measured over a 24-hour period in eight individual studies as ranging from
47-99 nT (reviewed in Swanson & Kaune, (1999)). However, uncertainties relating to
the measurements made within these studies prevented the formation of a single,
unambiguous approximation, leaving the authors to estimate that backgrounds fields
within the USA typically present a geometric mean (GM) within the range of 60-70 nT
(Swanson & Kaune, 1999). However, in a study conducted by Zaffanella, (1992) which
is considered the most representative study of background fields within the USA, spot
measurements performed in the centre of most rooms in each home yielded a GM
field of 56 nT with only 10% of residences registering background levels above 0.2 µT
(Kheifets et al., 2005). Conversely, studies conducted in the UK (Merchant et al., 1994; 7 Coghill et al., 1996; Preece et al., 1996) provided a GM of 38 nT, with the accurate
value believed to be between 36-39 nT (Swanson & Kaune, 1999). The variation between these countries is likely a consequence of different electrical
supply voltages. Since magnetic fields arise from the flow of electrical currents,
consumers in the UK use approximately double the final distribution voltage than in
the USA (220-240 volts (V) versus 110 volts, respectively), meaning that the currents in
the UK are halved for the same power (Merchant et al., 1994). 1.1.3.2.1 Background Fields The background fields
which are generated are, in general, uniformly present throughout the home. This was
demonstrated in a study by Preece and co-authors, (1997) who failed to illustrate any
variation between rooms when the background fields were measured in the centre of
every room of 50 residences. In this study measurements were taken with both the
power on and off, recording values of 0.017 + 0.003 µT and 0.012 + 0.002 µT
respectively (Preece et al., 1997). Yet, since magnetic fields arise from electrical
currents they vary proportionally and according to electrical demand. This has led to
variations in readings between different times of day (Banks et al., 2002; Karipidis,
2015), and some studies have also illustrated seasonal differences whereby summer
fields are in excess of those measured in winter (Banks et al., 2002). Uncertainties
remain as to whether this is in fact founded, since other studies failed to illustrate any
such differences (Kaune & Zaffanella, 1994; Karipidis, 2015). Alongside ELF-MF exposure from ubiquitous low-intensity background fields,
approximately 30-50% of total ELF-MF exposure resides in fields generated through
the use of electrical domestic appliances and devices (Kheifets et al., 2005; Repacholi,
2012). Unlike the background fields, ELF-magnetic fields produced by appliances are
constantly more intense, yet only experienced intermittently. 1.1.3.2.2 Electrical Appliances
During use, each appliance produces an elevated field within its immediate vicinity. As
such humans are exposed to the highest magnetic flux densities when in close
proximity to domestic appliances, particularly those containing looped heating
elements, motors or transformers (Merchant et al., 1994). Magnetic fields produced by
appliances are typically localised and decrease as the inverse cube of distance from the
source, thus at distances of 1-2 metres they are similar to background fields (Lacy- 1.1.3.2.2 Electrical Appliances 1.1.3.2.2 Electrical Appliances
During use, each appliance produces an elevated field within its immediate vicinity. As
such humans are exposed to the highest magnetic flux densities when in close
proximity to domestic appliances, particularly those containing looped heating
elements, motors or transformers (Merchant et al., 1994). Magnetic fields produced by
appliances are typically localised and decrease as the inverse cube of distance from the
source, thus at distances of 1-2 metres they are similar to background fields (Lacy- 8 Hulbert et al., 1998). Attempts have been made to assess personal exposure to
household appliances which are regularly used both in the UK (50 Hz) and North
America (60 Hz), as noted in Table 1 and Table 2 respectively. Preece et al. (1997) assessed the magnetic field strength (40-800 Hz) of 806 domestic
appliances within 50 UK homes (Table 1) using the Emdex II (electric and magnetic field
digital exposure system) to measure the appliance-generated magnetic field. Upon
activation of the appliance, measurements were recorded every 3 seconds for 30
seconds at 5, 30, 60 and 100 centimetres from the appliance surface. Similarly, Farag
et al. (1998) assessed the magnetic field strength of domestic appliances at various
distances up to 120 centimetres in 254 homes (Table 2). The relatively large magnetic fields experienced when in close proximity to domestic
appliances have in fact been hypothesised to contribute to an increased risk of
hormone-dependent cancers and in particular breast cancer (Stevens, 1987). While
studies have provided a weak yet significant link between the use of electric razors and
breast cancer (odd ratio, OR = 1.7, 95%, CI: 1.1-2.8) (Zheng et al., 2000b), and
meningioma (OR = 10.9, 95%, CI: 2.3-50) (Kleinerman et al., 2005), there has been no
association between breast cancer and the use of hair dryers, curling irons, vacuum
cleaners or irons (Zheng et al., 2000b). Moreover, little evidence has been provided of
an association between brain cancer and either curling irons or microwave ovens
(Kleinerman et al., 2005). Electric blankets however represent a further appliance that has been extensively
studied in relation to an increased risk in potential adverse health effects (Savitz et al.,
1990; Abel et al., 2007). 1.1.3.2.2 Electrical Appliances Comparatively, the magnetic fields emitted by electric
blankets are weaker than those of hair dryers and electric razors with residential
measurements at a distance of 10 centimetres recording flux densities between 0.1-
2.2 µT (Wilson et al., 1996; Hatch et al., 1998; Lee et al., 2000). However, the exposure
from appliances is related to the duration of the dose alongside the distance from the
source and, unlike electric blankets, none of the appliances indicated in Tables 1 and 2
are employed over an extended period of time. In contrast, Preston-Martin et al. (1996) reported that 83% of mothers and 84% of children left the blanket on for the (1996) reported that 83% of mothers and 84% of children left the blanket on for the (1996) reported that 83% of mothers and 84% of children left the blanket on for the 9 9 whole night. Therefore, the use of electric blankets represents a sustained source of
magnetic field exposure that is within close proximity to the body and thus may
provide vital understanding into the association of exposure to magnetic fields with
such diseases. Table 1. system supply. Adapted from Preece et al., (1997). The arithmetic means of calculated broadband magnetic fields at 5, 50 and 100 centimetres (cm) from a selected number of household appliances using a 50 Hz power
system supply. Adapted from Preece et al., (1997). entimetres (cm) from a selected number of household appliances using a 50 Hz power 1.1.3.2.2 Electrical Appliances The magnetic fields from 50 Hz supplied household appliances
Appliance
Number of
appliances
measured
Magnetic field at specified distance from the exterior
of appliance (µT)
5 cm + S.D
50 cm + S.D
100 cm + S.D
Television
73
2.69 + 1.08
0.26 + 0.11
0.07 + 0.04
Kettle
49
2.82 + 1.51
0.05 + 0.06
0.01 + 0.02
Video recorder
42
0.57 + 0.52
0.06 + 0.05
0.02 + 0.02
Vacuum cleaner
42
39.53 + 74.58
0.78 + 0.74
0.16 + 0.12
Hair-dryer
39
17.44 + 15.56
0.12 + 0.10
0.02 + 0.02
Microwave oven
34
27.25 + 16.74
1.66 + 0.63
0.37 + 0.14
Washing machine
34
7.73 + 7.03
0.96 + 0.56
0.27 + 0.14
Iron
33
1.84 + 1.21
0.03 + 0.02
0.01 + 0.00
Clock radio
32
2.34 + 1.96
0.05 + 0.05
0.01 + 0.01
Hi-fi system
30
1.56 + 4.29
0.08 + 0.14
0.02 + 0.03
Toaster
29
5.06 + 2.71
0.09 + 0.08
0.02 + 0.02
Central heating boiler
26
7.37 + 10.10
0.27 + 0.26
0.06 + 0.05
Fridge / freezer
23
0.21 + 0.14
0.05 + 0.03
0.02 + 0.01
Cooker
18
2.27 + 1.33
0.21 + 0.15
0.06 + 0.04
Dishwasher
13
5.93 + 4.99
0.80 + 0.46
0.23 + 0.13
Freezer
13
0.42 + 0.87
0.04 + 0.02
0.01 + 0.01
Oven
13
1.79 + 0.89
0.39 + 0.23
0.13 + 0.09
Electric shower
12
30.82 + 35.04
0.44 + 0.75
0.11 + 0.25
Food processor
10
12.84 + 12.84
0.23 + 0.23
0.04 + 0.04
Extractor fan
9
45.18 + 107.96
0.50 + 0.93
0.08 + 0.14
Hand blender
8
76.75 + 87.09
0.97 + 1.05
0.15 + 0.16
Tumble dryer
7
3.93 + 5.45
0.34 + 0.42
0.10 + 0.10
Computer
6
1.82 + 1.96
0.14 + 0.07
0.04 + 0.02
The arithmetic means of calculated broadband magnetic fields at 5, 50 and 100
centimetres (cm) from a selected number of household appliances using a 50 Hz power Table 1. The magnetic fields from 50 Hz supplied household appliances 10 Table 2. 1.1.3.2.2 Electrical Appliances The magnetic fields from 60 Hz supplied household appliances
Appliance
Number of
appliances
measured
Exposure (µT) at 10 cm
Minimum
Median
Maximum
Dishwasher
12
0.55
2.08
2.2
Tumble dryer
32
0.41
3
16.5
Electric shaver
69
1
2
13
Hair-dryer
117
0.3
1.5
19
Microwave oven
137
0.26
7
44.2
Refrigerator
225
0.065
0.66
3.2
Washing machine
46
0.2
0.69
1.4
Oven
230
0.12
1.21
5.05
Exposure (µT) at 30 cm
Vacuum cleaner
34
1.4
5.1
20.5
Exposure (µT) at 50 cm
Air conditioner
27
0.025
0.16
0.82
Blender
27
0.21
0.22
0.7
Electric blower
16
0.018
0.13
1.05
Electric can
opener
27
0.92
1.45
6.2
Ceiling fan
24
0.02
0.15
1.2
Coffee maker
20
0.05
0.095
0.16
Iron
60
0.052
0.14
0.3
Non-ceiling fan
21
0.015
0.26
3.2
Food processor
24
0.35
1.2
4
Toaster
18
0.042
0.21
0.51
Oven
230
0.025
1.45
The minimum, median and maximum magnetic flux density at 10, 30 and 50 cm from a
selected number of household appliances using a 60 Hz power system supply. Values
courtesy of Farag et al., (1998). Table 2. The magnetic fields from 60 Hz supplied household appliances Finally, the transmission of electrical power through high-voltage transmission and
distribution lines involves the flow of electrical current and ultimately the production
of magnetic fields. As a result, exposure to stray fields associated with the generation
and transmission of electricity has been a regular occurrence for nearly a century
(Jackson, 1992). Finally, the transmission of electrical power through high-voltage transmission and
distribution lines involves the flow of electrical current and ultimately the production
of magnetic fields. As a result, exposure to stray fields associated with the generation
and transmission of electricity has been a regular occurrence for nearly a century
(Jackson, 1992). The minimum, median and maximum magnetic flux density at 10, 30 and 50 cm from a
selected number of household appliances using a 60 Hz power system supply. Values
courtesy of Farag et al., (1998). 1.1.3.2.3 Power Lines The transportation of electricity from the power station into residences occurs via a
wide range of voltages and hence currents, which are determined by the distance of
transmission (Jackson, 1992). The magnetic field produced and ultimately the
population’s exposure is related to the properties of the transmission/distribution line. 11 Long distance transmission is conducted by 500 kilovolts (kV) and 275/400 kV high-
voltage transmission lines in the USA and UK respectively. Once within a local region,
these voltages are stepped down by transformers and 132 kV, 33 kV and 11 kV
distribution lines carry the electricity into the neighbourhoods, where neighbourhood
transformers further step down the voltage to residential delivery via domestic service
lines (Kaune, 1993; Merchant et al., 1994). In the UK, as with most of Europe,
electricity is delivered into homes at 220-240 volts, in comparison to North America
(110 V), therefore the currents needed to provide the same power are lower in the UK
and Europe (Repacholi, 2012). Similar to electrical appliances, the strongest magnetic
fields are in the immediate vicinity of the source (directly beneath the power line) and
diminish in relation to distance (Table 3) so that at approximately 100 metres they are
typically equivalent to background fields (Draper et al., 2005; Kroll et al., 2010). Table 3. 1.1.3.2.3 Power Lines UK and USA average power line exposure
Source of magnetic fields (USA)
Field strength
(µT)
500 kV high-voltage
transmission line
Typical average under line
8.7
Typical average 20 m from centre of line
2.9
24 kV overhead and
underground distribution
lines
Typical maximum beneath and over lines
4-7
Typical average beneath and over lines
1-2
Mean exposure to a typical
person from all sources of
magnetic fields over a 24 hour
period
<0.05
Source of magnetic fields (UK)
Field strength
(µT)
275/400 kV high-voltage
transmission line
Typical average under line
5.7
Typical average 20 m from centre of line
2
132 kV distribution line
Typical average under line
0.5-2
Typical average 25 m from centre of line
0.05-0.2
33 kV distribution lines
Typical average under line
1.5
Typical average 20 m from centre of line
0.1
400 V service line
Typical average under line
0.143-0.215
Typical average 25 m from centre of line
0.039-0.041
Average exposure to a typical
person from all sources of
magnetic fields over a 24 hour
period
<0.11
Typical average exposures to sources of power frequency magnetic fields in the USA,
(values courtesy of (Repacholi, 2012) and UK, (EMFs.info, 2015). Adapted from
(Repacholi, 2012). Table 3. UK and USA average power line exposure 12 It must be noted that while residing in close vicinity of high-voltage power lines will
lead to high levels of electric and magnetic fields’ exposure, only a small percentage of
the population own homes within these areas. In the UK 0.07% of homes are within 50
metres of high-voltage transmission lines, while 0.21% lies within 100 metres. These
figures correlate with those provided in the USA where approximately 1.1% of
residences are within 40 metres of high-voltage power lines (EMFs.info, 2015). Moreover, as is illustrated by Table 3, even directly under a typical high-voltage
transmission line the average ELF-MF exposure is less than 5% of the International
Commission on Non-Ionising Radiation Protection (ICNIRP) guideline limits (Chapter
1.1.4), (International Commission on Non-Ionizing Radiation Protection, 2010). Taken
together, these percentages are particularly pertinent following the publication of
several studies associating ELF-MF exposure of residences closer to high-voltage power
lines with an increased risk of cancer (Coleman et al., 1989; Feychting & Ahlbom, 1993;
Draper et al., 2005). 1.1.3.2.3 Power Lines On the other hand, conflicting studies have similarly been
published in which residences in close proximity to high-voltage power lines present
no significant association with an increased onset of cancer (Olsen et al., 1993;
Kleinerman et al., 2000; UK Childhood Cancer Study Investigators, 2000; Pedersen et
al., 2014). A further study noted a significant risk of leukaemia attached up to the
1980’s, though from thereon in, risk declined to insignificance throughout subsequent
decades (Bunch et al., 2014). Nonetheless, the indication of a potential elevated risk
ensures that ELF-MF falls within the scope of the ICNIRP, an organisation established in
1992 to develop universally appropriate guidelines detailing exposure limits to
potentially hazardous forms of non-ionising radiation. 1.1.4 Exposure Guidelines
It was following a comprehensiv p
It was following a comprehensive review of the published literature, and in an attempt
to safeguard against any potential adverse health effects relating to both residential
and occupational ELF-MF exposure, that the initial ELF-MF exposure guidelines were
established in 1998. Within the 100 kHz frequency range, which includes power
frequencies 50 Hz and 60 Hz, reference limits of 500 µT and 100 µT were set for
occupational workers and the general population respectively (International
Commission on Non-Ionizing Radiation Protection, 1998). A safety factor of five was 13 applied to occupational exposure to represent workers’ chronic exposure to stronger
fields (International Commission on Non-Ionizing Radiation Protection, 1998). However, several publications further linking ELF-MF exposure to an increased risk of
cancer, in addition to numerous biological and genotoxic effects (IARC Working Group
on the Evaluation of Carcinogenic Risks to Humans, 2002; WHO, 2007), the ICNIRP
reconsidered their guideline limits in 2010 and raised them to 200 µT and 1 mT for
residential and occupational exposure respectively (International Commission on Non-
Ionizing Radiation Protection, 2010). Ultimately, the ICNIRP reasoned that in an overall
absence of consistent, replicated experimental research coupled to a lack of a defined
causal relationship, meant that any potential observed effect would not be confronted
in such basic exposure restrictions. However, an issue still remains in respect to these guidelines in that a considerable
number of epidemiologic studies, alongside several pooled and meta-analysis studies
have regularly indicated that chronic exposure to 50/60 Hz magnetic fields many times
lower (0.4 µT) is associated with an increased risk of numerous health problems, with
probably the most consistent link being to an association with childhood leukaemia
(Ahlbom et al., 2001). Indeed, the initial link to childhood leukaemia was reported in
1979 when Wertheimer and Leeper published their ground-breaking study in which
they developed and employed a non-invasive method as a surrogate of ELF-MF
exposure assessment, known as ‘wire codes’ (Wertheimer & Leeper, 1979). Residences
were classified based on the observable characteristics of the electrical cables in close
proximity, therefore the distance, size and the type of cable were used to categorise
homes as possessing either a high-current configuration (HCC) or a low-current
configuration (LCC) (Table 4). Ultimately, homes classified as HCC were presumed to be
susceptible to stronger background fields than those of LCC. 1.1.4 Exposure Guidelines
It was following a comprehensiv Using this surrogate to
indirectly calculate the potential current flow, Wertheimer and Leeper (1979)
performed a case-control study within the greater Denver area of Colorado during
1976 to 1977. A total of 344 cases were selected through a stringent two-step process
of individuals diagnosed with cancer in Colorado before the age of 19 and between the
years of 1950 to 1973, who also presented a Colorado birth certificate. The assignment
of matched controls however is rather complicated and inadequately presented in the 14 literature (Lagiou et al., 2002). Though a simplified explanation presented in the IARC
summary (2002), indicates the matched-controls were assigned through the
possession of a Denver-area birth certificate, alongside lists of births within the
Colorado area during the time period of 1946-1973. Although relative risks were not
presented in their study, Wertheimer and Leeper reported a statistically significant
increase in leukaemia mortality among children who lived in close proximity to cables
representing high current configurations. Subsequent re-analyses of the data have
indicated a three-fold increase in childhood leukaemia (Kheifets et al., 1997; Lacy-
Hulbert et al., 1998). 1.2 Childhood Leukaemia The elevated risk to children is especially pertinent as the role of ELF-MF becomes
more prominent in modern society because, although cases of childhood cancers are
sparse, of those recorded approximately one third relate to childhood leukaemia (CL),
making it the most common type of childhood cancer (Linet et al., 1999). Leukaemia is
a cancer that arises in the hematopoietic tissue, i.e. bone marrow before entering the
blood, occurring as a result of chromosomal alterations and mutations that disturb the
normal differentiation of blood progenitor cells into either lymphoid or myeloid
progenitor cells (Chiaretti et al., 2014). Subsequently, leukaemia is classified according
to the cell of origin, as well as its clinical course (acute or chronic) (Brain et al., 2003). As such, the major morphologic types are acute lymphoblastic leukaemia (ALL) and
acute myeloid leukaemia (AML), which refers to cancer of lymphoid or myeloid
progenitor cells respectively. Acute lymphoblastic leukaemia is the most common form
of CL, accounting for around 78% of the diagnosed cases, while AML accounts for the
majority of the remaining diagnoses (Belson et al., 2007). The age of onset for ALL
follows a bimodal distribution whereby cases are normally reported up to the age of
15 years (Inaba et al., 2013), with the peak incidence occurring in children aged
between 2 and 5 years (Linet & Devesa, 1991; Greaves & Wiemels, 2003; Pui et al.,
2008). There then follows a steady increase in prevalence throughout life. The risk of
AML on the other hand is highest within the first two years immediately after birth
before decreasing thereafter (Gurney et al., 1995). Although the knowledge of genetic
changes in CL has improved significantly over the years, the precise aetiology of 15 childhood leukaemia remains largely unknown. Less than 5% of cases of ALL are
connected with inherited genetic syndromes or ionising radiation (Pui et al., 2008),
which has led researchers to hypothesise that development of the disease results from
a combination of factors involving genetic susceptibility, environmental factors and
chance (Greaves, 2002). This has led to the development of a ‘two-hit’ model (Figure
2), whereby the onset and progression of leukaemia consists of a multistep process
(Greaves, 2006). The general model assumes an initial somatic hit, occurring in utero in
a foetal hematopoietic cell, probably as a result of chromosome translocations. 1.2 Childhood Leukaemia This
initial hit is believed to be a common event that results in the formation and
proliferation of a pre-leukaemic clone (Greaves, 1999). Yet, the reasonably low
prevalence of the disease illustrates at least a two-stage pathogenesis in which the
conversion of the pre-leukaemic clone into the disease requires either an additional
pre-natal and/or post-natal genetic or environmental event (Eden, 2010). Such events
are rare: only ~1% of individuals possessing pre-leukaemic clones will get an additional
genetic hit to create overt leukaemia, thus acting as a rate-determining step in the
progression of the disease (Greaves & Wiemels, 2003). Figure 2. A simplified Two-Hit Model for potential CL onset. Illustrating the crucial
events hypothetically required to produce the major morphologic types of childhood
leukaemia. Adapted from (Greaves, 2006). Figure 2. A simplified Two-Hit Model for potential CL onset. Illustrating the crucial
events hypothetically required to produce the major morphologic types of childhood
leukaemia. Adapted from (Greaves, 2006). 16 If indeed the two hit model requires an environmental interaction, in spite of the vast
number of epidemiologic studies that have researched a multitude of environmental
agents in the general population, ionising radiation remains as the only widely
accepted environmental causative factor, but still only accounts for a very limited
amount of CL cases (Preston et al., 1994; Doll & Wakeford, 1997). Other suspected risk
factors include exposure to environmental agents such as benzene, the human T-cell
virus and genetic disorders such as Down’s syndrome (reviewed in (Belson et al., 2007;
Eden, 2010; Mezei et al., 2014)). Finally, owing to the seminal study by Wertheimer
and Leeper (1979), ELF-MF is also hypothesised as a potential environmental exposure
responsible for a causative link to CL. Despite the above, the results of subsequent epidemiologic studies conducted over the
past three decades have often presented contradictory and inconclusive evidence of a
causal relationship between ELF-MF exposure and an increased risk of cancer. A prime
example of such inconsistency between studies is highlighted in a study conducted by
Fulton et al. (1980), where attempts to replicate the findings of Wertheimer and
Leeper (1979) indicating a relationship between childhood leukaemia and electric
power line configurations in Rhode Island (OR = 1.09, 95% CI: 0.7-1.6) proved
unsuccessful, despite implementing the same wire classification analysis. 1.2 Childhood Leukaemia Such
underlying contradictions present within epidemiological studies are predominantly
due to the ubiquitous nature of ELF-MFs in the environment, which has consequently
resulted in the assessment of ELF-MF becoming especially problematic. Indeed, in
most studies it is more important to assign the residence to the correct classification in
an attempt to reduce the chance of misclassification rather than extract an exact
exposure measurement value (Kheifets & Oksuzyan, 2008). In fact, throughout the
years and hence epidemiologic studies, there has been a plethora of exposure matrixes
used which generated both positive and negative correlations to childhood leukaemia. 1.3.1 Residential Exposure The most basic and simple of exposure assessments is to measure the distance
between the residence and source as it does not take into consideration multiple
sources of exposure. Firstly, Coleman et al. (1989) assessed the potential relationship 17 of indirect residential exposure to power frequency magnetic fields from power lines
and transformer substations through distance. The authors state that the risk of
leukaemia relative to cancer controls when residing within 100 metres was 1.45 (95%
CI: 0.54-3.88); within 50 metres the relative risk (RR) increased to 2.0 but the
confidence intervals also expanded (95% CI: 0.4-9.0) while residences within 25 metres
carried a risk of 1.3 (95% CI: 0.8-2.0) (Coleman et al., 1989). Although, as previously
mentioned (Chapter 1.1.3.2.3), approximately only 0.21% of households lie within 100
metres of high-voltage transmission lines in the UK (EMFs.info, 2015). Moreover the
authors reported that only 6% of the 771 case subjects lived within 100 metres of an
overhead power line while 40% lived within 100 metres of a substation (OR = 0.99)
(Coleman et al., 1989). Similarly, subsequent studies have also failed to report a
significantly raised odds ratio between childhood cancer and proximity to overhead
power lines (Myers et al., 1990; Verkasalo et al., 1993). Alternatively, some evidence of
increased risk of all cancers was observed by Olsen and co-authors for calculated
exposures of more than 0.4 µT, but not for leukaemia when taken separately (Olsen et
al., 1993). The lack of significantly raised odds ratios does not signify a lack of true
association, but more so that too few addresses for cases and controls within their
study had background levels of magnetic fields exceeding 0.01 µT (Myers et al., 1990). Thus, in an attempt to record more accurate exposures, the ‘wire code’ classification
system was further developed, firstly to include four (Wertheimer & Leeper, 1982) and
later five (Savitz et al., 1988) sub-classes of home exposure (Table 4). 18 Table 4. 1.3.1 Residential Exposure Wire code assessment categories
Type of external power line & distance to residence
Wire code
category
Transmission
line
3 phase primary distribution
Secondary distribution
>2
Thick
Thin
1st span
>2nd span
HCC
VHCC
<15 m
<15 m
<15 m
<7.5 m
OHCC
<40 m
<40 m
<40 m
<20 m
<15 m
LCC
OLCC
<40 m
<40 m
<40 m
VLCC
None of the above and secondary service overhead
UG
None of the above and secondary service underground
Representative of the specifications of the wire codes used as a surrogate index for
residential magnetic field exposure assessment. High-current configuration (HCC) and
low-current configurations were used in Wertheimer & Leeper, (1979). Subsequent
studies expanded the indices to include very high-current configuration (VHCCs),
ordinary high-current configuration (OHCCs), ordinary low-current configuration
(OLCCs), very low-current configuration (VLCC) and underground cables (UG). Adapted
from Kheifets et al., (1997). Table 4. Wire code assessment categories
Type of external power line & distance to residence
Wire code
category
Transmission
line
3 phase primary distribution
Secondary distribution
>2
Thick
Thin
1st span
>2nd span
HCC
VHCC
<15 m
<15 m
<15 m
<7.5 m
OHCC
<40 m
<40 m
<40 m
<20 m
<15 m
LCC
OLCC
<40 m
<40 m
<40 m
VLCC
None of the above and secondary service overhead
UG
None of the above and secondary service underground Table 4. Wire code assessment categories 1.3.1.1 Wire Code Studies Using the modified wire code categories, Savitz et al. (1988) again performed a case-
control study in Denver. The odds ratios presented were generally consistent with the
corrected odds ratios of Wertheimer and Leeper (1979). However Savitz and co-
authors (1988) concluded that their study did not indicate a series of replicated
positive studies but rather a body of literature of suggestive, yet inconclusive, results
when taken both as an aggregate and individually. Re-analysis of the data using
modified wire codes (high-, medium- and low wire codes), further facilitated the
production of more precise odds ratio providing an association for leukaemia, 2.9 (CI:
1.5-5.5) (Savitz & Kaune, 1993). Consistent with these earlier studies, London et al. (1991) also observed a statistically significant association between very high exposure
classifications and an increased risk for leukaemia. However, in contrast to these
earlier studies, McBride et al. (1999) provided little support for an association between
ELF-MF exposure and an increased risk of CL, publishing results portraying a
statistically non-significant risk associated with exposure pertaining to high wire codes. Similarly, Linet et al. (1997) found no association between residences classified within
the highest wire code category in either the modified Wertheimer and Leeper category
(Table 4) or the three code’s surrogate employed by Savitz and Kaune (1993). The lack 19 of an association was observed in both the main residence and the one the pregnant
mother had resided in (Linet et al., 1997). 1.3.1.2 Field Measurement Studies 1.3.1.2 Field Measurement Studies
While the use of wire codes as a surrogate of exposure to determine predicted
magnetic field levels eliminates the prospect of socioeconomic bias, no account of
exposure from within the home is taken (Kheifets et al., 1997). The development of
magnetic field meters further enhanced the accuracy of exposure assessment, allowing
for direct measurements of magnetic fields to be undertaken in homes and over
extended periods. Importantly, the use of spot measurements does not provide any
reference to variability throughout the day or even seasonal variability unless
measurements are constantly repeated (Kheifets & Oksuzyan, 2008). A solution is to
record measurements over a longer period. These can be either undertaken as
personal or location-based measurements, and normally take place over a 24-48 hour
period. Tomenius (1986) conducted the first European study in relation to childhood
leukaemia and ELF-MF exposure. The analysis was based on residences and their
proximity to different types of electrical installations, alongside spot measurements
that were taken outside the entrance doors. Statistically significant odds ratios in
children exposed to magnetic fields > 0.3 µT were presented for all tumours combined
(OR = 2.1), notably however not for leukaemia (OR = 0.3). Similarly, Savitz et al. (1988),
reported that measured magnetic fields under low power use conditions (>0.2 µT)
when compared to a cut-off of <0.2 µT, had a modest but statistically insignificant
association with total cancer incidence (OR = 1.4; CI: 0.63-2.9), observing odds ratios of
1.9 (CI: 0.67-5.6) for leukaemia. Furthermore, the study conducted by London et al. (1991), which was the first to perform long term-exposure (24-hour) measurements of
ELF-MF, in addition to spot (single time point) measurements also observed a non-
significant elevated odds ratio in association to childhood leukaemia risk (OR = 1.69,
95% CI: 0.71-4.00). Subsequent studies have also found a lack of significant risk of
childhood leukaemia (Feychting & Ahlbom, 1993; Coghill et al., 1996; Michaelis et al.,
1998; McBride et al., 1999). Equally, there were no associations in the UKCC study
(1999), where adjusted odds ratios of 0.92 (95% CI: 0.47-1.79) for acute lymphoblastic 20 leukaemia, 0.90 (0.49–1.63) for all leukaemia and 0.46 (0.11–1.86) for children with
mean exposures of >0.2 µT compared with children with mean exposures of <0.1 µT
were published (UK Childhood Cancer Study Investigators, 1999). 1.3.1.2 Field Measurement Studies There were however
suggestions of a positive association between CL and ELF-MF >0.2 µT (Dockerty et al.,
1998), although the study only possessed five cases and one control within this
exposure group, and the confidence intervals produced were too wide to form a viable
conclusion (CI: 1.1-224). Additionally, data produced by Linet et al. (1997) suggest an
increase in risk at fields >0.3 µT, but again the number of cases in which this exposure
category was represented was small and, in contrast to Dockerty et al. (1998), no
association was witnessed at >0.2 µT. If an effect does in fact exist below 0.2 µT, then
it is likely too small to reach consensus in epidemiological studies alone (Greenland et
al., 2000). In addition to studies recording spot and long-term measurements, some used the
historical loads as recorded by power companies at the time of diagnosis to calculate
magnetic field exposure retrospectively (Feychting & Ahlbom, 1993). The use of
historical loads to calculate magnetic fields provided some evidence of an increased
risk of CL for exposures >0.3 µT (OR = 3.8, 95% CI: 1.4-9.3) (Feychting & Ahlbom, 1993). Likewise, a meta-analysis in 1998 reported a weak elevated risk of leukaemia for
children exposed to residential magnetic fields and a positive association between
childhood leukaemia and calculated historic fields ≥0.2 μT (OR = 1.90, 95% CI: 1.07-
3.39) (Wartenberg, 1998). However, Tynes and Haldorsen (1997) failed to reproduce
such findings, presenting no association between childhood cancer, including
leukaemia, and residences near power lines, based on calculations from power line
distance and records of load. While, in a further meta-analysis study comprised of risk
estimates from 14 case-control studies and one cohort study, no association between
childhood leukaemia and calculated magnetic fields from wiring configuration codes
could be substantiated, since the heterogeneity amongst individual studies was found
to be statistically significant (Angelillo & Villari, 1999). If follows that the considerable variation between studies illustrated throughout this
chapter could be partially attributed to the numerous methods of exposure
assessment that were employed, but it must also be noted that most studies involved 21 small numbers of cases within the top exposure categories. However, the organisation
and review of the existing data may yet provide important insights into the consistency
of the results. These analyses have taken form as two separate entities, pooled
analysis studies and meta-analyses. 1.3.1.3 Meta- & Pooled Analysis Studies Indeed this led the authors to conclude that, though there
was a lack of statistical significance, their results were in line with previous pooled
studies. Furthermore, that their lack of significant data does not alter the previous
assessment that magnetic fields are possibly carcinogenic (Kheifets et al., 2010). More
recently still, Zhao et al. (2014) aimed to further assess the link between childhood
leukaemia and magnetic field exposure in a meta-analysis based on circa 25,000
individuals. A meta-analysis, similar to pooled analysis, is a statistical method
extensively used in biomedical research, which is specifically useful in providing a more
reliable outcome when data from different studies are inconclusive (Lagiou et al.,
2002). A single study, taken separately may be either too small or limited in design to
generate a conclusive outcome. Thus, by combining the data from similar, previously
published studies, to provide a single summary risk estimate, a more reliable
representation of the evidence is presented (Vijayalaxmi & Prihoda, 2009). A total of
11,699 cases and 13,194 controls from nine studies between the years of 1997 to 2013
were included under strict selection criteria. Again using <0.1 μT as the reference, a
statistically significant association was exhibited between both total childhood
leukaemia and more specifically acute lymphocytic leukaemia and magnetic field
intensity of > 0.4 μT and, OR = 1.57, 95% CI: 1.03–2.40 and OR = 2.43, 95% CI: 1.30–
4.55, respectively (Zhao et al., 2014). While this indicates some concordance between
studies and potentially identifies a very specific exposure limit associated with
damage, only a few residences registered average spot- or long-term measurements
>0.3 µT (1-4 %) and even fewer (1-2%) >0.4 µT (Ahlbom et al., 2000; Greenland et al.,
2000). Considering the small amount of individuals who are in fact exposed to ELF-MFs
greater than 0.4 µT, it follows that an estimate of between one and two additional
cases (per 500) would arise as a result of artificial ELF-exposure (UK Childhood Cancer
Study Investigators, 1999). While the omnipresence of background fields occupy the majority of concern, an
b
d
f
d
h
b
d
d
d
l
h
l
h While the omnipresence of background fields occupy the majority of concern, an
abundance of studies have been conducted in order to analyse the relationship
between ELF-MF exposure from electric blankets and the incidence of several types of
cancer. 1.3.1.3 Meta- & Pooled Analysis Studies y
Pooled analysis lays the benchmark for synthesising results from multiple studies. Raw
data are collected from previous studies which can then be compared free from
artefacts introduced by analytical differences for the gleaning of statistically more
stable results (Kheifets et al., 2006; Kheifets et al., 2010). However, despite their
strengths, results derived from pooled analyses are still prone to the same biases as
the original studies were subjected to. Thus in an attempt to provide a more reliable
evaluation of inter-study differences in results, two pooled analyses based on studies
up to 1999 were published in 2000 (Ahlbom et al., 2000; Greenland et al., 2000). The
first was conducted by a team funded through the National Institute of Environmental
Health Sciences. Combining studies that used magnetic field measures as their primary
analysis, with those that used wire codes, Greenland and co-authors (2000) derived
exposure summary estimates from 12 studies based on 2656 cases and 7084 controls. Of those 12, only two (London et al., 1991; Linet et al., 1997) provided more than four
cases exposed to >0.4 µT, hence for categorical magnetic field analysis these cases
were combined into a single category of exposures > 0.3 µT. A positive association was
concluded to exist between ELF-MF and childhood leukaemia when comparing >0.3 µT
to exposures <0.1 µT (OR = 1.68, 95% CI: 1.23-2.31) (Greenland et al., 2000). Likewise,
a further pooled analysis study showed a two-fold increase in risk of childhood
leukaemia during the year prior to diagnosis with exposures > 0.4 µT (RR 2.00, 95% CI:
1.27-3.13) when compared with a reference level exposure of <0.1 µT (Ahlbom et al.,
2000). While it is highlighted that exposures >0.4 µT signify a doubling in risk of
childhood leukaemia it must also be noted that this exposure category was only
representative of 0.8% of subjects (44 cases and 62 controls). A more recent pooled
analysis based on primary data from epidemiological studies on residential magnetic
fields and childhood leukaemia published post 2000, found a statistical non-significant
risk of leukaemia associated with increased exposure( > 0.3 μT when compared to <0.1
μT, OR = 1.44, 95% CI: 0.88-2.36) (Kheifets et al., 2010). However, the overall number 22 of cases and controls were once more small with only 26 cases and 50 controls present
within the >0.3 μT category. 1.3.2 Appliance Exposure pp
p
The use of electric blankets has been investigated in various scenarios, exploring the
association attached to childhood leukaemia in direct correlation to the child’s use,
while also the mother’s pre- and post-natal use. The majority of studies have obtained
similar findings whereby there is no association between both the child’s use and the
mother’s pre-/post-natal use of electric blankets and the onset of childhood leukaemia
(Savitz et al., 1990; London et al., 1991; Dockerty et al., 1998). Conversely, some also
showed that the risk of childhood ALL was significantly increased when mothers had
indicated electric blanket use during pregnancy (OR = 1.59, CI: 1.11-2.29) (Hatch et al.,
1998). However the lack of dose-response led the authors to conclude that the
association found may not reflect MF exposure from electric blankets but with that of
external exposure (Hatch et al., 1998). 1.3.1.3 Meta- & Pooled Analysis Studies Unlike the use of surrogates and direct measurements as a method of 23 exposure assessment for background fields, estimation of exposure from appliances is
poorly developed, generally consisting of the collection of data on frequency and
duration of use via questionnaires (Kheifets & Oksuzyan, 2008). 1.4 Brain Cancer As well as childhood leukaemia, in their original paper Wertheimer and Leeper (1979)
also reported that children living close to high-voltage power lines presented increased
risk of brain cancer. Brain cancer accounts for around 90% of all nervous system
cancers and similar to leukaemia, onset is moderately rare with an annual incidence
rate of 6 cases per 100,000 people in the USA (reviewed in Kheifets, (2001)). Brain
cancer also correlates to leukaemia in that the causes for onset are likewise poorly
understood and known factors, such as certain inherited genetic conditions and
ionising radiation, only relate to a small proportion of cases. However, in the wake of
additional studies indicating an increased risk of brain cancer in connection to ELF-MF
exposure (Tomenius, 1986; Savitz et al., 1988), and in particular two types of malignant
gliomas, glioblastoma and astrocytoma, succeeding studies have investigated them
further. It originally appeared that the link to childhood brain tumour was more
prominent than that of leukaemia (Ahlbom, 1988). Indeed, a more recent study has
again published a positive association between high-level exposure (>0.4 µT) and the
risk of brain tumours in Japanese children under 15 years of age (Saito et al., 2010). 24 However, the presence of only three cases and one control within this exposure group
led to poor statistical precision with hugely variable confidence intervals presented (CI:
1.05-113). In addition, a meta-analysis of childhood brain tumour studies has also
indicated a non-statistically significant link when presenting risk estimates with
multiple exposure assessment methods (Wartenberg, 1998). The majority of case-
control studies however, have failed to provide evidence of a positive association
when assessing exposure with a range of methods (Feychting & Ahlbom, 1993; Gurney
et al., 1996; Tynes & Haldorsen, 1997; UK Childhood Cancer Study Investigators, 1999),
meta-analysis (Mezei et al., 2008) or in conjunction with appliance use either directly
by the child or the mother during gestation (Savitz et al., 1990; Preston-Martin et al.,
1996). Overall, it can be concluded that there is little to no evidence which currently
supports a link between ELF-MF exposure and the development of childhood brain
cancer (Kheifets, 2001). 1.5 Adult Studies 1.5 Adult Studies
The findings of Wertheimer and Leeper (1979) did not solely relate to childhood
diseases as they also studied adults: a follow-up study in 1982 also found adult cancer
to be associated with high-current wire configurations that were in close proximity to
residences (Wertheimer & Leeper, 1982). In light of these findings, a large number of
epidemiological studies were performed to evaluate potential correlation between
ELF-MF exposure and cancer. However, the majority of concerns are related to
occupational exposure since chronic exposure to levels of ELF-MFs in occupational
environments is extensively higher than those in a residential setting. Such
occupational studies have used various designs, including population-based case-
control studies, occupational cohorts, and death certificate surveys alongside several
different exposure assessments, ultimately as a means of measuring either morbidity
or mortality. The results of such studies are similarly conflicting, with some studies
presenting a potential association between occupations considered to consist of high
ELF-MF exposure and both leukaemia and brain cancer. The first occupational study
outlined significantly increased mortality rates for total leukaemia occurrences
(proportionate mortality ratios, PMR = 1.4, CI: 1.1-1.6), in-particular acute leukaemia
along with non-Hodgkin’s lymphomas and malignant brain tumours among male 25 electrical workers (Milham, 1985). The use of job titles taken from a death certificate
database was used as a crude method of assessing exposure to magnetic fields. Employment in an ‘electrical’ profession such as an electrical and electronic technician,
radio and telegraph operator, electrician, lineman (power and telephone), television
and radio repairman, power station operator, welder and flame-cutter, and motion
picture projectionist inferred to the researchers a higher than normal exposure to
magnetic fields. A significant increase in brain tumour risk (OR = 2.2, CI: 1.1-4.1) also
correlated with increasing probability of exposure to magnetic fields in a further case-
control study which used occupation to classify exposure to magnetic fields (Lin et al.,
1985). In an attempt to resolve the deficiencies in exposure assessment, industry
workers wore personal dosimeters and exposures were catalogued. Questionnaires
were combined with workplace measurements to establish a job exposure matrix
(JEM) (Floderus et al., 1993), which in turn was used to further analyse the link
between ELF-MF exposure at work and the risk of leukaemia and brain tumour in
central Sweden. 1.5 Adult Studies Jobs with exposures >0.29 µT reported a strong association with all
sub-types of leukaemia (OR = 1.6, CI: 1.1-2.4), especially chronic lymphocytic
leukaemia, yet not with any other sub-type of leukaemia or with brain cancer (Floderus
et al., 1993). However, a further study on cancer mortality, in which the JEM was
applied, found no association between an increased risk of either leukaemia or brain
cancer mortality amongst electric utility company workers (Sahl et al., 1993). Similarly,
a mortality study by Savitz and Loomis (1995) found no association with leukaemia
mortality amongst a cohort of electric utility workers, except for those that had
worked for more than twenty years as an electrician, in which case there was a 2.5-
fold increase in the risk of leukaemia. It is therefore unsurprising that a pooled analysis
study including these studies presented no consistent exposure-response relationship
or association with leukaemia or brain tumours (Kheifets et al., 1999). electrical workers (Milham, 1985). The use of job titles taken from a death certificate
database was used as a crude method of assessing exposure to magnetic fields. database was used as a crude method of assessing exposure to magnetic fields. Employment in an ‘electrical’ profession such as an electrical and electronic technician,
radio and telegraph operator, electrician, lineman (power and telephone), television
and radio repairman, power station operator, welder and flame-cutter, and motion
picture projectionist inferred to the researchers a higher than normal exposure to
magnetic fields. A significant increase in brain tumour risk (OR = 2.2, CI: 1.1-4.1) also
correlated with increasing probability of exposure to magnetic fields in a further case-
control study which used occupation to classify exposure to magnetic fields (Lin et al.,
1985). In an attempt to resolve the deficiencies in exposure assessment, industry
workers wore personal dosimeters and exposures were catalogued. Questionnaires
were combined with workplace measurements to establish a job exposure matrix
(JEM) (Floderus et al., 1993), which in turn was used to further analyse the link
between ELF-MF exposure at work and the risk of leukaemia and brain tumour in
central Sweden. Jobs with exposures >0.29 µT reported a strong association with all
sub-types of leukaemia (OR = 1.6, CI: 1.1-2.4), especially chronic lymphocytic
leukaemia, yet not with any other sub-type of leukaemia or with brain cancer (Floderus
et al., 1993). 1.5 Adult Studies However, a further study on cancer mortality, in which the JEM was
applied, found no association between an increased risk of either leukaemia or brain
cancer mortality amongst electric utility company workers (Sahl et al., 1993). Similarly,
a mortality study by Savitz and Loomis (1995) found no association with leukaemia
mortality amongst a cohort of electric utility workers, except for those that had
worked for more than twenty years as an electrician, in which case there was a 2.5-
fold increase in the risk of leukaemia. It is therefore unsurprising that a pooled analysis
study including these studies presented no consistent exposure-response relationship
or association with leukaemia or brain tumours (Kheifets et al., 1999). 26 Table 5. The ELF-MF time-weighted average exposures for electrical occupations
Occupation
Time-weighted average exposure (µT)
Lineman (power & telephone)
3.6
Electrician / electrical engineer
1.6
Power station operators
1.4
Welders and flame-cutters
2.0
Motion picture projectionists
0.8
A list of the time-weighted average exposures to ELF-MF for five selected jobs
classified as electrical occupations. Adapted from IARC Working Group on the
Evaluation of Carcinogenic Risks to Humans, (2002). Originally cited in Portier & Wolf,
(1998). Table 5. The ELF-MF time-weighted average exposures for electrical occupations
Occupation
Time-weighted average exposure (µT)
Lineman (power & telephone)
3.6
Electrician / electrical engineer
1.6
Power station operators
1.4
Welders and flame-cutters
2.0
Motion picture projectionists
0.8 he ELF-MF time-weighted average exposures for electrical occupations 1.6 Breast Cancer Similarly, the long-term exposure to ELF-MF has been hypothesised to increase the risk
of breast cancer (Stevens, 1987). The idea was based on experimental evidence which
suggested that ELF-MF affects the pineal glands production of the hormone melatonin
in the same way that light does at night. Melatonin production follows a specific
circadian pattern: low levels in daylight and high levels in darkness, and it is believed
that high levels of melatonin could provide a protective effect against the
development of breast cancer. Thus it is thought 50 and 60 Hz fields suppress
melatonin production ultimately affecting oestrogen production by the ovary. Since
then, and over the subsequent three decades, a considerable amount of
epidemiological studies have analysed a potential association with breast cancer from
ELF exposure in residential and occupational environments, including from electric
blankets. However, most epidemiological studies have indicated little or no overall
effect of ELF-MF exposure risks and similar findings are reported in the majority of
studies of bed heating devices (Verkasalo et al., 1996; Li et al., 1997; Coogan &
Aschengrau, 1998; Feychting et al., 1998; Schoenfeld et al., 2003; Elliott et al., 2013). Studies have been established to explore both pre-menopausal (Vena et al., 1994) and
post-menopausal breast cancer in conjunction with electric blanket use (Vena et al.,
1991; McElroy et al., 2001). However, currently no association to breast cancer risk has
been reported in either pre- or post-menopausal women using electric blankets
(Gammon et al., 1998; Laden et al., 2000; Zheng et al., 2000b; Kabat et al., 2003). An
exception is from a Norwegian case-control study (Kliukiene et al., 2004), where
exposures were calculated based on nearby power lines. Effects were visible at quite
low exposure levels, as any exposure to magnetic fields >0.05 µT was associated with 27 an increased risk of breast cancer. Similarly, the general outcomes from studies of
occupational exposure did not indicate any effects either (Coogan & Aschengrau, 1998;
Kliukiene et al., 2004; Forssén et al., 2005; McElroy, 2007). Furthermore, the meta-
analysis studies (Erren, 2001; Chen et al., 2010) which, between them, summarised the
literature available from 1966-2009, including studies analysing residential and
occupational exposures, as well as those from electric blankets. In all cases, both
studies were in agreement that there was very little association between ELF-MF
exposure and a proneness to female breast cancer. 1.6 Breast Cancer Overall the evidence available is consistently negative and does not suggest an
increased risk of breast cancer related to ELF-MF exposure. Indeed the evidence is
sufficient enough for Feychting (2013) to conclude with confidence that ELF-MFs do
not cause breast cancer and that focus should instead switch to developing more
promising hypotheses on biophysical mechanisms. Indeed if there truly is a link
between residential and occupational exposure to ELF-MF and cancer (excluding
leukaemia) the constant presence of inadequate sample sizes results in inconsistent
data and lack of a universally accepted conclusion. 1.8 Neurodegenerative Disease 1.8 Neurodegenerative Disease
Due to an aging population neurodegenerative diseases are becoming more frequent,
thus representing an extensive burden on public health. Since familial cases only
account for a small percent of the vast majority of these diseases’ aetiology, it can be
safely assumed that lifestyle coupled with environmental factors play an essential role
in their onset. Although not well developed, the potential effects of ELF-MF have been
extensively researched in numerous epidemiological studies as a potential risk related
to neurodegenerative diseases. Research has predominantly investigated the link to
Alzheimer’s disease (AD) and motor neuron disease, particularly amyotrophic lateral
sclerosis (ALS). The risk of Parkinson’s disease (PD) and dementia in general have also
been analysed but to a lesser extent. 1.7 Cardiovascular Disease 1.7 Cardiovascular Disease
Reports have also surfaced in the 1960’s linking ELF-MF exposure to cardiovascular
irregularities and more recent studies further link exposure with a reversible
relationship to reduced heart rate variability (HRV) (Sastre et al., 1998). Although a
pooled study conducted within the same institute later failed to replicate such findings
(Graham et al., 2000), a hypothesis was established that ELF-MF could affect heart rate
variability (Savitz et al., 1999). It was theorised following evidence of an increased
mortality from acute myocardial infarction and arrhythmia-related cardiovascular
disease, but not chronic coronary heart disease, which was observed in workers
employed for longer durations in occupations with elevated ELF magnetic field
exposures (Savitz et al., 1999). Subsequent studies, including one directly replicating
the original study (Sahl et al., 2002), and others specifically designed to replicate these
findings through analysis of various specified endpoints, mostly failed to find any
association of increased myocardial infarction morbidity (Ahlbom et al., 2004),
arrhythmia (Johansen et al., 2002) or total cardiovascular disease mortality (Mezei et 28 al., 2005; Cooper et al., 2009; Koeman et al., 2013). A solitary study however did evoke
some support for the original hypothesis (Savitz et al., 1999), observing a non-
significantly increased risk for acute myocardial infarction (Håkansson et al., 2003). However, the only two studies to illustrate an association between occupational
exposure and ELF-MF relied on mortality records as a method of exposure assessment. Thus, when taken as a whole, the evidence does not support the notion of ELF-MF as a
causative factor in the development of cardiovascular disease (Kheifets et al., 2007). 1.8.1 Alzheimer’s Disease The risk of Alzheimer’s disease was initially outlined to be elevated 3-fold in
association with primary occupations of low intensity ELF-MF exposure (Sobel et al.,
1995), findings which have later been partially supported by Feychting et al. (1998). Subsequent cohort studies have then provided evidence that long-term occupational
exposure to higher ELF-MF intensities (>0.2 µT) also increased risk of AD 2.3-fold (Qiu
et al., 2004), alongside that of AD mortality (Savitz et al., 1998; Feychting et al., 2003). Furthermore, age-specific analyses also indicated a stronger association with the onset
of AD, with a proclivity for early onset AD mortality (<75) (Feychting et al., 2003). Conversely and in contrast to the data presented by the aforementioned studies, there
has also been evidence presented which does not support the proposition that above-
average levels of ELF-MF are related to the onset of AD (Johansen, 2000; Noonan et al.,
2002). Similarly, Sorahan and Mohammed (2014) also failed to establish a statistically The risk of Alzheimer’s disease was initially outlined to be elevated 3-fold in
association with primary occupations of low intensity ELF-MF exposure (Sobel et al.,
1995), findings which have later been partially supported by Feychting et al. (1998). Subsequent cohort studies have then provided evidence that long-term occupational
exposure to higher ELF-MF intensities (>0.2 µT) also increased risk of AD 2.3-fold (Qiu
et al., 2004), alongside that of AD mortality (Savitz et al., 1998; Feychting et al., 2003). Furthermore, age-specific analyses also indicated a stronger association with the onset
of AD, with a proclivity for early onset AD mortality (<75) (Feychting et al., 2003). Conversely and in contrast to the data presented by the aforementioned studies there Conversely and in contrast to the data presented by the aforementioned studies, there
has also been evidence presented which does not support the proposition that above-
average levels of ELF-MF are related to the onset of AD (Johansen, 2000; Noonan et al.,
2002). Similarly, Sorahan and Mohammed (2014) also failed to establish a statistically 29 significant trend associated with risk of AD mortality and increased ELF-MF exposure
either over recent or primary occupations, or over a lifetime occupation in a cohort of
UK electricity supply workers. Again, inconsistencies on the basis of study design, the examination of morbidity or
mortality coupled to the standard of exposure assessment has resulted in
discrepancies between the data published. 1.8.1 Alzheimer’s Disease Ultimately, the data in which the risk of
Alzheimer’s disease is increased due to ELF-MF exposure are weak. 1.8.2 Amyotrophic Lateral Sclerosis 1.8.2 Amyotrophic Lateral Sclerosis
Another disease that has been extensively focused upon is motor neuron disease, the
most common of which is amyotrophic lateral sclerosis (ALS), a fatal disease which
permanently damages the nerve cells in the brain and spinal cord. A hypothesis
whereby high occupational ELF-MF exposure increased the risk of ALS was further
accentuated by a small case-control study which reported a potential 2.5-fold increase
in the risk of ALS in relation to occupational exposure to ELF-MF for more than 20
years (Davanipour et al., 1997). However the authors cautioned that owing to their
method of exposure assessment and the small numbers of cases and controls used,
their findings required confirmation in larger studies that use quantitative exposure
data. Further support for an association was later offered from several well-designed
cohort studies (Savitz et al., 1998; Johansen, 2000). Conversely, the results from
studies which used the job exposure matrices (JEMs) to estimate MF exposure have
been less consistent. Two studies reported ALS was not associated with ELF-MF
exposure at any level (Noonan et al., 2002; Feychting et al., 2003), but both studies did
in fact report significant associations of ALS attached with a history of workers in
electrical professions, (OR = 2.30, 95% CI: 1.29-4.09) and (OR = 1.4, 95% CI: 1.1-1.9)
respectively. Vergara and co-authors (2015) also applied JEM to analyse the
relationship between occupational exposure to MFs and ALS mortality. Similarly, they
did not find increased ALS mortality odds within high MF exposure categories when
compared to low exposure but, consistent with previous publications, an association
between electrical professions and ALS was observed. More recently, Sorahan and
Mohammed (2014) investigated the risks of ALS mortality in a cohort of UK electricity
supply workers and, unlike any of the aforementioned studies, failed to establish a 30 statistically significant trend associated with risk of ALS and increased ELF-MF exposure
either over a lifetime, recent or primary occupations. Additionally, two meta-analysis
studies have analysed the previously reported associations of occupational magnetic
field exposure with amyotrophic lateral sclerosis. Zhou et al. (2012) reported
significant increases in risk of ALS due to ELF-MF exposure based on 9 case-control
studies (RR = 1.39) but not in 8 cohort studies (RR = 1.16, CI: 0.80-1.69). Similar
findings are illustrated in the meta-analysis from Vergara et al. 1.8.2 Amyotrophic Lateral Sclerosis (2013), who analysed
12 case-control studies reporting a significant increased risk of 1.38 for ALS, but again a
weak associated risk of 1.14 from 9 cohort studies. The fact that ALS associations are
stronger in studies which use occupational titles as a means of exposure
measurement, rather than MF levels, suggests that magnetic fields are in fact not the
explanation for the observed association of job titles with ALS. 1.8.3 Parkinson’s Disease The risk of Parkinson’s disease has been analysed to a lesser extent than AD and ALS
because epidemiological studies using either utility cohort studies, (Savitz et al., 1998;
Johansen, 2000; Feychting et al., 2003; Roosli et al., 2007; Sorahan & Mohammed,
2014) or a mortality registry study (Davanipour et al., 1997) have failed to provide any
evidence of an association between elevated occupational ELF-MF exposure and PD. A
meta-analysis study also failed to report any association between MF and PD (Vergara
et al., 2013). Conversely, a positive association was observed in three separate
methods of exposure assessment performed within one study (Noonan et al., 2002). However, owing to the inconsistent findings of this study, this positive association
would need to be independently replicated in order to provide reliable support for an
association between occupational ELF-MF exposure and Parkinson’s disease. In conclusion, there have been many studies into exposure to ELF-MF and risks of the
collective group of neurodegenerative diseases, including several meta-analyses. In conclusion, there have been many studies into exposure to ELF-MF and risks of the
collective group of neurodegenerative diseases, including several meta-analyses. Based on the literature, although largely contradictory and ultimately inconclusive, it is
widely accepted that the extent of excess risk for Alzheimer’s, Parkinson’s and motor
neurone disease assigned to occupational magnetic field exposure is probably small or,
with regard to Parkinson’s disease, most probably nil. Even in the case of AD, where
studies ascribed a potential association to mortality, there remains a wide scope for 31 potential publication bias and misclassification of the disease accounting for the
observable risk (Johansen, 2000; Vergara et al., 2013). Although epidemiological studies form the main body of evidence linking ELF-MF
exposure to potential health effects, interpretation of data is problematic owing to
inconsistent and unreliable methods of exposure assessment. In addition to this, any
positive association related to an epidemiological study is based upon health risk
estimates in human populations heavily biased towards cancer risk, while in vitro and
in vivo studies represent a more reliable method of determining any potential
genotoxic and carcinogenic effects of ELF-MFs through the use of defined exposure
conditions and a variety of genotoxic endpoints. 1.8.3 Parkinson’s Disease Yet, despite the numerous
experimental studies performed using these improved parameters, their ability to
evaluate whether power-frequency magnetic fields induce DNA damage has thus far
failed to provide conclusive evidence for the mutagenic effects of extremely low-
frequency magnetic fields (AGNIR, 2001). It is however obstructive that the specific
causes for the development of different types of human cancer are still poorly
understood. 1.9 Experimental Studies p
The development of cancer is a multistep process in which somatic cells acquire
mutations in a specific clonal lineage (Loeb et al., 2003). The current understanding in
the causation of cancer points to at least a two pathway system, of which neither path
is mutually exclusive: a genotoxic pathway and an epigenetic pathway (Vijayalaxmi &
Obe, 2005). Yet in contrast to ionising radiation where the effects of exposure have
been well established and the subsequent DNA damage has been extensively studied
(reviewed in Lara et al., (2015)), there is currently no established mechanistic model
for extremely low-frequency magnetic fields. The current epidemiological data
however imply that extremely low-frequency magnetic fields may destabilise the
genome of exposed cells, although it has been often outlined that ELF-MFs are
themselves not genotoxic (Lacy-Hulbert et al., 1998; McCann et al., 1998). The process
of a genotoxic pathway therefore assumes that ELF-MF exposure possesses the
capability to induce DNA damage in a cell. Unrepaired DNA damage will result in DNA
single- (SSBs) and double-strand breaks (DSBs), which are responsible for genomic 32 instability. Moreover, the repair of DSBs is also an error-prone process, and incorrect
repair of DSBs can result in the formation of chromosomal aberrations (CAs),
micronuclei (MN), sister chromatid exchanges (SCE) and mutations that ultimately lead
to carcinogenesis. Correspondingly, their unrepaired presence in germ cells has also
been known to result in reproductive and birth defects. As a result, the possible
defects to development and spermatogenesis in relation to ELF-MF exposure have also
been confronted in various animal models. For the most part however, the results
between studies are relatively consistent in illustrating a lack of adverse effects in
regards to both development (reviewed in (Juutilainen, 2003; Juutilainen, 2005)) and
spermatogenesis (Duan et al., 2014). Conversely, the experimental data produced in
relation to the potential genotoxicity of ELF-MF exposure are reminiscent of that
produced by epidemiological studies in that it is moderately conflicting. This point was
typified by the intra-laboratory inconsistencies published by Luukkonen et al. (2011)
and Luukkonen et al. (2014) who in contrast to their earlier study (Luukkonen et al.,
2011), more recently illustrated that ELF-MF exposure (100 µT, 24 hours) was able to
induce micronuclei in human SH-SY5Y neuroblastoma cells at 8 and 15 days post-
exposure (Luukkonen et al., 2014). 1.9 Experimental Studies Despite this, the majority of studies conducted to date have found no consistent
evidence of magnetic field induced effects on genotoxicity using an array of field
intensities: 0.001-1 mT (Paile et al., 1995; Luceri et al., 2005; Stronati et al., 2004; Testa
et al., 2004; Luukkonen et al., 2011; Saha et al., 2014), and 5-400 mT (Antonopoulos et
al., 1995; Tateno et al., 1998; Miyakoshi et al., 2000). Yet there have also been several
studies, both in vivo and in vitro where positive correlations have been reported; for
example a significant three-fold elevation in SCE was observed in mouse m5S cells
exposed to 400 mT (50 Hz) for 40 hours (Yaguchi et al., 1999). Indeed one of the first
attempts to analyse the direct genotoxic effects of ELF-MF in vivo was a study by Lai
and Singh (1997). The authors reported that acute exposure (2 hours) of adult rats
(Sprague-Dawley) to a 60 Hz MF at flux densities of 0.1, 0.25 and 0.5 mT, caused a
dose-dependent increase in DNA single strand breaks in brain cells harvested at 2 and
4 hours post-exposure, while a dose-dependent increase in DSBs was also witnessed
but only at 0.25 and 0.5 mT. However, several attempts have been made to 33 independently validate these findings, using similar exposure conditions and
experimental methods (alkaline comet assay performed on whole brain homogenates)
but proved unsuccessful (McNamee et al., 2002, 2005). The sensitivity of such assays
had previously been reported to equate to 10-50 cGy of X-irradiation in lymphocytes
(McNamee et al., 2000). Furthermore, earlier findings by Frazier et al. (1990)
contradict those of Lai and Singh (1997) who reported the presence of strand breaks 4
hours after exposure to MF. Frazier and co-authors (1990) assessed the repair kinetics
of DNA SSBs in the presence of 60 Hz magnetic field of 1 mT, noting that within 20
minutes of exposure between 50 to 75% of the induced SSBs had been repaired, while
the majority of the remaining damage was repaired after 3 hours. However, a more
recent study by Lai and Singh (2004) once again illustrated a significant increase in DNA
damage in brain cells from whole brain homogenates taken from rats after 24- or 48
hours continuous exposure to 60 Hz, 10 µT magnetic fields (Lai & Singh, 2004). 1.9 Experimental Studies No significant difference in the 34 amount of DNA breaks were detected between continuously- and sham-exposed cells
using either the alkaline or neutral comet assay (Ivancsits et al., 2002). However,
previous data published by Nordenson et al. (1994) indicated a significant ~3-fold
increase of chromosomal aberrations in human amniotic cells exposed to a 50 Hz, 30
µT intermittent field for 72 hours (20 seconds on/20 seconds off). These findings are
perhaps unsurprising given that continuous ELF-MF exposure as part of our daily
environment is moderately sparse, since different electrical household appliances
produce a range of exposure levels over short periods. Similarly, these findings may
also suggest that biological and possibly adverse health effects are potentially related
to exposure to intermittent magnetic fields (Kheifets et al., 1997). However
subsequent attempts to replicate the findings observed by Nordenson and co-authors
(1994) have thus far proven unsuccessful, with Galt et al. (1995) illustrating decreased
chromosomal aberrations in similarly exposed amniotic cells. Nevertheless, Ivancsits
and co-authors (2002) subsequently concentrated on optimising intermittent exposure
conditions for maximal effect on DNA strand break levels. As such, intermittent on/off
times were increased in 5 minute increments while the other experimental parameters
remained constant (50 Hz, 1 mT for 24 hours). The highest level of DNA strand breaks
in both the alkaline and neutral comet assays was induced using intermittent
exposures of 5 minutes on and 10 minutes off. Furthermore, by using the optimal
intermittent exposure conditions and varying the magnetic flux density between 0.02-
2 mT, significant increases were observed in both the alkaline and neutral comet assay
at flux densities as low as 70 µT (Ivancsits et al., 2002). Ensuing studies using identical
exposure conditions (50 Hz sinusoidal, 1 mT, intermittent 5 min on/10 min off) for a
period of 1 to 24 hours also reported an increase in alkaline and neutral comet tail
factors in a time-dependent manner, with the largest being at 15 hours (Ivancsits et al.,
2003b). The assay levels declined thereafter, without returning to basal levels. Moreover, increasing the magnetic flux density between 0.02-1 mT (15 hours,
intermittent 5 min on/10 min off) resulted in a significant increase in DNA SSBs and
DSBs at 35 µT (Ivancsits et al., 2003b). Finally following this series of experiments the amount of DNA breaks were detected between continuously- and sham-exposed cells
using either the alkaline or neutral comet assay (Ivancsits et al., 2002). 1.9 Experimental Studies independently validate these findings, using similar exposure conditions and
experimental methods (alkaline comet assay performed on whole brain homogenates)
but proved unsuccessful (McNamee et al., 2002, 2005). The sensitivity of such assays
had previously been reported to equate to 10-50 cGy of X-irradiation in lymphocytes
(McNamee et al., 2000). Furthermore, earlier findings by Frazier et al. (1990)
contradict those of Lai and Singh (1997) who reported the presence of strand breaks 4
hours after exposure to MF. Frazier and co-authors (1990) assessed the repair kinetics
of DNA SSBs in the presence of 60 Hz magnetic field of 1 mT, noting that within 20
minutes of exposure between 50 to 75% of the induced SSBs had been repaired, while
the majority of the remaining damage was repaired after 3 hours. However, a more
recent study by Lai and Singh (2004) once again illustrated a significant increase in DNA
damage in brain cells from whole brain homogenates taken from rats after 24- or 48
hours continuous exposure to 60 Hz, 10 µT magnetic fields (Lai & Singh, 2004). Similarly, a dose-dependent increase in DNA damage was reported in three cell lines
(HL-60 leukaemia cells, Rat-1 fibroblasts and WI-38 diploid fibroblasts) exposed for 3-
72 hours to 0.5-1.0 mT, 50 Hz ELF-MF, while genotoxicity peaked at 24 and 72 hours
(Wolf et al., 2005). These discrepancies illustrate how the comparison of any corresponding data
generated from experimental studies is difficult owing to differences between
exposure conditions, designs and methods (Ruiz-Gomez & Martinez-Morillo, 2009). Thus a collaborative European Union funded project known as the REFLEX project was
established in an attempt to verify the data under controlled and standardised
conditions and thereby eliminate any potential inter-laboratory inconsistencies. A
series of studies from several laboratories ultimately led to a plethora of publications
analysing the genotoxic effects of ELF-MF exposure (Ivancsits et al., 2002, 2003a,
2003b, 2005, Winker et al., 2005). The initial study was established to analyse the
effects of continuous exposure to a 50 Hz sinusoidally magnetic field of 1 mT for 24
hours on cultured human diploid fibroblasts (Ivancsits et al., 2002). Discrimination
between DNA single- (SSB) and double-strand breaks (DSB) was achieved through the
use of two separate assays: the alkaline comet assay detected both SSB and DSB, while
the neutral comet assay was used to solely detect DSBs. 1.9 Experimental Studies However,
previous data published by Nordenson et al. (1994) indicated a significant ~3-fold
increase of chromosomal aberrations in human amniotic cells exposed to a 50 Hz, 30
µT intermittent field for 72 hours (20 seconds on/20 seconds off). These findings are
perhaps unsurprising given that continuous ELF-MF exposure as part of our daily
environment is moderately sparse, since different electrical household appliances
produce a range of exposure levels over short periods. Similarly, these findings may
also suggest that biological and possibly adverse health effects are potentially related
to exposure to intermittent magnetic fields (Kheifets et al., 1997). However g
subsequent attempts to replicate the findings observed by Nordenson and co-authors
(1994) have thus far proven unsuccessful, with Galt et al. (1995) illustrating decreased
chromosomal aberrations in similarly exposed amniotic cells. Nevertheless, Ivancsits
and co-authors (2002) subsequently concentrated on optimising intermittent exposure
conditions for maximal effect on DNA strand break levels. As such, intermittent on/off
times were increased in 5 minute increments while the other experimental parameters
remained constant (50 Hz, 1 mT for 24 hours). The highest level of DNA strand breaks
in both the alkaline and neutral comet assays was induced using intermittent
exposures of 5 minutes on and 10 minutes off. Furthermore, by using the optimal
intermittent exposure conditions and varying the magnetic flux density between 0.02-
2 mT, significant increases were observed in both the alkaline and neutral comet assay
at flux densities as low as 70 µT (Ivancsits et al., 2002). Ensuing studies using identical
exposure conditions (50 Hz sinusoidal, 1 mT, intermittent 5 min on/10 min off) for a
period of 1 to 24 hours also reported an increase in alkaline and neutral comet tail
factors in a time-dependent manner, with the largest being at 15 hours (Ivancsits et al.,
2003b). The assay levels declined thereafter, without returning to basal levels. Moreover, increasing the magnetic flux density between 0.02-1 mT (15 hours,
intermittent 5 min on/10 min off) resulted in a significant increase in DNA SSBs and
DSBs at 35 µT (Ivancsits et al., 2003b). 1.9 Experimental Studies Finally following this series of experiments the
authors were able to define the optimum conditions at which the maximum effect on
SSB- and DSB was evoked: 100 µT, intermittent (5 min on/10 min off), for 15 hours
with human fibroblast cells from donors over 40 years of age, produced a ~2-fold 35 increase in DSB and a 4-fold increase in DSB plus SSB (Ivancsits et al., 2003a, 2003b). Although these effects were predominantly seen in human fibroblast cells, similar
effects were also observed in human melanocytes and rat granulosa cells; however no
detectable damage was witnessed in human lymphocytes, human monocytes or
human skeletal muscles cells (Ivancsits et al., 2005). Comparable results were observed
by Luceri et al. (2005) who failed to observe an increase in DNA damage in human
blood lymphocytes exposed to 50 Hz magnetic fields at 1, 10 or 100 µT for 18 hours
and more recently by Focke et al. (2010), who designed a study in an attempt to
validate similar previously conducted studies (Ivancsits et al., 2002, 2003a, 2003b,
2005). Focke and co-authors (2010) were able to replicate an ELF-MF exposure
dependent increase in comet tail DNA using three cell models of primary human
fibroblasts (ES-1, HR-1d and MRC-5) intermittently exposed to 50 Hz ELF-MF at a flux
density of 1 mT. However, statistical significance was smaller and with higher
experimental variation than those previously presented by Ivancsits and co-authors
(2002), while HeLa cancer cells were also not significantly affected (Focke et al., 2010). It could therefore be hypothesised that any observed inter-laboratory inconsistencies
could be due to alternate responses to field exposure between cell types. However
Kim et al. (2010) illustrated that DSBs were induced not only in normal human
fibroblasts, but also HeLa cervical cancer cells, by both a continuous exposure of 6 mT
for 30 minutes and an intermittent exposure of 6 mT for 30 minutes every 24 hours
over 3 days. Further studies were performed within the REFLEX programme which
analysed different genotoxic endpoints. ELF-MF exposure of intermittent fields (5 min
on/10 min off) at a flux density of 1 mT for 10 hours resulted in a significant 3-fold
increase in micronuclei and a 10-fold increase in chromosomal aberration frequency
above sham-exposure levels (Winker et al., 2005). 1.9 Experimental Studies Several subsequent studies have
attempted to replicate these positive findings in a bid to finally obtain a general
consensus of consistent data, however Scarfi et al. (2005) failed to confirm the REFLEX
programme’s findings using the alkaline comet and micronucleus assays, despite using
identical fibroblast line and exposure conditions. The reproducibility of data however must be achieved through the use of the most
sensitive assay available at the time. The use of the comet assay for measurement of The reproducibility of data however must be achieved through the use of the most
sensitive assay available at the time. The use of the comet assay for measurement of 36 DSB is relatively insensitive and also unable to produce exact measurements of DSB
yields (Burdak-Rothkamm et al., 2009). Indeed the use of the γH2AX assay in which the
sites of DSB are highlighted through the use of a fluorescently-tagged monoclonal
antibody represents an advancement in the detection of DSBs over the conventional
comet assays (reviewed in Kuo & Yang, (2008)). The formation of γ-H2AX foci which
represents the phosphorylated form of histone H2AX is specific to DNA double-strand
breaks. Indeed the phosphorylation of H2AX is one of the primary characteristics of
DSB in eukaryotes (Rogakou et al., 1998). Therefore Burdak-Rothkamm and co-authors
(2009) re-assessed the genotoxic potential of ELF-MF by using the γH2AX assay as well
as comparable techniques and parameters: VH25 fibroblast cells exposed to
intermittent 50 Hz ELF-MFs at numerous flux densities (50, 100, 500 and 1000 µT) for
15 hours (5 min on/10 min off), alongside a commercial MF exposure system almost
identical to that used in the REFLEX programme studies. A 15 hour continuous field
was simultaneously analysed for each of the defined magnetic flux densities while a
positive control (X-rays) dose-response curve was also defined for both the alkaline
comet and γH2AX assays. Yet, despite the fact that the γH2AX method possessed the
ability to reliably detect DNA damage equivalent to an X-ray dose of 0.025 Gy, neither
the alkaline comet assay nor the gamma γH2AX assay could detect significant damage
at the DNA breakage level in the MF exposed fibroblasts and thus confirm the REFLEX
programme’s data. Similarly, neither the chromosome aberration nor the micronucleus
assay detected any chromosomal damage in the MF exposed fibroblast cells (Burdak-
Rothkamm et al., 2009). 1.9 Experimental Studies These findings are in conjunction with those of Scarfi and co-
authors (2005) and more recently still Saha and co-authors (2014). Whilst using similar
experimental parameters (50 Hz intermittent, (5 min on/10 min off) magnetic field at
300 µT for 15 hours), the findings of Saha et al. (2014) provide further evidence of an
inability of ELF-MFs to cause direct DNA damage. Owing to its rapid recruitment to
sites following the introduction of DNA DSBs, Saha and co-authors quantified the
tumour suppressor p53 binding protein 1 (53BP1) foci numbers as a direct signalling
response to the formation of DSBs. The quantification of 53BP1 foci numbers as a 37 equate to approximately 0.233 DSB per cell, which corresponds to an estimated dose
of 22 mGy (Saha et al., 2014). Whilst the establishment of the collaborative REFLEX programme further added to the
inconsistent evidence regarding ELF-MFs genotoxic potential, the use of meta-analysis
studies provides a method capable of counteracting inter-laboratory inconsistencies in
data (Vijayalaxmi & Obe, 2005; Ruiz-Gomez & Martinez-Morillo, 2009). Indeed
Vijayalaxmi and Obe (2005) utilised such an analysis, pooling together data from 63 in
vitro studies conducted over a period of 13 years using human and animal somatic cells
to analyse the overall effects of ELF-MF exposure, using single and/or double strand
breaks, chromosomal aberrations, micronuclei and sister chromatid exchange as end
points to define genetic damage. They found 22% of studies presented an increase in
genetic damage in ELF-MF exposed cells. Comparatively, 46% of studies demonstrated
no increase in damage while the remaining 32% of studies were inconclusive in their
findings. More recently, similar results were observed when analysing solely DNA
strand breaks induced by magnetic fields: 37.5% of studies found induction of DNA
strand breaks while 62.5% of studies reported no effects (Ruiz-Gomez & Martinez-
Morillo, 2009). While ELF-MF could potentially be carcinogenic, the culmination of these findings
appears to support the inability of ELF-MF exposure to cause a direct carcinogenic
effect and fundamentally any potential role in the initiation of carcinogenesis can be
confidently excluded. However, as was previously mentioned, the current While ELF-MF could potentially be carcinogenic, the culmination of these findings
appears to support the inability of ELF-MF exposure to cause a direct carcinogenic
effect and fundamentally any potential role in the initiation of carcinogenesis can be
confidently excluded. 1.9 Experimental Studies However, as was previously mentioned, the current
understanding in the causation of cancer points to at least a two pathway system, the
first of which being a genotoxic pathway while the second assumes ELF-MF partakes in
i
i
l (Vij
l
i & Ob
2005) understanding in the causation of cancer points to at least a two pathway system, the
first of which being a genotoxic pathway while the second assumes ELF-MF partakes in
an epigenetic role (Vijayalaxmi & Obe, 2005). 1.10 Combined ELF and Carcinogen Exposure g
p
An epigenetic role assumes that isolated ELF-MFs may not be genotoxic, but rather
that the effects of ELF-MF exposure could either be enhanced or rather potentiate the
effects of environmental carcinogenic agents such as chemicals, ionising radiation or
ultraviolet (UV) radiation. Since humans are exposed to various combinations of an
array of different carcinogens at changeable levels, exposure to ELF-MF could
potentially act in a promotor, co-promotor or enhancer through either simultaneous or 38 sequential exposure, ultimately contributing towards tumour progression (Juutilainen
et al., 2000). Indeed a study had previously reported that mice experienced enhanced
skin tumorigenesis when exposed to UV radiation in conjunction with magnetic fields
(Kumlin et al., 1998). Additionally, evidence was presented that 50/60 Hz magnetic
field exposure at flux densities of 50 and 400 mT potentiated a small but significant
increase in the X-ray induced DNA strand breaks in human glioma cells (Miyakoshi et
al., 1999, 2000). Similar statistically significant enhanced chromatid-type aberrations
were observed in mouse m5S cells pre-exposed to mitomycin C or 3 Gy X-rays followed
by 60 Hz, 50 mT or 50 Hz, 400 mT for 40 hours (Yaguchi et al., 2000). Moreover,
multiple studies signified that cells pre-treated with the tumour initiator
benzo(a)pyrene (BP), and then co-exposed with benzene and 0.8-1 mT ELF-MF
introduced an increase in the comet tail moment (Moretti et al., 2005), as well as a
significant dose dependent increase in the frequency of sister chromatid exchanges
and micronuclei formation (Cho & Chung, 2003). A combination of 3 mT ELF-MF and
xenobiotic (N-methyl-N0-nitro-N-nitrosoguanidine (MNNG)) induced DNA damage in
human leukocytes (Villarini et al., 2006), while exposure to ELF-MF at field strengths as
low as 100 µT for 24 hours have been illustrated to increase the menadione-induced
DNA damage and MN formation in human neuroblastoma cells (Luukkonen et al.,
2011). The majority of studies in which a positive correlation was discovered were as a result
of ELF-MF exposure preceding the known carcinogen (Juutilainen et al., 2006). These
results indicate that ELF-MF is more likely to function as an enhancer and amplify the
initial DNA damage by the known carcinogen instead of acting as the initiator of the
original mutagenic event (Cho & Chung, 2003). 1.10 Combined ELF and Carcinogen Exposure However the majority of these co-carcinogenicity studies are either inconclusive or
negative in their findings (Juutilainen et al., 2000; Vijayalaxmi & Obe, 2005), despite
using numerous cytogenic assays (comet, MN and SCE) and combined treatments with
multiple mutagens (mitomycin C or X-rays) at a range of high 50 Hz flux densities (80-
1740 mT) (Maes et al., 2000). Similarly, a recent series of studies performed by the
same laboratory demonstrated that 4 or 16 hour exposure to 60 Hz, 1 mT ELF-MF in
combination with ionising radiation (1 Gy X-rays) or H2O2 or cellular myelocytomatosis 39 oncogene (c-Myc) activation did not have either an enhancing or synergistic effect on
MN formation (Jin et al., 2012) or primary DNA damage (Jin et al., 2014). However,
more recently the authors re-analysed the effects of ELF-MF exposure on DNA damage
response in combination with the same mutagens through the formation of γ-H2AX
foci (Yoon et al., 2014). Similar to their earlier published data (Jin et al., 2012, 2014), 1
mT ELF-MF in combination with 1 Gy X-rays, or H2O2 or c-Myc activation did not
potentiate the formation of γ-H2AX foci (Yoon et al., 2014). However, when the field
strength was increased to 2 mT over the same duration (6 hours), a combination of
ELF-MF and ionising radiation was capable of inducing γ-H2AX, yet both H2O2 and c-
Myc remained incapable of this. It should also be noted that a 6 hour exposure of a 2
mT ELF-MF administered alone induced an increase in γ-H2AX, which is in contrast to
the earlier data reported by Burdak-Rothkamm and co-authors (2009). The significance of previous findings has been portrayed as uncertain by Mairs et al. (2007) who claim that the determination of ELF-MFs carcinogenic potential to this date
had been based chiefly on studies that, while adept at detecting widespread and
extreme cellular damage, were unable to expose any potential subtle molecular
alterations. In an attempt to detect any small-scale potential genetic damage the
authors developed a more sensitive method of DNA-damage detection involving
examination of microsatellite DNA sequences. The use of these non-coding DNA
sequences in identifying radiation-induced mutations had previously been shown to
represent at least a 1000 times more sensitivity than analysis of the hypoxanthine-
guanine phosphoribosyl transferase (HPRT) gene (Boyd et al., 2000). 1.10 Combined ELF and Carcinogen Exposure Through the
analysis of three types of microsatellite sequence mutation (change in allele size, loss
of heterozygosity and allelic imbalance), a 50 Hz magnetic field of 1 mT in strength was
shown to increase the mutagenic capacity of 0.3 and 3 Gy γ-irradiation by factors of
2.62 and 2.75 respectively (Mairs et al., 2007). Despite these findings it is essential that the validity of the positive epidemiological
results be corroborated with long-term carcinogenicity studies in animals. As the onset
of childhood leukaemia potentially represents the sole cancer-associated end-point to
date, numerous animal studies have also focussed on the analysis of whether 50/60 Hz 40 ELF-MF exposures can alter the incidence or onset of leukaemia and lymphomas in
rodents (reviewed in Boorman et al., (2000)). 1.11 Experimental Evidence for Carcinogenicity of ELF-MF
These studies have several advantages over epidemiological studies in that exposure
can be directly assessed while in epidemiological studies direct human measurements
are often absent. However, such tests then need to be sensitive enough to extrapolate
the data and predict accurately the carcinogenic risk to humans. This is generally
accepted to be the case as 84% of carcinogenic agents in humans correlate in
experimental animal studies. Indeed the correlation could have been higher but seven
remaining agents had not been adequately tested (Wilbourn et al., 1986). Additionally,
for those exposures which illustrated carcinogenicity in both humans and experimental
animals, there is a common target organ in at least one animal study (Wilbourn et al.,
1986). Moreover, in animal studies specifically analysing leukaemia and lymphoma,
100% of the chemicals that result in hematopoietic tumours in humans did so in
rodents (Boorman et al., 2000). However, animal studies performed on a selection of
rodent models have proven consistently negative for 50/60 Hz magnetic field
exposures enhancing the risk of leukaemia. Multiple studies have also been conducted
including chronic exposure bioassays with exposures for up to two and a half years
with flux densities up to 5 mT (Mandeville et al., 1997; Yasui et al., 1997; Boorman et
al., 1999; McCormick et al., 1999), initiation and promotion studies (Shen et al., 1997),
transgenic models (McCormick et al., 1998) and tumour growth studies (Sasser et al.,
1996; Morris et al., 1999; Anderson et al., 2001). 1.11 Experimental Evidence for Carcinogenicity of ELF-MF Consequently, when taken together, these combined animal bioassays and the lack of
detectable ELF-MF genotoxic damage in stimulated lymphocytes (Antonopoulos et al.,
1995; Paile et al., 1995) weaken the epidemiologically hypothesised association
between extremely low-frequency magnetic field exposures and leukaemia in humans
(Wertheimer & Leeper, 1979; Ahlbom et al., 2000). This is because any potential link to
leukaemia would indicate stem or progenitor cells as a primary target cell for magnetic
field exposure. 41 1.12 Classification In spite of the extensive research, there is no widely accepted consensus within the
field as to the potential biological and carcinogenic effects of exposure to ELF-MFs. Yet,
ultimately in 2002 the International Agency for Research on Cancer (IARC) published a
monograph co-authored by an established working group composed of international
experts, evaluating the carcinogenic risks to humans of non-ionising radiation. Categorisation of ELF-MF, as with other potentially hazardous biological agents, is
evaluated by designated Working Groups in accordance with three separate criteria: a)
carcinogenicity in humans, b) carcinogenicity in experimental animals, and c)
mechanistic and other relevant data, relating to mechanisms of carcinogenesis. Such
experimental evidence is then further evaluated in consideration of all relevant
scientific data and classified by the strength of evidence that exposure to the specific
biological agent is carcinogenic. This latter assessment relies on whether the evidence
of exposure presents: i) sufficient evidence of carcinogenicity, ii) limited evidence of
carcinogenicity, iii) inadequate evidence of carcinogenicity, or that iv) evidence
suggests lack of carcinogenicity. Once each biological agent has been classified
according to the strength of evidence relating to the three study models, the body of
evidence is considered as a whole leading to an overall evaluation of the biological
agent’s carcinogenicity to humans. The five definitive groups that relate to an agent’s
carcinogenicity are described in Table 6. Of particular note is Group 2, where no
quantitative measurement is attached to the terms ‘probably’ and ‘possibly’
carcinogenic. These terms are used by the Working Groups to signify the different
quantities of published evidence indicating human carcinogenicity. After reviewing all the data from studies up until this point (2002) the conclusion of
the Working Groups was three-fold. First that bias, chance or confounding factors
could not be confidently ruled out in any observation of a positive association between
ELF-MF exposure and the occurrence of cancer, for which a causal relationship was
considered. Secondly, that there was inadequate evidence in humans to establish a
correlation for carcinogenicity in relation to all other cancers apart from childhood
leukaemia; in other words that the available studies provided insufficient consistency,
quality and/or statistical power to allow a conclusion regarding a causal association. 42 Finally, they concluded that there was inadequate evidence in animal studies to
characterise the carcinogenicity of ELF-MF since the studies could not be interpreted
as showing either the presence or absence of a carcinogenic effect. 1.12 Classification Despite this, and
due to the limited evidence from the epidemiological studies outlining a potential
positive association with childhood leukaemia, the IARC working group classified
extremely low-frequency magnetic fields within group 2B, outlining that exposure to
ELF-MF is possibly carcinogenic to humans (IARC Working Group on the Evaluation of
Carcinogenic Risks to Humans, 2002). In retrospect, it has been suggested that a potential deciding factor of the classification
passed down by the IARC was the persisting lack of an accepted biophysical
mechanism through which extremely low-frequency magnetic fields can induce a
genotoxic and/or carcinogenic effect. Yet, despite this inability to identify a plausible
mechanism, a number of possibilities have been vigorously studied. 43 Table 6. The IARC classification scale of carcinogenic risk to humans
Group
Explanation
Examples
(Biological Agent)
1
Agent is
carcinogenic to
humans
There is sufficient evidence of
carcinogenicity in humans
OR
Less than sufficient evidence of
carcinogenicity in humans, but,
sufficient evidence in experimental
animal studies and strong evidence of a
relevant mechanism of carcinogenicity. -
Benzene
-
Etoposide
-
Engine exhaust
(Diesel)
-
Formaldehyde
-
Ionising radiation
(all types)
2A Agent is
probably
carcinogenic to
humans
Limited evidence of carcinogenicity in
humans and sufficient evidence in
experimental animals
OR
Inadequate evidence of carcinogenicity
in humans and significant evidence in
experimental animal studies, coupled to
strong evidence that the carcinogenic
mechanism resonates in humans. -
Acrylamide
-
Cisplatin
2B
Agent is
possibly
carcinogenic to
humans
Limited evidence of carcinogenicity in
humans and less than sufficient
evidence in experimental animals. OR
Inadequate evidence in humans, less
than sufficient evidence in experimental
animals but supporting evidence from
mechanistic studies
-
Chloroform
-
Coffee (Urinary
bladder)
-
Engine exhaust
(Gasoline)
-
Extremely low-
frequency
magnetic fields
-
Lead
3
Agent is not
classifiable as to
carcinogenicity
to humans
Inadequate evidence in humans and
inadequate or limited in experimental
animal studies. Further research is needed
-
Chlorinated
drinking-water
-
Diazepam
-
Extremely low-
frequency electric
fields
-
Fluorescent
lighting
4
The agent is
probably not
carcinogenic to
humans
Evidence suggests a lack of
carcinogenicity in humans and in
experimental animal studies. -
Caprolactam
The current IARC classification categories and the corresponding criteria used to
evaluate the carcinogenic potential of biological agents in humans. Category criteria
were taken from the IARC Working Group on the Evaluation of Carcinogenic Risks to
Humans, (2013). 1.12 Classification The biological agent examples for each classification were taken from
IARC Working Group on the Evaluation of Carcinogenic Risks to Humans, (2016), where
h
i
li t f
t
d th i
t l
ifi
ti
l
b l
t d able 6. The IARC classification scale of carcinogenic risk to humans 44 1.13.1 The Melatonin Hypothesis The first hypothesised mechanism is referred to throughout the literature as the
‘melatonin hypothesis’ (Stevens, 1987; Stevens & Davis, 1996). Melatonin (N-acetyl-5-
methoxytryptamine) is a mammalian neuro-hormone, which is synthesised and
secreted predominantly by the pineal gland (Lerner et al., 1959). Although the
gastrointestinal tract (GIT), lymphocytes and skin also contribute as alternate sources
of melatonin (Bubenik, 2002; Carrillo-Vico et al., 2004; Slominski et al., 2008). The
synthesis and secretion of melatonin is a biomarker of circadian rhythmicity which is
controlled by a day-night cycle and more specifically by light and dark, in that darkness
initiates and light terminates its production (Moore et al., 1967; Lewy et al., 1980). The
presence of light is detected by non-rod and non-cone receptors in the retina. Once
the light intensity declines below a threshold of ~10 lux (Henshaw & Reiter, 2005), a
signal is sent via the retinohypothalmic tract to the suprachiasmatic nuclei (Okamura
et al., 2002), which in turn prompts the regulation of melatonin production, primarily
in the pineal gland through the parenchymatous cells (Singh & Jadhav, 2014). Melatonin plays a key regulatory role in many important physiological processes which
occur with a daily or seasonal synchronisation, such as metabolism regulation,
reproduction, sleep (reviewed in Singh & Jadhav, (2014)) and the modulation of
hormones (reviewed in (Pandi-Perumal el al., 2006; Slominski et al., 2012)). Moreover,
a reduced melatonin concentration has been reported post-magnetic field exposure
(Welker et al., 1983), while the suppression of melatonin has been linked to various
diseases, including cancer (reviewed in Hill et al., (2011)). Therefore the theory
originally devised by Stevens (1987) proposing an ELF-MF associated nocturnal
reduction in melatonin synthesis represents a tentative explanation as to the potential
oncogenic action of magnetic fields (Wertheimer & Leeper, 1979). Ultimately, since the inception of the ‘melatonin hypothesis’, the effects of ELF-MF
exposure on melatonin secretion have been extensively studied. The majority of in vivo
studies have provided very little evidence to suggest ELF-MF reduces melatonin
synthesis. However, whilst covering a variety of exposure parameters, these have
predominantly occurred in short-term studies (< 2 weeks of exposure duration) 45 conducted on rodents (Vanderstraeten et al., 2012). The issue with this is therefore
two-fold as the majority of studies have been conducted on a nocturnally active
species whose anatomical location of the pineal gland is largely different from that of
humans (Touitou et al., 2006). 1.13.1 The Melatonin Hypothesis Moreover, that long-term in vivo studies have failed to
provide a definitive conclusion is perhaps best highlighted by a series of 6-week studies
conducted in male rats, which assessed the effects of ELF-MF exposure on pineal and
plasma melatonin concentrations (Kato et al., 1993, 1994a, 1994b, 1994c, 1994d). The
initial study displayed significantly reduced pineal and serum melatonin concentrations
in male Wistar-King rats post-ELF exposure to a circularly polarised magnetic field up to
250 µT (Kato et al., 1993), although normal production was restored one week
following the termination of exposure (Kato et al., 1994d). Similar nocturnal
suppression of melatonin levels were also seen in Long-Evan rats (Kato et al., 1994a). However, a subsequent study using the same exposure protocol on Wistar-King rats,
but with horizontal or vertical polarised ELF-magnetic fields instead, had no effect on
melatonin concentration levels (Kato et al., 1994c). However, the authors failed to
present a clear explanation as to how these different polarised power-frequency
magnetic fields could evoke such variations in pineal and plasma melatonin
concentrations. Further studies investigating the long-term effects of magnetic fields
on the pineal and plasma melatonin concentrations were equally inconsistent with no
clear justification presented for as to why (IARC Working Group on the Evaluation of
Carcinogenic Risks to Humans, 2002). While some human volunteer studies have produced similarly contradictory results, it
must be noted that the majority have reported a lack of an ELF-MF effect upon
melatonin concentration following acute exposure of healthy volunteers (reviewed in
Touitou et al., (2006)). On the other hand, the effect of chronic exposure in humans
has been less comprehensively considered, although those that have been conducted
seemingly confirm a lack of effect. This was illustrated in a study of workers exposed to
both daily residential and occupational 50 Hz fields over a period of 1-20 years,
whereby no change was detected in either the circadian synthesis of melatonin or
their plasma melatonin concentration (Touitou et al., 2003). An issue with this study is
that melatonin synthesis predominantly occurs during sleep therefore only nocturnal 46 residential exposure principally applies. A pooled analysis of epidemiological risk
estimates, based on either nocturnal or 24-hour residential exposure, concluded that
there was no difference between the two (Schuz et al., 2007). 1.13.1 The Melatonin Hypothesis Ultimately, in light of the present literature, the melatonin hypothesis stating that
disruption of melatonin secretion is a main factor in the carcinogenic effects of
magnetic fields is not supported by either epidemiological or experimental data
(Lewczuk et al., 2014), and thus should be regarded as negatively corroborated and
rebutted (Vanderstraeten et al., 2012). Furthermore, the core of the original
hypothesis was conceived on the potential association between ELF-MF and breast
cancer (Stevens, 1987), which has also been dismissed (Feychting, 2013). It is also
important to note that there is an equal absence of any valid mechanism by which
changes in human melatonin concentrations could result in adverse effects on health
or well-being. 1.13.2 Radical Pair Mechanism Since it is widely accepted that ELF-MF does not itself possess sufficient energy to
directly cause DNA breaks, several reports have suggested that such DNA and cytotoxic
damage may result from an indirect secondary process. The most plausible hypothesis
through which ELF-MF induced biological effects occur is the radical pair mechanism
(RPM) (Timmel et al., 1998; Brocklehurst, 2002; Hore, 2012). Upon formation of a free
radical, the unpaired electron within the outermost atomic orbital can be identified as
existing in one of two spin states: ↑ or ↓ (Rodgers & Hore, 2009). Free radicals,
predominantly consisting of hydrogen peroxide (H2O2), hydroxyl radicals (.OH) and
superoxide radicals (.OOH), are created as a by-product of normal aerobic metabolism
(Singh & Jadhav, 2014). Collectively known as reactive oxygen species (ROS) they occur
through the conversion of molecular oxygen into water and the subsequent release of
electrons from the mitochondrial electron transport chain into the respiratory system
(Singh & Jadhav, 2014). Owing to the presence of the unpaired electron, free radicals
may be highly reactive species either donating or accepting an electron. The formation
of a radical pair therefore comprises two transient radicals created in tandem in which
their unpaired electron spins are correlated in either an antiparallel (singlet state (S),
↑↓) or parallel (triplet state (T), ↑↑) orientation. The radical pair mechanism 47 therefore hypothesises that magnetic field interaction alters the correlated spin
dynamics of radical pairs, though the process through which this occurs is as yet
unconfirmed (Hore, 2012). In addition to the RPM, it has been proposed that a weak magnetic field enhances the
lifespan of free radicals in cells, while it has been shown that the yield of free radical
recombination can alter by 15 to 30% in the presence of a weak magnetic field (Eveson
et al., 2000). Similarly, several studies have also shown increased formation of ROS
after exposure to ELF-MF (Ciejka et al., 2011; Patruno et al., 2015). This most likely
occurs through the Fenton reaction (Lai & Singh, 2004), which is an iron-mediated
catalytic process through which hydrogen peroxide is converted into more potent and
toxic hydroxyl free radicals (Phillips et al., 2009) (Figure 3). 1.13.2 Radical Pair Mechanism These findings therefore
correlate with recent data suggesting iron may accentuate the effects of ELF-magnetic
fields (Lai & Singh, 2004), whereby the addition of iron ions as a stimulator of the
oxidation procedure alongside exposure to a 7 mT 50 Hz magnetic field, significantly
enhanced the number of damaged cells (Zmyslony et al., 2000). Additionally, an
observed increase in DNA single strand breaks in rat brain cells following acute 60 Hz
magnetic field exposure (Lai & Singh, 1997) was ascribed to an increased presence of
iron within brain cells (Singh & Lai, 1998). Likewise both in vitro and in vivo studies
have indicated enhanced lipid peroxidation and oxidative damage after ELF-MF
exposure (Zmyslony et al., 2004; Yokus et al., 2005). However, similarly to genotoxic
studies, others have noted that ELF-MF exposure fails to contribute to intracellular
ROS levels (Hong et al., 2012) and ultimately, to the ability to produce significant
amounts of oxidative damage in cells (Focke et al., 2010). 48 Figure 3. The Fenton reaction. Hydrogen peroxide in the presence of a transition
metal, particularly Fe2+ produces the most potent reactive oxygen species, the
hydroxyl radical. Figure 3. The Fenton reaction. Hydrogen peroxide in the presence of a transition
metal, particularly Fe2+ produces the most potent reactive oxygen species, the
hydroxyl radical. A build-up of intracellular ROS is widely recognised as a causative factor in the
oxidative damage of nuclear DNA, membrane lipids and cytosolic proteins. Moreover,
the increased formation of reactive oxygen species is believed by many to be the
primary oncostatic event in the formation of the majority of cancers (WHO, 2007). Thus enhanced levels, especially in the lymph nodes and bone marrow could
subsequently lead to increased carcinogenesis, especially of lymphomas and leukaemia
(Simko & Mattsson, 2004). Several cellular defence mechanisms however exist in
oxygen-metabolising cells to prevent free radical-induced oxidative damage (Limon-
Pacheco & Gonsebatt, 2009). The first of which includes the catalytic removal of free
radical and ROS by radical scavengers, peroxidase and thiol-specific antioxidants and
antioxidant-related enzymes such as catalase (CAT) and superoxide dismutase (SOD)
(Simko & Mattsson, 2004; Hong et al., 2012). Additionally, free radicals can be further
reduced by electron donors such as glutathione (GSH) and vitamin C, alongside the
presence of proteins such as stress and heat shock proteins which protect against
macromolecular damage and the regulation of redox-sensitive signalling pathways
(Limon-Pacheco & Gonsebatt, 2009). 1.13.2 Radical Pair Mechanism In fact, in addition to the melatonin hypothesis,
melatonin is also a potent receptor, independent scavenger of free radicals and
antioxidant, especially hydroxyl and peroxyl radicals (Allegra et al., 2003), while also
playing a role in the stimulation of additional antioxidant synthesis (Reiter et al., 2003). As such, melatonin may play a fundamental role in the protection of the cytosolic
proteins, membrane lipids and nuclear DNA against oxidative damage not only in
adults but also in developing foetuses’ (Garcia et al., 2014). For example, melatonin in
animals has been illustrated by numerous studies to be highly protective of the foetus
against oxidative damage (reviewed in Henshaw & Reiter, (2005)). This suggestion is of
note following the proposed general model pertaining to the onset and progression of
childhood leukaemia which assumes that any initial event(s) occurs in utero (Greaves,
1999) (Chapter 1.2). While the same is potentially true in pregnant women where 49 Nakamura et al. (2001) illustrated that serum melatonin possesses a diurnal rhythm
which rises substantially following 24 weeks gestation and remains elevated until the
full term. Indeed the addition of radical scavengers and antioxidants were able to
inhibit an ELF-MF related increase in cell proliferation (Wolf et al., 2005), the MF-
induced production of superoxide radical anions (Mannerling et al., 2010) and also
prevent the previously observed induction of single- and double-strand breaks in brain
cells of rats following ELF-MF exposure (Lai & Singh, 1997). Under normal cellular
conditions, ROS and antioxidants exist in equilibrium; however there have been studies
which have outlined alteration in the free radical homeostasis in cells following ELF-MF
exposure (Lupke et al., 2004; Simko & Mattsson, 2004). An ELF-MF induced imbalance
in intracellular ROS concentration, either through excessive production of ROS or
deterioration in the cells’ antioxidant defensive capabilities ultimately leads to cellular
oxidative stress (Limon-Pacheco & Gonsebatt, 2009). This has been suggested by the
studies indicating ELF-MF exposure inhibits melatonin production and the CAT
antioxidant defence (Akdag et al., 2010), while also enhancing ROS concentrations
(Patruno et al., 2015). However, a study by Hong and co-authors (2012) analysed
whether ELF-MF exposure of cultured human breast epithelial MCF10A cells could
elicit oxidative stress by measuring intracellular ROS levels as well as antioxidant
enzyme activity within these exposed cells. 1.13.2 Radical Pair Mechanism They found that exposure to 60 Hz ELF-MF
at 1 mT for four hours did not affect intracellular concentration of ROS in MCF10A cells
(Hong et al., 2012). Likewise, SOD activity, which is recognised as the primary defence
response to cellular oxidative stress, remained unaffected following exposure (Hong et
al., 2012). Oxidative stress has been linked to numerous disorders but is most
prominently recognised as the biological hallmark of neurodegeneration as well as the
aging process (Hardeland, 2005; Limon-Pacheco & Gonsebatt, 2009). Correspondingly,
persistent or excessive cellular oxidative stress may ultimately induce oxidative
damage to the macromolecules and lipid peroxidation which, if left unrepaired and
subsequent genomic stability fails to be restored, could result in cell death via
apoptosis (Kim et al., 2010). Apoptosis is a protective mechanism through which
damaged, infected or potentially cancerous cells are removed to maintain normal
homeostasis of multicellular organisms (Lacy-Hulbert et al., 1998; Juutilainen et al.,
2000). In fact the alteration of the cells redox state to a more oxidative environment 50
Nakamura et al. (2001) illustrated that serum melatonin possesses a diurnal rhythm
which rises substantially following 24 weeks gestation and remains elevated until the
full term. Indeed the addition of radical scavengers and antioxidants were able to
inhibit an ELF-MF related increase in cell proliferation (Wolf et al., 2005), the MF-
induced production of superoxide radical anions (Mannerling et al., 2010) and also
prevent the previously observed induction of single- and double-strand breaks in brain
cells of rats following ELF-MF exposure (Lai & Singh, 1997). Under normal cellular
conditions, ROS and antioxidants exist in equilibrium; however there have been studies
which have outlined alteration in the free radical homeostasis in cells following ELF-MF
exposure (Lupke et al., 2004; Simko & Mattsson, 2004). An ELF-MF induced imbalance
in intracellular ROS concentration, either through excessive production of ROS or
deterioration in the cells’ antioxidant defensive capabilities ultimately leads to cellular
oxidative stress (Limon-Pacheco & Gonsebatt, 2009). This has been suggested by the
studies indicating ELF-MF exposure inhibits melatonin production and the CAT
antioxidant defence (Akdag et al., 2010), while also enhancing ROS concentrations
(Patruno et al., 2015). However, a study by Hong and co-authors (2012) analysed
whether ELF-MF exposure of cultured human breast epithelial MCF10A cells could
elicit oxidative stress by measuring intracellular ROS levels as well as antioxidant
enzyme activity within these exposed cells. 1.13.2 Radical Pair Mechanism They found that exposure to 60 Hz ELF-MF
at 1 mT for four hours did not affect intracellular concentration of ROS in MCF10A cells
(Hong et al., 2012). Likewise, SOD activity, which is recognised as the primary defence
response to cellular oxidative stress, remained unaffected following exposure (Hong et
al., 2012). Oxidative stress has been linked to numerous disorders but is most
prominently recognised as the biological hallmark of neurodegeneration as well as the
aging process (Hardeland, 2005; Limon-Pacheco & Gonsebatt, 2009). Correspondingly,
persistent or excessive cellular oxidative stress may ultimately induce oxidative
damage to the macromolecules and lipid peroxidation which, if left unrepaired and
subsequent genomic stability fails to be restored, could result in cell death via
apoptosis (Kim et al., 2010). Apoptosis is a protective mechanism through which
damaged, infected or potentially cancerous cells are removed to maintain normal
homeostasis of multicellular organisms (Lacy-Hulbert et al., 1998; Juutilainen et al.,
2000). In fact the alteration of the cells redox state to a more oxidative environment 50 has been shown to occur immediately prior to the final phase of caspase activation in
numerous models of apoptosis (reviewed in Kannan & Jain, (2000)). Yet, while the inhibition of apoptosis is another related candidate mechanism, the data
correlating to the effects of ELF-MF on apoptosis remain rather limited and
contradictory. 1.14 Mutation Detection Methods As has been highlighted throughout this thesis, advancements in technological
capabilities have subsequently led to a now ubiquitous exposure to a range of
electromagnetic fields. It has therefore become a necessity to analyse and understand
any potential biological effects ELF-MF may have on living organisms. However, over
the years, a body of controversial and contradictory literature has been produced in
regards, not only to the effects on the health of the general population, but also those
caused at the DNA level. It has been suggested that the cause of these findings may
reside in the methodologies employed throughout these studies (Mairs et al., 2007). It
is reasoned that while the classical methodologies possess the ability to identify
intense, widespread cellular DNA damage, they potentially lack the sensitivity required
to reveal the more subtle molecular alterations that lead to possibly harmful genetic
damage. Instead, an analysis of the rate at which mutations are induced in male mice
following ELF-MF exposure could potentially rectify such assay sensitivity limitations. For more than half a century the mouse model has played an authoritative role in the
production of germline mutation induction data following exposure to chemical
mutagens and ionizing radiation (Shelby, 1996; UNSCEAR, 2001). The use of pedigree-
based assays, namely the specific-locus test (SLT) and the dominant lethal test (DLT),
are responsible for providing the majority of experimental data. The germline
mutation data generated in mice by these assays are of note since they can ultimately
be extrapolated and used to assess the genetic risk of human exposure to such
mutagens. 1.13.3 Apoptosis p p
As discussed above, a number of studies have consistently illustrated that apoptotic
pathways were activated following continuous ELF-MF exposure (Simko et al., 1998;
Akdag et al., 2013; Kim et al., 2014) at field intensities as low as 14 µT (Kim et al.,
2009). Similarly, the induction of apoptosis in both HeLa (human cervical carcinoma)
cells and human lung fibroblast cells was illustrated in an additional study by Kim and
co-authors (2010), following repetitive 30 minute exposure to an intermittent 60 Hz, 6
mT magnetic field every 24-hours for 3 days (Kim et al., 2010). However, it must be
noted that while Simko and co-authors (1998) reported an induction of apoptosis in
human squamous cell carcinoma cells, continuous exposure to a range of 50 Hz field
intensities (0.1-1 mT) for various time periods (24-, 48- or 72-hours) failed to indicate
any statistically significant difference in apoptotic induction in human amniotic cells
(Simko et al., 1998). Further contradicting data were presented, demonstrating that
ELF-MF exposure had no statistically significant effect on apoptosis induction (Ding et
al., 2004), either directly or 24 hours after acute (2-hour) exposure to a 1 mT magnetic
field (McNamee et al., 2002), or succeeding exposure to 50 Hz magnetic fields (100 or
300 µT), using an assay which possessed a detection limit of apoptotic frequency
equivalent to that induced by exposure to 25 mGy X-rays (Saha et al., 2014). Despite the widespread presence and functions of radicals within biological systems,
the conflicting studies make it abundantly clear that further experimental and
theoretical work is needed to fine-tune the conditions relating to ELF-MF sensitivity
(Messiha et al., 2015). It follows that it is a fallacy to rationalise that biological systems
are so fragile that any minor alteration in the homeostasis of intracellular radical
concentration arising from interaction with weak magnetic fields could have a
genotoxic effect (Hore, 2012). One exception would arise where exposure was in the
presence of an amplification mechanism or the exposed system exhibited an already 51 weakened defence system (Eveson et al., 2000). Nevertheless, the radical pair
mechanism remains to date the most feasible method through which environmentally
weak magnetic fields interact with our biochemical systems. 1.14.1 Specific-Locus Test p
The development of the specific locus test (SLT) enables the accurate, non-subjective
detection of viable mutations in the germ cells of mice (Searle, 1974). Developed in
1948, the SLT employs the use of a genetic tester- (T) stock mouse, which are
homozygous recessive at seven specific loci (Table 7), six of which relate to the
pigmentation of the mouse’s coat: agouti, brown, chinchilla at albino, dilute, piebald- 52 spotting and pink-eyed dilution, while the seventh controls ear morphology: short-ear
(Russell, 1951; Russell, 1989). The predominant use of the specific-locus T-stock led to
the test being commonly referred to as the Russell-7-loci test (Russell, 1951; reviewed
in (Russell, 2004)), yet a second tester-stock mouse was constructed consisting of
different loci known as the Harwell-test stock (Lyon & Morris, 1966). Ultimately,
through the use of seven easily recognisable visible markers, the SLT provides a
platform through which the transmission of novel and heritable gene mutations can be
scored. Indeed, the main strength of this assay is that it analyses the transferal of novel
germline mutations in the offspring of treated parents, which simulates the genetic
changes associated with heritable human genetic diseases (reviewed in Yauk et al.,
(2015)). The assay functions as wild-type parental mice that have either been exposed to
mutagens or left unexposed (control) are mated with T-stock mice. Owing to the
homozygous recessive nature of the T-stock mice the majority of progeny will appear
wild-type. However, a novel mutant allele (either dominant or recessive) which
presumably occurred in the germline of the wild-type parent at any of the seven loci
before fertilisation would manifest itself as a distinctive phenotypic change in the
offspring (Favor, 1999). The scoring of both the exposed and control parental offspring
provides an assessment of both the mutagen-induced and spontaneous mutation
rates. Thereby, providing an assay through which mutagenesis can be calculated in the
germline and potentially extrapolated to represent whole-genome rates (Davis &
Justice, 1998). Ultimately, this has led the SLT to become one of the most efficient
methods of mutation induction analysis to date, through which the majority of
knowledge pertaining to radiation and chemical mutagenesis has been provided
(Selby, 1998). However, the SLT is not without its limitations. The main underlying
issue with the SLT is that the average spontaneous mutation rates at the seven
protein-coding genes are very low (6.6 x 10-6) (Russell & Russell, 1996). 1.14.1 Specific-Locus Test Since the
induction of mutations is measured using a pedigree-based analysis, the SLT requires
the use of hundreds to thousands of mice in order to accrue sufficient data through
which any significant effect on mutation induction can be determined. Furthermore,
the seven specific loci employed herein are each 600 to 5500 base pairs in length 53 (Russell, 2004). As such the process of conducting this assay whilst additionally
analysing de novo mutants, becomes tremendously expensive and time consuming. Consequently, laboratories around the world have discontinued the routine
maintenance of the specific locus tester- (T) stock mouse. Table 7. The seven specific-locus test loci
Name
Symbol
Protein
Chromosome
Agouti
a
Melanocortin-receptor
antagonist
2
Brown
b
Tyrosine-related protein
4
Albino
c
Tyrosinase
7
Pink-eyed dilution
p
Tyrosinase-routing protein
7
Dilute
d
Myosin Va
9
Short-ear
se
Bone morphogenetic protein
9
Piebald spotting
s
Endothelin receptor, type B
14
Details of the seven loci employed as markers in the specific-locus test (Russell-7 loci),
(Modified from Russell, (2004)). Table 7. The seven specific-locus test loci Details of the seven loci employed as markers in the specific-locus test (Russell-7 loci),
(Modified from Russell, (2004)). 1.14.2 Dominant Lethal Test The dominant lethal (DL) test is an extensively used test in the analysis of
mutagenicity, measuring the genetic changes in germ cells by using embryonic
mortality as an endpoint in rodents. The assay is predominantly conducted to evaluate
the mutagenic consequences of paternal exposure, whereby males are either exposed
to ionising radiation or used as controls and mated with an untreated female (Green et
al., 1987). The manifestation of a dominant lethal mutation derived from a solitary
parent could, in theory, occur at any period following fertilisation however, this assay
is based solely upon the analysis of pre- and post-implantation death of the zygote. As
such, females demonstrating signs of mating are sacrificed approximately seventeen
days post-conception, upon which the ovaries and uterine contents are assessed. The
amount of ovulated eggs is determined via counting corpora lutea, in addition to the
number of viable and dead implanted embryos (reviewed in Yauk et al., (2015)) and
the number of implants (living vs dead) against the number of eggs ovulated per
pregnant female for both the treated and control groups. The dominant lethal effect is
then calculated by comparing the data for the treated and control groups against one
another. Indeed a true mutagenic effect, as expressed by the DL assay, would equate
to a statistically significant increase in dead embryos per pregnant female or a 54 statistically significant decrease in viable embryos per pregnant female when
compared to a non-exposed control. The DL method has been instrumental in identifying numerous mutagenic agents since
its inception (Luning & Searle, 1971; Searle & Beechey, 1981; Kirk & Lyon, 1984). Yet,
since the DL assay is primarily employed to discover mutagens that cause
chromosomal aberrations using embryonic death functions as the end-point, the assay
fails to provide a definitive outcome, considering that additional genetic events and
environmental factors may also heavily influence the occurrence of in utero loss of
embryos. Moreover, similar to the SLT, the DL also implements a pedigree-based
analysis, which again necessitates the use of a considerable amount of animals, whilst
also being expensive and time consuming. Finally, owing to an elevated spontaneous
mutation frequency attached to dominant lethal mutations, the DL assay sensitivity
regarding the detection of small increases in mutation frequency is restricted (Russell
& Matter, 1980). 1.14.2 Dominant Lethal Test Such limitation in sensitivity presented by both methods means that
only exposure to relatively high doses of radiation can be analysed in sufficient detail. This proves problematic when attempting to replicate the effects of environmentally
low and intermediate dose exposures. Furthermore, in light of progressive societal
developments and an increased public and media awareness with regards to animal
testing, the use of such numbers of mice is no longer accepted within modern society. Therefore more economical and sensitive experimental techniques were required in
order to further progress the analysis of radiation-induced mutation induction. This proves problematic when attempting to replicate the effects of environmentally
low and intermediate dose exposures. Furthermore, in light of progressive societal
developments and an increased public and media awareness with regards to animal
testing, the use of such numbers of mice is no longer accepted within modern society. Therefore more economical and sensitive experimental techniques were required in
order to further progress the analysis of radiation-induced mutation induction. 1.14.3 Hypervariable Tandem Repeat Regions The development of any assay would have to include a genetic system that evokes a
high rate of spontaneous mutations in order to allow it to be sensitive enough to
detect an alteration in DNA structure induced by a dose representative of that within
the environment, whilst using a relatively small population sample. Following the
successful utilisation of an individual’s unique DNA fingerprint in both forensic science
and the determination of family relationships (Jeffreys et al., 1985b; Jeffreys, 1987),
alongside eukaryotic genome ubiquity, the use of hypervariable tandem repeat loci
was implemented as a biomarker in the detection of mutation induction at the DNA
level (Dubrova et al., 1993). The use of hypervariable tandem repeat regions not only 55 provides all the characteristics required to work as an effective system in the analysis
of the effects of mutagenic agents but also improves upon the two traditional
approaches (SL & DL tests). Firstly, such regions are known to be highly unstable,
possessing spontaneous mutation rates in both germline and somatic cells thought to
be at least a thousand times higher than in most protein-coding loci (Jeffreys et al.,
1985a, 1991; Kelly et al., 1989). Moreover, the majority of repeat regions are primarily
located in non-coding regions of most eukaryotic genomes, including human and
mouse, so the identification of mutations ought not to be affected by the selection
process (Jeffreys et al., 1985a; Kelly et al., 1989; Gibbs et al., 1993; Bois, 2003). Finally,
any mutagenic response at these loci manifests as an alteration in repeat copy
number, through either an insertion or deletion of repeat sequence, which translates
as an easily detectable alteration in allele length. Thus, the detection of de novo
mutant alleles occurs through quantifying changes in length relative to progenitor
alleles (Jeffreys et al., 1988; Kelly et al., 1989). The resulting differentially sized alleles
can easily be resolved through gel electrophoresis and Southern blot hybridisation. Additionally, the application of multi-locus DNA probes can provide simultaneous
analysis of multiple loci which further boosts statistical power compared to the
previous conventional approaches. Overall, the development and use of these loci has
provided a highly informative laboratory-based biomarker in the analysis of the effects
of mutagenic agents, allowing the detection of induced mutations at lower dose
exposures within smaller population samples (Dubrova et al., 1993, 1998b, 2000a). 1.14.3 Hypervariable Tandem Repeat Regions Table 8. Tandem repetitive sequences
Tandem Repetitive
Sequence
Sequence Size (nt)
Number of repeats
Total Size
Microsatellites
2-5
10-100
-
Minisatellites
10-100
Up to 6000
Up to 30 kb
ESTRs
4-9
Up to 4000
Up to 20 kb
The structural differences tandem repetitive sequences Data compiled from reviews: Table 8. Tandem repetitive sequences
Tandem Repetitive
Sequence
Sequence Size (nt)
Number of repeats
Total Size
Microsatellites
2-5
10-100
-
Minisatellites
10-100
Up to 6000
Up to 30 kb
ESTRs
4-9
Up to 4000
Up to 20 kb
The structural differences tandem repetitive sequences. Data compiled from reviews:
(Bois & Jeffreys, 1999; Yauk, 2004; Yauk & Polyzos, 2005; Bouffler et al., 2006; Somers,
2006). The structural differences tandem repetitive sequences. Data compiled from reviews:
(Bois & Jeffreys, 1999; Yauk, 2004; Yauk & Polyzos, 2005; Bouffler et al., 2006; Somers,
2006). 1.14.3 Hypervariable Tandem Repeat Regions provides all the characteristics required to work as an effective system in the analysis
of the effects of mutagenic agents but also improves upon the two traditional
approaches (SL & DL tests). Firstly, such regions are known to be highly unstable,
possessing spontaneous mutation rates in both germline and somatic cells thought to
be at least a thousand times higher than in most protein-coding loci (Jeffreys et al.,
1985a, 1991; Kelly et al., 1989). Moreover, the majority of repeat regions are primarily
located in non-coding regions of most eukaryotic genomes, including human and
mouse, so the identification of mutations ought not to be affected by the selection
process (Jeffreys et al., 1985a; Kelly et al., 1989; Gibbs et al., 1993; Bois, 2003). Finally,
any mutagenic response at these loci manifests as an alteration in repeat copy
number, through either an insertion or deletion of repeat sequence, which translates
as an easily detectable alteration in allele length. Thus, the detection of de novo
mutant alleles occurs through quantifying changes in length relative to progenitor
alleles (Jeffreys et al., 1988; Kelly et al., 1989). The resulting differentially sized alleles
can easily be resolved through gel electrophoresis and Southern blot hybridisation. Additionally, the application of multi-locus DNA probes can provide simultaneous
analysis of multiple loci which further boosts statistical power compared to the
previous conventional approaches. Overall, the development and use of these loci has
provided a highly informative laboratory-based biomarker in the analysis of the effects
of mutagenic agents, allowing the detection of induced mutations at lower dose
exposures within smaller population samples (Dubrova et al., 1993, 1998b, 2000a). Tandem repeat sequences can be broadly divided into different classes according to
their differing properties: total sequence size, length of repeat unit sequence and total
number of repeats (Table 8). In fact, expanded simple tandem repeat (ESTR) loci were
initially categorised as minisatellites, owing to the possession of some similar
characteristics. However, subsequent characterisation of the loci has determined that
ESTR regions are currently located solely within the mouse genome and are separate
to the less hypervariable true minisatellite loci encompassed within the mouse
genome (Kelly et al., 1989; Gibbs et al., 1993; Bois et al., 1998a, 1998b). As such, to
date there is no animal model in which the mutation induction at minisatellites can be 56 appropriately studied, nor is there any such equivalent for a human ESTR model at this
time. 1.14.3.1 Minisatellites Minisatellites typically contain GC-rich repeat sequences that range from 10 base pairs
to those over 100 base pairs in length (Table 8). Although extensively researched in
humans (Jeffreys et al., 1985b, 1999; Jeffreys, 1987), DNA fingerprint analysis has
shown that they are omnipresent throughout the genome of most organisms and
higher eukaryotes (Burke & Bruford, 1987; Jeffreys et al., 1987; Gilbert et al., 1990;
Andersen & Nilsson-Tillgren, 1997; Bois et al., 1998a). Shown to exhibit high levels of
germline mutation rates (up to 15% per gamete) (Vergnaud et al., 1991), minisatellites
have thus been successfully utilised as a tool for monitoring DNA mutation following
exposure to environmental doses of mutagenic agents in both human (Dubrova et al.,
1996, 1997, 2002; Kodaira et al., 1995, 2004; Satoh et al., 1996; Livshits et al., 2001;
Kiuru et al., 2003), and animal populations (Yauk & Quinn, 1996; Yauk et al., 2000). Indeed such innovation was instigated by Dubrova et al. in 1993 whose pioneering
paper implemented the use of previously classified hypervariable minisatellite loci,
before reclassification to ESTR loci, to demonstrate a significant increase in the
germline mutation rate of offspring following acute parental exposure to 0.5 and 1 Gy
of γ-rays in mice (Dubrova et al., 1993). Although still applying a pedigree-based
approach, the frequency in which mutations are induced following irradiation was
calculated using substantially reduced numbers of animals (~250) when compared to
traditional approaches (~1000’s). Two additional studies similarly employed what later
transpired to also be ESTR loci to illustrate a statistically significant increase in the
induction of germline mutations at the Ms6-hm hypervariable mouse minisatellite
locus following parental exposure at up to 3 Gy γ-rays (Sadamoto et al., 1994; Fan et 57 al., 1995). Minisatellite loci have however been applied to the analysis of Herring gulls
inhabiting a widely industrialised region of Hamilton harbour (Yauk & Quinn, 1996). Herring gulls residing within Hamilton harbour presented statistically significant
differences in minisatellite mutation rates when compared to gulls from three
seemingly non-industrialised control rural areas. Although it has since been demonstrated that these studies actually employed ESTR
loci as opposed to minisatellites, such an extended analysis initially confirmed that
hypervariable minisatellite loci can be used successfully as an efficient biomarker in
the analysis of genetic damage in germline cells. 1.14.3.1 Minisatellites Consequently, the unstable GC-rich
minisatellite loci were thereby implemented in the analysis of mutation induction in
human populations following chronic low-dose exposure to environmental mutagens
(Kodaira et al., 1995; Dubrova et al., 1996, 1997, 2002; Satoh et al., 1996; Kodaira et
al., 2004). Indeed, unstable GC-rich minisatellite loci were initially implemented
following the Chernobyl incident, to analyse the germline mutation rates of Belarusian
families inhabiting a rural area of the Mogilev district heavily affected by the incident’s
radioactive fallout. An initial 2-fold increase in minisatellite mutation rate was
observed within families exposed to high levels of caesium-137 surface contamination
(Dubrova et al., 1996). Yet insufficient evidence was presented to dispel concerns that
the increased mutation rates were instead attributed to sampling errors, such as the
use of Caucasian British families as the control families. In an attempt to authenticate
the original findings, several follow-up studies were produced (Dubrova et al., 1997,
2002). Firstly, Dubrova and co-authors (1997) extended the analysis to include an
additional 48 Belarusian families as well as a further five minisatellite loci. The
inclusion of the extra analysis parameters produced an almost identical 1.9-fold
increase in mutation rate, yet regardless of this, the control group was still that of
British Caucasians. Their third study was then expanded further to study the germline
mutation rate in exposed Ukrainian families from other rural areas of Ukraine
contaminated with radionuclides, post-Chernobyl (Dubrova et al., 2002). Within this
study, however, the control group consisted of matched Ukrainian families. Similarly, a
statistically significant 1.6-fold increase in the frequency of minisatellite mutations was
observed in those Ukrainian families residing within areas of Ukraine presenting high 58 levels of surface radionuclide contamination. In addition, upon re-analysis against the
matched Ukrainian control families, the exposed families from Belarus exhibited a
statistically significant 1.7-fold increase in germline mutations (Dubrova et al., 2002). Although cumulatively the three individual studies present compelling evidence of
elevated minisatellite mutation rates within the Chernobyl area, similar studies of
minisatellite mutation rate analysis among children of Chernobyl clean-up workers in
Ukraine (Livshits et al., 2001), and Estonia (Kiuru et al., 2003), provide contradicting
findings. Interestingly, neither of these two studies reported a statistical difference in
mutation rate, despite the Estonian study employing the identical eight minisatellite
loci as Dubrova and co-authors (1997, 2002). 1.14.3.1 Minisatellites Furthermore, it was calculated that the
clean-up workers were exposed to average doses of radiation less than 0.25 Gy
(Pitkevitch et al., 1997), which represents a value lower than the calculated doubling
dose of 0.33 Gy in mice (Dubrova et al., 1998a). Similar non-significant mutation rates
were presented in studies of Hiroshima and Nagasaki atomic bomb survivors and their
offspring, in which the same eight minisatellite loci were again employed (Kodaira et
al., 1995, 2004; Satoh et al., 1996). The detection of alterations in germline mutation
rates within human populations is particularly problematic, relying heavily on the
extrapolation of estimations from experimental systems relating to the genetic effects
of radiation and other mutagens. Thus, inevitably, the use of animal studies were required in order to elucidate the
processes involved in induced tandem repeat mutation, including the mechanisms
involved, as well as to resolve the aforementioned inconsistencies in the human
investigations. 1.14.3.2 Expanded Simple Tandem Repeats (ESTRs) 1.14.3.2 Expanded Simple Tandem Repeats (ESTRs)
As mentioned previously (Chapter 1.14.3), the ESTR regions of mouse DNA containing
alleles from the unstable mouse loci Ms6-hm and Hm-2 were initially classified as
hypervariable mouse minisatellites (Kelly et al., 1989; Gibbs et al., 1993; Bois et al.,
1998b) and have been implemented to demonstrate a significant increase in the
germline mutation rate of offspring following acute parental exposure to 0.5 and 1 Gy
of γ-rays in mice (Dubrova et al., 1993). However, it has subsequently transpired that
the loci are present only in rodent DNA and thus were renamed as expanded simple 59 tandem repeat (ESTR) loci to distinguish them from what is deemed ‘true’
minisatellites in the mouse genome (Kelly et al., 1989; Gibbs et al., 1993; Bois et al.,
1998b). The confusion originally stemmed from ESTR loci exhibiting exceedingly high
rates of spontaneous mutation in the paternal germline, similar to that of GC-rich
human minisatellites. Yet, the occurrence of spontaneous mutations is extremely rare
at human minisatellite loci owing to a high level of somatic tissue stability (Jeffreys et
al., 1988, 1994). In contrast, ESTR loci provide equally high somatic cell instability (Kelly
et al., 1989; Gibbs et al., 1993; Hardwick et al., 2009), similar to that exhibited by
microsatellites. Expanded simple tandem repeats consist of long (>1 kb), homologous, non-coding
sequences comprised of short tandem repeat arrays (4-10 bp) (Kelly et al., 1989; Gibbs
et al., 1993; Bois et al., 1998b). The complexity of the repeat units can also be used to
distinguish between loci. Whilst ESTRs comprise a sole repeat unit array, this is not the
case for minisatellite loci, which exhibit a large proportion of variant repeats. Similarly,
the single repeat unit array contained in the ESTR is generally found to be smaller than
in minisatellite loci (Table 8). Additionally, ESTR repeat unit arrays are also deemed too
large to be microsatellite loci (Ellegren, 2004). Currently, the only mouse ESTR loci
characterised in detail include the Ms6-hm and the Hm-2 (Kelly et al., 1989; Gibbs et
al., 1993), both of which originated from highly expanded transcript dispersed repeats
in the mouse genome (Kelly, 1994). Ms6-hm and Hm-2 expanded from independent
sequences representative of long terminal repeats (MT and ORR-1 respectively), which
belonged to the Mammalian-apparent long terminal repeat (LTR)-retrotransposon
(MaLR) superfamily (Kelly, 1994). 1.14.3.2 Expanded Simple Tandem Repeats (ESTRs) Ms6-hm is the locus most predominantly used owing to its characterisation as the
most unstable locus in the mouse genome (Hardwick et al., 2009). However, both
represent efficient in vivo biomarkers in the detection of germline mutation induction,
expressing mutation rates of between 1.7-3.6% per gamete (Bois et al., 1998b). Both
loci also express similarly high levels of spontaneous somatic mutation with rates of up
to 2.8% and 20% for Ms6-hm and Hm-2, respectively (Kelly et al., 1989; Gibbs et al.,
1993). Originally detected as a hypervariable locus used in DNA fingerprinting
laboratory mice (Jeffreys et al., 1987), the Ms6-hm locus consists of (GGGCA)n 60 pentamer repeats and is mapped on chromosome 4. The length of the GGGCA repeat
however varies between the different strains of mice, although most alleles contain
more than 400 repeat units (Kelly et al., 1989; Gibbs et al., 1993). The Hm-2 locus, on
the other hand, consists of (GGCA)n and is mapped on chromosome 9 (Kelly et al.,
1989), and shows sequence similarity to that of the (GGCAGA)n repeat array exhibited
by the MMS10 repeat family (Bois et al., 1998b). Following the successful application of ESTR loci as an analysis tool in the evaluation of
germline genetic effects (Dubrova et al., 1993; Sadamoto et al., 1994; Fan et al., 1995),
the majority of studies investigating germline mutation induction have implemented
the use of unstable mouse ESTR loci. The high frequencies of spontaneous and induced
mutations at mouse ESTR loci allows the analysis of mutation induction to be
conducted at much lower doses of exposure than those previously accessible with the
standard approaches. Similarly, because germline mutation induction at ESTR loci
typically ranges between two- to four-fold increases, they can be evaluated using
much smaller numbers of animals (Table 9) (Dubrova et al., 1998a). 1.14.3.2.1 Doubling Dose
Such a significant improvement in sensitivity, compared to the more traditional
approaches, provided a more robust estimate of the doubling dose without the need
for extrapolating data from high doses of radiation. More importantly though is that
the doubling dose attained using ESTR loci is exceedingly similar to estimates
previously acquired using the more traditional approaches of mutation detection in
mice, specifically the SLT (Russell 7-locus test) (0.34 Gy) (Searle, 1974). 1.14.3.2 Expanded Simple Tandem Repeats (ESTRs) A robust linear
dose-response curve was generated following a dose range of 0-1 Gy acute exposure
to X-rays in pre-meiotic spermatogonia (Figure 6), culminating in an estimated
doubling dose for ESTR mutation of 0.33 Gy (Dubrova et al., 1998a). The doubling dose
is used in animal test systems to denote the dose of radiation capable of inducing a
mutation frequency corresponding to twice the overall spontaneous mutation
frequency per generation (Selby, 1998). Likewise, it can also signify an assay’s relative
sensitivity in times of inter-assay comparisons (Somers, 2006). Owing to the SLT’s
previous standing as the most efficient method with which to score protein-coding
gene mutations in mice (Searle, 1974), the similarities in doubling doses are of 61 significant importance, implying a potential correlation between mutations at tandem
repeat DNA and those at coding sequences. These studies taken in conjunction
therefore demonstrate a correlation between mutations in tandem repeat sites and
other mutation assays insofar as an increase in tandem repeat mutations causes an
identical increase in mutation frequency at other sites. Table 9. Doubling dose estimates
Method
Spontaneous
mutation
rate
Total number
of animals
tested
Exposure
doses used
(Gy)
Doubling dose (Gy)
Russell 7-
locus
7.95 x 10-6
1,051,869
3, 6, 6.7
0.34 (95%, CI: 0.22-0.50)
0.38 (+ 0.05)*
Dominant
Lethal
8.11 x 10-6
225,017
6, 12
0.17 (95%, CI: 0.00-0.59)
ESTR (2 loci)
5.56 x 10-2
252
0.5, 1
0.33 (95%, CI: 0.06-0.75)
0.41 (+0.11)*
Comparison of the doubling dose estimates for acute exposure to ionising radiation of
mice spermatogonia (Table adapted from Dubrova et al., (1998a). * re-assessed value
(Dubrova, 2005). Comparison of the doubling dose estimates for acute exposure to ionising radiation of
mice spermatogonia (Table adapted from Dubrova et al., (1998a). * re-assessed value
(Dubrova, 2005). Comparison of the doubling dose estimates for acute exposure to ionising radiation of
mice spermatogonia (Table adapted from Dubrova et al., (1998a). * re-assessed value
(Dubrova, 2005). 1.14.3.2.2 ESTR Mutation Detection Studies 1.14.3.2.2 ESTR Mutation Detection Studies
Subsequently numerous studies have shown that ESTR loci can be implemented
successfully to provide an exceedingly sensitive system through which germline and
somatic mutation rates can be analysed following exposure to: (a) ionising radiation
(Dubrova et al., 1993, 1998a , 2000, 2000a; Barber et al., 2002, 2006; Dubrova &
Plumb, 2002; Yauk et al., 2002; Dubrova, 2005; Mughal et al., 2012). Of particular note
is the study by Mughal et al. 1.14.3.2 Expanded Simple Tandem Repeats (ESTRs) (2012) in which paternal exposure to doses of acute γ-rays
as low as 50 cGy resulted in significant ~2-fold increase in the frequency of ESTR
mutation. (b) Chemical mutagens (Vilarino-Guell et al., 2003), which included the
treatment of male mice with several doses of known mutagenic alkylating agents:
ethylnitrosourea (ENU), isopropyl methanesulfonate (iPMS), or alternatively the
topoisomerase II inhibitor etoposide and (c) Anticancer drugs (Barber et al., 2000;
Glen et al., 2008). It should be noted however that the study by Barber and co-authors
(2000) failed to observe any change on ESTR mutation rates at any stage during
spermatogenesis at which the cisplatin was administered. These findings are
somewhat unexplainable considering cisplatin is widely known to propagate a host of
DNA-damaging events, notably chromosomal aberrations occurring in mouse
spermatocytes and spermatogonial stem cells. The dose of cisplatin that was 62 administered (10 mg/kg) is perhaps notable in that similar studies employing both the
dominant lethal and specific locus tests also failed to display any effect at such a dose
(Katoh et al., 1990; Witt & Bishop, 1996). One hypothesis for these negative results is
that of potential cell killing inadvertently affecting the amount of mutants available for
detection (Barber et al., 2000), owing to the administered dose of cisplatin (10 mg/kg)
being twenty times that of the doubling dose for chromosome abnormalities (0.5
mg/kg) (Somers, 2006). Glen and co-authors (2008) also utilised ESTR loci alongside a
novel methodology known as single-molecule PCR (reviewed later in Chapter 1.14.4.1)
to analyse the rate of male germline mutation induction for four commonly used
anticancer drugs: bleomycin, cyclophosphamide, mitomycin C and procarbazine. Each
chemotherapy drug was applied at clinically relevant doses for humans, which were
calculated in accordance to Food and Drug administration guidelines. In addition, ENU
was also administered as an assay positive control following previous reports of
significant increases in mutation frequencies (Vilarino-Guell et al., 2003). Significant
increases in sperm ESTR mutation frequencies were presented for each of the four
anticancer drugs (Glen et al., 2008). 1.14.3.2 Expanded Simple Tandem Repeats (ESTRs) Such sensitivity of ESTR loci signified a potential useful tool for studies of
environmental pollution thus, lastly but of equal importance, is their implementation
in the analysis of (d) environmental mutagens, including ambient urban/industrial air
pollution (Somers et al., 2002, 2004; Yauk et al., 2008; Zhou et al., 2009), diesel
exhaust particles (Ritz et al., 2011) and sidestream tobacco smoke (Yauk et al., 2007;
Marchetti et al., 2011). A similar detection of de novo mutations in ESTRs has also been
observed in vitro, signifying a correlation between the mutation responses of cultured
embryonic fibroblasts and germ cells and somatic cells in vivo following treatment with
chemical mutagens (Polyzos et al., 2006a, 2006b). There are several benefits to the use of ESTR loci in studies of this kind: whilst enabling
the identification of direct parental exposure to mutagenic agents, the use of ESTR loci
further facilitates the ability to identify the transmission of radiation-induced somatic
genome mutations through the germline to first generation (F1) offspring (Dubrova et
al., 2000). Indeed, significant increases in mutation rate were detected at ESTR loci in
first generation (F1) offspring following parental exposure to ionising radiation 63 (Dubrova et al., 2000; Mughal et al., 2012), anticancer drugs (Glen & Dubrova, 2012),
and chemical mutagens (Dubrova et al., 2008). Continuation studies confirmed those
previous findings, while also expanding the analysis to illustrate that ESTR mutation
rates remain elevated in three separate unexposed second generation (F2) offspring
(Barber et al., 2002), and that ESTR transgenerational genomic instability also
manifests in somatic tissues (Barber et al., 2006). In contrast, several studies have
reported that maternal in utero exposure fails to illicit any effect on transgenerational
instability (Barber et al., 2009; Abouzeid Ali et al., 2012). Likewise, the frequency of
ESTR mutation of unexposed first generation offspring remained similar to control
levels following the administration of a parental methyl-donor deficient diet
(Voutounou et al., 2012). 1.14.3.2.3 Mechanisms of Mutation at ESTR Loci 1.14.3.2.3 Mechanisms of Mutation at ESTR Loci
Although a mutation response at ESTR loci consists of either an insertion or deletion of
repeat sequence, translating to alterations in the allele length, the mechanisms
through which this transpires remain poorly understood. Following differences in
somatic stability, it was theorised that ESTR mutations arise through a different
mechanistic process to that of unstable GC-rich human minisatellites (Kelly et al., 1989,
1991; Gibbs et al., 1993; Bois et al., 1998b). The high frequency of germline mutations
at human minisatellites arise through complex meiotic recombination events, however
ESTR loci display equal levels of somatic mutation induction, while human
minisatellites do not (Jeffreys et al., 1988, 1994). Moreover, a study by Barber et al. (2000) provided further confirmation that increased mutation induction at ESTR loci
are not caused by genome-wide elevations in meiotic recombination. Since meiotic
recombination is often connected with chromosomal crossover, the authors measured
both crossover frequency and germline ESTR mutation frequency following acute
exposure to 1 Gy X-rays or 10 mg/kg of cisplatin to ascertain whether mutation
induction at ESTR loci is attributed to meiotic recombination (Barber et al., 2000). Cisplatin is a commonly used anticancer drug which is known to produce a variety of
DNA adducts, particularly 1, 2-intrastrand meiotic crossovers (Hanneman et al., 1997). Although the authors detected a 3-fold increase in ESTR mutation frequency after
examining 25 sites located on six separate chromosomes when compared to the
controls, no overall alteration in crossover frequencies was identified. This therefore Cisplatin is a commonly used anticancer drug which is known to produce a variety of
DNA adducts, particularly 1, 2-intrastrand meiotic crossovers (Hanneman et al., 1997). Although the authors detected a 3-fold increase in ESTR mutation frequency after
examining 25 sites located on six separate chromosomes when compared to the
controls, no overall alteration in crossover frequencies was identified. This therefore 64 suggests that ESTR mutation occurs in the absence of meiotic-specific DSBs and
meiotic recombination (Barber et al., 2000). Further mechanistic insights of ESTR mutation induction were provided following
exposure to both ionising radiation (Sadamoto et al., 1994; Fan et al., 1995; Dubrova et
al., 1998a, 1998b, 2000a; Yauk et al., 2002) and chemical mutagens (Vilarino-Guell et
al., 2003; Glen et al., 2008). 1.14.3.2.3 Mechanisms of Mutation at ESTR Loci Mutation spectra data generated from studies suggest
that both induced and spontaneous ESTR mutations in germline or somatic tissues
arise through similar mechanisms (Yauk et al., 2002; Hardwick et al., 2009). Moreover,
these data further suggest that the detected increases in ESTR mutation rates are not
the direct result of mutagens targeting ESTR loci. It was therefore theorised that ESTR
mutations arise through a replication or repair based process involving DNA
polymerase slippage during DNA replication, or through DNA polymerase pausing to
repair the DNA (Yauk et al., 2002; Hardwick et al., 2009). An explanation that was
supported by data compiled from the use of DNA repair-deficient male mice (Barber et
al., 2004). The high spontaneous mutation rates exhibited by ESTR loci are potentially linked to
either the size of their repeat length (up to 4000 base-pairs) (Bois et al., 1998a, 1998b),
or the formation of hairpin structures among the repeat region of ESTR loci during DNA
replication, repair and recombination (Weitzmann et al., 1998; Fukuda et al., 2002). A
hypothesis supported by data in which observed mutation rates correlate to the size of
ESTR allele (Bois et al., 2001; Dubrova, 2005). The representation of these
aforementioned hairpin structures instigate DNA polymerase stalling/replication
pausing and essentially promote the occurrence of DNA polymerase slippage events
(Kang et al., 1995). DNA polymerase stalling ensues following the delayed repair of
DNA damage thus, in an attempt to fix DNA damage while crossing an ESTR locus, a
polymerase slippage event occurs causing the formation of hairpins among repeat
sequences in the ESTR arrays. Upon replication re-initiation these are subsequently
transformed into an insertion or deletion of sequence and are detected as length
changes (Figures 4 & 5) (Kang et al., 1995). Indeed, a replication-based process similar
to mechanisms evoked in microsatellite instability (Ellegren, 2004) represents the most
feasible method through which ESTR mutations occur. Furthermore, the proposed 65 replication-based method also provides a conceivable explanation regarding how
mutation frequencies remain elevated at ESTR loci across multiple generations
(Dubrova et al., 2000; Barber et al., 2002, 2006). replication-based method also provides a conceivable explanation regarding how
mutation frequencies remain elevated at ESTR loci across multiple generations
(Dubrova et al., 2000; Barber et al., 2002, 2006). replication-based method also provides a conceivable explanation regarding how
mutation frequencies remain elevated at ESTR loci across multiple generations
(Dubrova et al., 2000; Barber et al., 2002, 2006). replication-based method also provides a conceivable explanation regarding how
mutation frequencies remain elevated at ESTR loci across multiple generations
(Dubrova et al., 2000; Barber et al., 2002, 2006). replication-based method also provides a conceivable explanation regarding how
mutation frequencies remain elevated at ESTR loci across multiple generations
(Dubrova et al., 2000; Barber et al., 2002, 2006). 66 Figure 4. Diagrammatic representation of an insertion mutation caused by
replication slippage. Strand mispairing (DNA polymerase slippage) during DNA
replication on the daughter strand (backward slippage) results in an insertion
mutation. Diagram modified from (Kang et al., 1995; Ellegren, 2004). Figure 4. Diagrammatic representation of an insertion mutation caused by Figure 4. Diagrammatic representation of an insertion mutation caused by
replication slippage. Strand mispairing (DNA polymerase slippage) during DNA
replication on the daughter strand (backward slippage) results in an insertion
mutation. Diagram modified from (Kang et al., 1995; Ellegren, 2004). replication slippage. Strand mispairing (DNA polymerase slippage) during DNA
replication on the daughter strand (backward slippage) results in an insertion
mutation. Diagram modified from (Kang et al., 1995; Ellegren, 2004). 67 Figure 5. Diagrammatic representation of a deletion mutation caused by replication
slippage. Strand mispairing (DNA polymerase slippage) during DNA replication in the
parent strand (forward slippage) results in a deletion mutation. Diagram modified from
(Ellegren, 2004). Figure 5. Diagrammatic representation of a deletion mutation caused by replication
slippage. Strand mispairing (DNA polymerase slippage) during DNA replication in the
parent strand (forward slippage) results in a deletion mutation. Diagram modified from
(Ellegren, 2004). 68 In addition to the process through which ESTR mutations occur, the stage of
development at which ESTR mutations arise is also of equal mechanistic importance. Data from numerous studies, analysing the ESTR mutation rate following acute
irradiation to X-rays at various stages of spermatogenesis, have shown that rates are
significantly elevated only in samples taken at 4, 5, or 6 and above weeks, post-
treatment (Dubrova et al., 1998a, 1998b; Barber et al., 2000). These time points
represent spermatogonia derived from mid and early pachytene, type B
spermatogonia and As spermatogonia, which are indicative of pre-meiotic
spermatogonia (Searle, 1974). replication-based method also provides a conceivable explanation regarding how
mutation frequencies remain elevated at ESTR loci across multiple generations
(Dubrova et al., 2000; Barber et al., 2002, 2006). In contrast, no measurable alterations in the frequency
of ESTR mutations were exhibited in post-meiotic spermatids procured from non-
dividing sperm cells of irradiated adult mice analysed either 1 week (Barber et al.,
2009) or 3 weeks (Dubrova et al., 1998a, 1998b; Barber et al., 2000) after exposure
(Figure 6). A collective analysis of these data therefore indicates a proclivity for all
radiation-induced ESTR mutations to arise at every stage of spermatogenesis
preceding metaphase I (Barber et al., 2000). In addition to induced mouse germline
mutations at the ESTR loci, a study by Hardwick and co-authors (2009) investigated the
spontaneous mutation process through the measurement of age-related changes in
mutation frequencies for male mice aged 12, 26, 48 and 96 weeks. The authors
highlighted an abundance of ESTR mutations accumulating in the sperm of older male
mice, whereby the number of age-related ESTR mutations correlate with that of cell
divisions occurring in the tissue. Considering that spermatogenesis is a continual
process throughout adulthood and possesses an exceedingly high proliferation activity
of stem cells (de Rooij & Russell, 2000), these findings seem to indicate that both
induced and spontaneous ESTR mutation rates correlate to the proliferation rate of the
tissues, whereby the age-related increases in ESTR mutation frequency can be
explained by an accumulation of replication-driven mutations. Consequently, tissues
which manifest a low mitotic index therein present lower ESTR mutation rates. Indeed, similar observations also correspond to induced and spontaneous ESTR
t ti
i
ti
ll
ESTR
t ti
t
i DNA
l
t k
f
b Indeed, similar observations also correspond to induced and spontaneous ESTR
mutations in somatic cells. ESTR mutation rates in DNA samples taken from bone
marrow and brain cells were similarly measured for age-related changes (Hardwick et
al., 2009), in addition to those induced by radiation (Barber et al., 2009). The relatively 69 small changes in mutation rate exhibited in bone marrow cells following acute
exposure to X-rays (Barber et al., 2009), coupled with the significant elevations
correlating with age, again correspond to the cellular replication proficiency of the
tissue, given that the percentage of actively dividing stem cells in mouse bone marrow
is very low (∼9.1/105 cells in BALB/c mice) (Muller-Sieburg & Riblet, 1996). 1.14.4 Methodology gy
Although most experimental data regarding mutagen-induced tandem repeat
mutations in the germline were generated using ESTR loci, the early studies relied
upon a pedigree-based approach to determine in vivo germline mutation rates in
offspring of test males (Dubrova et al., 1993, 1998a, 1998b, 2000a; Vilarino-Guell et al.,
2003). Pedigree-based studies however do not represent the most efficient method of
mutation detection, especially in human minisatellite studies where mutation rates are
in the region of 1% per gamete (Bois & Jeffreys, 1999). Similar limitations persist in
animal studies, including extended experimental timescales through mating and
birthing processes and, although drastically reduced, the issue of using an excessive
number of animals still continued. These issues were overcome through the
progressive development of PCR methodologies, initially through small-pool PCR (SP-
PCR) (Jeffreys et al., 1994) and later single-molecule PCR (SM-PCR) (Yauk et al., 2002). Such methodological advancements in mutation screening provide more robust
estimations regarding the effect of mutagens on individual mutation rates. Both supply
the capability to screen an unrestricted amount of novel germline and somatic alleles,
taken directly from genomic DNA of the same exposed individual in a single
experiment. Consequently, the number of animals required to undergo analysis has
drastically reduced, such that mutation frequencies can now be generated in response
to lower exposure doses (Dubrova et al., 2000a; Glen et al., 2008; Mughal et al., 2012),
and by using just five animals per exposure parameter (Yauk et al., 2002). replication-based method also provides a conceivable explanation regarding how
mutation frequencies remain elevated at ESTR loci across multiple generations
(Dubrova et al., 2000; Barber et al., 2002, 2006). Similarly,
ESTR mutation frequencies calculated from the brains of males irradiated in utero were
significantly elevated (Barber et al., 2009), whilst no discernible change in mutation
frequency appeared in non-proliferating adult brains either induced or in conjunction
with aging (Hardwick et al., 2009). Since the mitotic proliferation capabilities in an
adult brain are low to non-existent (Gross, 2000), with brain cells only undergoing
mitotic proliferation in utero, these data further signify such an association. Overall, these findings taken together constitute further evidence that ESTR mutations
arise almost entirely in replication-proficient cells, through a replication dependent
mechanism predominantly expected to be replication slippage. 70 Figure 6. Spermatogenesis. Originating in the males testes, spermatogenesis
represents the production of sperm and occurs continuously from puberty onwards
(six weeks after birth in mice), taking approximately 35 days. Male germ cells identified
as spermatogonia undergo many mitotic cell divisions generating diploid primary
spermatocytes. These cells then undergo meiosis I producing secondary
spermatocytes. Each secondary spermatocyte undergoes meiosis II to produce haploid
spermatids which subsequently mature into spermatozoa (reviewed in Cooke &
Saunders, (2002)). Figure adapted from Berne et al., (2005), 2n denotes diploid cells
while n denotes those which are haploid. Figure 6. Spermatogenesis. Originating in the males testes, spermatogenesis
represents the production of sperm and occurs continuously from puberty onwards
(six weeks after birth in mice), taking approximately 35 days. Male germ cells identified
as spermatogonia undergo many mitotic cell divisions generating diploid primary
spermatocytes. These cells then undergo meiosis I producing secondary
spermatocytes. Each secondary spermatocyte undergoes meiosis II to produce haploid
spermatids which subsequently mature into spermatozoa (reviewed in Cooke &
Saunders, (2002)). Figure adapted from Berne et al., (2005), 2n denotes diploid cells
while n denotes those which are haploid. 71 The Effects of ELF-MF and 1 Gy Acute X-ray Exposure on ESTR Mutation Spectrum This study aims to establish whether ELF-MF or 1 Gy acute X-rays alters the spectra of
ESTR mutation in the mouse germline and somatic tissues. Such analysis can provide
further evidence into the mechanisms involved in the generation of induced and
spontaneous mutations at these loci. The Effects of ELF-MF on Mutation Induction Given the profound differences in the mutagenic data generated following ELF-MF
irradiation, this study was specifically designed to evaluate the current poorly
understood genetic effects of ELF-MF exposure on ESTR mutation induction in vivo. By
establishing the effects of ELF-MF doses currently within the accepted reference limits
for a 50 Hz magnetic field (International Commission on Non-Ionizing Radiation
Protection, 2010), in both the mouse germline (sperm) and somatic tissues (blood) of
directly exposed male mice, the data generated can provide an experimentally based
assessment of the effects of ELF-MF exposure on mutation induction. Additionally, the pattern of ESTR mutation induction will be analysed in the germline
and somatic tissues of male mice exposed to 1 Gy acute X-rays, and the mutagenic
effects compared against those of ELF-MF exposure. 1.15 Aims and Objectives The Effects of ELF-MF on Mutation Induction 1.14.4.1 PCR Methodologies g
Such improved characteristics are accomplished through the bulk dilution of genomic
DNA (Jeffreys et al., 1994; Yauk et al., 2002). Initially, SP-PCR amplifies multiple
aliquots, each containing approximately 10-100 individual progenitor molecules
(Jeffreys et al., 1994). While SP-PCR has been used successfully in attaining several
reliable estimates of mutation rates in the regions of 10-3 and 10-4, the majority of
mutant alleles present indistinguishable length changes which, in the presence of
multiple progenitor molecules become difficult to quantify (Jeffreys et al., 1994). Similarly, the existence of PCR artefacts resulting from PCR amplification errors further
hinder the detection of genuine mutants expressing such low mutation rates. 72 Further refinement of the methodology culminated in the production of single-
molecule PCR (Yauk et al., 2002), whereby multiple reactions are established, each
containing on average at least one amplifiable ESTR molecule. Although this process
requires the preparation of more aliquots than SP-PCR, the amplification of a single
progenitor molecule is advantageous in that de novo mutant ESTR alleles are more
readily detected. Moreover, data obtained from ESTR analysis have been shown to
correlate with those generated by the previous techniques (Dubrova et al., 1998a),
thus proving that investigation through ESTR loci provides a reliable representation of
mutation induction throughout the genome. Initially implemented by Yauk and co-authors in 2002, SM-PCR has since been used in
conjunction with ESTRs to directly measure in vivo mutation frequencies in both
germline and somatic tissues following exposure to ionising radiation (Abouzeid Ali et
al., 2012; Mughal et al., 2012), and anticancer drugs (Glen et al., 2008). Therefore,
through implementing this system within the current study, we have evaluated the in
vivo effects of exposure to extremely low-frequency (50 Hz) magnetic fields on
mutation induction in the germline and somatic tissues of BALB/c x CBA/Ca F1 hybrid
male mice. 73 The Effects of ELF-MF and 1 Gy Acute X-ray Exposure on the Genome-wide Pattern of
Gene Expression Finally, this study aims to analyse and compare the genome-wide pattern of gene
expression in the ELF-MF and X-ray irradiated males. Acting as a pilot study, it aims to
validate the results obtained by the ESTR assay, while also providing a broader insight
into the effects of long-term acute exposure to ionising radiation. 74 2.1 Mice CBA/Ca males were mated with BALB/c females to produce a BALB/c x CBA/Ca hybrid
male mice F1 generation (Harlan, Bicester, UK). The BALB/c x CBA/Ca F1 hybrid males
were irradiated at 7 weeks old at the Public Health England, Centre for Radiation,
Chilton, UK. Somatic and germline tissues were collected from the hybrid males 12
weeks post-irradiation at Public Health England, UK. Prior to, and following exposures all mice were maintained in conventional housing
with a light/dark cycle of 12/12 hours. Rooms were maintained at 21 ± 2ºC, 45-56%
relative humidity with approximately 20 air changes per hour. All animal procedures were approved by the Local Ethical Review Committee and
performed under the Animals (scientific procedures) Act 1986. 2.2.1 Magnetic Field Exposure System g
p
y
The magnetic fields were generated using an exposure system (Figure 8) consisting of a
function generator (Hewlett Packard 3324A), a power amplifier (Kepco BOP-50-2M)
and a pair of horizontal Helmholtz coils. The horizontal coils (overall diameter of 54
cm) and vertical coils (overall diameter of 99 cm) were manufactured by the Clarendon
Laboratory, (University of Oxford, UK.). Each coil consisted of 150 turns of 20 standard
wire gauge (equivalent to 0.914 mm) copper wire wound on a frame made from Tufnol
resin. An earthed screen was wound around all coils to prevent stray electric fields. Upon field initiation, the required field intensity was stabilised within 60-120 seconds
(Figure 7). The magnetic field uniformity was measured using a 3-axis fluxgate magnetometer
(MAG-03 MC, Bartington Instruments, UK) connected to a digital voltmeter (Solatron
SL 6071). The Bartington fluxgate magnetometer was calibrated annually using
equipment traceable to national standards. A personal computer running custom-made software ensured the pre-set field
intensity (flux density) was maintained at ± 5% of the nominal at all times; the flux 75 density for each axis of the field was also recorded at approximately twenty second
intervals and any deviation then corrected. Mapping revealed that the generated field
was homogenous to ± 5% within the centre of the coils occupied by the mice. Figure 7. Field uniformity measurement. 50 Hz Extremely low-frequency magnetic
field uniformity for an exposure dose of 300 µT. The cages were placed 50 cm from th Figure 7. Field uniformity measurement. 50 Hz Extremely low-frequency magnetic
field uniformity for an exposure dose of 300 µT. The cages were placed 50 cm from the
base of the coil system ensuring that mice were centred in the most homogenous part
of the field (plotted area ‘0’). Field measurements were also taken at 6 and 12 cm
above ground level. a) Field uniformity measured from left to right. b) Field uniformity
measured from back to front. Figure 7. Field uniformity measurement. 50 Hz Extremely low-frequency magnetic Figure 7. Field uniformity measurement. 50 Hz Extremely low-frequency magnetic
field uniformity for an exposure dose of 300 µT. The cages were placed 50 cm from the
base of the coil system ensuring that mice were centred in the most homogenous part
of the field (plotted area ‘0’). Field measurements were also taken at 6 and 12 cm
above ground level. a) Field uniformity measured from left to right. 2.2.1 Magnetic Field Exposure System b) Field uniformity
measured from back to front. Figure 7. Field uniformity measurement. 50 Hz Extremely low-frequency magnetic
field uniformity for an exposure dose of 300 µT. The cages were placed 50 cm from the
base of the coil system ensuring that mice were centred in the most homogenous part
of the field (plotted area ‘0’). Field measurements were also taken at 6 and 12 cm
above ground level. a) Field uniformity measured from left to right. b) Field uniformity
measured from back to front. 76 During exposures, groups of five mice were housed in square, acrylic cages (30 x 30 x
14 cm; Vet Tech Solutions Ltd, Congleton, UK). The cages were placed 50 cm from the
base of the coil system ensuring that mice were centred in the most homogenous part
of the field. Each cage was provided with commercial, dust-free bedding material and
with free access to water and standard diet (SDS RM3; Lillico, UK). Mice were placed
within the cages immediately before exposure and returned to their home cages after
exposure. Animals were observed remotely during exposure using CCTV. 2.2.2 ELF-MF Exposure p
Exposures were performed using a vertical 50 Hz magnetic field at 10, 100 or 300 T
for 2 or 15 hours; the static (or DC) field was maintained at 42.7 µT, the average value
of the static field in the laboratory containing the exposure system. A further two
groups of 5 sham-exposed control mice were treated identically but without exposure
to 50 Hz magnetic fields. Treatments commenced at 09:30 for the 2 hour exposure periods and at 17:00 for the
15 hour exposures. Sham exposed control animals were treated identically but without
explicit 50 Hz magnetic field exposure. The average background 50 Hz magnetic was
less than 0.01 µT when measured over 24 hours using an EMDEX II magnetic field dose
meter. 2.2.3 X-ray Irradiation y
Groups of five mice were given whole-body, acute irradiation of 1 Gy of 250 kV X-rays,
delivered at a dose rate of 0.5 Gy min-1 as a positive control using a commercial, small
animal exposure system (HS System; AGO X-rays Ltd, Aldermaston, UK). During
exposure, mice were group housed in corrugated-plastic cages (31 x 27 x 14.5cm). One
further group of 5 sham-exposed control animals were again treated identically, but
without exposure to the whole-body, acute irradiation 1 Gy of X-rays. 77 Figure 8. Helmholtz Coil Exposure System. The Helmholtz coil exposure system
showing one of the acrylic exposure cages containing bedding, food and water. Figure 8. Helmholtz Coil Exposure System. The Helmholtz coil exposure system
showing one of the acrylic exposure cages containing bedding, food and water. 2.3 Tissues Blood and testes were taken 12 weeks post-irradiation and DNA samples were
extracted from both tissues and purified. Blood and testes were taken 12 weeks post-irradiation and DNA samples were
extracted from both tissues and purified. Sperm samples are used to estimate the frequency of ESTR mutation induction and
were taken at 12 weeks after exposure to ensure that the sperm samples were derived
from exposed As spermatogonia and stem cells (Searle, 1974) (Figure 6), which is
necessary since previous studies have illustrated that ESTR mutation is a replication-
based process involving polymerase slippage (Barber et al., 2004, 2009; Shanks et al.,
2008; Hardwick et al., 2009). Thus, the mutagenic effects of ELF-MF irradiation should
lead to the accumulation of ESTR mutations in tissues with a high mitotic index, such as
spermatogonia and stem cells. In order to establish the genetic effects of ELF-MF exposure on mutation induction
within the somatic tissues of mice, DNA samples were extracted from blood samples
taken from the same irradiated animals 12 weeks after exposure. 78 The lifespan of specific mature blood cell types is relatively short with approximately
1% of red blood cells being removed each day. Therefore the regeneration and
replacement of adult blood cells represents a continuous process throughout life,
originating with hematopoietic stem cells (HSC), located mainly in the bone marrow
(BM) niche of adult mammals and occurring through a series of progenitor stages. Hematopoietic stem cells are multi-potent and thus exist as the hierarchy of
progenitor cells. They possess the ability to differentiate into multi-lineage progenitors
and precursors, ultimately facilitating the emergence of more than ten different
individual adult blood cell lineages, each of which possesses unique functions. In
addition to their role in replenishing individual blood lineages, immortal HSCs also
maintain the blood system through the production of extra HSCs through their ability
to self-renew (Orkin & Zon, 2008). Figure 9. Hematopoiesis. A basic schematic illustrating the process through which
blood and immune cells are formed through the differentiation and proliferation of
multi-potent hematopoietic stem cells. Figure adapted from He et al., (2014). The
presence of HSCs and their exposure to hemopoietic growth factors prompt the
original division and differentiation into common myeloid and lymphoid progenitors,
while at least one daughter cell remains an HSC, allowing the process to continue. 2.3 Tissues These progenitors provide blood precursors programmed for uni-lineage
differentiation resulting in the production of megakaryocytes/thrombocytes,
erythrocytes, myeloblast cells (basophil, neutrophil and eosinophil),
monocyte/macrophage, and lymphocytes. Figure 9. Hematopoiesis. A basic schematic illustrating the process through which Figure 9 Hematopoiesis A basic schematic illustrating the process through which Figure 9. Hematopoiesis. A basic schematic illustrating the process through which Figure 9. Hematopoiesis. A basic schematic illustrating the process through which
blood and immune cells are formed through the differentiation and proliferation of
multi-potent hematopoietic stem cells. Figure adapted from He et al., (2014). The
presence of HSCs and their exposure to hemopoietic growth factors prompt the
original division and differentiation into common myeloid and lymphoid progenitors,
while at least one daughter cell remains an HSC, allowing the process to continue. These progenitors provide blood precursors programmed for uni-lineage
differentiation resulting in the production of megakaryocytes/thrombocytes,
erythrocytes, myeloblast cells (basophil, neutrophil and eosinophil),
monocyte/macrophage, and lymphocytes. Figure 9. Hematopoiesis. A basic schematic illustrating the process through which
blood and immune cells are formed through the differentiation and proliferation of
multi-potent hematopoietic stem cells. Figure adapted from He et al., (2014). The
presence of HSCs and their exposure to hemopoietic growth factors prompt the
original division and differentiation into common myeloid and lymphoid progenitors,
while at least one daughter cell remains an HSC, allowing the process to continue. These progenitors provide blood precursors programmed for uni-lineage
differentiation resulting in the production of megakaryocytes/thrombocytes,
erythrocytes, myeloblast cells (basophil, neutrophil and eosinophil),
monocyte/macrophage, and lymphocytes. 79 2.4 DNA Extraction All DNA extractions were performed in a category II laminar flow hood (Walker Safety
Cabinets Ltd, Glossop, UK) in order to minimise the risk of contamination by foreign
DNA molecules. 2.4.1 Blood Blood DNA was extracted using the Wizard Genomic DNA Purification Kit (Promega,
Southampton, UK). The blood samples (300 μL) were added to 900 μL Cell Lysis
Solution (Promega, Southampton, UK) and inverted 5-6 times to mix before being left
to incubate for 10 minutes at room temperature (RT). The samples were centrifuged
(30 seconds, 13,200 revolutions per minute (rpm)), (Eppendorf, Hamburg, Germany) to
separate the red blood cells and cell debris from the white blood cells. The
supernatant was removed without disturbing the pellet. The process of cell lysis was
repeated until the pellet contained only white blood cells (white pellet). Upon
generation of the white pellet, the white blood cells were re-suspended at 40 Hz on
the vortex mixer (ZX3, VELP Scientifica, Italy). 300 μL of Nuclei Lysis Solution (Promega,
Southampton, UK) was added and the samples mixed in order to lyse the white blood
cells. If cell clumps were still visible after mixing then the samples were incubated at
37oC in a circulating water bath (Grant, Cambridge, UK) until the clumps were
disrupted. Although, if the cell clumps remained after an hour then an additional 100
μL Nuclei Lysis Solution was added and the incubation was repeated. Once the cell
clumps had dissipated then 100 μL Protein Precipitation Solution (Promega,
Southampton, UK) was added and the sample mixed on the vortex (40 Hz, 10-20
seconds). Samples were then centrifuged (3 minutes, 13,200 rpm) to remove the
proteins. The supernatant was transferred to a new Eppendorf tube containing 300 μL
single molecule-PCR clean isopropanol and gently mixed. The mixture was then
centrifuged (3 minutes, 13,200 rpm) to separate the DNA. The supernatant was again
removed and the pellet was washed with 300 μL 70% ethanol before centrifugation
occurred again (3 minutes, 13,200 rpm). The supernatant was once more removed and
the pellet left to air dry for 15 minutes in the laminar flow hood. The pellet was finally
re-suspended in 50 μL DNA Rehydration Solution (Promega, Southampton, UK) and the
DNA left to rehydrate overnight (4oC). 80 2.4.2 Sperm 2.4.2 Sperm
Sperm DNA was extracted from the testes of the hybrid F1 male mice. Each DNA
extraction was performed on individual testicles and DNA from both testes combined
for each animal. Each testicle was placed in a sterile Petri dish and the excess fat
removed before being finely chopped. The disaggregated testicle was mixed with 1 mL
phosphate-buffered saline (PBS) and transferred through a size 80 mesh (Sigma-Aldrich
Company Ltd, Poole, UK) into an Eppendorf tube. Then 5 μL of the PBS/tissue solution
was transferred to a haemocytometer and visualised under a light microscope
(Olympus) to determine a sperm to somatic tissue ratio. The Eppendorf tubes were centrifuged (2 minutes, 13,200 rpm) and the supernatant
removed. Afterwards, they were centrifuged (30 seconds, 13,200 rpm) and the
remaining PBS removed again. Then 1 mL 1x Saline-Sodium Citrate (SSC) was added
and the samples mixed on the vortex (40 Hz) in order to re-suspend the pellet before
10 μL, 10% Sodium dodecyl Sulphate (SDS), (Fisher Scientific, Loughborough, UK) was
added. The samples were centrifuged (2 minutes, 13,200 rpm) to produce a pure white
pellet. The supernatant was removed and the samples centrifuged again (30 seconds,
13,200 rpm) and the residual liquid removed. Then 960 μL, 0.2x SSC was added and the
pellet re-suspended using the vortex mixer (40 Hz). The samples were once more
visualised under the light microscope to ensure that no somatic cells were present. Then 70 μL β-Mercaptoethanol (Sigma-Aldrich Company Ltd, Poole, UK), 100 μL, 10%
SDS and 20 μL, 25 mg/mL Proteinase K (Sigma-Aldrich Company Ltd, Poole, UK) were
added and the tubes incubated at 37oC in a circulating water bath for between 2-3
hours. After incubation, the samples were transferred to QiagenMaXtract tubes
(Qiagen, Crawley, UK) and the DNA extracted in 1 mL Phenol/Chloroform mix (Sigma-
Aldrich Company Ltd, Poole, UK) before centrifugation (5 minutes, 3,100 rpm). The
supernatant was removed and an additional 1 mL of Chloroform was added followed
again by centrifugation (5 minutes, 3,100 rpm). The DNA was transferred into a new 15
mL tube (Corning Incorporated, USA) containing 2-3 volumes of 100% ethanol and 250
μL, 10% 3M NaAc (pH 5.2). The DNA was then transferred again to an Eppendorf tube
containing 500 μL 80% ethanol and centrifuged (30 seconds, 13,200 rpm). 2.5 DNA Digestion and Precipitation Approximately 5 μg of each DNA sample was digested with 1x NEB buffer 2, 20 ng
Bovine Serum Albumin (BSA) and 25 U MseI restriction enzyme (New England Biolabs
(NEB), Hitchin, UK) for 2 hours at 37oC in a circulating water bath. MseI cleaves outside
the ESTR array and distal to the PCR primer sites used for PCR amplification, therefore
it was used to render genomic DNA fully soluble prior to dilution. DNA was
precipitated in 40 μL, 100% ethanol and 10%, 3 M NaAc (pH5.2) and frozen (>2 hours, -
80oC). The tubes were centrifuged (20 minutes, 13,200 rpm) before being rotated 180o
and centrifuged again (20 minutes, 13,200 rpm). The supernatant was removed and
the DNA pellet washed with 50 μL, 80% ethanol and centrifuged (30 seconds, 13,200
rpm). The supernatant was removed and the pellet air dried for 15 minutes. The pellet
was then re-suspended in 50 μL SM-PCR clean ultra-pure water. The yield of digested
DNA was measured. 2.4.2 Sperm The 80%
ethanol was removed and the DNA left to air-dry for approximately 15 minutes in the 81 laminar flow hood. Finally, the DNA was re-suspended in 50 μL SM-PCR clean ultra-
pure H2O (ultra-pure water that has been UV irradiated). 2.6 DNA Quantification Q
The digested DNA concentration was estimated using an ND-1000 Spectrophotometer
(NanoDrop Technologies, Ringmer, UK). When possible the DNA samples were diluted
in a separate Eppendorf tube to a concentration of approximately 10 ng/μL using SM-
PCR clean ultra-pure water. 2.7 Single-Molecule PCR Optimisation g
p
The 10 ng/μL DNA stock was diluted in order to establish a concentration whereby one
haploid genome and thus one amplifiable ESTR molecule was present in each reaction. To achieve this, the stock DNA was diluted with dilution buffer (DB) (5 mM Tris-HCl (pH
7.5), 5 μg/mL Salmon sperm DNA) to a variety of concentrations (Table 10). Eight
reactions, each containing 1 μL diluted DNA were established for their respective
concentrations. They were then all amplified (PCR), blotted and an autoradiograph
image obtained. 82 Table 10. SM-PCR optimisation
DNA Concentration
Volume DNA (stock) : Volume DB (μl)
500 pg
1 (10 ng) : 19
100 pg
2 (500 pg) : 8
50 pg
1 (500 pg) : 9
20 pg
2 (500 pg) : 48
10 pg
10 (20 pg) : 10
5 pg
5 (20 pg) : 5
2 pg
1 (20 pg) : 9
The DNA concentrations for SM-PCR optimisation and the volumes of DNA and dilution
buffer (DB) used. Table 10. SM-PCR optimisation 2.8 Poisson Analysis at the Single Molecule Level
Using the Hi Fidelity PCR system (Roche) with Betaine, the concentrations obtained
from the optimisation assays were used to establish a new set of data. 10 μL reactions
were set up for the single-molecule concentration in 96 reactions, which were then
amplified, blotted and an autoradiograph produced (Figure 11). 2.8 Poisson Analysis at the Single Molecule Level 2.8 Poisson Analysis at the Single Molecule Level
Using the Hi Fidelity PCR system (Roche) with Betaine, the concentrations obtained
from the optimisation assays were used to establish a new set of data. 10 μL reactions
were set up for the single-molecule concentration in 96 reactions, which were then
amplified, blotted and an autoradiograph produced (Figure 11). The amounts of amplifiable molecules were noted and their location on the PCR plate
identified. In order to collate robust estimates of individual ESTR mutation frequencies
in each animal, an average of approximately 150 amplifiable molecules were required
to be obtained and analysed for each tissues for each individual mouse (Barber et al.,
2006, Glen et al., 2008, Glen & Dubrova, 2012). Therefore, DNA amplification was
performed until a sufficient number of Ms6-hm molecules were ascertained. 2.9 Mutation Scoring g
Positive PCR products were resolved on 40 x 20 cm agarose gels. Longer gels were
used to ensure the progenitor alleles separated sufficiently thereby providing an
appropriate resolution in order to detect the Ms6-hm mutants. 2.10 Statistical Analysis y
ESTR mutation frequencies, 95% confidence intervals and standard errors were
estimated from the Poisson distribution using a modified version of an approach
previously described (Zheng et al., 2000a). To assist data analysis, a database was
compiled for each animal representing the individual exposure parameters using
Microsoft Excel 2010. Adobe Photoshop CS4 was employed in the preparation of
figures included in this thesis. Statistical analysis was performed using software written 83 using Microsoft Basic by Professor Y.E Dubrova alongside programs STATISTICA and
SYSTAT. 2.11.1 Polymerase Chain Reaction Since single-molecule PCR involves the dilution of bulk genomic DNA and the
amplification of multiple samples, each containing approximately one amplifiable ESTR
molecule, the Ms6-hm ESTR locus was amplified in 10 μL reactions. The Ms6-hm ESTR
locus consists of a pentanucleotide repeat GGGCA (Kelly et al., 1989; Gibbs et al.,
1993), therefore amplification was performed using 0.4 μM flanking primers HM1.1F
(5′ - AGA GTT TCT AGT TGC TGT GA - 3′) and HM1.1R (5′ - ATG CCT TAG AAC TGA CTC
TC - 3′) primers (Sigma-Aldrich, Poole, U.K.), 10x buffer (Roche Molecular Biochemicals,
USA), 200 μM dNTPs (Roche), 1 M Betaine, 3.4 μL SM-PCR clean ultra-pure water and
0.035 U μl-1 of the Expand High Fidelity PCR System (Roche, Mannheim, Germany). Amplification was carried out in 0.2 ml thin-walled PCR tube strips consisting of 8 wells
(Thermo Scientific, Ashford, UK). Using a PCT-225 Tetrad PCR machine (Bio-Rad, Hemel
Hempstead, UK), the PCR program consisted of heated lids to denature the DNA for 3
minutes at 96°C before 29 cycles of, 96°C for 20 seconds, 58°C for 30 seconds and
68°C for 3 minutes were performed. The program terminated with a final cycle of 68 °C
for 10 minutes. Since single-molecule PCR involves the dilution of bulk genomic DNA and the
amplification of multiple samples, each containing approximately one amplifiable ESTR
molecule, the Ms6-hm ESTR locus was amplified in 10 μL reactions. The Ms6-hm ESTR
locus consists of a pentanucleotide repeat GGGCA (Kelly et al., 1989; Gibbs et al.,
1993), therefore amplification was performed using 0.4 μM flanking primers HM1.1F
(5′ - AGA GTT TCT AGT TGC TGT GA - 3′) and HM1.1R (5′ - ATG CCT TAG AAC TGA CTC
TC - 3′) primers (Sigma-Aldrich, Poole, U.K.), 10x buffer (Roche Molecular Biochemicals,
USA), 200 μM dNTPs (Roche), 1 M Betaine, 3.4 μL SM-PCR clean ultra-pure water and
0.035 U μl-1 of the Expand High Fidelity PCR System (Roche, Mannheim, Germany). Amplification was carried out in 0.2 ml thin-walled PCR tube strips consisting of 8 wells
(Thermo Scientific, Ashford, UK). Using a PCT-225 Tetrad PCR machine (Bio-Rad, Hemel
Hempstead, UK), the PCR program consisted of heated lids to denature the DNA for 3
minutes at 96°C before 29 cycles of, 96°C for 20 seconds, 58°C for 30 seconds and
68°C for 3 minutes were performed. The program terminated with a final cycle of 68 °C
for 10 minutes. 2.11.4 Southern Blot Gels were removed from their running tanks and inverted into plastic trays. They were
rinsed with depurinating solution (0.25 M HCl, 2 x 5 minutes), denaturing solution
(0.5M NaOH and 1 M NaCl, 2 x 10 minutes) and finally in neutralising solution (0.5M
Tris and 3M NaCl, 2 x 5 minutes). DNA was transferred to a MAGNA nylon transfer
membrane (Gilson Scientific Ltd, Luton, UK) by capillary transfer method (Southern,
1975). The MAGNA nylon transfer membrane had been soaked in 2x SSC (0.3M NaCl
and 0.03M Na-citrate) prior to transfer and 20x SSC was used as the transfer buffer
while 3MM Whatmann filter paper (Munktell, Falun, Sweden) was used to facilitate
uptake of DNA to the membrane. After a minimum of 5 hours the nylon membrane
was removed and rinsed in 2x SSC. The membrane was dried (10 minutes, 80°C) before
the DNA was covalently cross-linked to the membrane using a UV crosslinker (Hoefer)
at 7x104 J/cm2. 2.11.3 Long Agarose Gel Electrophoresis 2.11.3 Long Agarose Gel Electrophoresis 2.11.3 Long Agarose Gel Electrophoresis
This type of gel electrophoresis was used for mutation scoring analysis. Prior to
electrophoresis the gel tanks require balancing to ensure that the DNA fragment does
not electrophorese out of the gel and into the running buffer. 1% agarose gels, 40 x 20
cm in size were produced through the addition of 6 g of Seakem Le Agarose and 600
mL 1x TBE buffer (44.5 mM Tris-borate pH 8.3, 1 mM EDTA and 0.5 μg/mL Ethidium
Bromide). Each gel consisted of 1 row of 27 wells. 5 μL of each positive PCR reaction
was loaded alongside 1 μg, 1 kb ladder and 200 ng, 200 bp ladder (Promega,
Southampton, UK), which were loaded to determine the migration distance and the
size of the DNA fragments, respectively. Gel electrophoresis occurs in 1x TBE buffer
running buffer at 200 volts for approximately 24 hours; until the 1.6 kb band of the 1kb
ladder had migrated off the bottom of the gel. This type of gel electrophoresis was used for mutation scoring analysis. P This type of gel electrophoresis was used for mutation scoring analysis. Prior to
electrophoresis the gel tanks require balancing to ensure that the DNA fragment does
not electrophorese out of the gel and into the running buffer. 1% agarose gels, 40 x 20
cm in size were produced through the addition of 6 g of Seakem Le Agarose and 600
mL 1x TBE buffer (44.5 mM Tris-borate pH 8.3, 1 mM EDTA and 0.5 μg/mL Ethidium
Bromide). Each gel consisted of 1 row of 27 wells. 5 μL of each positive PCR reaction
was loaded alongside 1 μg, 1 kb ladder and 200 ng, 200 bp ladder (Promega, Southampton, UK), which were loaded to determine the migration distance and the
size of the DNA fragments, respectively. Gel electrophoresis occurs in 1x TBE buffer
running buffer at 200 volts for approximately 24 hours; until the 1.6 kb band of the 1kb
ladder had migrated off the bottom of the gel. 2.11.2 Short Agarose Gel Electrophoresis This type of gel electrophoresis was used in the separation of DNA products for the
SM-optimisation and Poisson analysis. 1% agarose gels, 25 x 24 cm in size were
produced through the addition of 3 g of Seakem Le Agarose (Lonza, Rockland, Maine,
USA) and 300 mL 0.5x TBE buffer (22.5 mM Tris-borate (pH 8.3) and 0.5 mM EDTA). Each gel consisted of 4 rows of 26 wells into which 5 μL of DNA was loaded, alongside
2 wells of 200 ng of 1 kb DNA ladder (Invitrogen, Paisley, UK) per row. The DNA
samples each had 5 μL loading dye (5x TAE, 12.5% Ficoll 400, (Sigma-Aldrich Company
Ltd, Poole, UK) and 0.1% Bromophenol blue added prior to loading to enable the DNA
fragments to be observed. The gels were electrophoresed in 0.5x TBE running buffer,
at 200 volts for 1.25 hours; until the blue loading dye had migrated three quarters of
the way down the well track. 84 2.11.6 Probe Recovery 2.11.6 Probe Recovery
Incubation was stopped by adding 70 μL Oligo-stop solution (5M NaCl, 1M Tris (pH
7.5), 0.5M EDTA, 10% SDS, 10 mM dCTP, H2O). The labelled DNA was then precipitated
with 90 μg salmon sperm DNA, 30 μL, 2M NaAc (pH 5.6) and 425 μL, 100% ethanol. The
solution was centrifuged (3 minutes, 13,200 rpm) and the supernatant discarded into a
beaker of detergent. The pellet was washed with 80% ethanol and centrifuged (1
minute, 13,200 rpm) before the supernatant was again removed into a beaker of
detergent. The pellet was re-suspended in 600 μL ultra-pure water. The appropriate
labelled ladders, (30 μL, 1 kb for short gel, 30 μL, both 1 kb and 200 bp for long gels)
were added to the labelled Ms6-hm probe which was boiled (6 minutes, 100oC) to
denature the DNA prior to hybridisation. The probes were finally added to ~10 mL
Church buffer (0.5 M Na-Phosphate, 7% SDS and 1 mM EDTA (Fisher Scientific,
Loughborough, UK) and then to the hybridisation bottles containing the membranes. 2.11.5 Probe Labelling g
Double stranded Ms6-hm probe DNA was produced via PCR using the primers HMA (5′
- GGGCA GGGCA GGGCA GGGCA GG - 3′) and HMB (5′ - TGCCC TGCCC TGCCC TGCCC -
3′), (Sigma-Aldrich, Poole, U.K.). The Ms6-hm probe (20 ng), the 1 kb (40 ng) and the
200 bp (40 ng) ladder probes were all labelled with 1.5 μL α-32P-dCTP (PerkinElmer,
Austria), for both the short and long agarose gel membranes. 85 Ms6-hm DNA (20 ng) was added to H2O to make a volume of 30 μL. The tubes were
boiled for 6 minutes to denature the DNA. Then 12 μg BSA, 6 μL Oligo-labelling buffer,
8.16 U Klenow DNA polymerase (United States Biochemical Corp (USB), Cleveland,
USA) and 1.5 μL of α-32P-dCTP were added. The tubes were incubated for a minimum
of 5 hours at room temperature (RT). 2.11.7 Hybridisation y
The DNA-bound MAGNA nylon transfer membranes were rolled between two nylon
meshes and placed into the hybridisation bottles along with ~15 mL Church
buffer(0.5M Na Phosphate, 7% SDS, 1 mM EDTA). The membranes were then pre-
hybridised (20 minutes, 65°C) in a Mini 10 hybridisation oven (Thermo Scientific,
Ashford, UK). Upon recovery of the probes (Probe Recovery section) the Church buffer was removed
and the labelled DNA probes were added to ~10 mL Church buffer and then to the
hybridisation bottles containing the membranes. The probes were then left to
hybridise to the DNA-bound membranes (>5 hours, 65°C) in the Mini 10 hybridisation
oven. 86 Once the labelled probes had hybridised to the DNA-bound nylon membrane the
unbound probes were removed through washing. Phosphate wash solution (0.04M Na-
Phosphate, 0.5% SDS) was added to the hybridisation bottle firstly for 1 minute (RT)
before being removed and secondly for 10 minutes (65°C). High stringency wash
solution (0.1x SSC and 0.01% SDS) was then used for further 10 minute washes (65°C)
until the radioactivity levels were ~10 counts per second (cps), (Mini 900 Ratemeter,
Thermo Scientific, Ashford, UK). 2.11.8 Autoradiography g
p y
The membranes were then removed from the hybridisation bottles and washed (~500
mL, 2x SSC) and covered in Saran wrap. The membrane was taped, DNA side up, into
an autoradiograph cassette (Genetic Research Instrumentation GRI, Braintree, UK)
containing an intensifying screen and a Fuji Rx100 X-ray film inserted. The radioactivity
level of the membrane determined the length of time for which the cassette was
stored at -80oC, (>50cps = 2-3 hours or <50cps = overnight). The films were developed using manual dip tanks instead of a developing machine in
order to maintain control over the amount of film development. The cassettes were
removed from the -80oC freezer and placed into a drying oven for 10 minutes. Films
were removed from the cassette and initially placed into the Developing solution (RG-
X-ray developer, Champion Photochemistry, Malaysia) before the developing reaction
was terminated by the Stop solution (13.5 litres H2O, 135 mL Acetic acid (Acros
Organics, Geel, Belgium) and finally the image was fixed onto the film by placing it into
the Fixer solution (RG-X-ray fixer, Champion Photochemistry, Malaysia) until the film
appeared clear. 2.11.9 Mutation Scoring and Sizing of ESTR Mutants 2.11.9 Mutation Scoring and Sizing of ESTR Mutants
All de novo ESTR mutants pertaining to each tissue, exposure dose and time point,
along with the age-matched sham-treated controls and X-ray irradiated males were
reliably scored twice through two independent markers. Mutants were scored by eye
as novel DNA fragments demonstrating a shift of at least 1 mm relative to the
progenitor allele. Smaller length-changes however were not scored as they could not
be reliably scored consistently. The parental and mutant allele sizes were estimated in All de novo ESTR mutants pertaining to each tissue, exposure dose and time point, 87 accordance with the method employed by Southern (1979) with the 200 bp DNA step
ladder (Promega, UK) used as a reference. accordance with the method employed by Southern (1979) with the 200 bp DNA step
ladder (Promega, UK) used as a reference. 2.12.1 RNA Extraction Two kidneys per animal (5x biological replicates per group), of the indicated
treatments were collected and fast frozen in liquid nitrogen before being stored at -
80oC. In all instances, RNA samples were extracted individually from two kidneys taken from
each animal and pooled. RNA extractions were performed using a modified protocol of
the TRIzol reagent (SIGMA-ALDRICH, St Louis, USA) method, whereby the TRIzol
reagent is a mixture of guanidine thiocyanate and phenol in a monophase solution
which dissolves DNA, RNA and protein upon homogenisation or lysis of tissue
(Chomczynski & Sacchi, 1987, 2006). Prior to homogenisation of tissues, the working area and Diethylpyrocarbonate
(DEPC)-treated sterilised homogeniser probe were cleaned with RNaseZap (Ambion,
Life Technologies Ltd, Paisley, UK) to ensure RNase-free working conditions. The
homogeniser probe was assembled into the Multi-Gen 7 homogenizer (PRO Scientific
Inc., Oxford, CT, USA) and cooled in dry ice for 30-40 seconds prior to use. The kidneys
were retrieved onto dry ice and transferred individually into a sterile 15 mL centrifuge
tube containing 7 mL TRIzol reagent, (10-100 mg of tissue per mL TRIzol reagent). Upon addition, the kidney was homogenised for 20 seconds and left for 5 minutes at
room temperature. After incubation, 1.4 mL 1-bromo-3-chloro-propane (Sigma B9673),
(200 µL per mL TRIzol reagent), was added to lessen genomic DNA contamination. The
TRIzol lysate was then vigorously mixed on the vortex at full speed for 30 seconds, and
left for a further 3 minutes at room temperature. Afterwards, the contents of the tube
were aliquoted into 8 labelled 1.5 mL RNase-free Eppendorf tubes and phase-
separated through centrifugation (10 minutes, 12000 relative centrifugal force (rcf),
4oC, cooled at 4 oC before use). The RNA containing upper aqueous phase was
transferred to a 1.5 mL RNase-free Eppendorf tube containing 560 µL isopropanol
(Sigma), (1 µL per 1 µL aqueous phase), while the DNA and protein containing phases; Prior to homogenisation of tissues, the working area and Diethylpyrocarbonate
(DEPC)-treated sterilised homogeniser probe were cleaned with RNaseZap (Ambion,
Life Technologies Ltd, Paisley, UK) to ensure RNase-free working conditions. The
homogeniser probe was assembled into the Multi-Gen 7 homogenizer (PRO Scientific
Inc., Oxford, CT, USA) and cooled in dry ice for 30-40 seconds prior to use. The kidneys
were retrieved onto dry ice and transferred individually into a sterile 15 mL centrifuge
tube containing 7 mL TRIzol reagent, (10-100 mg of tissue per mL TRIzol reagent). 2.13 RNA Quantification Q
After extraction, 5 µL of each RNA sample was transferred to a new Eppendorf tube
and the total RNA concentration quantified using an ND-1000 Spectrophotometer
(Thermo Fisher Scientific, USA). 2.12.1 RNA Extraction Upon addition, the kidney was homogenised for 20 seconds and left for 5 minutes at
room temperature. After incubation, 1.4 mL 1-bromo-3-chloro-propane (Sigma B9673),
(200 µL per mL TRIzol reagent), was added to lessen genomic DNA contamination. The
TRIzol lysate was then vigorously mixed on the vortex at full speed for 30 seconds, and
left for a further 3 minutes at room temperature. Afterwards, the contents of the tube
were aliquoted into 8 labelled 1.5 mL RNase-free Eppendorf tubes and phase-
separated through centrifugation (10 minutes, 12000 relative centrifugal force (rcf),
4oC, cooled at 4 oC before use). The RNA containing upper aqueous phase was
transferred to a 1.5 mL RNase-free Eppendorf tube containing 560 µL isopropanol
(Sigma), (1 µL per 1 µL aqueous phase), while the DNA and protein containing phases; 88 interphase and the organic phase were discarded. The RNA isolates were inverted 20
times to mix and left at room temperature for 10 minutes. They were then centrifuged
(10 minutes, 12000 rcf, 4 oC) to form an RNA pellet. The samples were collected on ice,
the supernatant discarded and the RNA pellet washed with 1 mL, (-20 oC), 75% RNase-
free ethanol (3:1 ethanol/DEPC water). Samples were again centrifuged (5 minutes,
12000 rcf, 4 oC) and the RNA pellet was again collected on ice before the ethanol was
discarded and the wash repeated. After centrifugation (5 minutes, 12000 rcf, 4 oC), the
samples were left in the centrifuge (4 oC) for a further 5 minutes before collection,
again on ice. The ethanol was removed completely and the RNA pellet air dried for 5
minutes on ice. The RNA pellets were re-suspended in 80-150 µL nuclease-free water
(1/1000 final, DEPC/H2O), depending on their size. Upon complete re-suspension the
RNA sample was temporarily pooled into a single solution to measure the
concentration and integrity. Afterwards, each RNA sample was stored at -80oC. 2.13.1 RNA Integrity Measurement g
The integrity of the RNA samples was assessed on an Agilent 2100 Bioanalyzer (Agilent
Technologies, Wokingham, UK) using an Agilent RNA 6000 Nano Kit (Agilent
Technologies, Inc. Waldbronn, Germany). Each Agilent RNA 6000 Nano Kit contains
multiple RNA Nano Chips, each of which is equipped with an interconnected set of
micro-channels that is used for size-dependant separation of the nucleic acid
fragments as they are driven through it electrophoretically. Each RNA sample’s
integrity is evaluated through the production of a RNA Integrity Number (RIN). The RIN
index provides a quantitative value ranging from 1 to 10 that facilitates the assessment
of the RNA integrity through classification of the eukaryotic total RNA (Schroeder et al.,
2006). The resulting electropherogram exhibits at least two distinct peaks representing
the 18S and 28S ribosomal RNA (Figure 10). Prior to evaluation, all Agilent RNA 6000 Nano Reagents equilibrated to room
temperature for 30 minutes, while each RNA sample was diluted to 250 ng/µL using 89 RNase-free water. The RNA ladder had been previously heat denatured (70oC, 2
minutes) and stored at -80oC. Prior to the preparation of the gel matrix, the RNA 6000 Nano gel matrix, required
filtering, 550 µL of was pipetted into a spin filter and centrifuged (1500 rcf, 10 minutes,
room temperature). Thereafter, 65 µL of the filtered gel was aliquoted into a 1.5 mL
RNase-free Eppendorf tube whilst the remaining filtered gel was stored at 4oC for up to
4 weeks. The RNA 6000 Nano dye concentrate was then vortexed for 10 seconds and
centrifuged before 1 µL was added to the 65 µL filtered gel. The subsequent gel-dye
solution was mixed on a vortex and centrifuged (13000 rcf, 10 minutes, room
temperature) and stored at room temperature while a new RNA 6000 Nano chip was
added to the chip priming station. 9 µL of the gel-dye mix was added to the Nano chip
into the well-marked (G). The chip priming station was then closed and the syringe
plunger pressed down for exactly 30 seconds before being released. Five seconds after
release the plunger was replaced to the starting position and the chip priming station
opened once more. A further 9 µL of the gel-dye mix was then added into the two
wells marked (G) of the Nano chip and the remaining gel-dye solution discarded. 2.14.1 Template total RNA with Spike-In After extraction, each sample was diluted to a total RNA concentration 40 ng/µL and
1.5 µL transferred to a new 1.5 mL RNase-free microcentrifuge tube, on ice, ready for
amplification and labelling. Before use the RNA Spike-In One Colour Mix (Agilent Technologies Inc, TX 78612, USA)
was vigorously mixed on a vortex mixer and heated in a circulating water bath (37oC, 5
minutes). Upon removal the RNA Spike Mix was once again vigorously mixed on a
vortex mixer and briefly centrifuged ready to prepare the serial dilutions for Cyanine 3-
labelling. The RNA Spike Mix was serial diluted in 1.5 mL RNase-free microcentrifuge
tubes as per the manufacturer’s instructions, (1st 1:20, 2nd 1:25, 3rd 1:20, 4th 1:4),
whereby the fourth dilution is at a 40000-fold final dilution. 2 µL of the fourth dilution
was added to a new 1.5 mL RNase-free microcentrifuge tube containing 1.5 µL total
RNA, resulting in a total volume of 3.5 µL and 25 ng total RNA. The first dilution of the
spike mix was stored for up to 2 months at -80oC while the others were discarded. 2.13.1 RNA Integrity Measurement Next,
5 µL of RNA 6000 Nano maker was pipetted into all 12 sample wells in addition to the
ladder well. RNA samples were denatured (70 oC, 2 minutes) immediately prior to
loading, where 1 µL of denatured RNA sample was added to each of the 12 sample
wells and 1 µL of the prepared ladder was pipetted into the ladder well. If any wells
remained unused a further 1 µL of the Nano Marker was added. Once all the wells had
been loaded, the chip was removed from the priming station and placed in the adapter
of the IKA vortexer. The chip was then vortexed for 1 minute at 2400 rpm and placed
into the Agilent 2100 Bioanalyzer for scanning. 90 Figure 10. RNA Electropherogram. An electropherogram illustrating the total RNA
peaks of the successful sample X-1.10. The RIN index for the sample shown is 9.7. Characteristic regions for ribosomal peaks and the lower marker are displayed. Figure 10. RNA Electropherogram. An electropherogram illustrating the total RNA
peaks of the successful sample X-1.10. The RIN index for the sample shown is 9.7. Characteristic regions for ribosomal peaks and the lower marker are displayed. 91 2.14 One-Colour Microarray-based Gene Expression Analysis
Through the use of T7 RNA Polymerase Blend and Cyanine 3-CTP Dye Pack (Agilent
Technologies Inc, TX 78612, USA), the Agilent Low Input QuickAmp Labelling Kit
(Agilent Technologies Inc, TX 78612, USA) generates fluorescently labelled cRNA. The
gene expression in experimental and control samples was measured through the
hybridisation of the fluorescent cRNA onto Agilent SurePrint G3 format 8x60k
microarray slides (Agilent Technologies Inc, TX 78612, USA). One-color arrays result in
absolute fluorescence intensities, which are assumed to be monotonically (if not
linearly) related to the abundance of mRNA species complementary to the probes on
the array. 2.14.2 Cyanine 3-Labelling 0.8 µL T7 Primer Mix was added to 1 µL nuclease-free water and the resulting 1.8 µL
solution aliquoted into the tube containing the total RNA and RNA spike-in forming a
total volume of 5.3 µL. The primer and template mix was denatured in a circulating
water bath (65oC, 10 minutes), collected on ice and incubated for 5 minutes. While the
primer-template mix was incubating on ice, the 5x First Strand Buffer was pre-warmed
in a heat block (80oC, 4 minutes) to ensure adequate re-suspensions of the buffer 92 components. Afterwards, the 5x First Strand Buffer was briefly mixed on the vortex
and centrifuged. Upon re-suspension, the 5x First Strand Buffer was added along with
the other components in Table 11 to form the cDNA master mix. components. Afterwards, the 5x First Strand Buffer was briefly mixed on the vortex
and centrifuged. Upon re-suspension, the 5x First Strand Buffer was added along with
the other components in Table 11 to form the cDNA master mix. Table 11. cDNA master mix
Components
Volume (µL) per reaction
5x First Strand Buffer
2
0.1 M DTT
1
10 mM dNTP Mix
0.5
Affinity Script RNase Block Mix
1.2
Total Volume
4.7
The components and required volume of each required in the cDNA master mix for
each RNA sample. The components and required volume of each required in the cDNA master mix for
each RNA sample. 4.7 µL of cDNA master mix was added to each sample tube, bringing the total volume
to 10 µL, and mixed. The samples were then incubated in a circulating water bath
(40oC) for two hours. After the incubation period, the samples were moved to another
circulating water bath at 70oC for a further 15 minutes and finally incubated on ice for
5 minutes. While the samples were incubating on ice, the Transcription Master Mix
was prepared (Table 12). Table 12. Transcription master mix
Components
Volume (µL) per reaction
Nuclease-free water
0.75
5x Transcription Buffer
3.2
0.1 M DTT
0.6
NTP Mix
1
T7 RNA Polymerase Blend
0.21
Cyanine 3-CTP
0.24
Total Volume
6
The components and required volume of each required in the Transcription master mix
for each RNA sample. Table 12. Transcription master mix 6 µL of transcription master mix was added to each sample tube resulting in a total
volume of 16 µL for each reaction. 2.14.3 Cy3-RNA Clean-up 2.14.3 Cy3-RNA Clean-up Prior to the first use of Buffer RPE 4 volumes (44 mL) 100% ethanol was added to
produce a working solution. Upon removal from the water bath, on ice, 84 µL RNase-free water was added to each
cRNA sample ensuring a total starting volume of 100 µL. Afterwards, 350 µL Buffer RLT
was added and the solutions well mixed before 250 µL 100% ethanol was added to the
diluted RNA and mixed by pipetting the solution up and down. The sample was then
transferred to an RNeasy Mini spin column which had been supplied with a 2 mL
collection tube attached and centrifuged (30 seconds, 13 rcf, 4oC). The flow-through
was discarded along with the collection tube, and the spin column replaced back into a
new 2 mL collection tube before 500 µL Buffer RPE was added to the spin column. The
samples were again centrifuged (30 seconds, 13 rcf, 4oC) and the flow-through once
more discarded, however the spin column was replaced back into the same collection
tube before a further 500 µL Buffer RPE was added to the column. Samples were again
centrifuged (1 minute, 13 rcf, 4oC) and the flow-through and collection tube again
discarded. The spin column was transferred to a new collection and spun again (30
seconds, 13 rcf, 4oC) in order to remove any Buffer RPE potentially left on or near the
rim of the column alongside any left on the outside of the column. Again the collection
tube was discarded and the spin column placed into a fresh 1.5 mL collection tube. The
purified cRNA samples were eluted through the addition of 30 µL RNase-free water
directly onto the RNeasy filter membrane. The samples were left for 1 minute on ice
before centrifuged (30 seconds, 13 rcf, 4oC). The RNeasy spin column was discarded
and the cRNA sample placed on ice ready for quantification. 2.14.2 Cyanine 3-Labelling The samples were mixed and once again incubated
in a circulating water bath (40oC) for two hours. Following incubation, the newly
amplified, cyanine 3-labelled was purified using Qiagen RNeasy Mini Kit (Qiagen Inc.,
Valencia CA) and the manufacturer’s recommended protocol. 93 2.15 Quantifying cRNA 2.15 Quantifying cRNA
Dye incorporation and cRNA yield for all cRNA samples were quantified using the
NanoDrop ND-1000 UV-VIS Spectrophotometer. Again, 5 µL of each cRNA sample was removed into a new sterile RNase-free Eppendorf
tube and the NanoDrop software initialised. The microarray measurement tab was
selected and the RNA-40 sub-tab was selected as the sample type. The instrument was
initially blanked with 1.5 µL of the same nuclease-free water used to elute the cRNA
samples. Thereafter, 1.5 µL of each sample was loaded on the instrument sample 94 loading area and the following categories recorded; Cyanine 3 dye concentration
(pmol/µL), RNA absorbance ratio (260 nm/280 nm) and cRNA concentration (ng/µL). loading area and the following categories recorded; Cyanine 3 dye concentration
(pmol/µL), RNA absorbance ratio (260 nm/280 nm) and cRNA concentration (ng/µL). Through the use of these three categories and Equations 3 and 4, the cRNA yield (µg)
and specific activity of each sample was determined. Equation 4 The Agilent SurePrint G3 format 8x60k slides are formatted with 8 sub-arrays printed
on each 1-inch x 3-inch glass slide. The minimum cRNA yield (µg) loaded onto each
slide was 0.825 while the minimum specific activity (pmol Cy3 per µg cRNA) was 6. Any
samples that did not meet these requirements were not loaded onto the slide. µg of cRNA = Concentration of cRNA x 30 µL (elution volume)
1000 µg of cRNA 2.16 Hybridisation y
Hybridisation was performed using the Agilent Gene Expression Hybridisation Kit
(Agilent Technologies Inc, TX 78612, USA) according to the manufacturer’s protocol. Firstly, 500 µL, nuclease-free water was pipetted into the supplied vial containing
lyophilized 10x Gene Expression Blocking Agent and gently mixed on the vortex until
the pellet was re-suspended. Failure to re-suspend the pellet resulted in the mixture
being heated for 5 minutes at 37oC to facilitate re-suspension while the addition of the
Agilent-CGHBlock blocking buffer was required to minimize background signal on the
array. Using the components of the Agilent High-RPM Gene Expression Hybridisation
Kit (Table 13), the following master mix was prepared to hybridise 600 ng of Cy3-
labelled cRNA on the SurePrint G3 format 8x60k slide. 95 Table 13. Fragmentation mix
Components
Volume (µL) / mass per reaction
Cyanine 3-labelled cRNA
600 ng
10x Gene Expression Blocking Agent
5
Nuclease-free water
Bring volume to 24
25x Fragmentation Buffer
1
Total Volume
25
The fragmentation mix for each sample undergoing hybridisation to a SurePrint G3
format 8x60k slide. Table 13. Fragmentation mix After addition, each sample was incubated for exactly 30 minutes in a circulating water
bath (60oC) in order to fragment the RNA. Immediately after 30 minutes the samples
were cooled on ice for 1 minute and 25 µL 2x Hi-RPM Hybridization Buffer added to
terminate the fragmentation reaction. The samples were carefully mixed through
pipetting up and down in an attempt to avoid the introduction of bubbles, centrifuged
(13000 rcf, 1 minute, room temperature) and 40 µL of each sample immediately
loaded onto their respective Agilent SureHyb Gasket Slide well (Agilent Technologies
Inc, TX 78612, USA). Upon completion, the SurePrint G3 microarray slide was slowly
lowered on top of the SureHyb gasket slide ensuring that the slides ‘active side’ was
facing towards the gasket slide. The SureHyb chamber cover was applied to sandwich
the slides and assembly clamp secured. The assembly chamber was then placed into
the rotisserie of the hybridisation oven and hybridisation was performed for 17 hours
at 65oC rotating at 10 rpm according to the company’s recommendations. 2.17 Washing of Hybridised Arrays 2.17 Washing of Hybridised Arrays
To reduce the potential of array wash artefacts, 2 mL Triton X-102 (10%) was added to
the Gene Expression Wash Buffers prior to their first use. Furthermore, to ensure
optimal wash conditions the Gene Expression Wash Buffer 2 was pre-warmed at 37oC
in a circulating water bath for 17 hours. Once hybridisation was complete, the assembly chamber was removed from the
hybridization oven, disassembled and the array-gasket sandwich quickly transferred to
slide-staining dish 1, where it was completely submerged in Gene Expression Wash
Buffer 1 (room temperature). Keeping the microarray slide submerged with the
numeric barcode facing upwards the array-gasket sandwich was carefully pried apart. Keeping the barcode at the top, the slide was transferred into a slide rack positioned in Keeping the barcode at the top, the slide was transferred into a slide rack positioned in 96 the slide-staining dish 2, again containing the Gene Expression Wash Buffer 1 and
agitated vigorously for 1 minute. Immediately prior to the conclusion of the wash the
slide-staining dish 3 was filled with the pre-warmed the Gene Expression Wash Buffer
2 (37oC). The slide rack was then transferred to slide-staining dish 3 and again agitated
vigorously for 1 minute. The slide was then slowly removed from the slide-rack
minimising the potential of any wash solution remaining on the slide and transferred
with the Agilent barcode facing upwards to a slide holder again for scanning. 2.18 Array Scanning y
g
The slides were scanned and fluorescent signals detected using the Agilent High
Resolution C Scanner (G2539A) according to the manufacturer’s protocol. Raw
microarray image files were created and the resulting TIFF images were processed
using Agilent’s Feature Extraction Software Version 10.5.1.1 (protocol:
GE1_105_Dec08). 2.19 Data Normalisation & Quality Control 2.19 Data Normalisation & Quality Control
Information from probe features was extracted from the microarray scan data thus
allowing the measurement of gene expression, while the software also generated QC
reports using the protocols specific for the microarray assay. The microarray data were
analysed using GeneSpring software, version 12.6 (Agilent Technologies). To enable inter-array comparisons between Agilent one-colour microarrays signals, the
raw signal intensity values for each set of one-colour microarrays were log
transformed (Log2) and globally normalised using the 75th percentile of all non-control
probes on the microarray, as specified by the manufacturer. Statistical significance of a probes’ expression was later determined using P values
calculated by unpaired t test analysis and corrected for multiple-testing with
Benjamini-Hochberg false discovery rate (FDR) of P<0.05. Of those probes exhibiting a
differential expression of statistical significance (FDR value <0.05), only those
presenting a fold increase or decrease of two or more in expression when compared to
sham-treated controls were classified as differentially expressed. 97 3.1 Experimental Design Universal exposure to extremely low-frequency magnetic fields within the developed
world, in conjunction with often contradictory data, has culminated in a considerable
amount of concern regarding the effects of ELF-MF on biological systems. Thus, in view
of the conflicting results, it was the aim of this study to provide an in depth analysis of
potential molecular changes induced by ELF-MF exposure in the germline and somatic
tissues of male mice. Mutation frequencies were evaluated in both the somatic and germline tissues of
BALB/c x CBA/Ca F1 hybrid male mice, using a highly sensitive technique that employs
the use of extremely unstable expanded simple tandem repeat (ESTR) loci. The use of
ESTR loci provides a highly sensitive biomarker for monitoring mutation induction,
which has previously been successfully utilised in the analysis of ionising radiation
(Dubrova et al., 1993; Mughal et al., 2012), chemical mutagens (Vilarino-Guell et al.,
2003) and anticancer drugs (Glen et al., 2008). Germline and somatic mutation
frequencies were detected at the Ms6-hm ESTR locus using single-molecule PCR (SM-
PCR). This approach involves the bulk dilution of genomic DNA in order to isolate and
amplify approximately one ESTR molecule per reaction (Yauk et al., 2002). The
utilisation of SM-PCR therefore offered several advantages to mutation screening, in
providing unlimited access to de novo mutant alleles from a single individual, and the
direct analysis of multiple sample equivalents from both the somatic and germline cells
of a single individual. As a result SM-PCR provides a more robust estimate of individual
mutation rates in both somatic and germline cells, while dramatically reducing the
number of mice needed to do so. Mutation analysis was performed in BALB/c x CBA/Ca F1 hybrid male mice compared to
males of an inbred strain in an attempt to more accurately score Ms6-hm mutants. As
in previous studies (Yauk et al., 2002; Glen et al., 2008; Abouzeid Ali et al., 2012; Glen
& Dubrova, 2012; Mughal et al., 2012; Voutounou et al., 2012), de novo ESTR mutants
were to be identified as novel DNA fragments demonstrating a shift of at least 1 mm
relative to the progenitor allele. Inbred strains present Ms6-hm heterozygosity owing
to the presence of two very similar-sized progenitor alleles which is problematic when 98 identifying mutants presenting such minimal shifts in distance. 3.1 Experimental Design In contrast, the use of
BALB/c x CBA/Ca F1 hybrid male mice within the current study substantially facilitated
the process of ESTR mutation scoring. Such mice possess two differently-sized Ms6-hm
alleles, which have been consistently and readily amplified across previous
experiments (Yauk et al., 2002; Glen et al., 2008; Glen & Dubrova, 2012; Voutounou et
al., 2012). As such, F1 hybrid male mice provided a well-spaced banding pattern,
through which length-change mutations were easily scored at both the BALB/c- (~ 2.5
kb) and CBA/Ca- derived alleles (~3.3 kb), in addition to the unambiguous
establishment of the mutant bands allelic origin. Using this system, seven-week old male BALB/c x CBA/Ca hybrid mice were exposed to
10, 100 and 300 T for 2 or 15 hours (Table 14). Blood and sperm DNA samples were
extracted 12 weeks post-exposure and the frequencies at which mutations were
induced at the Ms6-hm locus calculated. Tissue samples were also collected from
additional age-matched sham-treated hybrid males (control group) alongside those
exposed to 1 Gy acute X-rays (positive controls). Given the results of previous studies
(Dubrova et al., 1998a; Mughal et al., 2012), such an acute exposure (1 Gy X-rays)
causes a statistically significant increase in the frequency of Ms6-hm mutants. Thus, it
was used as a positive control to validate the SM-PCR technique. According to the
results of previous studies (Yauk et al., 2002; Barber et al., 2009; Hardwick et al.,
2009), ESTR mutation induction occurs mostly, if not solely, in replication-proficient
mitotic cells. The extraction of DNA samples 12 weeks post-exposure therefore
ensured that the evaluated sperm was derived from exposed As spermatogonia
(Searle, 1974). Likewise, the extremely high-turnover of hematopoietic tissues in mice
ensured the majority of nucleated blood cells were also derived from exposed
replication-proficient stem cells (Metcalf, 1988). An acute exposure of 2- or 15 hours to a continuous 50 Hz magnetic field was applied
due to several studies previously observing a dose-dependent increase in DNA strand
breaks both in vitro and in vivo following acute (2 hour) exposure (Lai & Singh, 1997;
Ivancsits et al., 2002, 2003b; Focke et al., 2010), with the response plateauing at an
exposure of 15 hours (Ivancsits et al., 2002). 3.1 Experimental Design Similarly, the field’s magnetic flux
densities employed in the present study (10, 100 or 300 µT) have previously illustrated 99 genotoxic properties in cells exposed both in vivo and in vitro (Lai & Singh, 1997, 2004;
Ivancsits et al., 2003b). While these flux densities are comparatively high in relation to
household levels associated with CL (< 0.1 µT) and those capable of small but
significant increase in DNA breakage (0.035 µT) (Ivancsits et al., 2003b), these values
are in accordance with the recommended International Commission on Non-Ionising
Radiation reference limits associated with the general public (International
Commission on Non-Ionizing Radiation Protection, 1998; International Commission on
Non-Ionizing Radiation Protection, 2010). Moreover, any confirmed adverse effects
even witnessed at 100 µT would have profound implications for risk assessment,
including the need to re-examine the exposure parameters for ELF-MFs. genotoxic properties in cells exposed both in vivo and in vitro (Lai & Singh, 1997, 2004;
Ivancsits et al., 2003b). While these flux densities are comparatively high in relation to
household levels associated with CL (< 0.1 µT) and those capable of small but Thus, using single-molecule PCR, the frequency of mutations at the Ms6-hm mouse
ESTR locus was established in sperm and blood samples exposed to 50 Hz magnetic
fields of 10, 100 or 300 T for 2 or 15 hours, and measured against those in age-
matched sham-treated and irradiated (acute 1 Gy X-rays) BALB/c x CBA/Ca hybrid F1
males. Table 14. Experimental Design
Number Analysed
Group
Duration
Blood
Sperm
Sham-treated
2 hours
5
4
15 hours
5
5
10 µT
2 hours
5
5
15 hours
5
5
100 µT
2 hours
5
5
15 hours
5
5
300 µT
2 hours
5
5
15 hours
5
5
X-ray sham-treated
-
5
5
X-ray acute 1 Gy
-
5
5
Total
-
50
49
Total number of animals analysed
99
The doses of ELF-MF, X-ray and sham-treatments analysed in the study, the duration
for which they were exposed, the tissues analysed and the number of mice analysed
for each group. Table 14. Experimental Design Table 14. Experimental Design 99 100 3.2 Optimisation Since de novo mutant alleles are more readily detectable as single molecules, the
optimal concentration at which the amplification of, on average, a single Ms6-hm
molecule occurs was determined for each individual sample. Multiple DNA stock
dilutions containing concentrations of 100 pg/µL, 50 pg/µL, 20 pg/µL, 10 pg/µL, 5
pg/µL and 2 pg/µL were amplified and assessed by autoradiograph. The concentration
at which at least one amplifiable molecule is present was identified as the
concentration at which ~50% of the eight PCR reactions yielded a positive result
(Figure 11). However, in the instances when the optimum concentration fell between
two different concentrations the median value would be implemented. For example,
when a concentration of 20 pg/µL presented six positive reactions and 10 pg/µL only
two, the single molecule equivalent concentration would be ~15 pg/µL. Figure 11. SM-PCR optimisation autoradiograph. Multiple dilutions on sample DNA
were performed to the indicated concentrations, and subjected to Southern blot
analysis. Dark bands indicated the presence of DNA. 1kb DNA step ladder (Invitrogen)
was used as an identification method. A 5 pg/µL optimum concentration is indicated
and was subsequently used for Poisson analysis. Figure 11. SM-PCR optimisation autoradiograph. Multiple dilutions on sample DNA
were performed to the indicated concentrations, and subjected to Southern blot
analysis. Dark bands indicated the presence of DNA. 1kb DNA step ladder (Invitrogen)
was used as an identification method. A 5 pg/µL optimum concentration is indicated
and was subsequently used for Poisson analysis. Once the optimal concentration had been determined for each individual sample, Poisson analysis was performed in order to establish the mean number of amplifiable
molecules per reaction. 101 3.3 Poisson Analysis y
DNA samples were diluted to their corresponding optimal concentrations and
amplified out in 96 separate reactions (Figure 12), after which, PCR products were
detected once more by Southern blot hybridisation. Poisson distribution (Equation 5,
6) was then used to calculate the mean number of amplifiable molecules per reaction. This value was subsequently multiplied by the total number of reactions to provide an
estimate for the total number of amplifiable molecules per reaction. Equation 5
𝑃= 𝑛−
𝑘
Equation 6
𝜆 = − ln (𝑃)
Where: Equation 5
𝑃= 𝑛−
𝑘
Equation 6
𝜆 = − ln (𝑃)
Where: Equation 6 𝜆 = − ln (𝑃) Where: Where: 𝑃 : Frequency of negative reactions n- : Number of negative reactions 𝜆 : Mean number of amplifiable molecules per reaction 𝜆 : Mean number of amplifiable molecules per reaction In order to collate robust estimates of individual ESTR mutation frequencies in each
animal, the process of mutation scoring requires that between 90 and 150 individual
alleles be procured for each animal (Barber et al., 2006, Glen et al., 2008, Glen &
Dubrova, 2012). Therefore aliquots of each DNA sample continued to be amplified in
96 reactions and analysed until a sufficient number of positive reactions were acquired
to enable mutation scoring to be accurately performed. 102 Figure 12. SM-PCR Poisson analyses. SM-PCR and Southern blot analysis of the DNA
samples at the estimated single-molecule concentration. ESTR arrays in 96 reaction
per plate were amplified. The single alleles were identified as positive reactions (bro
arrows) and used in subsequent mutation scoring. 1 kb DNA step ladder (Invitrogen
was used as an identification method as in Figure 11. Figure 12. SM-PCR Poisson analyses. SM-PCR and Southern blot analysis of the DNA
samples at the estimated single-molecule concentration. ESTR arrays in 96 reactions
per plate were amplified. The single alleles were identified as positive reactions (brown
arrows) and used in subsequent mutation scoring. 1 kb DNA step ladder (Invitrogen)
was used as an identification method as in Figure 11. Figure 12. SM-PCR Poisson analyses. SM-PCR and Southern blot analysis of the DNA
samples at the estimated single-molecule concentration. ESTR arrays in 96 reactions
per plate were amplified. The single alleles were identified as positive reactions (brown
arrows) and used in subsequent mutation scoring. 1 kb DNA step ladder (Invitrogen)
was used as an identification method as in Figure 11. 103 3.4 Mutation Scoring PCR analysis was conducted on multiple samples, each containing at least one
amplifiable molecule (indicated by the brown arrows, Figure 12). The ESTR mutation
frequencies were determined for DNA samples of 7 week old male BALB/c x CBA/Ca
hybrid mice exposed to 10, 100 and 300 T for 2 or 15 hours, extracted from blood and
sperm 12-weeks post-exposure. To compare the effects of ELF-MF, tissue samples were also collected from additional
age-matched sham-treated hybrid males (control group) in addition to hybrid males
irradiated with an acute dose of 1 Gy X-rays (positive controls). In order to provide a higher resolution for mutation scoring, PCR products were
resolved on a 40 cm-long agarose gel and detected again by Southern blot
hybridisation. As mutation analysis was performed in BALB/c x CBA/Ca F1 hybrid male
mice, mutations were scored at both the smaller BALB/c-derived allele (~ 2.5 kb) and
the larger (~3.3 kb) CBA/Ca allele. Similar to previous studies of mutation detection at
ESTR loci (Yauk et al., 2002; Glen et al., 2008; Abouzeid Ali et al., 2012; Glen &
Dubrova, 2012; Mughal et al., 2012; Voutounou et al., 2012), only novel DNA
fragments demonstrating a shift of at least 1 mm comparative to the progenitor allele
were scored as de novo ESTR mutants (Figure 13). Given that the Ms6-hm locus
consists of a pentamer repeat sequence (GGGCA)n (Kelly et al., 1989), a 1 mm shift in
distance equates to either a gain (insertion) or loss (deletion) of three repeat units for
the CBA/Ca allele and two repeat units for the smaller BALB/c allele. Smaller length-
changes however were not scored as they could not be consistently or reliably scored. All mutants pertaining to each tissue, exposure dose and time point, along with the
age-matched sham-treated controls and X-ray irradiated males were reliably scored
through two independent markers. Thereafter, the frequencies of ESTR mutations (μ)
were calculated for each group (Equation 7), dividing the number of mutants, m by the
total number of amplifiable DNA molecules, n. The standard error of mutation
frequency, seμ was estimated using Equation 7: 104 Equation 7
𝑠𝑒𝜇= 𝜇√(𝑠𝑒𝑛
𝑛)
2
+ 1
𝑚 Equation 7 𝑠𝑒𝜇= 𝜇√(𝑠𝑒𝑛
𝑛)
2
+ 1
𝑚 𝑠𝑒𝜇= 𝜇√(𝑠𝑒𝑛
𝑛)
2
+ 1
𝑚 where sen is the standard error of the number of amplifiable DNA molecules. The
Student’s t test was used to compare the frequency of ESTR mutation in exposed and
sham treated mice. Figure 13. Mutation detection at the Ms6-hm ESTR locus. Southern blot analysis of
the CBA/CA and BALB/c alleles at the Ms6-hm locus. Single molecule, positive reactions
were identified and electrophoresed on a 40 x 20 cm, 1% agarose gel. Bands assigned
as mutants are indicated by arrows (CBA/Ca mutants, shifts of 1 & 2 millimetres
represent insertions of repeats; BALB/c mutant is indicative of a deletion). 200 bp DNA
step ladder (Promega) is used as a side lane reference. Figure 13. Mutation detection at the Ms6-hm ESTR locus. Southern blot analysis of
the CBA/CA and BALB/c alleles at the Ms6-hm locus. Single molecule, positive reactions
were identified and electrophoresed on a 40 x 20 cm, 1% agarose gel. Bands assigned
as mutants are indicated by arrows (CBA/Ca mutants, shifts of 1 & 2 millimetres
represent insertions of repeats; BALB/c mutant is indicative of a deletion). 200 bp DNA
step ladder (Promega) is used as a side lane reference. 105 * Number of amplifiable molecules (± standard error (s.e.)) is given in brackets. 3.5 Mutation Mosaicism Due to the extremely high spontaneous mutation rate demonstrated by the Ms6-hm
and Hm-2 ESTR loci, the occurrence of both germline and somatic mutational
mosaicism is especially prominent, with at least 3% of mice displaying an additional
non-parental mutant allele in up to 60% of somatic cells (Yauk et al., 2002). Mosaics
represent a cluster of identical mutations detected in multiple germline and somatic
DNA samples which have arisen in the same cell during the first few cell divisions
following fertilisation (Figure 14), (Kelly et al., 1989; Gibbs et al., 1993). Hence the
presence of mosaics is not indicative of separate mutational events but rather the
propagation of a single mutational event. In previous studies, typically those
implementing a pedigree-based approach (Dubrova et al., 1998a; Barber et al., 2009),
the presence of mosaics have presented issues during the scoring of mutations as the
statistical power is too low to facilitate the detection of mutation rate heterogeneity
between individuals (Barber et al., 2009). Furthermore, it has been previously proposed that the presence of mosaics implies
that robust estimates of mutation frequency cannot be derived from single animals. Instead, at least three mice must be analysed to test for inter-animal rate homogeneity
and therefore lack of mosaicism (Yauk et al., 2002). Thus, to prevent mosaicism
compromising the scoring of mutations in this study, blood and sperm samples of five
BALB/c x CBA/Ca F1 hybrid male mice were analysed for each ELF-field flux density (10
µT, 100 µT or 300 µT) for 2 or 15 hours, in addition to those from the control groups
(Table 14). While, as in previous studies (Dubrova et al., 1998a, 2000a; Voutounou et
al., 2012), all cases of mosaicism within de novo mutations detected in multiple DNA
samples, were collectively recorded and scored as a single independent mutation
event. Moreover, the presence of a third non-parental allele within somatic samples
was disregarded and not included in the mutation analysis. 106 Figure 14. Mutational mosaicism at the Ms6-hm ESTR locus. Southern blot analysis of
the CBA/CA and BALB/c alleles at the Ms6-hm locus. An autoradiograph representing 4
identical mosaic mutants at the CBA/CA allele and two mutants at the BALB/c (mutants
indicated by arrows). 200 bp DNA step ladder (Promega) is used as a side lane
reference. Figure 14. Mutational mosaicism at the Ms6-hm ESTR locus. Southern blot analysis of
the CBA/CA and BALB/c alleles at the Ms6-hm locus. 3.5 Mutation Mosaicism An autoradiograph representing 4
identical mosaic mutants at the CBA/CA allele and two mutants at the BALB/c (mutants
indicated by arrows). 200 bp DNA step ladder (Promega) is used as a side lane
reference. Figure 14. Mutational mosaicism at the Ms6-hm ESTR locus. Southern blot analysis of
the CBA/CA and BALB/c alleles at the Ms6-hm locus. An autoradiograph representing 4
identical mosaic mutants at the CBA/CA allele and two mutants at the BALB/c (mutants
indicated by arrows). 200 bp DNA step ladder (Promega) is used as a side lane
reference. 3.6 ESTR Mutation Frequencies in Sham-treated Males 3.6 ESTR Mutation Frequencies in Sham-treated Males
Initially, the ESTR mutation frequencies were established in the blood and sperm DNA
samples of the three groups of age-matched sham-treated male mice. A summary of
the mutational data for both blood and sperm is presented in Table 15. Additionally,
the mean ESTR mutation frequencies calculated in blood and sperm are presented by
Figure 15. 3.6 ESTR Mutation Frequencies in Sham treated Males
Initially, the ESTR mutation frequencies were established in the blood and sperm DNA
samples of the three groups of age-matched sham-treated male mice. A summary of
the mutational data for both blood and sperm is presented in Table 15. Additionally,
the mean ESTR mutation frequencies calculated in blood and sperm are presented by
Figure 15. Table 15. ESTR mutation frequencies in sham-treated males
Group
Number of mutations*
Frequency ± s.e. Sham-treated (Blood)
2 h
25 (608 ± 27)
0.0411 ± 0.0084
15 h
28 (738 ± 30)
0.0379 ± 0.0073
X-rays
32 (683 ± 29)
0.0468 ± 0.0085
All sham-treated
85 (2030 ± 50)
0.0419 ± 0.0047
Sham-treated (Sperm)
2 h
22 (479 ± 24)
0.0460 ± 0.0101
15 h
36 (731 ± 30)
0.0507 ± 0.0054
X-rays
36 (646 ± 28)
0.0557 ± 0.0096
All sham-treated
94 (1856 ± 48)
0.0507 ± 0.0054
* Number of amplifiable molecules (± standard error (s e )) is given in brackets 107 Figure 15. ESTR mutation frequencies at the Ms6-hm locus in sham-treated males. Mutations were scored in both tissues of each indicated sham-treated group. Standard
error bars are shown. Figure 15. ESTR mutation frequencies at the Ms6-hm locus in sham-treated males. Figure 15. ESTR mutation frequencies at the Ms6-hm locus in sham-treated males. Mutations were scored in both tissues of each indicated sham-treated group. Standard
error bars are shown. Figure 15. ESTR mutation frequencies at the Ms6-hm locus in sham-treated males. Mutations were scored in both tissues of each indicated sham-treated group. Standard
error bars are shown. A pairwise comparison performed between all the age-matched sham-treated control
male mice in both tissues, determined that the frequency of ESTR mutation did not
significantly differ between all sham-treated groups in either tissue (Table 16; blood,
0.43 <P < 0.77; sperm, 0.48 < P 0.80). Therefore, the age-matched sham-treated data
were combined to form a single control group for each tissue. 3.6 ESTR Mutation Frequencies in Sham-treated Males 3.8 ESTR Mutation Frequencies in Males Exposed to 50 Hz Magnetic
Fields
3.8.1 Blood
Upon establishing the baseline mutation frequencies and aggregating the blood and
sperm data of sham-treated controls, the frequency of ESTR mutation induction was
next established in blood samples of MF-exposed male mice. Five BALB/c x CBA/Ca F1 Table 17. ESTR mutation frequencies for all age-matched controls
Group
No mutations*
Frequency ± s.e. Ratio to
control
t
Probability
Sham-treated (Blood)
X-rays
32 (683 ± 29)
0.0468 ± 0.0085
All sham-treated
85 (2030 ± 50)
0.0419 ± 0.0047
X-rays, 1Gy
54 (706 ± 30)
0.0764 ± 0.0109
1.63
2.14†
0.2275
1.83
2.92‡
0.0245
Sham-treated (Sperm)
X-rays
36 (646 ± 28)
0.0557 ± 0.0096
All sham-treated
94 (1856 ± 48)
0.0507 ± 0.0054
X-rays, 1Gy
75 (615 ± 27)
0.1220 ± 0.0151
2.19
3.71†
0.0014
2.41
4.46‡
5.99 x 10-5 The total number of unique mutations and the subsequent mutation frequencies in
blood and sperm for the sham-treated male mice as well as those exposed to 1 Gy of
acute X-rays. *Number of amplifiable molecules (± s.e.) is given in brackets. † Student’s
test and Bonferroni corrected probability for difference from mutation frequency in
the exposure-matched control group. ‡ Student’s test and Bonferroni corrected
probability for difference from mutation frequency in the total control group (all sham-
treated). 3.6 ESTR Mutation Frequencies in Sham-treated Males A highly significant 2.4-fold elevation
in the frequency of Ms6-hm mutants was identified in sperm of irradiated males. Meanwhile, in blood, a less pronounced but still significant 1.8-fold increase was
exhibited in these males following exposure. 3.7 ESTR Mutation Frequencies in Irradiated Males
Five additional hybrid age-matched male mice were irradiated with an acute dose of 1
Gy X-rays in order to validate the SM-PCR technique (positive control). The frequency
of ESTR mutation was significantly elevated in both the germline and somatic tissue of
males exposed to 1 Gy of acute X-rays (Table 17). A highly significant 2.4-fold elevation
in the frequency of Ms6-hm mutants was identified in sperm of irradiated males. Meanwhile, in blood, a less pronounced but still significant 1.8-fold increase was
exhibited in these males following exposure. 3.7 ESTR Mutation Frequencies in Irradiated Males
Five additional hybrid age-matched male mice were irradiated with an acute dose of 1
Gy X-rays in order to validate the SM-PCR technique (positive control). The frequency
of ESTR mutation was significantly elevated in both the germline and somatic tissue of
males exposed to 1 Gy of acute X-rays (Table 17). A highly significant 2.4-fold elevation
in the frequency of Ms6-hm mutants was identified in sperm of irradiated males. Meanwhile, in blood, a less pronounced but still significant 1.8-fold increase was
exhibited in these males following exposure. 3.7 ESTR Mutation Frequencies in Irradiated Males Table 17. ESTR mutation frequencies for all age-matched controls
Group
No mutations*
Frequency ± s.e. Ratio to
control
t
Probability
Sham-treated (Blood)
X-rays
32 (683 ± 29)
0.0468 ± 0.0085
All sham-treated
85 (2030 ± 50)
0.0419 ± 0.0047
X-rays, 1Gy
54 (706 ± 30)
0.0764 ± 0.0109
1.63
2.14†
0.2275
1.83
2.92‡
0.0245
Sham-treated (Sperm)
X-rays
36 (646 ± 28)
0.0557 ± 0.0096
All sham-treated
94 (1856 ± 48)
0.0507 ± 0.0054
X-rays, 1Gy
75 (615 ± 27)
0.1220 ± 0.0151
2.19
3.71†
0.0014
2.41
4.46‡
5.99 x 10-5
The total number of unique mutations and the subsequent mutation frequencies in
blood and sperm for the sham-treated male mice as well as those exposed to 1 Gy of
acute X-rays. *Number of amplifiable molecules (± s.e.) is given in brackets. † Student’s
test and Bonferroni corrected probability for difference from mutation frequency in
the exposure-matched control group. ‡ Student’s test and Bonferroni corrected
probability for difference from mutation frequency in the total control group (all sham-
treated). 3.6 ESTR Mutation Frequencies in Sham-treated Males Such aggregation of all
control data led to an increase in statistical power when comparing the mutation
frequencies for all exposed males against those of the sham-treated males. Table 16. Statistics for the difference between sham-treated groups
Sperm
Blood
Sham-treated
2 h
15 h
X-rays
2 h
15 h
X-rays
2 h
-
t = 0.25
t = 0.70
-
t = 0.48
t = 0.29
15 h
P = 0.8026
-
t = 0.51
P = 0.6313
-
t = 0.79
X-rays
P = 0.4841
P = 0.6010
-
P = 0.7719
P = 0.4297
-
The Student’s test (t) and probability (P) for the difference between the frequencies of
ESTR mutation at the Ms6-hm locus in DNA samples extracted from blood and sperm
of male mice that were sham-treated for either 2 hours, 15 hours or under the same
conditions as the sample group exposed to 1 Gy X-rays. Table 16. Statistics for the difference between sham-treated groups
Sperm
Blood
Sham-treated
2 h
15 h
X-rays
2 h
15 h
X-rays
2 h
-
t = 0.25
t = 0.70
-
t = 0.48
t = 0.29
15 h
P = 0.8026
-
t = 0.51
P = 0.6313
-
t = 0.79
X-rays
P = 0.4841
P = 0.6010
-
P = 0.7719
P = 0.4297
- Table 16. Statistics for the difference between sham-treated groups The Student’s test (t) and probability (P) for the difference between the frequencies of
ESTR mutation at the Ms6-hm locus in DNA samples extracted from blood and sperm
of male mice that were sham-treated for either 2 hours, 15 hours or under the same
conditions as the sample group exposed to 1 Gy X-rays. The Student’s test (t) and probability (P) for the difference between the frequencies of
ESTR mutation at the Ms6-hm locus in DNA samples extracted from blood and sperm
of male mice that were sham-treated for either 2 hours, 15 hours or under the same
conditions as the sample group exposed to 1 Gy X-rays. 108 3.7 ESTR Mutation Frequencies in Irradiated Males
Five additional hybrid age-matched male mice were irradiated with an acute dose of 1
Gy X-rays in order to validate the SM-PCR technique (positive control). The frequency
of ESTR mutation was significantly elevated in both the germline and somatic tissue of
males exposed to 1 Gy of acute X-rays (Table 17). 3.8.1 Blood Upon establishing the baseline mutation frequencies and aggregating the blood and
sperm data of sham-treated controls, the frequency of ESTR mutation induction was
next established in blood samples of MF-exposed male mice. Five BALB/c x CBA/Ca F1
hybrid male mice were analysed for each magnetic field flux density (10, 100 or 300
µT) at both time points of exposure (2 hours or 15 hours). The ESTR mutation data 109 regarding the blood samples are summarised in Table 18, while Figure 16 presents the
frequency of ESTR mutations in blood for all males exposed to ELF-MFs and the
matched sham-treated males. matched sham-treated males. Table 18. Summary of ESTR mutation data in blood
Group
No mutations*
Frequency ± s.e. Ratio to
control
t
Probability
Sham-treated
2 h
25 (608 ± 27)
0.0411 ± 0.0084
15 h
28 (738 ± 30)
0.0379 ± 0.0073
All sham-
treated
85 (2030 ± 50)
0.0419 ± 0.0047
–
–
–
ELF-exposed
10 μT, 2 h
24 (623 ± 27)
0.0385 ± 0.0080
0.94
0.22†
1
0.92
0.36‡
1
10 μT, 15 h
26 (575 ± 26)
0.0452 ± 0.0091
1.19
0.62†
1
1.08
0.33‡
1
100 μT, 2 h
26 (527 ± 25)
0.0494 ± 0.0100
1.20
0.63†
1
1.18
0.68‡
1
100 μT, 15 h
30 (597 ± 27)
0.0503 ± 0.0095
1.33
1.03†
1
1.20
0.80‡
1
300 μT, 2 h
23 (624 ± 27)
0.0369 ± 0.0079
0.90
0.37†
1
0.88
0.55‡
1
300 μT, 15 h
27 (709 ± 30)
0.0381 ± 0.0075
1.00
0.01†
1
0.91
0.43‡
1
All ELF-MF, 2h
73 (1744 ± 46)
0.0412 ± 0.0049
0.98
0.11
1
All ELF-MF, 15h
83 (1881 ± 48)
0.0441 ± 0.0050
1.05
0.33
1
All ELF-MF
156 (3655 ± 67)
0.0427 ± 0.0035
1.02
0.14
0.8887
* Number of amplifiable molecules (± s.e.) is given in brackets. † Student’s test and
Bonferroni corrected probability for difference from mutation frequency in the
exposure-matched control group. ‡ Student’s test and Bonferroni corrected probability
for difference from mutation frequency in the total control group (all sham-treated). Taken together, these data demonstrate that the frequency of ESTR mutation in the
somatic tissue of all males exposed to magnetic fields did not significantly differ from
that of their equivalent sham-treated control groups. 3.8.1 Blood Furthermore, a comparison of
ESTR mutation frequencies of all exposed males against the aggregated sham-treated
group are in accordance with those of their age-matched equivalent, and again fail to
reveal any significant differences. Table 18. Summary of ESTR mutation data in blood
Group
No mutations*
Frequency ± s.e. Ratio to
control
t
Probability
Sham-treated
2 h
25 (608 ± 27)
0.0411 ± 0.0084
15 h
28 (738 ± 30)
0.0379 ± 0.0073
All sham-
treated
85 (2030 ± 50)
0.0419 ± 0.0047
–
–
–
ELF-exposed
10 μT, 2 h
24 (623 ± 27)
0.0385 ± 0.0080
0.94
0.22†
1
0.92
0.36‡
1
10 μT, 15 h
26 (575 ± 26)
0.0452 ± 0.0091
1.19
0.62†
1
1.08
0.33‡
1
100 μT, 2 h
26 (527 ± 25)
0.0494 ± 0.0100
1.20
0.63†
1
1.18
0.68‡
1
100 μT, 15 h
30 (597 ± 27)
0.0503 ± 0.0095
1.33
1.03†
1
1.20
0.80‡
1
300 μT, 2 h
23 (624 ± 27)
0.0369 ± 0.0079
0.90
0.37†
1
0.88
0.55‡
1
300 μT, 15 h
27 (709 ± 30)
0.0381 ± 0.0075
1.00
0.01†
1
0.91
0.43‡
1
All ELF-MF, 2h
73 (1744 ± 46)
0.0412 ± 0.0049
0.98
0.11
1
All ELF-MF, 15h
83 (1881 ± 48)
0.0441 ± 0.0050
1.05
0.33
1
All ELF-MF
156 (3655 ± 67)
0.0427 ± 0.0035
1.02
0.14
0.8887
*
† Table 18. Summary of ESTR mutation data in blood * Number of amplifiable molecules (± s.e.) is given in brackets. † Student’s test and
Bonferroni corrected probability for difference from mutation frequency in the
exposure-matched control group. ‡ Student’s test and Bonferroni corrected probability
for difference from mutation frequency in the total control group (all sham-treated). Taken together, these data demonstrate that the frequency of ESTR mutation in the
somatic tissue of all males exposed to magnetic fields did not significantly differ from
that of their equivalent sham-treated control groups. Furthermore, a comparison of
ESTR mutation frequencies of all exposed males against the aggregated sham-treated
group are in accordance with those of their age-matched equivalent, and again fail to
reveal any significant differences. 110 Figure 16. ESTR mutation frequencies in blood of exposed and matched sham-
treated males. SM-PCR and Southern blot analysis were performed on DNA extracted
from the blood of exposed CBA/CA x BALB/c male mice. Mutations were scored for
each of the indicated exposure doses/time periods. 3.8.1 Blood Standard error bars are shown. Figure 16. ESTR mutation frequencies in blood of exposed and matched sham- Figure 16. ESTR mutation frequencies in blood of exposed and matched sham-
treated males. SM-PCR and Southern blot analysis were performed on DNA extracted
from the blood of exposed CBA/CA x BALB/c male mice. Mutations were scored for
each of the indicated exposure doses/time periods. Standard error bars are shown. Figure 16. ESTR mutation frequencies in blood of exposed and matched sham-
treated males. SM-PCR and Southern blot analysis were performed on DNA extracted
from the blood of exposed CBA/CA x BALB/c male mice. Mutations were scored for
each of the indicated exposure doses/time periods. Standard error bars are shown. Thereafter, the effects of both 2 hours and 15 hours exposure to 50 Hz magnetic fields
of 10 µT, 100 µT or 300 µT in strength were established in the germline of BALB/c x
CBA/Ca F1 hybrid male mice. 3.8.2 Sperm p
Again mutations were scored in five hybrid male mice per group. The ESTR mutation
data for sperm are summarised in Table 19. Again mutations were scored in five hybrid male mice per group. The ESTR mutation
data for sperm are summarised in Table 19. While, the frequency of ESTR mutation in sperm of all exposed males exceeds that
illustrated in blood, no significant differences were revealed between ESTR mutation
frequencies of the exposed males and their equivalent sham-treated counterparts
(Figure 17; 0.52 < P ≤ 1 for all pair wise comparisons). These findings were again
corroborated through a comparison of mutation frequencies against the aggregated
sham-treated control data. Again, the frequency of ESTR mutation in the germline 111 tissue of all males exposed to magnetic fields did not significantly differ from that in
the total control group (0.45< P ≤ 1 for all pair wise comparisons). Table 19. Summary of ESTR mutation data in sperm
Group
No mutations*
Frequency ± s.e. Ratio to
control
t
Probability
Sham-treated
2 h
22 (479 ± 24)
0.0460 ± 0.0101
15 h
36 (731 ± 30)
0.0507 ± 0.0054
All sham-treated
94 (1856 ± 48)
0.0507 ± 0.0054
–
–
–
ELF-exposed
10 μT, 2 h
45 (639 ± 29)
0.0704 ± 0.0110
1.53
1.64†
0.7091
1.39
1.62‡
0.7378
10 μT, 15 h
38 (621 ± 27)
0.0612 ± 0.0103
1.24
0.90†
1
1.21
0.91‡
1
100 μT, 2 h
49 (852 ± 33)
0.0575 ± 0.0085
1.25
0.87†
1
1.13
0.68‡
1
100 μT, 15 h
59 (829 ± 32)
0.0712 ± 0.0097
1.45
1.71†
0.6125
1.40
1.85‡
0.4508
300 μT, 2 h
59 (833 ± 33)
0.0708 ± 0.0096
1.54
1.78†
0.5271
1.40
1.83‡
0.4718
300 μT, 15 h
52 (855 ± 33)
0.0609 ± 0.0088
1.24
0.95†
1
1.20
0.99‡
1
All ELF-MF, 2h
153 (2324 ± 55)
0.0658 ± 0.0055
1.30
1.96
0.1002
All ELF-MF, 15h
146 (2280 ± 54)
0.0640 ± 0.0055
1.26
1.74
0.1638
All ELF-MF
299 (4604 ± 76)
0.0649 ± 0.0039
1.28
2.15
0.0316
* Number of amplifiable molecules (± s.e.) is given in brackets. † Student’s test and
Bonferroni corrected probability for difference from mutation frequency in the
exposure-matched control group. ‡ Student’s test and Bonferroni corrected probability
for difference from mutation frequency in the total control group (all sham-treated). 3.8.2 Sperm Overall, the frequency of ESTR mutation in the germline and blood of all exposed
males did not significantly differ from that in their equivalent sham-treated groups
(Figures 16, 17; 0.52 < P ≤ 1 for all pair wise comparisons). Nor was there any
significant difference when the frequency of ESTR mutation in the blood and sperm of
all exposed males were compared to that of an aggregated total control group. Overall, the frequency of ESTR mutation in the germline and blood of all exposed
males did not significantly differ from that in their equivalent sham-treated groups
(Figures 16, 17; 0.52 < P ≤ 1 for all pair wise comparisons). Nor was there any
significant difference when the frequency of ESTR mutation in the blood and sperm of
all exposed males were compared to that of an aggregated total control group. 112 Figure 17. ESTR mutation frequencies in sperm of exposed and matched sham-
treated males. SM-PCR and Southern blot analysis were performed on DNA extracted
from the sperm of exposed CBA/CA x BALB/c male mice. Mutations were scored for
each of the indicated exposure doses/time periods. Standard error bars are shown. Figure 17. ESTR mutation frequencies in sperm of exposed and matched sham- Figure 17. ESTR mutation frequencies in sperm of exposed and matched sham-
treated males. SM-PCR and Southern blot analysis were performed on DNA extracted
from the sperm of exposed CBA/CA x BALB/c male mice. Mutations were scored for
each of the indicated exposure doses/time periods. Standard error bars are shown. treated males. SM-PCR and Southern blot analysis were performed on DNA extracted
from the sperm of exposed CBA/CA x BALB/c male mice. Mutations were scored for
each of the indicated exposure doses/time periods. Standard error bars are shown. 3.8.3 Combined ELF-MF effect To increase the statistical power of the present findings, all the ESTR mutation data for
all exposed mice were pooled to include all exposure conditions (field flux density and
exposure length), for each individual tissue (Tables 18, 19). Additionally, in the present
study, the ESTR mutation frequency of the pooled data was analysed according to the
length of exposure for each tissue to determine any cumulative effects of exposure for
either 2- or 15 hours. Upon aggregation of all blood data, the ESTR mutation frequency did not significantly
differ and was found to be only marginally elevated when compared to that in sham-
treated animals (P = 0.8887). While analysis of pooled data for each individual
exposure length (2- or 15 hours) also presented similar findings, analysis of the
aggregated sperm data illustrated a marginally significant elevation in the total
frequency of ESTR mutation (P = 0.0316). Meanwhile, separate analysis of each
individual exposure length revealed virtually no discernible difference in total mutation 113 frequencies between males exposed for 15 hours and those irradiated for a duration of
2 hours (Figure 18; 2 hours, P = 0.1002; 15 hours, P = 0.1638). Figure 18. ESTR mutation frequencies in sham-treated and exposed males. A
comparison of the average fold induction of ESTR mutation frequencies for both blood
and sperm of exposed mice relative to the control. Standard errors are shown. Figure 18. ESTR mutation frequencies in sham-treated and exposed males. A
comparison of the average fold induction of ESTR mutation frequencies for both blood
and sperm of exposed mice relative to the control. Standard errors are shown. Figure 18. ESTR mutation frequencies in sham-treated and exposed males. A
comparison of the average fold induction of ESTR mutation frequencies for both blood
and sperm of exposed mice relative to the control. Standard errors are shown. 3.9 Mutation Spectrum Following ESTR mutation frequency analysis, the spectra of length-changes were next
examined in each of the identified induced and spontaneous Ms6-hm mutants. Following ESTR mutation frequency analysis, the spectra of length-changes were next
examined in each of the identified induced and spontaneous Ms6-hm mutants. According to previous studies, Ms6-hm mutants exhibit similar mutational spectra
irrespective of whether mutations arose spontaneously or were induced by ionising
radiation (Yauk et al., 2002) or chemical mutagens (Glen et al., 2008). Similarly, no
significant differences in the size distribution of mutants were found to arise between
Ms6-hm mutations in the germline or somatic tissues taken from 8-12 week old male
mice (Yauk et al., 2002; Barber et al., 2006, 2009; Hatch et al., 2007). These data
therefore suggest that mutations arising in germline or somatic tissues, either
spontaneously or induced, do so through a similar mutation process previously
theorised to be through replication slippage. According to previous studies, Ms6-hm mutants exhibit similar mutational spectra
irrespective of whether mutations arose spontaneously or were induced by ionising
radiation (Yauk et al., 2002) or chemical mutagens (Glen et al., 2008). Similarly, no
significant differences in the size distribution of mutants were found to arise between
Ms6-hm mutations in the germline or somatic tissues taken from 8-12 week old male
mice (Yauk et al., 2002; Barber et al., 2006, 2009; Hatch et al., 2007). These data
therefore suggest that mutations arising in germline or somatic tissues, either
spontaneously or induced, do so through a similar mutation process previously
theorised to be through replication slippage. 114 Therefore, to further substantiate the aforementioned working hypothesis, the spectra
for all 757 de novo ESTR mutant molecules recovered in blood and sperm were
analysed. As in previous studies (Yauk et al., 2002; Glen et al., 2008; Abouzeid Ali et al.,
2012; Voutounou et al., 2012), analysis involved the categorisation of Ms6-hm mutants
as either insertions or deletions, as well as the determination of the number of repeat
units gained or lost at each locus. As with mutational analysis, those mutants
exhibiting mosaicism were treated as a single mutational event and subsequently
analysed as one. All Ms6-hm mutants identified in blood samples exhibiting repeat unit insertion
following ELF-MF exposure were aggregated, irrespective of exposure parameters, as
were those presenting repeat unit deletions. The incidence of unique mutations involving gain and loss of repeat units at the Ms6-
hm locus detected in DNA samples extracted from blood of control and exposed male
mice. The chi-square test and corresponding P values for differences between groups
are also shown. 3.9 Mutation Spectrum These measures were undertaken to
increase the statistical power in the analysis of the distribution of repeat units gained
or lost by the identified Ms6-hm mutants following ELF-MF exposure. 3.9.1 Size Spectra of Ms6-hm Mutations in Blood
The mutation distributions were initially analysed for blood and a summary of the
mutation spectrums for the 291 de novo mutations detected is presented in Table 20. 3.9.1 Size Spectra of Ms6-hm Mutations in Blood
The mutation distributions were initially analysed for blood and a summary of the
mutation spectrums for the 291 de novo mutations detected is presented in Table 20. 3.9.1 Size Spectra of Ms6-hm Mutations in Blood The progenitor allele was assumed to be the parental allele closest in size
to the mutant allele. Kruskal-Wallis test, P = 0.0819. Figure 19. Spectra of somatic ESTR mutations in sham-treated controls and exposed
male mice. The progenitor allele was assumed to be the parental allele closest in size
to the mutant allele. Kruskal-Wallis test, P = 0.0819. Figure 19. Spectra of somatic ESTR mutations in sham-treated controls and exposed
male mice. The progenitor allele was assumed to be the parental allele closest in size
to the mutant allele. Kruskal-Wallis test, P = 0.0819. Figure 19. Spectra of somatic ESTR mutations in sham-treated controls and exposed
male mice. The progenitor allele was assumed to be the parental allele closest in size
to the mutant allele. Kruskal-Wallis test, P = 0.0819. 3.9.1 Size Spectra of Ms6-hm Mutations in Blood Table 20. ESTR mutation spectra of control and treated males in blood
Group
Gains (%)
Losses (%)
Total
Control
62 (72.94%)
23 (27.06%)
85
MF
98 (64.47%)
54 (35.53%)
152
X-rays
40 (74.07%)
14 (25.93%)
54
Total
200 (68.73%)
91 (31.27%)
291
Chi-square all
χ2 df=2, = 2.70
P = 0.2592
Chi-square MF
χ2 df=1, = 1.78
P = 0.1819
Chi-square X-rays
χ2 df=1, = 0.02
P = 0.8829 The incidence of unique mutations involving gain and loss of repeat units at the Ms6-
hm locus detected in DNA samples extracted from blood of control and exposed male
mice. The chi-square test and corresponding P values for differences between groups
are also shown. Individual analysis into the distribution of mutant alleles (gain vs loss of repeat units)
for either ELF-MF or X-ray samples revealed no significant differences to those
exhibited by the sham-treated controls (Table 20; ELF-MF, P = 0.1819; X-rays, P =
0.8829). Likewise, although demonstrating a slight visible preference towards the gain
of repeat units, there was no significant difference in the combined distributions of Individual analysis into the distribution of mutant alleles (gain vs loss of repeat units)
for either ELF-MF or X-ray samples revealed no significant differences to those
exhibited by the sham-treated controls (Table 20; ELF-MF, P = 0.1819; X-rays, P =
0.8829). Likewise, although demonstrating a slight visible preference towards the gain
of repeat units, there was no significant difference in the combined distributions of 115 mutations involving gain or loss of repeat units between the irradiated (MF & X-ray)
and control groups (P = 0.2592) in blood samples. Upon characterising the distribution of the identified Ms6-hm mutants, the spectra of
length-changes involved in both mutant additions and deletions were next considered
(Figure 19). The same process was followed as in Yauk et al. (2002), in which mutations
involving insertions or deletions of similar lengths were grouped (+ 2-5 repeats, + 6-9
repeats, + 10-13, + 14-29 and + 30+ repeats). The spectra of size changes in Ms6-hm
mutants were compared between blood samples taken from unexposed sham-treated,
ELF-MF exposed and X-ray irradiated male mice. The combined distributions of length-
changes at ESTR loci did not differ significantly (P = 0.0819), indicating that there is no
divergence between the insertion and deletion of repeat units. 116 Figure 19. Spectra of somatic ESTR mutations in sham-treated controls and exposed
male mice. 3.9.2 Size Spectra of Ms6-hm Mutations in Sperm The distribution and spectra of length-changes for all 466 Ms6-hm germline mutations
were also defined. A summary of the frequency distribution for gains and losses of
Ms6-hm repeat units is presented in Table 21. Comparable to blood samples, there were no significant differences in the combined
distributions of mutations involving gain or loss of repeat units in sperm between the
irradiated (ELF-MF & X-ray) and control groups (P = 0.5541). Furthermore, the spectra
of length-changes in the sperm Ms6-hm mutants did not significantly differ between all
groups either (Figure 20; P = 0.8438). 117 Table 21. ESTR mutation spectra of control and treated males in sperm
Group
Gains (%)
Losses (%)
Total
Control
52 (55.32%)
42 (44.68%)
94
MF
183 (61.62%)
114 (38.38%)
297
X-rays
45 (60.00%)
30 (40.00%)
75
Total
280 (60.09%)
186 (39.91%)
466
Chi-square all
χ2 df=2, = 1.18
P = 0.5541
Chi-square MF
χ2 df=1, = 1.18
P = 0.2772
Chi-square X-rays
χ2 df=1, = 0.37
P = 0.5409
The incidence of unique mutations involving gain and loss of repeat units at the Ms6-
hm locus detected in DNA samples extracted from sperm of control and exposed male
mice. The chi-square test and corresponding P values for differences between groups
are also shown. Table 21. ESTR mutation spectra of control and treated males in sperm
Group
Gains (%)
Losses (%)
Total
Control
52 (55.32%)
42 (44.68%)
94
MF
183 (61.62%)
114 (38.38%)
297
X-rays
45 (60.00%)
30 (40.00%)
75
Total
280 (60.09%)
186 (39.91%)
466
Chi-square all
χ2 df=2, = 1.18
P = 0.5541
Chi-square MF
χ2 df=1, = 1.18
P = 0.2772
Chi-square X-rays
χ2 df=1, = 0.37
P = 0.5409 Table 21. ESTR mutation spectra of control and treated males in sperm The incidence of unique mutations involving gain and loss of repeat units at the Ms6-
hm locus detected in DNA samples extracted from sperm of control and exposed male
mice. The chi-square test and corresponding P values for differences between groups
are also shown. Figure 20. Spectra of germline ESTR mutations in sham-treated controls and exposed
male mice. The progenitor allele was assumed to be the parental allele closest in size
to the mutant allele. Kruskal-Wallis test, P = 0.8438. Figure 20. Spectra of germline ESTR mutations in sham-treated controls and exposed
male mice. The progenitor allele was assumed to be the parental allele closest in size
to the mutant allele. 3.9.2 Size Spectra of Ms6-hm Mutations in Sperm Kruskal-Wallis test, P = 0.8438. Overall, the data presented in the current study therefore indicate that neither the
frequency distribution nor the spectra of length-changes in Ms6-hm mutants
significantly alter from those found in age-matched sham-treated controls, in either
the germline or somatic tissues of hybrid male mice exposed to a 50 Hz magnetic field
at intensities of 10, 100 and 300 T for 2- and 15 hours. Likewise, acute irradiation to 1 118 Gy X-rays does not significantly change frequency distribution, or the spectra of length-
changes in Ms6-hm mutants from those found in either germline or somatic tissues of
age-matched sham-treated controls. The data from this present study are therefore in
accordance with those previously presented (Yauk et al., 2002; Dubrova, 2005), and
provide further evidence as to the presence of a similar mutational process within
both the germline and soma in irradiated male mice (1 Gy acute X-rays). 3.10.1 Experimental Design p
g
While the present analysis of ESTR mutation frequencies failed to detect any significant
changes between ELF-MF exposed and sham-treated males, ELF-MF represents a weak
environmental stimulus incapable of ionising molecules, therefore any potential
impact of ELF-MF on human health is likely complex. Thus the use of microarray
technology to analyse gene expression profiles, following ELF-MF exposure, may not
only identify prospective gene candidates but also provides an additionally informative
endpoint in the series of ELF-MF studies. Considering this, this present pilot study was
designed and initiated in an attempt to validate the mutation induction data. Gene
expression profiles pertaining to ELF-MF and age-matched sham-treated BALB/c x
CBA/Ca F1 hybrid male mice were compared in parallel with those from X-ray
irradiated males using microarray expression data. Five BALB/c x CBA/Ca F1 hybrid male mice were exposed for 15 hours to a magnetic
flux density of 300 µT or whole-body acute irradiation of 1 Gy X-rays and their kidney
samples taken 12 weeks post-exposure. Kidney samples were also taken from an
additional five sham-treated BALB/c x CBA/Ca F1 hybrid male mice 12 weeks post
mock-exposure and used as control samples for data analysis. Indeed, the kidney
represents a transcriptionally rich tissue in which to analyse the effects of ELF-MF on
gene expression as it is a highly specialised organ with a great diversity of functions
and cell types essential in numerous hormonal and homeostatic regulatory functions. Moreover, high quality RNA extraction and gene pattern analyses have previously been
illustrated in non-exposed offspring of irradiated CBA/Ca and BALB/c male mice
(Gomes et al., 2015) as well as in CBA/Ca and BALB/c mice subjected to a methyl-donor
deficient diet (Glen et al., 2015). RNAs were therefore extracted from both kidneys in 119 each mouse per exposure group and quality analysis performed (Chapter 2.13.1, Figure
10). Additionally, each individual RNA sample from the five male mice was subjected to
three independent biological replicates while, to minimize inter-experiment variation,
microarrays were performed in duplicate for each experimental group. This preliminary study implemented a one-colour microarray-based gene expression
analysis, whereby cyanine 3-labelled target sequences were used to measure gene
expression profiles of MF-exposed and X-ray irradiated BALB/c x CBA/Ca F1 hybrid
males, with the highly sensitive Agilent SurePrint G3 Mouse GE 8x60K microarrays
(Agilent Technologies, Santa Clara, CA, USA). 3.10.1 Experimental Design Each Agilent SurePrint G3 Mouse GE
8x60K microarray slide was printed with eight identical arrays containing 39,430 Entrez
Gene RNAs and 16,251 lincRNAs (long intergenic non-coding RNAs). Gene expression
profiles were analysed using a one-colour microarray analysis which utilises an
intensity-based platform, through which the intensities of each individual probe were
generated in each array experiment. The use of a one-colour microarray analysis
offered several advantages in that it allowed for inter-array comparisons of the
measured gene expression, while the use of only cyanine 3 dye was more robust
compared to the more degradation-prone cyanine 5 dye. 3.10.2.1 ELF-MF Gene Expression Analysis 3.10.2.1 ELF MF Gene Expression Analysis
The pattern of gene expression was initially established in the ELF-MF exposed males
(300 µT, 15 hours). Microarray analysis was visualised primarily through volcano plots
following the employment of the Student’s t test with false discovery rate (FDR)
parameters of P <0.05 and identifying only those transcripts expressing a fold change
of >2. The primary data did not reveal any differentially expressed loci following
exposure to 300 µT for 15 hours compared with the sham-treated controls (Figure 21). 120 Figure 21. ELF-MF gene expression analysis. Volcano plot analysis exhibiting the
differential pattern of gene expression in BALB/c x CBA/Ca F1 hybrid male mice
following 15 hour exposure to 300 µT compared to their age-matched sham-treated
controls. The log2 fold-change values are plotted on the x-axis of the volcano plots and
are compared to the negative log10 raw P values on the y-axis. Figure 21. ELF-MF gene expression analysis. Volcano plot analysis exhibiting the Figure 21. ELF-MF gene expression analysis. Volcano plot analysis exhibiting the
differential pattern of gene expression in BALB/c x CBA/Ca F1 hybrid male mice
following 15 hour exposure to 300 µT compared to their age-matched sham-treated
controls. The log2 fold-change values are plotted on the x-axis of the volcano plots and
are compared to the negative log10 raw P values on the y-axis. 3.10.2.2 Ionising Radiation Gene Expression Analysis g
p
y
Using the same two-fold cut-off criteria, the pattern of expression of protein-coding
genes (mRNA) and long intergenic non-coding RNAs (lincRNAs) were analysed 12-
weeks post whole-body acute 1 Gy X-ray exposure (positive control). In contrast to
ELF-MF gene expression profile analysis, RNA samples extracted from irradiated kidney
cells revealed five significantly up-regulated loci (P < 0.05) when compared with sham-
treated controls (shown in red, Figure 22). The five significantly up-regulated loci
identified within the positive control experiment of this pilot study relate to the two
genes; Il12rb2 and Ltb4r2, in addition to three lincRNAs and are summarised in Table 22. 121 Figure 22. Ionising radiation gene expression analysis. Volcano plot analysis exhibiting
the differential pattern of gene expression in BALB/c x CBA/Ca F1 hybrid male mice
following whole-body acute 1 Gy X-ray exposure compared to their age-matched
sham-treated controls. The log2 fold-change values are plotted on the x-axis of the
volcano plots and are compared to the negative log10 raw P values on the y-axis. Genes
with an absolute differential expression fold-change >2, alongside a raw P value <0.05
are shown in red. Figure 22. Ionising radiation gene expression analysis. Volcano plot analysis exhibitin Figure 22. Ionising radiation gene expression analysis. Volcano plot analysis exhibiting
the differential pattern of gene expression in BALB/c x CBA/Ca F1 hybrid male mice
following whole-body acute 1 Gy X-ray exposure compared to their age-matched
sham-treated controls. The log2 fold-change values are plotted on the x-axis of the
volcano plots and are compared to the negative log10 raw P values on the y-axis. Genes
with an absolute differential expression fold-change >2, alongside a raw P value <0.05
are shown in red. 122 Table 22. Summary of up-regulated genes
Probe Name
Gene Symbol
Description
Fold Change
Log Fold Change
Regulation
P (Corr) *
A_30_P01018642
lincRNA:chr17:14320464-14320975
forward strand
4.73
2.24
Up
0.0384
A_55_P1970489
Il12rb2
Mus musculus interleukin 12 receptor,
beta 2 (Il12rb2), mRNA [NM_008354]
6.25
2.64
Up
0.0384
A_51_P282211
Ltb4r2
Mus musculus leukotriene B4 receptor 2
(Ltb4r2), mRNA [NM_020490]
7.51
2.91
Up
0.0072
A_30_P01025210
lincRNA:chr8:44232164-44267061 reverse
strand
5.55
2.47
Up
0.0454
A_30_P01030493
lincRNA:chr10:39659425-39674200
forward strand
5.33
2.42
Up
0.0323
The details of expression changes exhibited by the five up-regulated probes following whole body acute exposure to 1 Gy X-rays. * Probability values were corrected for multiple testing using the Benjamini-Hochberg False Discovery Rate method. Table 22. 3.10.2.2 Ionising Radiation Gene Expression Analysis Summary of up-regulated genes The details of expression changes exhibited by the five up-regulated probes following whole body acute exposure to 1 Gy X-rays. * Probability values were corrected for multiple testing using the Benjamini-Hochberg False Discovery Rate method. 123 Next, the normalised Cy-3 intensity values were compared for each of the five up-
regulated probes between each X-ray irradiated and sham-treated male mice. These
data confirmed an absence of outliers, illustrating that each probe was persistently up-
regulated in each of the five X-ray irradiated mice, and in contrast to the
corresponding expression in the sham-treated males (Figure 23). Figure 23. Comparison of differentially expressed probes. Line plot analysis
illustrating the normalised signal intensities (log2 values) of each up-regulated probe in
each individual sham-treated and X-ray irradiated male mouse. Figure 23. Comparison of differentially expressed probes. Line plot analysis
illustrating the normalised signal intensities (log2 values) of each up-regulated probe in
each individual sham-treated and X-ray irradiated male mouse. Figure 23. Comparison of differentially expressed probes. Line plot analysis
illustrating the normalised signal intensities (log2 values) of each up-regulated probe in
each individual sham-treated and X-ray irradiated male mouse. Figure 23. Comparison of differentially expressed probes. Line plot analysis
illustrating the normalised signal intensities (log2 values) of each up-regulated probe in
each individual sham-treated and X-ray irradiated male mouse. Finally, a probability plot was employed as an alternative exposure metric to confirm
the prior analyses identifying the absence of statistically significant exposure effect in
the ELF-MF exposed males, in addition to the significant upregulation of five
transcripts in males irradiated with 1 Gy acute X-rays (Figure 24). Probability plots
represent a useful method in preliminary microarray data analyses as it allows the
correction for the large number of comparisons, thereby offering an informative and
functionally useful interpretation for the thousands of genes being studied
(Wartenberg et al., 1994). Normally implemented to evaluate how well a data set
matches a specific distribution, in this current study the probability plot has been
utilised to represent a visual aid in the confirmation of genes with differential
expression levels. Owing to such a large number of comparisons, genes whose 124 expression levels vary between the control and treatment groups can be identified as
the points that deviate significantly from the otherwise linear relationship. 3.10.2.2 Ionising Radiation Gene Expression Analysis Figure 24. Probability plot analysis comparing the exposure distributions between
ELF-MF and X-ray irradiated samples. The P-values are ranked and then log-
transformed (-log10) in order of rank (x-axis). These are compared to the negative log10
transformed corrected P values plotted on the y-axis. 3.10.2.2 Ionising Radiation Gene Expression Analysis For the two
datasets considered here (ELF-MF exposure and ionising radiation) (Figure 24), it is
illustrated that no single gene was differentially expressed 12 weeks following a 15
hour, 300 µT ELF-MF exposure. It follows that such an expression is likely
representative of background global levels of exposure. Comparatively, following
exposure to 1 Gy X-rays, Figure 24 not only illustrates the remnants of a global
exposure response in the same transcripts 12 weeks post irradiation, but the
expression levels of five transcripts have deviated significantly from the linear
relationship expressed by the other transcripts, corresponding to those transcripts
whose expression levels were significantly up-regulated in Figure 22. Such a visual
representation of the data therefore confirms the robustness of the previous SM-PCR
analyses, and moreover, that the effects of ELF-MF on gene expression are negligible
compared to those following exposure to 1 Gy X-rays. expression levels vary between the control and treatment groups can be identified as
the points that deviate significantly from the otherwise linear relationship. For the two
datasets considered here (ELF-MF exposure and ionising radiation) (Figure 24), it is
illustrated that no single gene was differentially expressed 12 weeks following a 15
hour, 300 µT ELF-MF exposure. It follows that such an expression is likely
representative of background global levels of exposure. Comparatively, following
exposure to 1 Gy X-rays, Figure 24 not only illustrates the remnants of a global
exposure response in the same transcripts 12 weeks post irradiation, but the
expression levels of five transcripts have deviated significantly from the linear
relationship expressed by the other transcripts, corresponding to those transcripts
whose expression levels were significantly up-regulated in Figure 22. Such a visual
representation of the data therefore confirms the robustness of the previous SM-PCR
analyses, and moreover, that the effects of ELF-MF on gene expression are negligible
compared to those following exposure to 1 Gy X-rays. 125 Figure 24. Probability plot analysis comparing the exposure distributions between
ELF-MF and X-ray irradiated samples. The P-values are ranked and then log-
transformed (-log10) in order of rank (x-axis). These are compared to the negative log10
transformed corrected P values plotted on the y-axis. Figure 24. Probability plot analysis comparing the exposure distributions between
ELF-MF and X-ray irradiated samples. The P-values are ranked and then log-
transformed (-log10) in order of rank (x-axis). These are compared to the negative log10
transformed corrected P values plotted on the y-axis. 4.1 Summary of Data y
In this thesis, the frequency of germline and somatic ESTR mutation induction was
analysed following 2- or 15 hour exposures to 50 Hz magnetic fields of 10, 100 or 300
µT. The data presented from the studies within this thesis demonstrate that in neither
tissue does the frequency of ESTR mutation induction of all exposed male mice
significantly differ from that in their equivalent sham-treated groups (Figures 16, 17). Moreover, a lack of significant difference in ESTR mutation frequency remained in both
the germline and somatic tissues of exposed mice when compared to that of an
aggregated group of sham-treated controls. In contrast, the frequency of ESTR
mutation was significantly elevated in both the germline and somatic tissue of males
exposed to 1 Gy of acute X-rays (Table 17). 126 These data were in part confirmed by an additional pilot study in which high-
throughput microarray analysis further demonstrated the lack of any significant
alteration in gene expression in kidney cells of BALB/c x CBA/Ca hybrid F1 males
following a 15 hour exposure to 50 Hz magnetic fields of 300 µT (Figure 21). Overall, these studies represent, to the best of my knowledge, the first methodical
attempt to determine the in vivo frequency with which mutation induction occurs in
the germline and somatic tissues of male mice after continuous exposure to 50 Hz ELF-
MFs up to a dose of 300 μT (Wilson et al., 2015). 4.2 Epidemiological Data p
g
Throughout this thesis, a constant emphasis has been placed on how exposure to ELF-
MF background environmental fields is unavoidable. The development of electrical
technology and expansion of their use within modern society has led to an increase in
both residential and occupational exposure to ELF-MFs. Owing to such continuous
worldwide ELF-MF exposure, it is therefore important to analyse and understand the
effects of ELF-MF on living organisms. As such, over the years, the effects of ELF-MF
have been extensively studied in regards to both their impact on general health and at
the DNA level, using an array of techniques, doses, measurement strategies and
systems. Yet, this has resulted in a contradicting body of literature. Thus, an issue still
remains as to the potential adverse biological/genotoxic effects of residential and/or
occupational ELF-MF exposure. It was therefore owing to this discrepancy that the
present study was designed in order to investigate the possible mutagenic potential of
low dose ELF-MF exposure in vivo. This was achieved through the analysis of mutation
induction frequency in both the somatic and germline tissues of BALB/c x CBA/Ca
hybrid F1 males, following exposure to 10, 100 and 300 T for 2 or 15 hours. These
designated field strengths incorporate a spectrum of doses specifically chosen to
encompass the International Commission on Non-Ionising Radiation’s recommended
exposure limits pertaining to the general public, which is set at 200 μT for 50 Hz
magnetic fields (International Commission on Non-Ionizing Radiation Protection,
2010). Moreover, they are inclusive of field strengths to which exposure has previously
resulted in DNA damage in vitro (intermittent exposure, > 35 µT, (Ivancsits et al.,
2003b)). However, it is of note that these field strengths are substantially larger than 127 those associated with the average household exposure in both the UK and USA
(AGNIR, 2001), in addition to those reported in epidemiological studies associated with
a diverse array of cancers, and in particular childhood leukaemia (IARC Working Group
on the Evaluation of Carcinogenic Risks to Humans, 2002). Indeed such data generated by epidemiological studies associating ELF-MF with an
increased risk of childhood leukaemia are chiefly responsible for ELF-MFs group 2B
classification as possibly carcinogenic (Chapter 1.12) (Ahlbom et al., 2000; Greenland
et al., 2000; IARC Working Group on the Evaluation of Carcinogenic Risks to Humans,
2002). 4.2 Epidemiological Data It is owing to such classification that the study of the health effects related to
ELF-MF exposure continues to occur. Thus as epidemiological studies are the principal
reference in classification, the evidence generated through these studies warrants
further discussion. 4.3 Epidemiological Limitations
It is important to note that while the majo p
g
It is important to note that while the majority of epidemiological studies compensate
for outside influences within their analyses, there is potential to attribute some causal
role to that of possible confounding factors and/or selection bias in the designation of
cases and/or controls. Yet, probably with the exception of traffic density, most studies
sufficiently account for potential confounding factors and thus the impact upon the
observed results from possible confounders is likely to be negligible (IARC Working
Group on the Evaluation of Carcinogenic Risks to Humans, 2002). The same however is
unlikely to be true for potential selection bias, as a review of the epidemiological
literature by Mezei and Kheifets (2006) identified evidence to suggest it played a role
both for and against an association between ELF-MF and childhood leukaemia. One of the main problems with epidemiological studies is with the measurement of
ELF-MF exposures. Since these investigations are almost exclusively conducted
retrospectively, assessment of human health effects and in particular the study of
chronic diseases in relation to ELF-MF exposure proves problematic since direct
measurements of exposure during the aetiologically relevant period cannot be
recreated. 128 The early studies were based upon exposure estimates taken from wire codes rather
than from measured values of direct personal exposures. The use of calculated field
measurements using wire codes and distance has potential to counteract such
fluctuations in exposure as the distance and wiring to residential areas remains stable
over extended time periods. However, studies which rely on the use of calculated
fields exclude all other sources of exposure which ultimately leads to an
underestimation of exposure, while only a few report adequate exposure parameters. Moreover, the use of wire codes also has potential to introduce selection bias in terms
of socioeconomic status in studies where controls were selected through random-digit
dialling (Savitz et al., 1988; London et al., 1991; Linet et al., 1997). The existence of
publication bias will further have an influence over the amount of data available for
meta-analysis studies. However, these studies evaluated the influence of
socioeconomic status on the observed results and each concluded that it was not a
potential confounder. 4.3 Epidemiological Limitations
It is important to note that while the majo In fact, the difficulties lie in the selection and recruitment of cases and controls since
the average home is exposed to an average field strength of <1 µT (UK Childhood
Cancer Study Investigators, 1999), with a fraction of homes with average fields above
certain thresholds for example, 1% to 2% of homes in the United Kingdom and 10% in
the United States presenting fields of >0.2 micro T (Kheifets et al., 2005). Therefore the
designation of cases and controls at exposures above these limits proves difficult. Studies have consistently struggled to find sufficient cases to form a viable conclusion
of effect, such as Dockerty et al. (1998), who identified suggestions of a positive
association between CL and ELF-MF >0.2 µT (Dockerty et al., 1998), although the study
only possessed five cases and one control within this exposure group, and the
confidence intervals produced were too wide to form a viable conclusion (CI: 1.1-224). Likewise in meta-analysis studies, as of the 12 studies included in the Greenland et al. (2000) study, only two (London et al., 1991; Linet et al., 1997) provided more than four
cases exposed to >0.4 µT. Moreover, while it was highlighted by Ahlbom et al. (2000)
that exposures >0.4 µT signify a doubling in risk of childhood leukaemia, it must also be
noted that this exposure category was only representative of 0.8% of subjects (44
cases and 62 controls). In fact, the difficulties lie in the selection and recruitment of cases and controls since
the average home is exposed to an average field strength of <1 µT (UK Childhood
Cancer Study Investigators, 1999), with a fraction of homes with average fields above
certain thresholds for example, 1% to 2% of homes in the United Kingdom and 10% in
the United States presenting fields of >0.2 micro T (Kheifets et al., 2005). Therefore the
designation of cases and controls at exposures above these limits proves difficult. 129 As study design progressed, many studies still only invoked direct measurements such
as spot measurements, despite the fact that these only assess exposure at one time
point. Whilst this type of exposure assessment is able to offer a quantitative estimate
of the field strength to which a household is exposed, such studies are supremely
limited. Firstly, spot measurements exclusively measure background fields, failing to
account for exposure metrics when using or within the vicinity of in use appliances. 4.3 Epidemiological Limitations
It is important to note that while the majo Secondly, exposure assessment of this kind is unrepresentative of long-term exposure
to magnetic fields as it fails to account for the seasonal and long-term fluctuations in
ELF-MF field strength. Taken together, these limitations suggest that the use of spot
measurements in the retrospective assessment of ELF-MF exposure does not provide
sufficient information regarding the aetiologically relevant period in order to
sufficiently evaluate the association between exposure to ELF-MF and the increased
incidence of childhood leukaemia. While 24-hour measurements represent an
improvement over spot measurement, they too fail to account for fluctuations in field
strength. Overall, direct measurement studies possess limitations in their evaluation of
long-term exposure assessment, which may potentially lead to instances of exposure
misclassification. It should however be noted that it is unlikely the subsequent
association with disease status is due to the misclassifications of exposure. Indeed
such misclassifications more prominently bias in favour of the null and are thus
representative of an underestimation of the exposure effect (Rothman et al., 2008). As study design progressed, many studies still only invoked direct measurements such
as spot measurements, despite the fact that these only assess exposure at one time
point. Whilst this type of exposure assessment is able to offer a quantitative estimate
of the field strength to which a household is exposed, such studies are supremely
limited. Firstly, spot measurements exclusively measure background fields, failing to
account for exposure metrics when using or within the vicinity of in use appliances. Evidence from epidemiological studies suggests that the presence of any potential
association between childhood leukaemia and ELF-MF occurs through post-natal
exposures of >0.4 µT. Yet since epidemiological studies are limited in their analysis,
scientific evidence is still lacking as to the effect of exposures greater than this. Moreover, whilst there have been positive epidemiological associations, uncertainties
remain as to whether the association between ELF-MF and childhood leukaemia is
causal. Yet, given how few cases and controls are actually exposed to ELF-MFs greater
than 0.4 µT, it is roughly estimated that between one and two additional cases (per
500) would arise as a result of artificial ELF-exposure (UK Childhood Cancer Study
Investigators, 1999; Kroll et al., 2010). Further analysis by Teepen and Dijck (2012) also Evidence from epidemiological studies suggests that the presence of any potential
association between childhood leukaemia and ELF-MF occurs through post-natal
exposures of >0.4 µT. 4.3 Epidemiological Limitations
It is important to note that while the majo Yet since epidemiological studies are limited in their analysis,
scientific evidence is still lacking as to the effect of exposures greater than this. Moreover, whilst there have been positive epidemiological associations, uncertainties
remain as to whether the association between ELF-MF and childhood leukaemia is
causal. Yet, given how few cases and controls are actually exposed to ELF-MFs greater
than 0.4 µT, it is roughly estimated that between one and two additional cases (per
500) would arise as a result of artificial ELF-exposure (UK Childhood Cancer Study
Investigators, 1999; Kroll et al., 2010). Further analysis by Teepen and Dijck (2012) also 130 estimated that ELF-MF exposure potentially only contributes an overall population
attributable risk (PAR) percentage of 1.9(%). Taken together these statistical analyses indicate that exposure to ELF-MF is unlikely to
significantly impact upon the incidence of childhood leukaemia if indeed causality is
established. In light of the present findings, it is therefore posited that the
classification of ELF-MF exposure as possibly carcinogenic represents a conservative
and premature public-health decision. This decision has continued to drive an
increasing number of studies to attempt to validate potential causality between ELF-
MF exposure and childhood leukaemia as indicated by epidemiological studies. However, such causality cannot be validated without establishing either a dose-
dependent response in vitro and in vivo or the existence of a plausible biophysical
mechanism through which extremely low-frequency magnetic fields are proven to
possess carcinogenic characteristics. 4.4 Dose Response p
As such, this current study investigated the presence of a dose-dependent response to
ELF-MF exposure. While analysis of pooled sperm data for each individual exposure
length (2 hours or 15 hours) illustrated a marginally significant elevation in the total
frequency of ESTR mutation when compared to that in sham-treated animals (Figure
18, Table 19), these data do not however present any evidence to indicate a dose-
dependent increase within the exposed male mice. The lack of evidence with regards
to an ELF-MF dose-response is seemingly in contrast to several earlier studies (Lai &
Singh, 1997; Ivancsits et al., 2002, 2003b; Wolf et al., 2005; Focke et al., 2010). However, all of these studies also provided evidence of ELF-MF exposure possessing
genotoxic capabilities. In the study by Lai and Singh (1997) brain cells of adult Sprague-Dawley rats were
analysed 2 and 4 hours after acute (2 hours) exposure to a 60 Hz magnetic field at flux
densities of 0.1, 0.25 and 0.5 mT. Using the previously employed micro-gel
electrophoresis assay (Lai & Singh, 1996), a significant dose-dependent increase in
DNA single-strand breaks was observed at all flux densities in which the average DNA
migration lengths increased in conjunction with flux density. A similar dose-dependent
response was also witnessed in double-strand breaks, however only following 131 exposure to 0.25 and 0.5 mT (Lai & Singh, 1997). Similar dose-responses were
identified in ensuing studies, although these studies implemented intermittent
exposures of ELF-MFs. Progressive intermittent ELF-MF exposures (20-1000 µT, 5 min
on/10 min off) of cultured human fibroblast cells for a period of 1 to 24 hours resulted
in both a dose-dependent and time-dependent increase in DNA single- and double-
strand breaks as measured by alkaline and neutral comet tail factors (Ivancsits et al.,
2003b). DNA damage increased in a time-dependent manner, although it peaked at 15
hours with the assay levels declining thereafter without returning to basal levels. Likewise, an increasing scale of magnetic flux densities from 20 to 1000 µT induced a
dose-dependent significant increase in single- and double-strand breaks from a
magnetic flux density of 35 µT (Ivancsits et al., 2003b). Additionally, Wolf et al. 4.4 Dose Response (2005)
reported a dose-dependent increase in DNA damage, detected as DNA strand breaks
and measured by the comet assay, in three separate cell lines (HL-60 leukaemia cells,
Rat-1 fibroblasts and human diploid fibroblasts (WI-38 cells) exposed for 3-72 hours to
0.5-1.0 mT, 50 Hz ELF-MF, where genotoxicity peaked at 24 and 72 hours (Wolf et al.,
2005). Finally, Focke and co-authors (2010) were able to replicate an ELF-MF exposure
dependent increase in comet tail DNA in three cell models of primary human
fibroblasts (ES-1, HR-1d and MRC-5) intermittently exposed to 50 Hz ELF-MF at a flux
density of 1 mT. However, statistical significance was smaller and with higher
experimental variation than those previously presented by Ivancsits et al. (2002). exposure to 0.25 and 0.5 mT (Lai & Singh, 1997). Similar dose-responses were
identified in ensuing studies, although these studies implemented intermittent
exposures of ELF-MFs. Progressive intermittent ELF-MF exposures (20-1000 µT, 5 min
on/10 min off) of cultured human fibroblast cells for a period of 1 to 24 hours resulted
in both a dose-dependent and time-dependent increase in DNA single- and double-
strand breaks as measured by alkaline and neutral comet tail factors (Ivancsits et al.,
2003b). DNA damage increased in a time-dependent manner, although it peaked at 15
hours with the assay levels declining thereafter without returning to basal levels. Likewise, an increasing scale of magnetic flux densities from 20 to 1000 µT induced a
dose-dependent significant increase in single- and double-strand breaks from a
magnetic flux density of 35 µT (Ivancsits et al., 2003b). Additionally, Wolf et al. (2005)
reported a dose-dependent increase in DNA damage, detected as DNA strand breaks
and measured by the comet assay, in three separate cell lines (HL-60 leukaemia cells,
Rat-1 fibroblasts and human diploid fibroblasts (WI-38 cells) exposed for 3-72 hours to
0.5-1.0 mT, 50 Hz ELF-MF, where genotoxicity peaked at 24 and 72 hours (Wolf et al.,
2005). Finally, Focke and co-authors (2010) were able to replicate an ELF-MF exposure
dependent increase in comet tail DNA in three cell models of primary human
fibroblasts (ES-1, HR-1d and MRC-5) intermittently exposed to 50 Hz ELF-MF at a flux
density of 1 mT. However, statistical significance was smaller and with higher
experimental variation than those previously presented by Ivancsits et al. (2002). exposure to 0.25 and 0.5 mT (Lai & Singh, 1997). 4.4 Dose Response Similar dose-responses were
identified in ensuing studies, although these studies implemented intermittent
exposures of ELF-MFs. Progressive intermittent ELF-MF exposures (20-1000 µT, 5 min
on/10 min off) of cultured human fibroblast cells for a period of 1 to 24 hours resulted
in both a dose-dependent and time-dependent increase in DNA single- and double-
strand breaks as measured by alkaline and neutral comet tail factors (Ivancsits et al.,
2003b). DNA damage increased in a time-dependent manner, although it peaked at 15
hours with the assay levels declining thereafter without returning to basal levels. y
g
g
Likewise, an increasing scale of magnetic flux densities from 20 to 1000 µT induced a
dose-dependent significant increase in single- and double-strand breaks from a
magnetic flux density of 35 µT (Ivancsits et al., 2003b). Additionally, Wolf et al. (2005)
reported a dose-dependent increase in DNA damage, detected as DNA strand breaks
and measured by the comet assay, in three separate cell lines (HL-60 leukaemia cells,
Rat-1 fibroblasts and human diploid fibroblasts (WI-38 cells) exposed for 3-72 hours to
0.5-1.0 mT, 50 Hz ELF-MF, where genotoxicity peaked at 24 and 72 hours (Wolf et al.,
2005). Finally, Focke and co-authors (2010) were able to replicate an ELF-MF exposure
dependent increase in comet tail DNA in three cell models of primary human
fibroblasts (ES-1, HR-1d and MRC-5) intermittently exposed to 50 Hz ELF-MF at a flux
density of 1 mT. However, statistical significance was smaller and with higher
experimental variation than those previously presented by Ivancsits et al. (2002). Ultimately, since there are currently neither consistent laboratory evidence in support
of a dose response, nor any viable biophysical mechanism through which extremely
low-frequency magnetic fields can biologically interact with and give rise to mutations
in mammalian tissues, the presence and shape of a dose response cannot be
accurately ascertained. Moreover, without the foundation of dose-effect relationships,
the validity of the causal effect of extremely low-frequency magnetic field irradiations
on any increased risk of cancerous diseases, as portrayed by epidemiological studies,
cannot be explained by any scientific reasoning. 132 4.5.1 ELF-MF Data 4.5.1 ELF-MF Data
It is not solely the presence of dose-dependent responses to ELF-MF exposure which is
seemingly lacking conclusive supporting data; the absence of viable data replication,
both between and within laboratories, has contributed to the contradictory nature of
available data regarding this subject. While the majority of studies have been unable
to confirm the genotoxic nature of magnetic field exposure, conclusions of such nature
have been questioned with arguments pertaining to the lack of assay sensitivity in
studies where an absence of ELF-MFs carcinogenic potential has been determined
(Mairs et al., 2007). It follows that, while the classic methods provide the sensitivity
capable of identifying extensive and severe cellular DNA damage, they may lack the
relevant sensitivity required to reveal subtle molecular alterations that lead to
potentially harmful genetic damage (Mairs et al., 2007). In light of this, previous
studies have called for the implementation of sensitive high-throughput methods in
the detection of ELF-MFs potential genotoxic effects (Burdak-Rothkamm et al., 2009). Indeed it has been illustrated throughout that the use of hypervariable tandem repeat
loci located within the mammalian genome has been previously employed as a
successful biomarker in the detection of induced germline mutations in humans and
animals following environmental exposure to radioactive and chemical pollutants
(Chapters 1.14 to 1.14.3.2.2) (reviewed in Yauk, (2004)). Therefore, by having recourse
to ESTRs in the current study, a highly sensitive in vivo system was employed in order
to assess any mutagenic effects of ELF-MFs at levels comparable to those populations
are exposed to. The data presented through the implementation of this system are in
line with the majority of previous findings in which ELF-MF exposure does not
significantly alter the frequency of mutation induction in vivo. Yet further comparison has proven difficult as there are a limited number of in vivo
studies which have been conducted to date. Not only that but studies in which
mutational analysis was conducted post-ELF-MF exposure are fewer still. Moreover,
the majority of mutation analysis studies that have been performed have investigated
the biological effects of ELF-MF at high flux densities (Miyakoshi et al., 1996, 1997; 133 Mairs et al., 2007), and are thus neither representative of those flux densities
employed within this study, nor of true environmental ELF-MF exposures. 4.5.1 ELF-MF Data 134 The alteration in allele size directly correlates to the measurement of mutation
induction conducted within this thesis, whereby any alteration was due to an addition
or deletion of repeat units. The authors reported that exposure induced an additional
0.011 mutations/locus/cell when compared to the sham-exposed cells, equating to a
3.75-fold increase in mutation induction (Mairs et al., 2007). Since the ESTR loci used within this project are also likely to represent a class of highly
expanded microsatellites (Hardwick et al., 2009), the data presented by the current
thesis’ study, in which an absence of mutation induction was found after ELF-MF
exposure, are in direct contrast to the data presented by Mairs et al. (2007).Though it
should be noted that the field strength to which the glioma cell line were exposed was
approximately three times higher than the largest employed within the present study. However, the present study was also designed, in part, in comparison to those
previously conducted via the REFLEX programme (Ivancsits et al., 2002, 2003b; Winker
et al., 2005), in which exposure to intermittent and continuous magnetic field
exposures resembling doses near the IARC environmental safe-guards resulted in an
increase in DSBs. As has been mentioned, the data of this current study are in contrast
to those previously presented by the REFLEX programme (Ivancsits et al., 2002, 2003b;
Winker et al., 2005). Likewise are those of Burdak-Rothkamm et al. (2009), whose
analysis of the in vitro effects of similar intermittent exposure doses (50-1000 µT)
failed to identify any measureable alterations in the amount of double-strand DNA
breaks and sister chromatid exchanges. Despite the γH2AX method employed in their
study possessing the ability to reliably detect DNA damage equivalent to an X-ray dose
of 0.025 Gy, neither the alkaline comet assay, nor the γH2AX assay could detect
significant damage at the DNA breakage level in the MF exposed fibroblasts and thus
confirm the REFLEX programme’s data. Similarly, a more recent in vivo study by Saha
et al. (2014), in which similar exposure parameters to those implemented in this
current study were utilised (continuous 2 hour exposure to 100 µT and 15 hours
exposure to 300 µT, 50 Hz MF) and failed to provide any evidence of mutagenesis
following 50 Hz magnetic field exposure. In the study conducted by Saha et al. (2014),
53BP1 foci were used as a direct signalling response to the formation of DSBs. 4.5.1 ELF-MF Data A series of studies investigated the effect of ELF-MF (50 Hz at 400 mT) exposure on the
induction of 6-thioguanine-resistant (6-TGr) mutations in the HPRT gene of cultured
human melanoma (MeWo) cells (Miyakoshi et al., 1996, 1997). An increase in induced
6-thioguanine-resistant (6-TGr) mutations was observed between 4- and 10 hours after
a 2 hour exposure (Miyakoshi et al., 1997). Similarly, in a further study, the authors
also reported that exposure to a 50 Hz magnetic field at 400 mT for up to 20 hours
induced a 6-fold increase in 6-thioguanine-resistant (6-TGr) mutations as compared to
the sham-treated control (Miyakoshi et al., 1996). Furthermore, the frequency of
mutations increased in a time-dependent manner until becoming, in their opinion,
saturated after 10 hours (Miyakoshi et al., 1996). Conversely, an additional study in
which a 12 hour exposure to a 60 Hz, 0.7 mT magnetic field did not enhance the
mutation frequency in Chinese hamster ovary cells exposed in the absence of ionising
radiation (Walleczek et al., 1999); the latter findings are more in line with those from
this present study. However, it has been concluded that the analysis of alteration in hypervariable tandem
repeat DNA sequences such as microsatellite and minisatellite may provide a radically
enhanced analysis of mutation frequencies when compared to the HPRT locus (Ogheri
et al., 1995). The use of these non-coding DNA sequences in identifying radiation-
induced mutations has previously been shown to represent at least a 1000 times more
sensitivity than analysis of the HPRT gene, which is renowned as the current
benchmark against which other methods of DNA mutation detection are measured
(Boyd et al., 2000). Indeed the use of hypervariable tandem repeats within this present
study to analyse the mutagenic potential of ELF-MF is not a novel idea as a former
study conducted by Mairs and co-authors (2007) previously used microsatellite DNA
sequences. Mairs and co-authors, (2007) studied the in vitro effects of ELF-MF. UVW
human glioma cells were exposed to a 1 mT, 50 Hz magnetic field for 12 hours after
which the analysis of mutation induction at microsatellite loci was conducted. DNA
damage was determined through the analysis of three types of microsatellite sequence
mutation inductions (change in allele size, loss of heterozygosity and allelic imbalance). 4.5.1 ELF-MF Data The use
of 53BP1 foci represents a sensitive monitor of DSB formation and repair, with nearly 135 100% efficiency. Pregnant C57BL/6 mice were exposed to a continuous 50 Hz magnetic
field of 100 µT for 2 hours or to a continuous or an intermittent (5 min on/10 min off)
field of 300 µT for 15 hours. Through this process, Saha et al. (2014) were able to
provide further evidence that continuous exposures to either a 2 hour, 100 µT, or 15
hour, 300 µT, 50 Hz magnetic field does not cause direct DNA damage. Therefore these data, while using a different detection method, implement similar
exposure conditions in vivo to this present study and further provide no evidence that
the frequency in which mutations are induced is affected following exposure to 50 Hz
magnetic fields up to a dose of 300 μT, ultimately strengthening these findings. Moreover, data from previous ESTR studies have provided an ESTR mutation rate with
a detection sensitivity cut-off equivalent to an exposure to 0.5 Gy of acute X-/γ-rays
(Dubrova et al., 1998a; Mughal et al., 2012). Consequently, to findings herein, it is
posited that the mutagenic effects on the public of MF exposure are only likely to
cause ESTR mutations equivalent to 0.5 Gy of X-rays, if any at all. In fact, the study
conducted by Saha et al. (2014) provided evidence of increased assay detection
sensitivity equivalent to 10 mGy X-rays, therefore suggesting a lower threshold. Therefore these data, while using a different detection method, implement similar
exposure conditions in vivo to this present study and further provide no evidence that
the frequency in which mutations are induced is affected following exposure to 50 Hz
magnetic fields up to a dose of 300 μT, ultimately strengthening these findings. Moreover, data from previous ESTR studies have provided an ESTR mutation rate with
a detection sensitivity cut-off equivalent to an exposure to 0.5 Gy of acute X-/γ-rays
(Dubrova et al., 1998a; Mughal et al., 2012). Consequently, to findings herein, it is
posited that the mutagenic effects on the public of MF exposure are only likely to
cause ESTR mutations equivalent to 0.5 Gy of X-rays, if any at all. In fact, the study
conducted by Saha et al. (2014) provided evidence of increased assay detection
sensitivity equivalent to 10 mGy X-rays, therefore suggesting a lower threshold. 4.5.1 ELF-MF Data What is abundantly clear from reviewing all the literature in this area is that any ELF-
MF induced biological effects on DNA damage or gene expression, are subject to a
range of factors and characteristics including, but not limited to, the frequency of
emittance and the intensity, duration and mode of said exposure (Ivancsits et al.,
2002). However, contradictory results regarding genotoxic potential of extremely low-
frequency magnetic fields are common within the literature; this may be due to the
differences in cellular targets examined by individual studies. Ivancsits et al. (2005)
reported that six types of cultured cells derived from different tissues induced
different genotoxic responses when exposed to 1 mT intermittent ELF-MFs. Of the six,
there were three responder cell types consisting of: human fibroblasts, human
melanocytes and rat granulosa cells, and three non-responder types: human
lymphocytes, human monocytes and human skeletal muscle cells. Additionally, Luceri
et al. (2005) failed to observe an increase in DNA damage in human blood lymphocytes
exposed to 50 Hz magnetic fields at 1, 10 or 100 µT for 18 hours. 136 These contradictory data are the product of exposure to several different cell lines and
organisms which evoked different responses. These discrepancies occur since most of
these aforementioned studies employ transformed cells known to exhibit inherent
genetic instability. Similarly, primary cell cultures may prove unreliable since, when
reaching maturation, they may present high background damage. Therefore the uses
of in vivo analyses and of similar exposure parameters, both in the present study and
within the Saha et al. (2014) study, overcome these limitations and ultimately start to
provide a clear and concise conclusion regarding the effects of ELF-MF on biological
systems which were previously unavailable. 4.5.2 Ionising Radiation 4.5.2 Ionising Radiation
Within this current study, the use of 1 Gy of acute X-rays was applied as a positive
control in order to validate the SM-PCR technique. Additionally, the analysis of ESTR
mutation induction has, to date, predominantly been studied in the germline of male
mice following exposure to ionising radiation (Dubrova et al., 1993, 1998a, 1998b,
2000b; Sadamoto et al., 1994; Fan et al., 1995; Niwa et al., 1996; Dubrova & Plumb,
2002; Yauk et al., 2002; Dubrova, 2005). However, such effects in somatic tissues are
yet to be sufficiently established. Initial data correspond to similar mechanisms, as in
the germline, whereby the rate of mutation induction was elevated in stem cells 10
and 20 weeks post-irradiation, in a stage-specific manner (Dubrova et al., 1998a,
1998b). Moreover, relatively small changes in mutation rates were exhibited in bone
marrow cells following acute exposure to X-rays, while no discernible change in
mutation frequency appeared in non-proliferating adult brains (Barber et al., 2009). Since the mitotic proliferation capabilities in an adult brain are low to non-existent
(Gross, 2000), with brain cells only undergoing mitotic proliferation in utero, these data
further signify that ESTR mutations arise almost entirely in replication-proficient cells
(Barber et al., 2009). Similarly, data from numerous studies analysing the ESTR mutation rate following
acute irradiation to X-rays at various stages of spermatogenesis have previously shown
that all radiation-induced ESTR mutations tend to arise at every stage of
spermatogenesis preceding metaphase I (Barber et al., 2000). That is, mutation rates
are significantly elevated only in spermatogonia derived from mid and early 137 pachytene, type B spermatogonia and As spermatogonia (Dubrova et al., 1998b; Barber
et al., 2000), which are indicative of samples taken from offspring conceived 4, 5, or 6
and above weeks post-irradiation, representing pre-meiotic spermatogonia (Searle,
1974). In contrast, no measurable alterations in the frequency of ESTR mutations were
exhibited in post-meiotic spermatids procured from non-dividing sperm cells of
irradiated adult mice analysed either one week (Barber et al., 2009) or three weeks
(Dubrova et al., 1998b; Barber et al., 2000) after exposure. Since hematopoietic tissues in mice undergo a vast turnover (Metcalf, 1988), the
design of this current study, in which nucleated blood cells were sampled 12 weeks
post-exposure, ensured that the majority of sampled nucleated blood cells originated
from exposed replication-proficient stem cells. 4.5.2 Ionising Radiation As indicated by Table 17, exposure to 1
Gy of acute X-rays causes a statistically significant increase in both the germline and
somatic tissues of irradiated male mice. Yet, while the spontaneous mutation
frequencies remain relatively similar in both blood and sperm (t=1.23; P=0.2188), the
radiation-induced ESTR mutation frequency in sperm is significantly higher than that in
blood (t=2.45; P=0.0144), (Figure 18). A statistically significant 2.4-fold increase was
shown in the germline ESTR mutation frequency of irradiated males, while a significant
though less distinct 1.8-fold increase was reported in the blood of these same male
mice. The reasoning for such a less-pronounced increase in ESTR mutation induction in the
hematopoietic stem cells, compared to the spermatogonial cells, is as yet unknown
and should warrant further analysis in the future. A potential rationale however may
be related to the cellular replication proficiency of the two tissues, such that the
percentage of actively dividing hematopoietic stem cells in mouse bone marrow is very
low (~9.1/105 cells in BALB/c mice) (Muller-Sieburg & Riblet, 1996), when compared to
that of sperm. Within the context of the analysis of ESTR mutation induction in the somatic tissues of
male mice exposed to ionising radiation, the current findings represent the initial
analysis of ESTR mutation induction in blood cells of male mice exposed to ionising
radiation. Moreover, these findings contribute further support to the original 138 hypothesis whereby mutations arising in germline or somatic tissues, either
spontaneously or induced, do so through a similar mutation process (Hardwick et al.,
2009). 4.6 Pilot Study Microarray Summary
In addition to the evaluation of the rate at which mutations are induced following ELF-
MF exposure, the present study also initiated a pilot study in which high-throughput
microarray analysis was used to assess the pattern of gene expression in vivo following
exposure to a 50 Hz magnetic field (300 µT) for 15 hours. This preliminary study
implemented a one-colour microarray-based gene expression analysis, whereby the
highly sensitive Agilent SurePrint G3 Mouse GE 8x60K microarrays were used in the
analysis of kidney samples taken from five BALB/c x CBA/Ca F1 hybrid male mice
following a 15 hour exposure to a 50 Hz magnetic field of 300 µT. The primary data did
not reveal any differentially expressed loci following exposure to 300 µT for 15 hours
compared with their sham-treated controls (Figure 21). 4.6.1 Comparative Analysis of Microarray Data 4.6.1 Comparative Analysis of Microarray Data
Several hypotheses have been proposed regarding potential mechanisms through
which ELF-MF ultimately interacts with biological systems, including the production of
free-radicals (Chapter 1.13.2, reviewed in Simko & Mattsson, (2004)). One proposal by
Phillips (1993) referred to an ELF-MF mediated alteration in gene expression. Following
this proposal, several studies performed small-scale analysis studies on a small
proportion of various genes with a potential to be affected. Loberg et al. (2000)
performed a small-scale analysis of the transcript levels of 588 cancer-related genes in
HL-60 and mammary epithelial cells after exposure to a 60 Hz magnetic field of 10 µT
or 1 mT for 24 hours. Likewise, Coulton et al. (2004) analysed the pattern of gene
expression in HSP27, HSP70A or HSP70B of human leukocytes. Neither study reported
significant alterations in the expression profiles in any of the 588 cancer-related genes
(Loberg et al., 2000), nor that 50 Hz magnetic fields up to 100 µT altered the pattern of
gene expression in HSP27, HSP70A or HSP70B of human leukocytes (Coulton et al.,
2004). However, the effect of human exposure on health appears to be multifaceted. While
the absence of biological mechanism and failure to establish a dose-response means 139 that there is a lack of starting point at which to initiate investigations. Therefore, the
use of whole-genome screening methods, like microarray gene expression analyses
possess the potential to globally analyse genes, and could identify viable gene
candidates which respond to ELF-MF exposure. The issue is that, similar to mutation
analyses studies, there remains as yet a limited number of large-scale gene expression
analyses evaluating the biological effects of ELF-MF exposure. The present pilot study
invokes the use of a genome-wide platform of investigation in an attempt to gather
preliminary data as to whether 50 Hz magnetic fields are able to interact with
biological systems in vivo. Previous attempts have been made to study the global gene-expression effects of ELF-
MF, although these have occurred in vitro. Luceri et al. (2005) assessed the variation in
overall gene expression profiles in human lymphocytes cells and Saccharomyces
cerevisiae after exposure to 1, 10 or 100 µT for 18 hours. By using DNA microarray in
the holistic analysis of the yeast and human genomes, an exposure to ELF-MFs ranging
from 1-100 µT for a period of 18 hours was not seen to render a change in any gene
expression profiles. 4.6.1 Comparative Analysis of Microarray Data Although the yeast genome was analysed in full, the study of the
human genome was limited in its design with only 13971 oligonucleotides represented
on the array (Luceri et al., 2005). More recently, a study by Henderson et al. (2006)
employed the use of microarrays containing approximately thirty thousand
oligonucleotides in their analysis of the transcriptional response in human primary
vascular endothelial cells. Neither continuous exposure of a 50 Hz MF representative
of occupational (700 µT) and domestic (10 µT) environments for a period of 24 hours,
nor intermittent exposure (700 µT, 60 min on/30 min off) over a 24 hour cycle gave
rise to an effect on the expression of any genes analysed which could be replicated. Similarly, Chen et al. (2012) analysed the gene expression response in Saccharomyces
cerevisiae exposed to a 50 Hz magnetic field of 0.4 mT for 6 hours, the use of which
was attempting to mimic the 1998 ICNIRP occupational exposure guideline. Despite
three genes being discovered to be up-regulated by at least 1.3 fold, upon further
analysis with real-time reverse transcription-polymerase chain reaction (RT-PCR), the
microarray detected changes were unconfirmed. After six independent replications
real-time RT-PCR analysis failed to confirm any significant change in any of the three 140 gene expression levels, with all three gene candidates presenting fold changes of
approximately 1.0. While these three studies were performed in vitro, the exposure doses to which these
cells were subject to are approximately equivalent to the one used in the present
study (300 µT for 15 hours), and thus the preliminary data generated from this pilot
study are in conjunction with those previously conducted (Luceri et al., 2005,
Henderson et al., 2006; Chen et al., 2012). Taken together, the data from these separately conducted global analysis studies on
gene expression profiles suggest that 50 Hz magnetic fields of up to 400 µT do not
significantly alter the pattern of gene expression profiles in human lymphocytes, yeast
cells or in vivo. Moreover, additional evidence from the study by Loberg et al. (2000)
confirms that no significant changes were identified in the expression of genes related
to the development of cancer. 4.6.1 Comparative Analysis of Microarray Data The results of this present study are in conjunction with,
and further add to, the growing body of evidence which suggests that there is no
causality between changes in gene expression and exposure to 50 Hz magnetic fields,
nor do such magnetic fields possess any ability to interact with biological systems. 4.7 Study Limitations 4.7 Study Limitations
The analysis of continuous exposure is viable as it allows the prolonged exposure to
ELF-MF experienced by households inhabiting in close proximity to high-voltage power
lines to be mimicked. However, only 1.1% of homes in the USA reside within 40 meters
of high-voltage power lines, while in the UK this figure is further reduced to 0.07% of
homes situated within 50 metres (EMFs.info, 2015). Moreover, whilst we are
continually exposed to ELF-MF throughout domestic life, there are fluctuations in
intensity dependent upon our location, the time of day or the season of the year. Whilst subsequent studies have not confirmed such findings (Burdak-Rothkamm et al.,
2009; Saha et al., 2014), it was previously demonstrated that exposure to intermittent
magnetic fields are not continuous, and result in a significant induction of DSB
formation (Ivancsits et al., 2002, 2003b; Winker et al., 2005). Therefore, it is probable
that the use of intermittent fields similar to those employed in previous studies
(Ivancsits et al., 2002, 2003a, 2003b, 2005; Winker et al., 2005; Burdak-Rothkamm et
al., 2009; Saha et al., 2014), would not only have allowed for a more realistic y
The analysis of continuous exposure is viable as it allows the prolonged exposure to
ELF-MF experienced by households inhabiting in close proximity to high-voltage power
lines to be mimicked. However, only 1.1% of homes in the USA reside within 40 meters
of high-voltage power lines, while in the UK this figure is further reduced to 0.07% of
homes situated within 50 metres (EMFs.info, 2015). Moreover, whilst we are
continually exposed to ELF-MF throughout domestic life, there are fluctuations in
intensity dependent upon our location, the time of day or the season of the year. 141 mimicking of global exposure but would have allowed data between studies to be
more accurately compared. Finally, while the use of non-coding repeat sequences currently represents the best
laboratory model for studying mutagen-induced tandem repeat instability in the
germline, this is mostly due to a lack of a more biologically-relevant model. Whilst the
mouse genome does encompass the characteristic true minisatellite loci, the germline
mutation rates exhibited by these loci (< 10-3 per generation) cannot be considered
hypervariable (Bois et al., 1998a). 4.7 Study Limitations As such, to date there is no animal model in which
the mutation induction at minisatellites can be appropriately studied, nor is there any
such equivalent for a human ESTR model at this time. The issue lies in the fact that the
mutational mechanism through which ESTR loci are processed is fundamentally
different to that of human minisatellites (Kelly et al., 1989; Gibbs et al., 1993; Bois et
al., 1998b). The high frequency germline mutations exhibited by human minisatellites
arise through complex meiotic recombination events, whilst ESTR instability arises
through a replication or repair-based process involving DNA polymerase slippage
during DNA replication, or through DNA polymerase pausing to repair the DNA
following the formation of secondary structures (Barber et al., 2004; Hardwick et al.,
2009). Moreover, human minisatellites do not exhibit the same levels of somatic
instability as ESTR loci (Jeffreys et al., 1988, 1994). This may cast doubts over the
biological relevance of ESTR assays and their substitution for human minisatellite
instability (reviewed in (Bouffler et al., 2006; Singer & Yauk, 2010; Yauk et al., 2015)). However, the dose-response of ESTR mutation induction has been shown to correlate
to that of other classical mutation scoring assays (Dubrova et al., 1998a; Barber et al.,
2006). Additionally, not only is there an increasing amount of evidence of tandem
repeat loci partaking an essential role in genome structure and function, but also
evidence of an association with genes and location in and/or near promoter sites
(Armour, 2006; Mirkin, 2007). This equates to an expanding amount of evidence
associating mutations at tandem repeat loci with that of human genetic diseases, some
of which even causally (Mirkin, 2007). However, despite these findings, it would be premature to view these data as anything
more than comparative until such a time where either a more biologically relevant However, despite these findings, it would be premature to view these data as anything
more than comparative until such a time where either a more biologically relevant 142 animal model for minisatellite studies is produced, or until the presence of human
ESTRs are confirmed and revealed to respond in the same biological manner to
mutagen exposure. 4.8 Conclusion of Findings 4.8 Conclusion of Findings
In summary, this present study represents, to the best of my knowledge, the first
methodical attempt to determine the in vivo frequency at which mutation induction
occurs in the germline and somatic tissues of male mice after continuous exposure to
50 Hz ELF-MFs of doses up 300 μT (Wilson et al., 2015). This study was established in response to the repeatedly inconsistent data and
absence of any independent replication which have frequented this area of scientific
investigation. Thus, through the implementation of a highly sensitive biomarker within
this study which has previously been applied with success in the detection of mutation
induction within proliferating mouse tissues, no significant increases in the frequency
of ESTR mutation in blood were detected following exposure to 50 Hz magnetic fields. Additionally, whilst a marginally significant increase was observed in the frequency of
induced germline mutations, these data should be regarded cautiously due to the lack
of an evident correlating dose response. Yet, it must be stressed that whilst causality
could be inferred from a simultaneous increase of both disease risk and exposure dose,
an absence of a dose response does not de facto indicate the lack of a causal
relationship. However, considering these findings and the absence of any significant alteration in
gene expression profiles in mouse kidney cells after a continuous 15 hour exposure to
300 μT, it can be concluded that where individuals have experienced mutagenic effects
as a result of ELF-MF exposure, then such effects equate to that of less than 1 Gy X-
rays in germline cells. Moreover, it can also be posited that such mutagenic effects
arising from exposure observed in somatic tissues are likely to be negligible (Wilson et
al., 2015). Nonetheless, while these findings will lend themselves to the assumption that
observation of any of the adverse health effects stated within the literature are
unlikely, it is too early to disregard the possibility of such an association because of the 143 complex and diverse nature in the causation of human disease, as illustrated by the
onset of childhood leukaemia. As such, it follows that the biological effects of ELF-MF
and any link it may have to adverse health effects should be approached cautiously as
lacking scientific validation. 4.8 Conclusion of Findings This should remain so until either the detection of a
persistent biophysical mechanism, or an irrefutable biological response is witnessed
consistently within independent laboratories in response to ELF-MF exposure. Yet until
such a time, it remains that such adverse health effects will continue to be considered
with uncertainty by certain groupings within the scientific community. 4.9.1 Microarray Analysis y
y
Since ELF-MF is representative of such a weak stimulus, the additional approach of
global gene expression analysis could potentially identify responding gene candidates
and ultimately determine a potential biological mechanism. While microarray analyses
are capable of detecting changes in expression equivalent to a two-fold or greater
increase, they are limited in terms of detecting minor changes. Therefore, a further study would aim to continue the gene expression analysis and
implement the use of a more powerful method, such as RNA-sequencing (RNA-Seq)
(Wang et al., 2009, Fonseca et al., 2014), to initially confirm that the lack of microarray
detected gene alterations in response to ELF-MF exposure are indeed accurate and not
in fact false negatives. RNA-Seq represents a more powerful alternative to
transcriptome profiling than microarrays, utilising next generation sequencing
technology to provide a high-throughput and quantitative analysis, through
sequencing the whole transcriptome at the single-nucleotide level. The implementation of such a sequencing based method to directly determine the
cDNA sequence allows the investigation of mRNAs, small RNAs and non-coding RNAs
expression levels, and provides a more precise measurement and discovery of novel
and rare transcripts alongside their splice isoforms. Ultimately, the use of RNA-Seq
allows for the detection of global gene expression patterns that were previously
inaccessible using hybridisation-based methods such as microarrays. Indeed, unlike
hybridisation-based approaches, RNA-Seq allows the detection of transcripts beyond 144 those corresponding to existing genomic sequences. This particular property makes
RNA-Seq a seemingly attractive analysis tool for non-model organisms with genomic
sequences that are yet to be determined. Additionally, in contrast to microarray
methods, RNA-Seq presents minimal to no background and signal saturation, thereby
providing a higher sensitivity for genes expressed either at low or very high levels. It
follows that RNA-Seq presents a higher dynamic range than that of DNA microarrays
(one hundred fold to a few hundred fold) (Wang et al., 2009). Finally, there is no
amplification step allowing RNA-Seq analysis to be performed using less RNA A comparative study of genome-wide gene expression analysis using the same RNA
samples with a RNA-Seq and Agilent 4x44 K oligonucleotide microarray platforms
validated the performance metrics of both assays using quantitative real-time PCR
discovered that RNA-Seq outperformed Agilent in all categories: sensitivity (78% vs
51%), specificity (75% vs 38%), precision (76% vs 46%), accuracy (77% vs 44%) and false
discovery rate (24% vs 54%) (Nault et al., 2015). 4.9.1 Microarray Analysis A further study similarly measured
expression levels for 48 genes using RNA-Seq, microarray and real-time PCR methods. In accordance with Nault et al. (2015), Li and co-authors (2016) discovered a consistent
level of expression between RNA-Seq and real-time PCR for 40 of the 48 genes (83.3%). Yet conversely, only 18 of the 48 genes (37.5%) were observed to demonstrate
consistent expression levels when comparing microarray and real-time PCR
approaches (Li et al., 2016). The use of RNA-Seq therefore provides a beneficial
accompaniment to the microarray-based gene expression analysis. Similarly, the use of
RNA-Seq should also provide new insights into the effects of exposure to ionising
radiation on gene expression. 4.9.2 Mutational Analysis y
Although in this present study it has been demonstrated that the frequencies of ESTR
mutation in germline and somatic tissues of male mice exposed for 15 hours do not
exceed those following a shorter 2 hour exposure, further analysis of the genotoxic
effects of long-term exposure to magnetic fields would prove informative. Indeed, a
recent in vivo study analysed the long-term (28 day) exposure to 200 μT of 50 Hz
magnetic field, finding that the yield of micronucleated polychromatic erythrocytes
were significantly increased in mice (Alcaraz et al., 2014). Such findings are further 145 supported by other previous publications (reviewed in Udroiu et al., (2010)), and seem
to indicate that ELF-MFs only induce noticeable genotoxic effects after long-term
exposure. Therefore future work could involve the in vivo examination of mice
exposed for a longer period than the 15 hours implemented in this present study. The
use of the same highly sensitive ESTR loci biomarker in addition to extended exposure
duration would ultimately provide information as to the risk of ELF-MF exposure over a
lifetime. The use of intermittent exposure parameters is more representative of worldwide
exposure, as one’s exposure to ELF-MF is constantly fluctuating, with the field
undergoing change depending on the varying use of household appliances. Also, some
experimental studies in which a genotoxic effect was observed occurred after
exposure to intermittent ELF-MF exposure as opposed to continuous exposure. Whilst
this has not been confirmed by others (Burdak-Rothkamm et al., 2009; Saha et al.,
2014), the use of ESTR loci in the analysis of intermittent ELF-MF will provide the
foundations to unequivocally conclude either finding. It follows that future studies
should be designed as a way of validating whether alterations in gene expression
response, alongside any induced DNA damage, are dependent on either continuous or
intermittent exposure. Furthermore, if indeed the genotoxic effect is determined by
such exposure parameters, then an explanation will need to be determined as to why
intermittent and not continuous exposures should induce such effects. Additionally, while there are currently numerous hypotheses relating to the
mechanism through which ELF-MF may possess genotoxic and carcinogenic potential,
the radical pair mechanism remains to date the most feasible method through which
environmentally weak magnetic fields could potentially interact with mammalian
biochemical systems. 4.9.2 Mutational Analysis Yet, it follows that it is a fallacy to rationalise that biological
systems are so fragile that any minor alteration in the homeostasis of intracellular
radical concentration arising from interaction with weak magnetic fields could have a
genotoxic effect. One exception would arise where ELF-MF exposure was administered
in the presence of an amplification agent or the exposed system exhibited an already
weakened defence system. While this current study was not designed to further the
available data or add to the understanding of any mechanism involved with ELF-MF 146 exposure in itself, the widespread presence and functions of radicals within biological
systems coupled to the presence of conflicting data within the literature, make it
abundantly clear that further experimental and theoretical work is needed in this field. Such future studies should ultimately be performed in vivo in order to fine-tune the
conditions relating to ELF-MF sensitivity. These future analyses could finally determine
whether exposure to ELF-MFs, within the range of doses used in the current study, can
alter the balance of melatonin and free radicals, since as of yet, no appropriate
comparison can be made. A final point should be made that there is a need for more in vitro studies which
analyse the effects on human cells, not only to perpetuate the investigation into
potential health risks, but also to better understand the occurrence of organism
mutations and their biological interactions with ELF-MF exposure. Of particular note,
the potential genotoxic role of free radicals and their relationship with the cell during
and after exposure are yet to be clarified. Ultimately, in a field where the amount of in
vivo studies are minimal, the development of a novel mouse model representative of
childhood ALL presents an ideal opportunity to explore any effects induced by
environmental exposures and the mechanics of any such occurrences (Li et al., 2013). 147 Reference List Abel, E.L., Hendrix, S.L., McNeeley, G.S., O'Leary, E.S., Mossavar-Rahmani, Y., Johnson,
S.R., Kruger, M., 2007. Use of electric blankets and association with prevalence of
endometrial cancer. European Journal of Cancer Prevention : The Official Journal of the
European Cancer Prevention Organisation (ECP). 16, 243-250. Abouzeid Ali, H.E., Barber, R.C., Dubrova, Y.E., 2012. The effects of maternal irradiation
during adulthood on mutation induction and transgenerational instability in mice. Mutation Research. 732, 21-25. (AGNIR) Advisory Group on Non-ionising Radiation. 2001. ELF Electromagnetic Fields
and the Risk of Cancer. Report of an Advisory Group on Non-ionising Radiation. Documents of the NRPB 12 (1). pp. 5-179. Ahlbom, A., 2001. Neurodegenerative diseases, suicide and depressive symptoms in
relation to EMF. Bioelectromagnetics. Suppl 5, S132-43. Ahlbom, A., 1988. A review of the epidemiologic literature on magnetic fields and
cancer. Scandinavian Journal of Work, Environment & Health. 14, 337-343. Ahlbom, A., Day, N., Feychting, M., Roman, E., Skinner, J., Dockerty, J., Linet, M.,
McBride, M., Michaelis, J., Olsen, J.H., Tynes, T., Verkasalo, P.K., 2000. A pooled
analysis of magnetic fields and childhood leukaemia. British Journal of Cancer. 83, 692-
698. Ahlbom, A., Feychting, M., Gustavsson, A., Hallqvist, J., Johansen, C., Kheifets, L., Olsen,
J.H., Medicinska och farmaceutiska vetenskapsområdet, Uppsala universitet, 2004. Occupational Magnetic Field Exposure and Myocardial Infarction Incidence. Epidemiology. 15, 403-408. Ahlbom, I.C., Cardis, E., Green, A., Linet, M., Savitz, D., Swerdlow, A., ICNIRP
(International Commission for Non-Ionizing Radiation Protection) Standing Committee
on Epidemiology, 2001. Review of the epidemiologic literature on EMF and Health. Environmental Health Perspectives. 109 Suppl 6, 911-933. Akdag, M.Z., Dasdag, S., Ulukaya, E., Uzunlar, A.K., Kurt, M.A., Taskin, A., 2010. Effects
of extremely low-frequency magnetic field on caspase activities and oxidative stress
values in rat brain. Biological Trace Element Research. 138, 238-249. Akdag, M.Z., Dasdag, S., Uzunlar, A.K., Ulukaya, E., Oral, A.Y., Celik, N., Aksen, F., 2013. Can safe and long-term exposure to extremely low frequency (50 Hz) magnetic fields
affect apoptosis, reproduction, and oxidative stress? International Journal of Radiation
Biology. 89, 1053-1060. 148 Alcaraz, M., Olmos, E., Alcaraz-Saura, M., Achel, D.G., Castillo, J., 2014. Effect of long-
term 50 Hz magnetic field exposure on the micronucleated polychromatic erythrocytes
of mice. Electromagnetic Biology and Medicine. 33, 51-57. Allegra, M., Reiter, R.J., Tan, D.X., Gentile, C., Tesoriere, L., Livrea, M.A., 2003. The
chemistry of melatonin's interaction with reactive species. Journal of Pineal Research. 34, 1-10. Andersen, T.H. & Nilsson-Tillgren, T., 1997. Reference List A fungal minisatellite. Nature. 386, 771. Anderson, L.E., Morris, J.E., Miller, D.L., Rafferty, C.N., Ebi, K.L., Sasser, L.B., 2001. Large
granular lymphocytic (LGL) leukemia in rats exposed to intermittent 60 Hz magnetic
fields. Bioelectromagnetics. 22, 185-193. Angelillo, I.F. & Villari, P., 1999. Residential exposure to electromagnetic fields and
childhood leukaemia: a meta-analysis. Bulletin of the World Health Organization. 77,
906-915. Antonopoulos, A., Yang, B., Stamm, A., Heller, W.-., Obe, G., 1995. Cytological effects
of 50 Hz electromagnetic fields on human lymphocytes in vitro. Mutation Research
Letters. 346, 151-157. Armour, J.A., 2006. Tandemly repeated DNA: why should anyone care? Mutation
Research. 598, 6-14. Armour, J.A., 2006. Tandemly repeated DNA: why should anyone care? Mutation
Research. 598, 6-14. Banks, R.S., Thomas, W., Mandel, J.S., Kaune, W.T., Wacholder, S., Tarone, R.E., Linet,
M.S., 2002. Temporal trends and misclassification in residential 60 Hz magnetic field
measurements. Bioelectromagnetics. 23, 196-205. Barber, R., Plumb, M., Smith, A.G., Cesar, C.E., Boulton, E., Jeffreys, A.J., Dubrova, Y.E.,
2000. No correlation between germline mutation at repeat DNA and meiotic crossover
in male mice exposed to X-rays or cisplatin. Mutation Research. 457, 79-91. Barber, R., Plumb, M.A., Boulton, E., Roux, I., Dubrova, Y.E., 2002. Elevated mutation
rates in the germ line of first- and second-generation offspring of irradiated male mice. Proceedings of the National Academy of Sciences of the United States of America. 99,
6877-6882. Barber, R.C., Hardwick, R.J., Shanks, M.E., Glen, C.D., Mughal, S.K., Voutounou, M.,
Dubrova, Y.E., 2009. The effects of in utero irradiation on mutation induction and
transgenerational instability in mice. Mutation Research. 664, 6-12. Barber, R.C., Hickenbotham, P., Hatch, T., Kelly, D., Topchiy, N., Almeida, G.M., Jones,
G.D., Johnson, G.E., Parry, J.M., Rothkamm, K., Dubrova, Y.E., 2006. Radiation-induced
transgenerational alterations in genome stability and DNA damage. Oncogene. 25,
7336-7342. 149 Barber, R.C., Miccoli, L., van Buul, P.P., Burr, K.L., van Duyn-Goedhart, A., Angulo, J.F.,
Dubrova, Y.E., 2004. Germline mutation rates at tandem repeat loci in DNA-repair
deficient mice. Mutation Research. 554, 287-295. Barnes, F.S. & Greenebaum, B., 2007. Bioengineering and biophysical aspects of
electromagnetic fields. [e-book]. 3rd ed. Boca Raton, Fla; London: CRC Press. Belson, M., Kingsley, B., Holmes, A., 2007. Risk Factors for Acute Leukemia in Children:
A Review. Environmental Health Perspectives. 115, 138-145. Berne, R.M., Levy, M.N., Stanton, B.A. and Koeppen, B.M., 2005. Berne and Levy
principles of physiology. 4th ed. Philadelphia, Pa: Elsevier Mosby. Bois, P. & Jeffreys, A.J., 1999. Minisatellite instability and germline mutation. Cellular
and Molecular Life Sciences : CMLS. 55, 1636-1648. Bois, P., Stead, J.D., Bakshi, S., Williamson, J., Neumann, R., Moghadaszadeh, B.,
Jeffreys, A.J., 1998a. Isolation and characterization of mouse minisatellites. Genomics. 50, 317-330. Bois, P., Williamson, J., Brown, J., Dubrova, Y.E., Jeffreys, A.J., 1998b. A novel unstable
mouse VNTR family expanded from SINE B1 elements. Genomics. 49, 122-128. Bois, P.R., 2003. Hypermutable minisatellites, a human affair? Genomics. 81, 349-355. Bois, P.R., Southgate, L., Jeffreys, A.J., 2001. Length of uninterrupted repeats
determines instability at the unstable mouse expanded simple tandem repeat family
MMS10 derived from independent SINE B1 elements. Mammalian Genome : Official
Journal of the International Mammalian Genome Society. 12, 104-111. Bonnell, J.A., 1982. Bouffler, S.D., Bridges, B.A., Cooper, D.N., Dubrova, Y., McMillan, T.J., Thacker, J.,
Wright, E.G., Waters, R., 2006. Assessing radiation-associated mutational risk to the
germline: repetitive DNA sequences as mutational targets and biomarkers. Radiation
Research. 165, 249-268. Armour, J.A., 2006. Tandemly repeated DNA: why should anyone care? Mutation
Research. 598, 6-14. Effects of electric fields near power-transmission plant. Journal of
the Royal Society of Medicine. 75, 933-941. Boorman, G.A., McCormick, D.L., Findlay, J.C., Hailey, J.R., Gauger, J.R., Johnson, T.R.,
Kovatch, R.M., Sills, R.C., Haseman, J.K., 1999. Chronic toxicity/oncogenicity evaluation
of 60 Hz (power frequency) magnetic fields in F344/N rats. Toxicologic Pathology. 27,
267-278. Boorman, G.A., Rafferty, C.N., Ward, J.M., Sills, R.C., 2000. Leukemia and lymphoma
incidence in rodents exposed to low-frequency magnetic fields. Radiation Research. 153, 627-636. Bouffler, S.D., Bridges, B.A., Cooper, D.N., Dubrova, Y., McMillan, T.J., Thacker, J., Bouffler, S.D., Bridges, B.A., Cooper, D.N., Dubrova, Y., McMillan, T.J., Thacker, J.,
Wright, E.G., Waters, R., 2006. Assessing radiation-associated mutational risk to the
germline: repetitive DNA sequences as mutational targets and biomarkers. Radiation
Research. 165, 249-268. 150 Boyd, A. Livingstone, L. E. Wilson, E. M. Marshall, A. G. McCluskey, R. J. Mairs,T.E.Wheldon, M., 2000. Dose-response relationship for radiation-induced
mutations at micro- and minisatellite loci in human somatic cells in culture. International Journal of Radiation Biology. 76, 169-176. Boyd, M., Livingstone, A., Wilson, L.E., Marshall, E.M., McCluskey, A.G., Mairs, R.J.,
Wheldon, T.E., 2000. Dose-response relationship for radiation-induced mutations at
micro- and minisatellite loci in human somatic cells in culture. International Journal of
Radiation Biology. 76, 169-176. Brain, J.D., Kavet, R., McCormick, D.L., Poole, C., Silverman, L.B., Smith, T.J., Valberg,
P.A., Van Etten, R.A., Weaver, J.C., 2003. Childhood leukemia: electric and magnetic
fields as possible risk factors. Environmental Health Perspectives. 111, 962-970. Brocklehurst, B., 2002. Magnetic fields and radical reactions: recent developments and
their role in nature. Chemical Society Reviews. 31, 301-311. Bubenik, G.A., 2002. Gastrointestinal melatonin: localization, function, and clinical
relevance. Digestive Diseases and Sciences. 47, 2336-2348. Bunch, K.J., Keegan, T.J., Swanson, J., Vincent, T.J., Murphy, M.F., 2014. Residential
distance at birth from overhead high-voltage powerlines: childhood cancer risk in
Britain 1962-2008. British Journal of Cancer. 110, 1402-1408. Burdak-Rothkamm, S., Rothkamm, K., Folkard, M., Patel, G., Hone, P., Lloyd, D.,
Ainsbury, L., Prise, K.M., 2009. DNA and chromosomal damage in response to
intermittent extremely low-frequency magnetic fields. Mutation Research. 672, 82-89. Burke, T. & Bruford, M.W., 1987. DNA fingerprinting in birds. Nature. 327, 149-152. Carrillo-Vico, A., Calvo, J.R., Abreu, P., Lardone, P.J., Garcia-Maurino, S., Reiter, R.J.,
Guerrero, J.M., 2004. Evidence of melatonin synthesis by human lymphocytes and its
physiological significance: possible role as intracrine, autocrine, and/or paracrine
substance. FASEB Journal : Official Publication of the Federation of American Societies
for Experimental Biology. Armour, J.A., 2006. Tandemly repeated DNA: why should anyone care? Mutation
Research. 598, 6-14. 18, 537-539. Chand, R., Israil, M., Rai, J., 2009. Schumann resonance frequency variations observed
in magnetotelluric data recorded from Garhwal Himalayan region India. Annales
Geophysicae. 27, 3497-3507. Chen, C., Ma, X., Zhong, M., Yu, Z., 2010. Extremely low-frequency electromagnetic
fields exposure and female breast cancer risk: a meta-analysis based on 24,338 cases
and 60,628 controls. Breast Cancer Research and Treatment. 123, 569-576. Chen, G., Lu, D., Chiang, H., Leszczynski, D., Xu, Z., 2012. Using model organism
Saccharomyces cerevisiae to evaluate the effects of ELF-MF and RF-EMF exposure on
global gene expression. Bioelectromagnetics. 33, 550-560. 151 Cherry, N., 2002. Schumann Resonances, a plausible biophysical mechanism for the
human health effects of Solar. Natural Hazards. 26, 279-331. Cherry, N., 2002. Schumann Resonances, a plausible biophysical mechanism for the
human health effects of Solar. Natural Hazards. 26, 279-331. Chiaretti, S., Gianfelici, V., Ceglie, G., Foa, R., 2014. Genomic characterization of acute
leukemias. Medical Principles and Practice : International Journal of the Kuwait
University, Health Science Centre. 23, 487-506. Cho, Y.H. & Chung, H.W., 2003. The effect of extremely low frequency electromagnetic
fields (ELF-EMF) on the frequency of micronuclei and sister chromatid exchange in
human lymphocytes induced by benzo(a)pyrene. Toxicology Letters. 143, 37-44. Chomczynski, P. & Sacchi, N., 2006. The single-step method of RNA isolation by acid
guanidinium thiocyanate-phenol-chloroform extraction: twenty-something years on. Nature Protocols. 1, 581-585. Chomczynski, P. & Sacchi, N., 1987. Single-step method of RNA isolation by acid
guanidinium thiocyanate-phenol-chloroform extraction. Analytical Biochemistry. 162,
156-159. Ciejka, E., Kleniewska, P., Skibska, B., Goraca, A., 2011. Effects of extremely low
frequency magnetic field on oxidative balance in brain of rats. Journal of Physiology
and Pharmacology : An Official Journal of the Polish Physiological Society. 62, 657-661. Coghill, R.W., Steward, J., Philips, A., 1996. Extra low frequency electric and magnetic
fields in the bedplace of children diagnosed with leukaemia: a case-control study. European Journal of Cancer Prevention : The Official Journal of the European Cancer
Prevention Organisation (ECP). 5, 153-158. Coleman, M.P., Bell, C.M., Taylor, H.L., Primic-Zakelj, M., 1989. Leukaemia and
residence near electricity transmission equipment: a case-control study. British Journal
of Cancer. 60, 793-798. Coogan, P. & Aschengrau, A., 1998. Exposure to Power Frequency Magnetic Fields and
Risk of Breast Cancer in the Upper Cape Cod Cancer Incidence Study. Archives of
Environmental Health: An International Journal. 53, 359-367. Cooke, H.J. & Saunders, P.T., 2002. Mouse models of male infertility. Nature
Reviews.Genetics. 3, 790-801. Coulton, L.A., Harris, P.A., Barker, A.T., Pockley, A.G., 2004. Effect of 50 Hz
electromagnetic fields on the induction of heat-shock protein gene expression in
human leukocytes. Radiation Research. 161, 430-434. Armour, J.A., 2006. Tandemly repeated DNA: why should anyone care? Mutation
Research. 598, 6-14. Cooper, A.R., Van Wijngaarden, E., Fisher, S.G., Adams, M.J., Yost, M.G., Bowman, J.D.,
2009. A Population-Based Cohort Study of Occupational Exposure to Magnetic Fields
and Cardiovascular Disease Mortality. Annals of Epidemiology. 19, 42-48. Coulton, L.A., Harris, P.A., Barker, A.T., Pockley, A.G., 2004. Effect of 50 Hz
electromagnetic fields on the induction of heat-shock protein gene expression in
human leukocytes. Radiation Research. 161, 430-434. 152 Davanipour, Z., Sobel, E., Bowman, J.D., Qian, Z., Will, A.D., 1997. Amyotrophic lateral
sclerosis and occupational exposure to electromagnetic fields. Bioelectromagnetics. 1
28-35. Davanipour, Z., Sobel, E., Bowman, J.D., Qian, Z., Will, A.D., 1997. Amyotrophic lateral
sclerosis and occupational exposure to electromagnetic fields. Bioelectromagnetics. 18,
28-35. Davis, A.P. & Justice, M.J., 1998. An Oak Ridge legacy: the specific locus test and its role
in mouse mutagenesis. Genetics. 148, 7-12. de Rooij, D.G. & Russell, L.D., 2000. All you wanted to know about spermatogonia but
were afraid to ask. Journal of Andrology. 21, 776-798. Ding, G.R., Nakahara, T., Hirose, H., Koyama, S., Takashima, Y., Miyakoshi, J., 2004. Extremely low frequency magnetic fields and the promotion of H2O2-induced cell
death in HL-60 cells. International Journal of Radiation Biology. 80, 317-324. Dockerty, J.D., Elwood, J.M., Herbison, G.P., 1998. Electromagnetic Field Exposures and
Childhood Cancers in New Zealand. Cancer Causes & Control. 9, 299-309. Doll, R. & Wakeford, R., 1997. Risk of childhood cancer from fetal irradiation. The
British Journal of Radiology. 70, 130-139. Draper, G., Vincent, T., Kroll, M.E., Swanson, J., 2005. Childhood cancer in relation to
distance from high voltage power lines in England and Wales: a case-control study. BMJ (Clinical Research Ed.). 330, 1290. Duan, W., Liu, C., Wu, H., Chen, C., Zhang, T., Gao, P., Luo, X., Yu, Z., Zhou, Z., 2014. Effects of exposure to extremely low frequency magnetic fields on spermatogenesis in
adult rats. Bioelectromagnetics. 35, 58-69. Dubrova, Y.E., 2005. Radiation-induced mutation at tandem repeat DNA Loci in the
mouse germline: spectra and doubling doses. Radiation Research. 163, 200-207. Dubrova, Y.E., Grant, G., Chumak, A.A., Stezhka, V.A., Karakasian, A.N., 2002. Elevated
minisatellite mutation rate in the post-chernobyl families from ukraine. American
Journal of Human Genetics. 71, 801-809. Dubrova, Y.E., Hickenbotham, P., Glen, C.D., Monger, K., Wong, H.P., Barber, R.C.,
2008. Paternal exposure to ethylnitrosourea results in transgenerational genomic
instability in mice. Environmental and Molecular Mutagenesis. 49, 308-311. Dubrova, Y.E., Jeffreys, A.J., Malashenko, A.M., 1993. Mouse minisatellite mutations
induced by ionizing radiation. Nature Genetics. Dubrova, Y.E., Nesterov, V.N., Krouchinsky, N.G., Ostapenko, V.A., Vergnaud, G.,
Giraudeau, F., Buard, J., Jeffreys, A.J., 1997. Further evidence for elevated human Armour, J.A., 2006. Tandemly repeated DNA: why should anyone care? Mutation
Research. 598, 6-14. 5, 92-94. Dubrova, Y.E., Nesterov, V.N., Krouchinsky, N.G., Ostapenko, V.A., Neumann, R., Neil,
D.L., Jeffreys, A.J., 1996. Human minisatellite mutation rate after the Chernobyl
accident. Nature. 380, 683-686. Dubrova, Y.E., Nesterov, V.N., Krouchinsky, N.G., Ostapenko, V.A., Vergnaud, G.,
Giraudeau, F., Buard, J., Jeffreys, A.J., 1997. Further evidence for elevated human 153 minisatellite mutation rate in Belarus eight years after the Chernobyl accident. Mutation Research. 381, 267-278. Dubrova, Y.E., Plumb, M., Brown, J., Boulton, E., Goodhead, D., Jeffreys, A.J., 2000a. Induction of minisatellite mutations in the mouse germline by low-dose chronic
exposure to gamma-radiation and fission neutrons. Mutation Research. 453, 17-24. Dubrova, Y.E., Plumb, M., Brown, J., Fennelly, J., Bois, P., Goodhead, D., Jeffreys, A.J.,
1998a. Stage specificity, dose response, and doubling dose for mouse minisatellite
germ-line mutation induced by acute radiation. Proceedings of the National Academy
of Sciences of the United States of America. 95, 6251-6255. Dubrova, Y.E., Plumb, M., Brown, J., Jeffreys, A.J., 1998b. Radiation-induced germline
instability at minisatellite loci. International Journal of Radiation Biology. 74, 689-696. Dubrova, Y.E., Plumb, M., Gutierrez, B., Boulton, E., Jeffreys, A.J., 2000. Transgenerational mutation by radiation. Nature. 405, 37. Dubrova, Y.E. & Plumb, M.A., 2002. Ionising radiation and mutation induction at mouse
minisatellite loci. The story of the two generations. Mutation Research. 499, 143-150. Eden, T., 2010. Aetiology of childhood leukaemia. Cancer Treatment Reviews. 36, 286-
297. Edwards, R., 1990. Electric jobs 'carry high cancer risk'. The Guardian (1959-2003),
pp.20. Ellegren, H., 2004. Microsatellites: simple sequences with complex evolution. Nature
Reviews.Genetics. 5, 435-445. Elliott, P., Shaddick, G., Douglass, M., de Hoogh, K., Briggs, D.J., Toledano, M.B., 2013. Adult Cancers Near High-voltage Overhead Power Lines. Epidemiology. 24, 184-190. (EMFs.info)Electric and magnetic fields and health. 2015. EMFs.info Sources. [Online]
Available from: http://www.emfs.info/sources/. [Accessed: 02/03/2015]. Erren, T.C., 2001. A meta-analysis of epidemiologic studies of electric and magnetic
fields and breast cancer in women and men. Bioelectromagnetics. Suppl 5, S105-19. Eveson, R.W., Timmel, C.R., Brocklehurst, B., Hore, P.J., McLauchlan, K.A., 2000. The
effects of weak magnetic fields on radical recombination reactions in micelles. International Journal of Radiation Biology. 76, 1509-1522. Fan, Y.J., Wang, Z., Sadamoto, S., Ninomiya, Y., Kotomura, N., Kamiya, K., Dohi, K.,
Kominami, R., Niwa, O., 1995. Dose-response of a radiation induction of a germline
mutation at a hypervariable mouse minisatellite locus. International Journal of
Radiation Biology. 68, 177-183. 154 Farag, A.S., Dawoud, M.M., Selim, S.Z., Cheng, T.C., Marcus, A.M., Penn, D., 1998. Forssén, U.M., Rutqvist, L.E., Ahlbom, A., Feychting, M., 2005. Occupational magnetic
fields and female breast cancer: a case-control study using Swedish population
registers and new exposure data. American Journal of Epidemiology. 161, 250-259. Armour, J.A., 2006. Tandemly repeated DNA: why should anyone care? Mutation
Research. 598, 6-14. Electromagnetic fields in the home. Electric Power Systems Research. 45, 73-89. Farag, A.S., Dawoud, M.M., Selim, S.Z., Cheng, T.C., Marcus, A.M., Penn, D., 1998. Electromagnetic fields in the home. Electric Power Systems Research. 45, 73-89. Fatigoni, C., Dominici, L., Moretti, M., Villarini, M., Monarca, S., 2005. Genotoxic effects
of extremely low frequency (ELF) magnetic fields (MF) evaluated by the Tradescantia-
micronucleus assay. Environmental Toxicology. 20, 585-591. Favor, J., 1999. Mechanisms of mutation induction in germ cells of the mouse as
assessed by the specific locus test. Mutation Research. 428, 227-236. Feychting, M. & Ahlbom, A., 1995. Childhood leukemia and residential exposure to
weak extremely low frequency magnetic fields. Environmental Health Perspectives. 103
Suppl 2, 59-62. Feychting, M. & Ahlbom, A., 1993. Magnetic fields and cancer in children residing near
Swedish high-voltage power lines. American Journal of Epidemiology. 138, 467-481. Feychting, M., Ahlbom, A., Kheifets, L., 2005. EMF and health. Annual Review of Public
Health. 26, 165-189. Feychting, M., 2013. Invited commentary: extremely low-frequency magnetic fields
and breast cancer--now it is enough. American Journal of Epidemiology. 178, 1046. Feychting, M., Forssén, U., Rutqvist, L.E., Ahlbom, A., 1998. Magnetic Fields and Breast
Cancer in Swedish Adults Residing near High-Voltage Power Lines. Epidemiology. 9,
392-397. Feychting, M., Jonsson, F., Pedersen, N.L., Ahlbom, A., 2003. Occupational Magnetic
Field Exposure and Neurodegenerative Disease. Epidemiology. 14, 413-419. Feychting, M., Pedersen, N.L., Svedberg, P., Floderus, B., Gatz, M., 1998. Dementia and
occupational exposure to magnetic fields. Scandinavian Journal of Work, Environment
& Health. 24, 46-53. Floderus, B., Persson, T., Stenlund, C., Wennberg, A., Ost, A., Knave, B., 1993. Occupational exposure to electromagnetic fields in relation to leukemia and brain
tumors: a case-control study in Sweden. Cancer Causes & Control : CCC. 4, 465-476. Focke, F., Schuermann, D., Kuster, N., Schar, P., 2010. DNA fragmentation in human
fibroblasts under extremely low frequency electromagnetic field exposure. Mutation
Research. 683, 74-83. Fonseca, N.A., Marioni, J., Brazma, A., 2014. RNA-Seq gene profiling-a systematic
empirical comparison. PloS One. 9, e107026. Forssén, U.M., Rutqvist, L.E., Ahlbom, A., Feychting, M., 2005. Occupational magnetic
fields and female breast cancer: a case-control study using Swedish population
registers and new exposure data. American Journal of Epidemiology. 161, 250-259. 155 Frazier, M.E., Reese, J.A., Morris, J.E., Jostes, R.F., Miller, D.L., 1990. Exposure of
mammalian cells to 60-Hz magnetic or electric fields: analysis of DNA repair of induced,
single-strand breaks. Bioelectromagnetics. 11, 229-234. Gomes, A.M., Barber, R.C., Dubrova, Y.E., 2015. Paternal irradiation perturbs the
expression of circadian genes in offspring. Mutation Research. 775, 33-37. Armour, J.A., 2006. Tandemly repeated DNA: why should anyone care? Mutation
Research. 598, 6-14. Frazier, M.E., Reese, J.A., Morris, J.E., Jostes, R.F., Miller, D.L., 1990. Exposure of
mammalian cells to 60-Hz magnetic or electric fields: analysis of DNA repair of induced,
single-strand breaks. Bioelectromagnetics. 11, 229-234. Fukuda, H., Katahira, M., Tsuchiya, N., Enokizono, Y., Sugimura, T., Nagao, M.,
Nakagama, H., 2002. Unfolding of quadruplex structure in the G-rich strand of the
minisatellite repeat by the binding protein UP1. Proceedings of the National Academy
of Sciences of the United States of America. 99, 12685-12690. Funk, R.H., Monsees, T., Ozkucur, N., 2009. Electromagnetic effects - From cell biology
to medicine. Progress in Histochemistry and Cytochemistry. 43, 177-264. Galt, S., Wahlström, J., Hamnerius, Y., Holmgvist, D., Johannesson, T., 1995. Study of
effects of 50 Hz magnetic fields on chromosome aberrations and the growth-related
enzyme ODC in human amniotic cells. Bioelectrochemistry and Bioenergetics. 36, 1-8. Gammon, M.D., Schoenberg, J.B., Britton, J.A., Kelsey, J.L., Stanford, J.L., Malone, K.E.,
Coates, R.J., Brogan, D.J., Potischman, N., Swanson, C.A., Brinton, L.A., 1998. Electric
blanket use and breast cancer risk among younger women. American Journal of
Epidemiology. 148, 556. Garcia, J.J., Lopez-Pingarron, L., Almeida-Souza, P., Tres, A., Escudero, P., Garcia-Gil,
F.A., Tan, D.X., Reiter, R.J., Ramirez, J.M., Bernal-Perez, M., 2014. Protective effects of
melatonin in reducing oxidative stress and in preserving the fluidity of biological
membranes: a review. Journal of Pineal Research. 56, 225-237. Gibbs, M., Collick, A., Kelly, R.G., Jeffreys, A.J., 1993. A tetranucleotide repeat mouse
minisatellite displaying substantial somatic instability during early preimplantation
development. Genomics. 17, 121-128. Gilbert, D.A., O'Brien, S.J., Lehman, N., Wayne, R.K., 1990. Genetic fingerprinting
reflects population differentiation in the California Channel Island fox. Nature. 344,
764-767. Glen, C.D. & Dubrova, Y.E., 2012. Exposure to anticancer drugs can result in
transgenerational genomic instability in mice. Proceedings of the National Academy of
Sciences of the United States of America. 109, 2984-2988. Glen, C.D., McVeigh, L.E., Voutounou, M., Dubrova, Y.E., 2015. The effects of methyl-
donor deficiency on the pattern of gene expression in mice. Molecular Nutrition &
Food Research. 59, 501-506. Glen, C.D., Smith, A.G., Dubrova, Y.E., 2008. Single-molecule PCR analysis of germ line
mutation induction by anticancer drugs in mice. Cancer Research. 68, 3630-3636. Gomes, A.M., Barber, R.C., Dubrova, Y.E., 2015. Paternal irradiation perturbs the
expression of circadian genes in offspring. Mutation Research. 775, 33-37. 156 Graham, C., Cook, M.R., Sastre, A., Gerkovich, M.M., Kavet, R., 2000. Cardiac
autonomic control mechanisms in power-frequency magnetic fields: a multistudy
analysis. IARC Working Group on the Evaluation of Carcinogenic Risks to Humans, 2000. Ionizing
radiation, Part I, X- and gamma- radiation and neutrons. IARC Monographs on the Armour, J.A., 2006. Tandemly repeated DNA: why should anyone care? Mutation
Research. 598, 6-14. Environmental Health Perspectives. 108, 737-742. Graham, C., Cook, M.R., Sastre, A., Gerkovich, M.M., Kavet, R., 2000. Cardiac
autonomic control mechanisms in power-frequency magnetic fields: a multistudy
analysis. Environmental Health Perspectives. 108, 737-742. Greaves, M., 2006. Infection, immune responses and the aetiology of childhood
leukaemia. Nature Reviews.Cancer. 6, 193-203. Greaves, M., 2002. Childhood leukaemia. BMJ (Clinical Research Ed.). 324, 283-287. Greaves, M., 1999. Molecular genetics, natural history and the demise of childhood
leukaemia. European Journal of Cancer (Oxford, England : 1990). 35, 1941-1953. Greaves, M.F. & Wiemels, J., 2003a. Origins of chromosome translocations in
childhood leukaemia. Nature Reviews.Cancer. 3, 639-649. Green, S., Lavappa, K.S., Manandhar, M., Sheu, C.J., Whorton, E., Springer, J.A., 1987. A
guide for mutagenicity testing using the dominant lethal assay. Mutation Research. 189, 167-174. Greenland, S., Sheppard, A.R., Kaune, W.T., Poole, C., Kelsh, M.A., 2000. A pooled
analysis of magnetic fields, wire codes, and childhood leukemia. Epidemiology. 11, 624-
634. Grellier, J., Ravazzani, P., Cardis, E., 2014. Potential health impacts of residential
exposures to extremely low frequency magnetic fields in Europe. Environment
International. 62, 55-63. Gross, C.G., 2000. Neurogenesis in the adult brain: death of a dogma. Nature
Reviews.Neuroscience. 1, 67-73. Gurney, J.G., Mueller, B.A., Davis, S., Schwartz, S.M., Stevens, R.G., Kopecky, K.J., 1996. Childhood brain tumor occurrence in relation to residential power line configurations,
electric heating sources, and electric appliance use. American Journal of Epidemiology. 143, 120. Gurney, J.G., Severson, R.K., Davis, S., Robison, L.L., 1995. Incidence of cancer in
children in the United States. Sex-, race-, and 1-year age-specific rates by histologic
type. Cancer. 75, 2186-2195. Hakansson, N., Gustavsson, P., Johansen, C., Floderus, B., 2003. Neurodegenerative
diseases in welders and other workers exposed to high levels of magnetic fields. Epidemiology. 14, 420-6. Håkansson, N., Gustavsson, P., Sastre, A., Floderus, B., 2003. Occupational exposure to
extremely low frequency magnetic fields and mortality from cardiovascular disease. American Journal of Epidemiology. 158, 534-542. 157 Hanneman, W.H., Legare, M.E., Sweeney, S., Schimenti, J.C., 1997. Cisplatin increases
meiotic crossing-over in mice. Proceedings of the National Academy of Sciences of the
United States of America. 94, 8681-8685. Hanneman, W.H., Legare, M.E., Sweeney, S., Schimenti, J.C., 1997. Cisplatin increases
meiotic crossing-over in mice. Proceedings of the National Academy of Sciences of the
United States of America. 94, 8681-8685. Hardeland, R., 2005. Antioxidative protection by melatonin: multiplicity of mechanisms
from radical detoxification to radical avoidance. Endocrine. 27, 119-130. Hardeland, R., 2005. Armour, J.A., 2006. Tandemly repeated DNA: why should anyone care? Mutation
Research. 598, 6-14. IARC Monographs on the 158 Evaluation of Carcinogenic Risks to Humans / World Health Organization, International
Agency for Research on Cancer. 75 Pt 1, 1-448. Evaluation of Carcinogenic Risks to Humans / World Health Organization, International
Agency for Research on Cancer. 75 Pt 1, 1-448. IARC Working Group on the Evaluation of Carcinogenic Risks to Humans, 2002. Non-
ionizing radiation, Part 1: static and extremely low-frequency (ELF) electric and
magnetic fields. IARC Monographs on the Evaluation of Carcinogenic Risks to Humans /
World Health Organization, International Agency for Research on Cancer. 80, 1-395. IARC Working Group on the Evaluation of Carcinogenic Risks to Humans, 2013. Non-
ionizing radiation, Part 2: Radiofrequency electromagnetic fields. IARC Monographs on
the Evaluation of Carcinogenic Risks to Humans / World Health Organization,
International Agency for Research on Cancer. 102, 1-460. IARC Working Group on the Evaluation of Carcinogenic Risks to Humans, 2016. IARC
Monographs on the Evaluation of Carcinogenic Risks to Humans / World Health
Organization, International Agency for Research on Cancer - List of Classifications,
Volumes 1-115. [Online]. [Accessed 23 March 2016]. Available from:
http://monographs.iarc.fr/ENG/Classification/latest_classif.php Inaba, H., Greaves, M., Mullighan, C.G., 2013. Acute lymphoblastic leukaemia. Lancet. 381, 1943-1955. Inaba, H., Greaves, M., Mullighan, C.G., 2013. Acute lymphoblastic leukaemia. Lancet. 381, 1943-1955. International Commission on Non-Ionizing Radiation Protection, 2010. Guidelines for
limiting exposure to time-varying electric and magnetic fields (1 Hz to 100 kHz). Health
Physics. 99, 818-836. International Commission on Non-Ionizing Radiation Protection, 2010. Guidelines for
limiting exposure to time-varying electric and magnetic fields (1 Hz to 100 kHz). Health
Physics. 99, 818-836. International Commission on Non-Ionizing Radiation Protection, 1998. "Guidelines for
limiting exposure to time-varying electric, magnetic, and electromagnetic fields (up to
300 GHz)". Health Physics. 74, 494-522. Ivancsits, S., Diem, E., Jahn, O., Rudiger, H.W., 2003a. Age-related effects on induction
of DNA strand breaks by intermittent exposure to electromagnetic fields. Mechanisms
of Ageing and Development. 124, 847-850. Ivancsits, S., Diem, E., Jahn, O., Rudiger, H.W., 2003b. Intermittent extremely low
frequency electromagnetic fields cause DNA damage in a dose-dependent way. International Archives of Occupational and Environmental Health. 76, 431-436. Ivancsits, S., Diem, E., Pilger, A., Rudiger, H.W., Jahn, O., 2002. Induction of DNA strand
breaks by intermittent exposure to extremely-low-frequency electromagnetic fields in
human diploid fibroblasts. Mutation Research. 519, 1-13. Ivancsits, S., Pilger, A., Diem, E., Jahn, O., Rudiger, H.W., 2005. Cell type-specific
genotoxic effects of intermittent extremely low-frequency electromagnetic fields. Mutation Research. Ivancsits, S., Pilger, A., Diem, E., Jahn, O., Rudiger, H.W., 2005. Cell type-specific
genotoxic effects of intermittent extremely low-frequency electromagnetic fields.
Mutation Research. 583, 184-188. Armour, J.A., 2006. Tandemly repeated DNA: why should anyone care? Mutation
Research. 598, 6-14. Antioxidative protection by melatonin: multiplicity of mechanisms
from radical detoxification to radical avoidance. Endocrine. 27, 119-130. Hardwick, R.J., Tretyakov, M.V., Dubrova, Y.E., 2009. Age-related accumulation of
mutations supports a replication-dependent mechanism of spontaneous mutation at
tandem repeat DNA Loci in mice. Molecular Biology and Evolution. 26, 2647-2654. Hatch, E.E., Linet, M.S., Kleinerman, R.A., Tarone, R.E., Severson, R.K., Hartsock, C.T.,
Haines, C., Kaune, W.T., Friedman, D., Robison, L.L., Wacholder, S., 1998. Association
between childhood acute lymphoblastic leukemia and use of electrical appliances
during pregnancy and childhood. Epidemiology. 9, 234-245. Hatch, T., Derijck, A.A., Black, P.D., van der Heijden, G.W., de Boer, P., Dubrova, Y.E.,
2007. Maternal effects of the scid mutation on radiation-induced transgenerational
instability in mice. Oncogene. 26, 4720-4724. He, Y., Jiang, X., Chen, J., 2014. The role of miR-150 in normal and malignant
hematopoiesis. Oncogene. 33, 3887-3893. Henderson, B., Kind, M., Boeck, G., Helmberg, A., Wick, G., 2006. Gene expression
profiling of human endothelial cells exposed to 50-Hz magnetic fields fails to produce
regulated candidate genes. Cell Stress & Chaperones. 11, 227-232. Henshaw, D.L. & Reiter, R.J., 2005. Do magnetic fields cause increased risk of childhood
leukemia via melatonin disruption? Bioelectromagnetics. Suppl 7, S86-97. Hill, S.M., Blask, D.E., Xiang, S., Yuan, L., Mao, L., Dauchy, R.T., Dauchy, E.M., Frasch, T.,
Duplesis, T., 2011. Melatonin and associated signaling pathways that control normal
breast epithelium and breast cancer. Journal of Mammary Gland Biology and
Neoplasia. 16, 235-245. Hong, M.N., Han, N.K., Lee, H.C., Ko, Y.K., Chi, S.G., Lee, Y.S., Gimm, Y.M., Myung, S.H.,
Lee, J.S., 2012. Extremely low frequency magnetic fields do not elicit oxidative stress in
MCF10A cells. Journal of Radiation Research. 53, 79-86. Hore, P.J., 2012. Are biochemical reactions affected by weak magnetic fields? Proceedings of the National Academy of Sciences of the United States of America. 109,
1357-1358. Hore, P.J., 2012. Are biochemical reactions affected by weak magnetic fields? Proceedings of the National Academy of Sciences of the United States of America. 109,
1357-1358. Huuskonen, H., Lindbohm, M.L., Juutilainen, J., 1998. Teratogenic and reproductive
effects of low-frequency magnetic fields. Mutation Research. 410, 167-183. Huuskonen, H., Lindbohm, M.L., Juutilainen, J., 1998. Teratogenic and reproductive
effects of low-frequency magnetic fields. Mutation Research. 410, 167-183. IARC Working Group on the Evaluation of Carcinogenic Risks to Humans, 2000. Ionizing
radiation, Part I, X- and gamma- radiation and neutrons. Johansen, C., 2000. Exposure to electromagnetic fields and risk of central nervous
system disease in utility workers. Epidemiology. 11, 539-543. Jin, Y.B., Kang, G.Y., Lee, J.S., Choi, J.I., Lee, J.W., Hong, S.C., Myung, S.H., Lee, Y.S.,
2012. Effects on micronuclei formation of 60-Hz electromagnetic field exposure with
ionizing radiation, hydrogen peroxide, or c-Myc overexpression. International Journal
of Radiation Biology. 88, 374-380. Armour, J.A., 2006. Tandemly repeated DNA: why should anyone care? Mutation
Research. 598, 6-14. 583, 184-188. 159 Jackson, J.D., 1992. Are the stray 60-Hz electromagnetic fields associated with the
distribution and use of electric power a significant cause of cancer? Proceedings of the
National Academy of Sciences of the United States of America. 89, 3508-3510. Jeffreys, A.J., 1987. Highly variable minisatellites and DNA fingerprints. Biochemical
Society Transactions. 15, 309-317. Jeffreys, A.J., Barber, R., Bois, P., Buard, J., Dubrova, Y.E., Grant, G., Hollies, C.R., May,
C.A., Neumann, R., Panayi, M., Ritchie, A.E., Shone, A.C., Signer, E., Stead, J.D., Tamaki,
K., 1999. Human minisatellites, repeat DNA instability and meiotic recombination. Electrophoresis. 20, 1665-1675. Jeffreys, A.J., Royle, N.J., Wilson, V., Wong, Z., 1988. Spontaneous mutation rates to
new length alleles at tandem-repetitive hypervariable loci in human DNA. Nature. 332,
278-281. Jeffreys, A.J., Tamaki, K., MacLeod, A., Monckton, D.G., Neil, D.L., Armour, J.A., 1994. Complex gene conversion events in germline mutation at human minisatellites. Nature
Genetics. 6, 136-145. Jeffreys, A.J., Turner, M., Debenham, P., 1991. The efficiency of multilocus DNA
fingerprint probes for individualization and establishment of family relationships,
determined from extensive casework. American Journal of Human Genetics. 48, 824-
840. Jeffreys, A.J., Wilson, V., Kelly, R., Taylor, B.A., Bulfield, G., 1987. Mouse DNA
'fingerprints': analysis of chromosome localization and germ-line stability of
hypervariable loci in recombinant inbred strains. Nucleic Acids Research. 15, 2823-
2836. Jeffreys, A.J., Wilson, V., Thein, S.L., 1985a. Hypervariable 'minisatellite' regions in
human DNA. Nature. 314, 67-73. Jeffreys, A.J., Wilson, V., Thein, S.L., 1985a. Hypervariable 'minisatellite' regions in
human DNA. Nature. 314, 67-73. Jeffreys, A.J., Wilson, V., Thein, S.L., 1985b. Individual-specific 'fingerprints' of human
DNA. Nature. 316, 76-79. Jeffreys, A.J., Wilson, V., Thein, S.L., 1985b. Individual-specific 'fingerprints' of human
DNA. Nature. 316, 76-79. Jin, Y.B., Choi, S.H., Lee, J.S., Kim, J.K., Lee, J.W., Hong, S.C., Myung, S.H., Lee, Y.S.,
2014. Absence of DNA damage after 60-Hz electromagnetic field exposure combined
with ionizing radiation, hydrogen peroxide, or c-Myc overexpression. Radiation and
Environmental Biophysics. 53, 93-101. Jin, Y.B., Kang, G.Y., Lee, J.S., Choi, J.I., Lee, J.W., Hong, S.C., Myung, S.H., Lee, Y.S.,
2012. Effects on micronuclei formation of 60-Hz electromagnetic field exposure with
ionizing radiation, hydrogen peroxide, or c-Myc overexpression. International Journal
of Radiation Biology. 88, 374-380. Johansen, C., 2000. Exposure to electromagnetic fields and risk of central nervous
system disease in utility workers. Epidemiology. 11, 539-543. Johansen, C., 2000. Exposure to electromagnetic fields and risk of central nervous
system disease in utility workers. Epidemiology. Armour, J.A., 2006. Tandemly repeated DNA: why should anyone care? Mutation
Research. 598, 6-14. 11, 539-543. 160 Johansen, C., Feychting, M., Møller, M., Arnsbo, P., Ahlbom, A., Olsen, J.H., 2002. Risk
of severe cardiac arrhythmia in male utility workers: a nationwide Danish cohort study. American Journal of Epidemiology. 156, 857-861. Johansen, C., Feychting, M., Møller, M., Arnsbo, P., Ahlbom, A., Olsen, J.H., 2002. Risk
of severe cardiac arrhythmia in male utility workers: a nationwide Danish cohort study. American Journal of Epidemiology. 156, 857-861. Juutilainen, J., 2003. Developmental effects of extremely low frequency electric and
magnetic fields. Radiation Protection Dosimetry. 106, 385-390. Juutilainen, J., Kumlin, T., Naarala, J., 2006. Do extremely low frequency magnetic
fields enhance the effects of environmental carcinogens? A meta-analysis of
experimental studies. International Journal of Radiation Biology. 82, 1-12. Juutilainen, J., Lang, S., Rytomaa, T., 2000. Possible cocarcinogenic effects of ELF
electromagnetic fields may require repeated long-term interaction with known
carcinogenic factors. Bioelectromagnetics. 21, 122-128. Juutilainen, J., 2005. Developmental effects of electromagnetic fields. Bioelectromagnetics. 26, S107-S115. Juutilainen, J., 2005. Developmental effects of electromagnetic fields.
Bioelectromagnetics. 26, S107-S115. Kabat, G.C., O'Leary, E.S., Schoenfeld, E.R., Greene, J.M., Grimson, R., Henderson, K.,
Kaune, W.T., Gammon, M.D., Britton, J.A., Teitelbaum, S.L., Neugut, A.I., Leske, M.C.,
EBCLIS Group, 2003. Electric Blanket Use and Breast Cancer on Long Island. Epidemiology. 14, 514-520. Kang, S., Ohshima, K., Shimizu, M., Amirhaeri, S., Wells, R.D., 1995. Pausing of DNA
synthesis in vitro at specific loci in CTG and CGG triplet repeats from human hereditary
disease genes. The Journal of Biological Chemistry. 270, 27014-27021. Kannan, K. & Jain, S.K., 2000. Oxidative stress and apoptosis. Pathophysiology : The
Official Journal of the International Society for Pathophysiology / ISP. 7, 153-163. Karipidis, K.K., 2015. Survey of residential power-frequency magnetic fields in
Melbourne, Australia. Radiation Protection Dosimetry. 163, 81-91. Kato, M., Honma, K., Shigemitsu, T., Shiga, Y., 1994a. Circularly polarized 50-Hz
magnetic field exposure reduces pineal gland and blood melatonin concentrations of
Long-Evans rats. Neuroscience Letters. 166, 59-62. Kato, M., Honma, K., Shigemitsu, T., Shiga, Y., 1994b. Circularly polarized, sinusoidal,
50 Hz magnetic field exposure does not influence plasma testosterone levels of rats. Bioelectromagnetics. 15, 513-518. Kato, M., Honma, K., Shigemitsu, T., Shiga, Y., 1994c. Horizontal or vertical 50-Hz, 1-
microT magnetic fields have no effect on pineal gland or plasma melatonin
concentration of albino rats. Neuroscience Letters. 168, 205-208. Kato, M., Honma, K., Shigemitsu, T., Shiga, Y., 1994d. Recovery of nocturnal melatonin
concentration takes place within one week following cessation of 50 Hz circularly
polarized magnetic field exposure for six weeks. Bioelectromagnetics. 15, 489-492. 161 Kato, M., Honma, K., Shigemitsu, T., Shiga, Y., 1993. Effects of exposure to a circularly
polarized 50-Hz magnetic field on plasma and pineal melatonin levels in rats. Bioelectromagnetics. 14, 97-106. Katoh, M.A., Cain, K.T., Hughes, L.A., Foxworth, L.B., Bishop, J.B., Generoso, W.M.,
1990. Female-specific dominant lethal effects in mice. Mutation Research. 230, 205-
217. Kaune, W.T., 1993. Assessing human exposure to power-frequency electric and
magnetic fields. Environmental Health Perspectives. 101 Suppl 4, 121-133. Kaune, W.T. & Zaffanella, L.E., 1994. Assessing historical exposures of children to
power-frequency magnetic fields. Journal of Exposure Analysis and Environmental
Epidemiology. 4, 149-170. Kelly, R., Bulfield, G., Collick, A., Gibbs, M., Jeffreys, A.J., 1989. Characterization of a
highly unstable mouse minisatellite locus: evidence for somatic mutation during early
development. Genomics. 5, 844-856. Kelly, R., Gibbs, M., Collick, A., Jeffreys, A.J., 1991. Juutilainen, J., 2005. Developmental effects of electromagnetic fields.
Bioelectromagnetics. 26, S107-S115. Spontaneous mutation at the
hypervariable mouse minisatellite locus Ms6-hm: flanking DNA sequence and analysis
of germline and early somatic mutation events. Proceedings.Biological Sciences / the
Royal Society. 245, 235-245. Kelly, R.G., 1994. Similar origins of two mouse minisatellites within transposon-like
LTRs. Genomics. 24, 509-515. Kheifets, L.I., 2001. Electric and magnetic field exposure and brain cancer: a review. Bioelectromagnetics. Suppl 5, S120. Kheifets, L.I., Kavet, R., Sussman, S.S., 1997. Wire codes, magnetic fields, and childhood
cancer. Bioelectromagnetics. 18, 99-110. Kheifets, L., Ahlbom, A., Crespi, C.M., Draper, G., Hagihara, J., Lowenthal, R.M., Mezei,
G., Oksuzyan, S., Schuz, J., Swanson, J., Tittarelli, A., Vinceti, M., Wunsch Filho, V.,
2010. Pooled analysis of recent studies on magnetic fields and childhood leukaemia. British Journal of Cancer. 103, 1128-1135. Kheifets, L., Mezei, G., Greenland, S., 2006. Comment concerning "Childhood leukemia
and residential magnetic fields: are pooled analyses more valid than the original
studies?" (Bioelectromagnetics 27:1-7 [2006]). Bioelectromagnetics. 27, 674-5;
discussion 675-6. Kheifets, L. & Oksuzyan, S., 2008. Exposure assessment and other challenges in non-
ionizing radiation studies of childhood leukaemia. Radiation Protection Dosimetry. 132,
139-147. 162 Kheifets, L., Repacholi, M., Saunders, R., van Deventer, E., 2005. The sensitivity of
children to electromagnetic fields. Pediatrics. 116, 303-13. Kheifets, L.I., Gilbert, E.S., Sussman, S.S., Guenel, P., Sahl, J.D., Savitz, D.A., Theriault,
G., 1999. Comparative analyses of the studies of magnetic fields and cancer in electric
utility workers: studies from France, Canada, and the United States. Occupational and
Environmental Medicine. 56, 567-574. Kheifets, L., Ahlbom, A., Johansen, C., Feychting, M., Sahl, J., Savitz, D., 2007. Extremely
low-frequency magnetic fields and heart disease. Scandinavian Journal of Work,
Environment & Health. 33, 5-12. Kim, H.S., Park, B.J., Jang, H.J., Ipper, N.S., Kim, S.H., Kim, Y.J., Jeon, S.H., Lee, K.S., Lee,
S.K., Kim, N., Ju, Y.J., Gimm, Y.M., Kim, Y.W., 2014. Continuous exposure to 60 Hz
magnetic fields induces duration- and dose-dependent apoptosis of testicular germ
cells. Bioelectromagnetics. 35, 100-107. Kim, J., Ha, C.S., Lee, H.J., Song, K., 2010. Repetitive exposure to a 60-Hz time-varying
magnetic field induces DNA double-strand breaks and apoptosis in human cells. Biochemical and Biophysical Research Communications. 400, 739-744. Kim, Y.W., Kim, H.S., Lee, J.S., Kim, Y.J., Lee, S.K., Seo, J.N., Jung, K.C., Kim, N., Gimm,
Y.M., 2009. Effects of 60 Hz 14 microT magnetic field on the apoptosis of testicular
germ cell in mice. Bioelectromagnetics. 30, 66-72. Kirk, K.M. & Lyon, M.F., 1984. Kliukiene, J., Tynes, T., Andersen, A., 2004. Residential and occupational exposures to
50-Hz magnetic fields and breast cancer in women: a population-based study.
American Journal of Epidemiology. 159, 852-861. American Journal of Epidemiology. 159, 852-861. Juutilainen, J., 2005. Developmental effects of electromagnetic fields.
Bioelectromagnetics. 26, S107-S115. Induction of congenital malformations in the offspring of
male mice treated with X-rays at pre-meiotic and post-meiotic stages. Mutation
Research. 125, 75-85. Kiuru, A., Auvinen, A., Luokkamaki, M., Makkonen, K., Veidebaum, T., Tekkel, M., Rahu
M., Hakulinen, T., Servomaa, K., Rytomaa, T., Mustonen, R., 2003. Hereditary
minisatellite mutations among the offspring of Estonian Chernobyl cleanup workers. Radiation Research. 159, 651-655. Kleinerman, R.A., Kaune, W.T., Hatch, E.E., Wacholder, S., Linet, M.S., Robison, L.L.,
Niwa, S., Tarone, R.E., 2000. Are children living near high-voltage power lines at
increased risk of acute lymphoblastic leukemia? American Journal of Epidemiology. 151, 512-515. Kleinerman, R.A., Linet, M.S., Hatch, E.E., Tarone, R.E., Black, P.M., Selker, R.G.,
Shapiro, W.R., Fine, H.A., Inskip, P.D., 2005. Self-reported electrical appliance use and
risk of adult brain tumors. American Journal of Epidemiology. 161, 136-146. Kleinerman, R.A., Linet, M.S., Hatch, E.E., Tarone, R.E., Black, P.M., Selker, R.G.,
Shapiro, W.R., Fine, H.A., Inskip, P.D., 2005. Self-reported electrical appliance use and
risk of adult brain tumors. American Journal of Epidemiology. 161, 136-146. Kliukiene, J., Tynes, T., Andersen, A., 2004. Residential and occupational exposures to
50-Hz magnetic fields and breast cancer in women: a population-based study. American Journal of Epidemiology. 159, 852-861. Kliukiene, J., Tynes, T., Andersen, A., 2004. Residential and occupational exposures to
50-Hz magnetic fields and breast cancer in women: a population-based study. American Journal of Epidemiology. 159, 852-861. 163 Kodaira, M., Izumi, S., Takahashi, N., Nakamura, N., 2004. No evidence of radiation
effect on mutation rates at hypervariable minisatellite loci in the germ cells of atomic
bomb survivors. Radiation Research. 162, 350-356. Kodaira, M., Izumi, S., Takahashi, N., Nakamura, N., 2004. No evidence of radiation
effect on mutation rates at hypervariable minisatellite loci in the germ cells of atomic
bomb survivors. Radiation Research. 162, 350-356. Kodaira, M., Satoh, C., Hiyama, K., Toyama, K., 1995. Lack of effects of atomic bomb
radiation on genetic instability of tandem-repetitive elements in human germ cells. American Journal of Human Genetics. 57, 1275-1283. Koeman, T., Slottje, P., Kromhout, H., Schouten, L.J., Goldbohm, R.A., van den Brandt,
P.A., Vermeulen, R., 2013. Occupational exposure to extremely low-frequency
magnetic fields and cardiovascular disease mortality in a prospective cohort study. Occupational and Environmental Medicine. 70, 402. Kroll, M.E., Swanson, J., Vincent, T.J., Draper, G.J., 2010a. Childhood cancer and
magnetic fields from high-voltage power lines in England and Wales: a case-control
study. British Journal of Cancer. 103, 1122-1127. Juutilainen, J., 2005. Developmental effects of electromagnetic fields.
Bioelectromagnetics. 26, S107-S115. Kumlin, T., Kosma, V.M., Alhonen, L., Janne, J., Komulainen, H., Lang, S., Rytomaa, T.,
Servomaa, K., Juutilainen, J., 1998. Effects of 50 Hz magnetic fields on UV-induced skin
tumourigenesis in ODC-transgenic and non-transgenic mice. International Journal of
Radiation Biology. 73, 113-121. Kuo, L.J. & Yang, L.X., 2008. Gamma-H2AX - a novel biomarker for DNA double-strand
breaks. In Vivo. 22, 305-309. Lacy-Hulbert, A., Metcalfe, J.C., Hesketh, R., 1998. Biological responses to
electromagnetic fields. FASEB Journal : Official Publication of the Federation of
American Societies for Experimental Biology. 12, 395-420. Laden, F., Neas, L.M., Tolbert, P.E., Holmes, M.D., Hankinson, S.E., Spiegelman, D.,
Speizer, F.E., Hunter, D.J., 2000. Electric blanket use and breast cancer in the Nurses'
Health Study. American Journal of Epidemiology. 152, 41-49. Lagiou, P., Tamimi, R., Lagiou, A., Mucci, L., Trichopoulos, D., 2002. Is epidemiology
implicating extremely low frequency electric and magnetic fields in childhood
leukemia? Environmental Health and Preventive Medicine. 7, 33-39. Lai, H. & Singh, N.P., 1997. Melatonin and N-tert-butyl-alpha-phenylnitrone block 60-
Hz magnetic field-induced DNA single and double strand breaks in rat brain cells. Journal of Pineal Research. 22, 152. Lai, H. & Singh, N.P., 2004. Magnetic-field-induced DNA strand breaks in brain cells of
the rat. Environmental Health Perspectives. 112, 687-694. Lai, H. & Singh, N.P., 1997. Acute exposure to a 60 Hz magnetic field increases DNA
strand breaks in rat brain cells. Bioelectromagnetics. 18, 156-165. 164 Lai, H. & Singh, N.P., 1996. Single- and double-strand DNA breaks in rat brain cells after
acute exposure to radiofrequency electromagnetic radiation. International Journal of
Radiation Biology. 69, 513-521. Lai, H. & Singh, N.P., 1996. Single- and double-strand DNA breaks in rat brain cells after
acute exposure to radiofrequency electromagnetic radiation. International Journal of
Radiation Biology. 69, 513-521. Lara, P.C., Lopez-Penalver, J.J., Farias Vde, A., Ruiz-Ruiz, M.C., Oliver, F.J., Ruiz de
Almodovar, J.M., 2015. Direct and bystander radiation effects: a biophysical model and
clinical perspectives. Cancer Letters. 356, 5-16. Lee, G.M., Neutra, R.R., Hristova, L., Yost, M., Hiatt, R.A., 2000. The use of electric bed
heaters and the risk of clinically recognized spontaneous abortion. Epidemiology. 11,
406-415. Lerner, A.B., Case, J.D., Mori, W., Wright, M.R., 1959. Melatonin in peripheral nerve. Nature. 183, 1821. Lewczuk, B., Redlarski, G., Zak, A., Ziolkowska, N., Przybylska-Gornowicz, B., Krawczuk,
M., 2014. Influence of electric, magnetic, and electromagnetic fields on the circadian
system: current stage of knowledge. BioMed Research International. 2014, 169459. Linet, M.S. & Devesa, S.S., 1991. Descriptive epidemiology of childhood leukaemia.
British Journal of Cancer. 63, 424-429. Juutilainen, J., 2005. Developmental effects of electromagnetic fields.
Bioelectromagnetics. 26, S107-S115. Lewy, A.J., Wehr, T.A., Goodwin, F.K., Newsome, D.A., Markey, S.P., 1980. Light
suppresses melatonin secretion in humans. Science. 210, 1267-1269. Li, C.Y., Theriault, G., Lin, R.S., 1997. Residential exposure to 60-Hertz magnetic fields
and adult cancers in Taiwan. Epidemiology. 8, 25-30. Li, J., Hou, R., Niu, X., Liu, R., Wang, Q., Wang, C., Li, X., Hao, Z., Yin, G., Zhang, K., 2016. Comparison of microarray and RNA-Seq analysis of mRNA expression in dermal
mesenchymal stem cells. Biotechnology Letters. 38, 33-41. Li, M., Jones, L., Gaillard, C., Binnewies, M., Ochoa, R., Garcia, E., Lam, V., Wei, G.,
Yang, W., Lobe, C., Hermiston, M., Passegue, E., Kogan, S.C., 2013. Initially
disadvantaged, TEL-AML1 cells expand and initiate leukemia in response to irradiation
and cooperating mutations. Leukemia. 27, 1570-1573. Limon-Pacheco, J. & Gonsebatt, M.E., 2009. The role of antioxidants and antioxidant-
related enzymes in protective responses to environmentally induced oxidative stress. Mutation Research. 674, 137-147. Limon-Pacheco, J. & Gonsebatt, M.E., 2009. The role of antioxidants and antioxidant-
related enzymes in protective responses to environmentally induced oxidative stress. Mutation Research. 674, 137-147. Lin, R.S., Dischinger, P.C., Conde, J., Farrell, K.P., 1985. Occupational exposure to
electromagnetic fields and the occurrence of brain tumors. An analysis of possible
associations. Journal of Occupational Medicine.: Official Publication of the Industrial
Medical Association. 27, 413. Linet, M.S. & Devesa, S.S., 1991. Descriptive epidemiology of childhood leukaemia. British Journal of Cancer. 63, 424-429. 165 Linet, M.S., Ries, L.A., Smith, M.A., Tarone, R.E., Devesa, S.S., 1999. Cancer surveillance
series: recent trends in childhood cancer incidence and mortality in the United States. Journal of the National Cancer Institute. 91, 1051-1058. Linet, M.S., Hatch, E.E., Kleinerman, R.A., Robison, L.L., Kaune, W.T., Friedman, D.R.,
Severson, R.K., Haines, C.M., Hartsock, C.T., Niwa, S., Wacholder, S., Tarone, R.E., 1997. Residential Exposure to Magnetic Fields and Acute Lymphoblastic Leukemia in
Children. The New England Journal of Medicine. 337, 1-8. Livshits, L.A., Malyarchuk, S.G., Kravchenko, S.A., Matsuka, G.H., Lukyanova, E.M.,
Antipkin, Y.G., Arabskaya, L.P., Petit, E., Giraudeau, F., Gourmelon, P., Vergnaud, G., Le
Guen, B., 2001. Children of chernobyl cleanup workers do not show elevated rates of
mutations in minisatellite alleles. Radiation Research. 155, 74-80. Loberg, L.I., Engdahl, W.R., Gauger, J.R., McCormick, D.L., 2000. Expression of cancer-
related genes in human cells exposed to 60 Hz magnetic fields. Radiation Research. 153, 679-684. Loeb, L.A., Loeb, K.R., Anderson, J.P., 2003. Multiple mutations and cancer. Juutilainen, J., 2005. Developmental effects of electromagnetic fields.
Bioelectromagnetics. 26, S107-S115. Loeb, L.A., Loeb, K.R., Anderson, J.P., 2003. Multiple mutations and cancer. Proceedings of the National Academy of Sciences of the United States of America. 100,
776-781. Luukkonen, J., Liimatainen, A., Juutilainen, J., Naarala, J., 2014. Induction of genomic
instability, oxidative processes, and mitochondrial activity by 50Hz magnetic fields in
human SH-SY5Y neuroblastoma cells. Mutation Research. 760, 33-41. ,
,
,
,
,
,
p
Proceedings of the National Academy of Sciences of the United States of America. 100
776-781. London, S.J., Thomas, D.C., Bowman, J.D., Sobel, E., Cheng, T.C., Peters, J.M., 1991. Exposure to residential electric and magnetic fields and risk of childhood leukemia. American Journal of Epidemiology. 134, 923-937. Luceri, C., De Filippo, C., Giovannelli, L., Blangiardo, M., Cavalieri, D., Aglietti, F.,
Pampaloni, M., Andreuccetti, D., Pieri, L., Bambi, F., Biggeri, A., Dolara, P., 2005. Extremely low-frequency electromagnetic fields do not affect DNA damage and gene
expression profiles of yeast and human lymphocytes. Radiation Research. 164, 277-
285. Luning, K.G. & Searle, A.G., 1971. Estimates of the genetic risks from ionizing
irradiation. Mutation Research. 12, 291-304. Lupke, M., Rollwitz, J., Simkó, M., 2004. Cell Activating Capacity of 50 Hz Magnetic
Fields to Release Reactive Oxygen Intermediates in Human Umbilical Cord Blood-
derived Monocytes and in Mono Mac 6 Cells. Free Radical Research. 38, 985-993. Luukkonen, J., Liimatainen, A., Hoyto, A., Juutilainen, J., Naarala, J., 2011. Pre-exposure
to 50 Hz magnetic fields modifies menadione-induced genotoxic effects in human SH-
SY5Y neuroblastoma cells. PloS One. 6, 18021. Luukkonen, J., Liimatainen, A., Juutilainen, J., Naarala, J., 2014. Induction of genomic
instability, oxidative processes, and mitochondrial activity by 50Hz magnetic fields in
human SH-SY5Y neuroblastoma cells. Mutation Research. 760, 33-41. Luukkonen, J., Liimatainen, A., Juutilainen, J., Naarala, J., 2014. Induction of genomic
instability, oxidative processes, and mitochondrial activity by 50Hz magnetic fields in
human SH-SY5Y neuroblastoma cells. Mutation Research. 760, 33-41. 166 Lyon, M.F. & Morris, T., 1966. Mutation rates at a new set of specific loci in the mouse. Genetical Research. 7, 12-17. Lyon, M.F. & Morris, T., 1966. Mutation rates at a new set of specific loci in the mouse. Genetical Research. 7, 12-17. Maes, A., Collier, M., Vandoninck, S., Scarpa, P., Verschaeve, L., 2000. Cytogenetic
effects of 50 Hz magnetic fields of different magnetic flux densities. Bioelectromagnetics. 21, 589-596. Mairs, R.J., Hughes, K., Fitzsimmons, S., Prise, K.M., Livingstone, A., Wilson, L., Baig, N.,
Clark, A.M., Timpson, A., Patel, G., Folkard, M., Angerson, W.J., Boyd, M., 2007. Microsatellite analysis for determination of the mutagenicity of extremely low-
frequency electromagnetic fields and ionising radiation in vitro. Mutation Research. 626, 34-41. Mandeville, R., Franco, E., Sidrac-Ghali, S., Paris-Nadon, L., Rocheleau, N., Mercier, G.,
Desy, M., Gaboury, L., 1997. Evaluation of the potential carcinogenicity of 60 Hz linear
sinusoidal continuous-wave magnetic fields in Fischer F344 rats. FASEB Journal :
Official Publication of the Federation of American Societies for Experimental Biology. 11, 1127-1136. McElroy, J., 2007. Occupational exposure to electromagnetic field and breast cancer
risk in a large, population-based, case-control study in the United States. J Occup
Environ Med. 49, 266-274. ,
,
,
,
,
,
p
Proceedings of the National Academy of Sciences of the United States of America. 100
776-781. Mandeville, R., Franco, E., Sidrac-Ghali, S., Paris-Nadon, L., Rocheleau, N., Mercier, G.,
Desy, M., Gaboury, L., 1997. Evaluation of the potential carcinogenicity of 60 Hz linear
sinusoidal continuous-wave magnetic fields in Fischer F344 rats. FASEB Journal :
Official Publication of the Federation of American Societies for Experimental Biology. 11, 1127-1136. Mannerling, A.C., Simko, M., Mild, K.H., Mattsson, M.O., 2010. Effects of 50-Hz
magnetic field exposure on superoxide radical anion formation and HSP70 induction in
human K562 cells. Radiation and Environmental Biophysics. 49, 731-741. Mannerling, A.C., Simko, M., Mild, K.H., Mattsson, M.O., 2010. Effects of 50-Hz
magnetic field exposure on superoxide radical anion formation and HSP70 induction in
human K562 cells. Radiation and Environmental Biophysics. 49, 731-741. Marchetti, F., Rowan-Carroll, A., Williams, A., Polyzos, A., Berndt-Weis, M.L., Yauk, C.L.,
2011. Sidestream tobacco smoke is a male germ cell mutagen. Proceedings of the
National Academy of Sciences of the United States of America. 108, 12811-12814. McBride, M.L., Gallagher, R.P., Thériault, G., Armstrong, B.G., Tamaro, S., Spinelli, J.J.,
Deadman, J.E., Fincham, S., Robson, D., Choi, W., 1999. Power-frequency electric and
magnetic fields and risk of childhood leukemia in Canada. American Journal of
Epidemiology. 149, 831. McCann, J., Dietrich, F., Rafferty, C., 1998. The genotoxic potential of electric and
magnetic fields: an update. Mutation Research. 411, 45-86. McCormick, D.L., Boorman, G.A., Findlay, J.C., Hailey, J.R., Johnson, T.R., Gauger, J.R.,
Pletcher, J.M., Sills, R.C., Haseman, J.K., 1999. Chronic toxicity/oncogenicity evaluation
of 60 Hz (power frequency) magnetic fields in B6C3F1 mice. Toxicologic Pathology. 27,
279-285. McCormick, D.L., Ryan, B.M., Findlay, J.C., Gauger, J.R., Johnson, T.R., Morrissey, R.L.,
Boorman, G.A., 1998. Exposure to 60 Hz magnetic fields and risk of lymphoma in PIM
transgenic and TSG-p53 (p53 knockout) mice. Carcinogenesis. 19, 1649-1653. McElroy, J., 2007. Occupational exposure to electromagnetic field and breast cancer
risk in a large, population-based, case-control study in the United States. J Occup
Environ Med. 49, 266-274. McElroy, J., 2007. Occupational exposure to electromagnetic field and breast cancer
risk in a large, population-based, case-control study in the United States. J Occup
Environ Med. 49, 266-274. 167 McElroy, J.A., Newcomb, P.A., Remington, P.L., Egan, K.M., Titus-Ernstoff, L., Trentham-
Dietz, A., Hampton, J.M., Baron, J.A., Stampfer, M.J., Willett, W.C., 2001. Electric
Blanket or Mattress Cover Use and Breast Cancer Incidence in Women 50-79 Years of
Age. Epidemiology. 12, 613-617. Milham, S., 1985. Mortality in Workers Exposed to Electromagnetic Fields.
Environmental Health Perspectives. 62, 297-300. ,
,
,
,
,
,
p
Proceedings of the National Academy of Sciences of the United States of America. 100
776-781. McElroy, J.A., Newcomb, P.A., Remington, P.L., Egan, K.M., Titus-Ernstoff, L., Trentham-
Dietz, A., Hampton, J.M., Baron, J.A., Stampfer, M.J., Willett, W.C., 2001. Electric
Blanket or Mattress Cover Use and Breast Cancer Incidence in Women 50-79 Years of
Age. Epidemiology. 12, 613-617. McNamee, J.P., Bellier, P.V., Chauhan, V., Gajda, G.B., Lemay, E., Thansandote, A.,
2005. Evaluating DNA damage in rodent brain after acute 60 Hz magnetic-field
exposure. Radiation Research. 164, 791-797. McNamee, J.P., Bellier, P.V., McLean, J.R., Marro, L., Gajda, G.B., Thansandote, A.,
2002. DNA damage and apoptosis in the immature mouse cerebellum after acute
exposure to a 1 mT, 60 Hz magnetic field. Mutation Research. 513, 121-133. McNamee, J.P., McLean, J.R., Ferrarotto, C.L., Bellier, P.V., 2000. Comet assay: rapid
processing of multiple samples. Mutation Research. 466, 63-69. Merchant, C.J., Renew, D.C., Swanson, J., 1994. Exposures to power-frequency
magnetic fields in the home. Journal of Radiological Protection. 14, 77. Messiha, H.L., Wongnate, T., Chaiyen, P., Jones, A.R., Scrutton, N.S., 2015. Magnetic
field effects as a result of the radical pair mechanism are unlikely in redox enzymes. Journal of the Royal Society, Interface / the Royal Society. 12,: 2014.1155. Metcalf, D., 1988. The molecular control of blood cells. Harvard University Press. Metcalf, D., 1988. The molecular control of blood cells. Harvard University Press. Mezei, G., Cher, D., Kelsh, M., Edinboro, C., Chapman, P., Kavet, R., 2005. Occupational
Magnetic Field Exposure, Cardiovascular Disease Mortality, and Potential Confounding
by Smoking. Annals of Epidemiology. 15, 622-629. Mezei, G., Gadallah, M., Kheifets, L., 2008. Residential Magnetic Field Exposure and
Childhood Brain Cancer: A Meta-Analysis. Epidemiology. 19, 424-430. Mezei, G. & Kheifets, L., 2006. Selection bias and its implications for case-control
studies: a case study of magnetic field exposure and childhood leukaemia. International Journal of Epidemiology. 35, 397-406. Mezei, G., Sudan, M., Izraeli, S., Kheifets, L., 2014. Epidemiology of childhood leukemia
in the presence and absence of Down syndrome. Cancer Epidemiology. 38, 479-489. Michaelis, J., Schüz, J., Meinert, R., Zemann, E., Grigat, J., Kaatsch, P., Kaletsch, U.,
Miesner, A., Brinkmann, K., Kalkner, W., Kärner, H., 1998. Combined Risk Estimates for
Two German Population-Based Case-Control Studies on Residential Magnetic Fields
and Childhood Acute Leukemia. Epidemiology. 9, 92-94. Milham, S., 1985. Mortality in Workers Exposed to Electromagnetic Fields. Environmental Health Perspectives. 62, 297-300. 168 Miller, A.B. & Green, L.M., 2010. Electric and magnetic fields at power frequencies. Chronic Diseases in Canada. 29 Suppl 1, 69-83. Mirick, D.K. & Davis, S., 2008. Melatonin as a biomarker of circadian dysregulation. Cancer Epidemiology, Biomarkers & Prevention : A Publication of the American
Association for Cancer Research, Cosponsored by the American Society of Preventive
Oncology. 17, 3306-3313. Mirkin, S.M., 2007. Expandable DNA repeats and human disease. Nature. 447, 932-
940. Miyakoshi, J., Kitagawa, K., Takebe, H., 1997. Mutation induction by high-density, 50-
Hz magnetic fields in human MeWo cells exposed in the DNA synthesis phase. International Journal of Radiation Biology. 71, 75-79. Miyakoshi, J., Koji, Y., Wakasa, T., Takebe, H., 1999. Long-term exposure to a magnetic
field (5 mT at 60 Hz) increases X-ray-induced mutations. Journal of Radiation Research. 40, 13-21. Miyakoshi, J., Yamagishi, N., Ohtsu, S., Mohri, K., Takebe, H., 1996. Increase in
hypoxanthine-guanine phosphoribosyl transferase gene mutations by exposure to
high-density 50-Hz magnetic fields. Mutation Research. 349, 109-114. Miyakoshi, J., Yoshida, M., Shibuya, K., Hiraoka, M., 2000. Exposure to strong magnetic
fields at power frequency potentiates X-ray-induced DNA strand breaks. Journal of
Radiation Research. 41, 293-302. Moore, R.Y., Heller, A., Wurtman, R.J., Axelrod, J., 1967. Visual pathway mediating
pineal response to environmental light. Science. 155, 220-223. Moretti, M., Villarini, M., Simonucci, S., Fatigoni, C., Scassellati-Sforzolini, G., Monarca,
S., Pasquini, R., Angelucci, M., Strappini, M., 2005. Metcalf, D., 1988. The molecular control of blood cells. Harvard University Press. Effects of co-exposure to extremely
low frequency (ELF) magnetic fields and benzene or benzene metabolites determined
in vitro by the alkaline comet assay. Toxicology Letters. 157, 119-128. Morris, J.E., Sasser, L.B., Miller, D.L., Dagle, G.E., Rafferty, C.N., Ebi, K.L., Anderson, L.E.,
1999. Clinical progression of transplanted large granular lymphocytic leukemia in
Fischer 344 rats exposed to 60 Hz magnetic fields. Bioelectromagnetics. 20, 48-56. Mughal, S.K., Myazin, A.E., Zhavoronkov, L.P., Rubanovich, A.V., Dubrova, Y.E., 2012. The dose and dose-rate effects of paternal irradiation on transgenerational instability
in mice: a radiotherapy connection. PloS One. 7, 41300. Muller-Sieburg, C.E. & Riblet, R., 1996. Genetic control of the frequency of
hematopoietic stem cells in mice: mapping of a candidate locus to chromosome 1. The
Journal of Experimental Medicine. 183, 1141-1150. 169 Myers, A., Clayden, A.D., Cartwright, R.A., Cartwright, S.C., 1990. Childhood cancer and
overhead powerlines: a case-control study. British Journal of Cancer. 62, 1008-1014. Nakamura, Y., Tamura, H., Kashida, S., Takayama, H., Yamagata, Y., Karube, A., Sugino,
N., Kato, H., 2001. Changes of serum melatonin level and its relationship to feto‐
placental unit during pregnancy. Journal of Pineal Research. 30, 29-33. Nault, R., Fader, K.A., Zacharewski, T., 2015. RNA-Seq versus oligonucleotide array
assessment of dose-dependent TCDD-elicited hepatic gene expression in mice. BMC
Genomics. 16, 373-015-1527-z. Niwa, O., Fan, Y.J., Numoto, M., Kamiya, K., Kominami, R., 1996. Induction of a
germline mutation at a hypervariable mouse minisatellite locus by 252Cf radiation. Journal of Radiation Research. 37, 217-224. Noonan, C.W., Reif, J.S., Yost, M., Touchstone, J., 2002. Occupational exposure to
magnetic fields in case-referent studies of neurodegenerative diseases. Scandinavian
Journal of Work, Environment & Health. 28, 42-48. Nordenson, I., Mild, K.H., Andersson, G., Sandstrom, M., 1994. Chromosomal
aberrations in human amniotic cells after intermittent exposure to fifty hertz magnetic
fields. Bioelectromagnetics. 15, 293-301. Ogheri, S., Rampazzo, C., Celotti, L., 1995. Mutagenic effects at hprt locus and in
minisatellite sequences induced in V79 cells by treatments with UV and methyl-nitro-
nitroso guanidine. Mutation Research. 348, 193-199. Okamura, H., Yamaguchi, S., Yagita, K., 2002. Molecular machinery of the circadian
clock in mammals. Cell and Tissue Research. 309, 47-56. Olsen, J.H., Nielsen, A., Schulgen, G., 1993. Residence near high voltage facilities and
risk of cancer in children. BMJ. 307, 891-895. Orkin, S.H. & Zon, L.I., 2008. Hematopoiesis: an evolving paradigm for stem cell
biology. Cell. 132, 631-644. Paile, W., Jokela, K., Koivistoinen, A., Salomaa, S., 1995. Pandi-Perumal, S.,R., Srinivasan, ,V., Maestroni, G.J.,M., Cardinali, D.,P., Poeggeler, ,B.
Hardeland, ,R., 2006. Melatonin. FEBS Journal. 273, 2813-2838. Preece, A.W., Kaune, W., Grainger, P., Preece, S., Golding, J., 1997. Magnetic fields
from domestic appliances in the UK. Physics in Medicine and Biology. 42, 67-76. Metcalf, D., 1988. The molecular control of blood cells. Harvard University Press. Effects of 50 Hz sinusoidal
magnetic fields and spark discharges on human lymphocytes in vitro. Bioelectrochemistry and Bioenergetics. 36, 15-22. Panagopoulos, D.J., Karabarbounis, A., Lioliousis, C., 2013. ELF alternating magnetic
field decreases reproduction by DNA damage induction. Cell Biochemistry and
Biophysics. 67, 703-716. Pandi-Perumal, S.,R., Srinivasan, ,V., Maestroni, G.J.,M., Cardinali, D.,P., Poeggeler, ,B.,
Hardeland, ,R., 2006. Melatonin. FEBS Journal. 273, 2813-2838. 170 Patruno, A., Tabrez, S., Pesce, M., Shakil, S., Kamal, M.A., Reale, M., 2015. Effects of
extremely low frequency electromagnetic field (ELF-EMF) on catalase, cytochrome
P450 and nitric oxide synthase in erythro-leukemic cells. Life Sciences. 121, 117-123. Patruno, A., Tabrez, S., Pesce, M., Shakil, S., Kamal, M.A., Reale, M., 2015. Effects of
extremely low frequency electromagnetic field (ELF-EMF) on catalase, cytochrome
P450 and nitric oxide synthase in erythro-leukemic cells. Life Sciences. 121, 117-123. Pedersen, C., Raaschou-Nielsen, O., Rod, N.H., Frei, P., Poulsen, A.H., Johansen, C.,
Schuz, J., 2014. Distance from residence to power line and risk of childhood leukemia:
a population-based case-control study in Denmark. Cancer Causes & Control : CCC. 25,
171-177. Phillips, J.L., 1993. Effects of electromagnetic field exposure on gene transcription. Journal of Cellular Biochemistry. 51, 381-386. Phillips, J.L., Singh, N.P., Lai, H., 2009. Electromagnetic fields and DNA damage. Pathophysiology : The Official Journal of the International Society for Pathophysiology /
ISP. 16, 79-88. Pitkevitch, V.A., Ivanov, V.K., Tsyb, A.F., Maksyoutov, M.A., Matiash, V.A., Shchukina,
N.V., 1997. Exposure levels for persons involved in recovery operations after the
Chernobyl accident. Statistical analysis based on the data of the Russian National
Medical and Dosimetric Registry (RNMDR). Radiation and Environmental Biophysics. 36, 149-160. Polyzos, A., Parfett, C., Healy, C., Douglas, G., Yauk, C., 2006a. A single-molecule PCR
approach to the measurement of induced expanded simple tandem repeat instability
in vitro. Mutation Research. 594, 93-100. Polyzos, A., Parfett, C., Healy, C., Douglas, G.R., Yauk, C.L., 2006b. Instability of
expanded simple tandem repeats is induced in cell culture by a variety of agents: N-
Nitroso-N-ethylurea, benzo(a)pyrene, etoposide and okadaic acid. Mutation Research. 598, 73-84. Portier C, Wolfe M, editors. NIEHS. 1998. Assessment of Health Effects from Exposure
to Power-Line Frequency Electric and Magnetic Fields. NIH publication no. 98-3981. [Accessed 13 August 2015]. Available: http://www.niehs.nih.gov/health/assets/docs_a_e/assessment_of_health_effects_fro
m_exposure_to_powerline_frequency_electric_and_magnetic_fields.pdf. Powell, S. & McMillan, T.J., 1990. DNA damage and repair following treatment with
ionizing radiation. Radiotherapy and Oncology : Journal of the European Society for
Therapeutic Radiology and Oncology. 19, 95-108. Powell, S. Preece, A.W., Grainger, P., Golding, J., Kaune, W., 1996. Domestic magnetic field
exposures in Avon. Physics in Medicine and Biology. 41, 71-81. Metcalf, D., 1988. The molecular control of blood cells. Harvard University Press. & McMillan, T.J., 1990. DNA damage and repair following treatment with
ionizing radiation. Radiotherapy and Oncology : Journal of the European Society for
Therapeutic Radiology and Oncology. 19, 95-108. Preece, A.W., Grainger, P., Golding, J., Kaune, W., 1996. Domestic magnetic field
exposures in Avon. Physics in Medicine and Biology. 41, 71-81. Preece, A.W., Kaune, W., Grainger, P., Preece, S., Golding, J., 1997. Magnetic fields
from domestic appliances in the UK. Physics in Medicine and Biology. 42, 67-76. 171 Preston, D.L., Kusumi, S., Tomonaga, M., Izumi, S., Ron, E., Kuramoto, A., Kamada, N.,
Dohy, H., Matsuo, T., Matsui T [corrected to Matsuo,T.], 1994. Cancer incidence in
atomic bomb survivors. Part III. Leukemia, lymphoma and multiple myeloma, 1950-
1987. Radiation Research. 137, S68-97. Preston, D.L., Kusumi, S., Tomonaga, M., Izumi, S., Ron, E., Kuramoto, A., Kamada, N.,
Dohy, H., Matsuo, T., Matsui T [corrected to Matsuo,T.], 1994. Cancer incidence in
atomic bomb survivors. Part III. Leukemia, lymphoma and multiple myeloma, 1950-
1987. Radiation Research. 137, S68-97. Preston-Martin, S., Gurney, J.G., Pogoda, J.M., Holly, E.A., Mueller, B.A., 1996. Brain
tumor risk in children in relation to use of electric blankets and water bed heaters. Results from the United States West Coast Childhood Brain Tumor Study. American
Journal of Epidemiology. 143, 1116-1122. Pui, C.H., Robison, L.L., Look, A.T., 2008. Acute lymphoblastic leukaemia. Lancet. 371,
1030-1043. Qiu, C., Fratiglioni, L., Karp, A., Winblad, B., Bellander, T., 2004. Occupational Exposure
to Electromagnetic Fields and Risk of Alzheimer's Disease. Epidemiology. 15, 687-694. Reiter, R.J., Tan, D.X., Mayo, J.C., Sainz, R.M., Leon, J., Czarnocki, Z., 2003. Melatonin as
an antioxidant: biochemical mechanisms and pathophysiological implications in
humans. Acta Biochimica Polonica. 50, 1129-1146. Repacholi, M., 2012. Concern that "EMF" magnetic fields from power lines cause
cancer. The Science of the Total Environment. 426, 454-458. Ritz, C., Ruminski, W., Hougaard, K.S., Wallin, H., Vogel, U., Yauk, C.L., 2011. Germline
mutation rates in mice following in utero exposure to diesel exhaust particles by
maternal inhalation. Mutation Research. 712, 55-58. Rodgers, C.T. & Hore, P.J., 2009. Chemical magnetoreception in birds: the radical pair
mechanism. Proceedings of the National Academy of Sciences of the United States of
America. 106, 353-360. Rogakou, E.P., Pilch, D.R., Orr, A.H., Ivanova, V.S., Bonner, W.M., 1998. DNA double-
stranded breaks induce histone H2AX phosphorylation on serine 139. The Journal of
Biological Chemistry. 273, 5858-5868. Metcalf, D., 1988. The molecular control of blood cells. Harvard University Press. Roosli, M., Lortscher, M., Egger, M., Pfluger, D., Schreier, N., Lortscher, E., Locher, P.,
Spoerri, A., Minder, C., 2007. Mortality from neurodegenerative disease and exposure
to extremely low-frequency magnetic fields: 31 years of observations on Swiss railway
employees. Neuroepidemiology. 28, 197-206. Rothman K. J., Greenland S., Lash T. L. Validity in epidemiologic studies. In: Rothman K. J., editor; Greenland S., editor; Lash T. L., editor. Modern Epidemiology 3rd edition. Philadelphia, PA: Lippincott Williams & Wilkins; 2008c. pp. 128–147. Ruiz-Gomez, M.J. & Martinez-Morillo, M., 2009. Electromagnetic fields and the
induction of DNA strand breaks. Electromagnetic Biology and Medicine. 28, 201-214. 172 Russell, L.B., 2004. Effects of male germ-cell stage on the frequency, nature, and
spectrum of induced specific-locus mutations in the mouse. Genetica. 122, 25-36. Russell, L.B. & Matter, B.E., 1980. Whole-mammal mutagenicity tests: evaluation of
five methods. Mutation Research. 75, 279-302. Russell, L.B. & Russell, W.L., 1996. Spontaneous mutations recovered as mosaics in the
mouse specific-locus test. Proceedings of the National Academy of Sciences of the
United States of America. 93, 13072-13077. Russell, W.L., 1989. Reminiscences of a mouse specific-locus test addict. Environmental
and Molecular Mutagenesis. 14 Suppl 16, 16-22. Russell, W.L., 1951. X-ray-induced mutations in mice. Cold Spring Harbor Symposia on
Quantitative Biology. 16, 327-336. Sadamoto, S., Suzuki, S., Kamiya, K., Kominami, R., Dohi, K., Niwa, O., 1994. Radiation
induction of germline mutation at a hypervariable mouse minisatellite locus. International Journal of Radiation Biology. 65, 549-557. Saha, S., Woodbine, L., Haines, J., Coster, M., Ricket, N., Barazzuol, L., Ainsbury, E.,
Sienkiewicz, Z., Jeggo, P., 2014. Increased apoptosis and DNA double-strand breaks in
the embryonic mouse brain in response to very low-dose X-rays but not 50 Hz
magnetic fields. Journal of the Royal Society, Interface / the Royal Society. 11,
20140783. Sahl, J.D., Kelsh, M.A., Smith, R.W., Aseltine, D.A., 1994. Exposure to 60 Hz magnetic
fields in the electric utility work environment. Bioelectromagnetics. 15, 21-32. Sahl, J.D., Kelsh, M.A., Greenland, S., 1993. Cohort and Nested Case-Control Studies of
Hematopoietic Cancers and Brain Cancer among Electric Utility Workers. Epidemiology. 4, 104-114. Sahl, J., Mezei, G., Kavet, R., McMillan, A., Silvers, A., Sastre, A., Kheifets, L., 2002. Occupational magnetic field exposure and cardiovascular mortality in a cohort of
electric utility workers. American Journal of Epidemiology. 156, 913-918. Santini, M.T., Rainaldi, G., Indovina, P.L., 2009. Cellular effects of extremely low
frequency (ELF) electromagnetic fields. International Journal of Radiation Biology. 85,
294-313. Metcalf, D., 1988. The molecular control of blood cells. Harvard University Press. Saito, T., Nitta, H., Kubo, O., Yamamoto, S., Yamaguchi, N., Akiba, S., Honda, Y.,
Hagihara, J., Isaka, K., Ojima, T., Nakamura, Y., Mizoue, T., Ito, S., Eboshida, A.,
Yamazaki, S., Sokejima, S., Kurokawa, Y., Kabuto, M., 2010. Power-Frequency Magnetic
Fields and Childhood Brain Tumors: A Case-Control Study in Japan. Journal of
Epidemiology. 20, 54-61. Santini, M.T., Rainaldi, G., Indovina, P.L., 2009. Cellular effects of extremely low
frequency (ELF) electromagnetic fields. International Journal of Radiation Biology. 85,
294-313. 173 Sasser, L.B., Morris, J.E., Miller, D.L., Rafferty, C.N., Ebi, K.L., Anderson, L.E., 1996. Exposure to 60 Hz magnetic fields does not alter clinical progression of LGL leukemia in
Fischer rats. Carcinogenesis. 17, 2681-2687. Sastre, A., Cook, M.R., Graham, C., 1998. Nocturnal exposure to intermittent 60 Hz
magnetic fields alters human cardiac rhythm. Bioelectromagnetics. 19, 98-106. Satoh, C., Takahashi, N., Asakawa, J., Kodaira, M., Kuick, R., Hanash, S.M., Neel, J.V.,
1996. Genetic analysis of children of atomic bomb survivors. Environmental Health
Perspectives. 104 Suppl 3, 511-519. Savitz, D.A., John, E.M., Kleckner, R.C., 1990. Magnetic field exposure from electric
appliances and childhood cancer. American Journal of Epidemiology. 131, 763. Savitz, D.A., Liao, D., Sastre, A., Kleckner, R.C., Kavet, R., 1999. Magnetic field exposure
and cardiovascular disease mortality among electric utility workers. American Journal
of Epidemiology. 149, 135. Savitz, D.A., 1995. Exposure assessment strategies in epidemiological studies of health
effects of electric and magnetic fields. The Science of the Total Environment. 168, 143-
153. Savitz, D.A., Checkoway, H., Loomis, D.P., 1998. Magnetic field exposure and
neurodegenerative disease mortality among electric utility workers. Epidemiology
(Cambridge, Mass.). 9, 398-404. Savitz, D.A., John, E.M., Kleckner, R.C., 1990. Magnetic field exposure from electric
appliances and childhood cancer. American Journal of Epidemiology. 131, 763-773. Savitz, D.A. & Kaune, W.T., 1993. Childhood cancer in relation to a modified residential
wire code. Environmental Health Perspectives. 101, 76-80. Savitz, D.A. & Loomis, D.P., 1995. Magnetic field exposure in relation to leukemia and
brain cancer mortality among electric utility workers. American Journal of
Epidemiology. 141, 123. Savitz, D.A., Wachtel, H., Barnes, F.A., John, E.M., Tvrdik, J.G., 1988. Case-control study
of childhood cancer and exposure to 60-Hz magnetic fields. American Journal of
Epidemiology. 128, 21-38. Scarfi, M.R., Sannino, A., Perrotta, A., Sarti, M., Mesirca, P., Bersani, F., 2005. Evaluation of genotoxic effects in human fibroblasts after intermittent exposure to 50
Hz electromagnetic fields: a confirmatory study. Radiation Research. 164, 270-276. Metcalf, D., 1988. The molecular control of blood cells. Harvard University Press. Schoenfeld, E.R., O'Leary, E.S., Henderson, K., Grimson, R., Kabat, G.C., Ahnn, S.,
Kaune, W.T., Gammon, M.D., Leske, M.C., EBCLIS Group, 2003. Electromagnetic fields
and breast cancer on Long Island: a case-control study. American Journal of
Epidemiology. 158, 47-58. 174 Schroeder, A., Mueller, O., Stocker, S., Salowsky, R., Leiber, M., Gassmann, M.,
Lightfoot, S., Menzel, W., Granzow, M., Ragg, T., 2006. The RIN: an RNA integrity
number for assigning integrity values to RNA measurements. BMC Molecular Biology. 7, 3. Schroeder, A., Mueller, O., Stocker, S., Salowsky, R., Leiber, M., Gassmann, M.,
Lightfoot, S., Menzel, W., Granzow, M., Ragg, T., 2006. The RIN: an RNA integrity
number for assigning integrity values to RNA measurements. BMC Molecular Biology. 7, 3. Schuz, J., Svendsen, A.L., Linet, M.S., McBride, M.L., Roman, E., Feychting, M., Kheifets,
L., Lightfoot, T., Mezei, G., Simpson, J., Ahlbom, A., 2007. Nighttime exposure to
electromagnetic fields and childhood leukemia: an extended pooled analysis. American
Journal of Epidemiology. 166, 263-269. Searle, A.G., 1974. Mutation Induction in Mice. Advances in Radiation Biology. 4, 131-
207. Searle, A.G. & Beechey, C.V., 1981. The effects of radiation dose-rate and quality on
the induction of dominant lethals in mouse spermatids. Mutation Research. 81, 403-
410. Selby, P.B., 1998. Discovery of numerous clusters of spontaneous mutations in the
specific-locus test in mice necessitates major increases in estimates of doubling doses. Genetica. 102-103, 463-487. Shanks, M., Riou, L., Fouchet, P., Dubrova, Y.E., 2008. Stage-specificity of spontaneous
mutation at a tandem repeat DNA locus in the mouse germline. Mutation Research. 641, 58-60. Shelby, M.D., 1996. Selecting chemicals and assays for assessing mammalian germ cell
mutagenicity. Mutation Research. 352, 159-167. Shen, Y.H., Shao, B.J., Chiang, H., Fu, Y.D., Yu, M., 1997. The effects of 50 Hz magnetic
field exposure on dimethylbenz(alpha)anthracene induced thymic lymphoma/leukemia
in mice. Bioelectromagnetics. 18, 360-364. Simko, M., Kriehuber, R., Weiss, D.G., Luben, R.A., 1998. Effects of 50 Hz EMF exposure
on micronucleus formation and apoptosis in transformed and nontransformed human
cell lines. Bioelectromagnetics. 19, 85-91. Simko, M. & Mattsson, M.O., 2004. Extremely low frequency electromagnetic fields as
effectors of cellular responses in vitro: possible immune cell activation. Journal of
Cellular Biochemistry. 93, 83-92. Singer, T.M. & Yauk, C.L., 2010. Germ cell mutagens: risk assessment challenges in the
21st century. Environmental and Molecular Mutagenesis. 51, 919-928. Singh, M. & Jadhav, H.R., 2014. Melatonin: functions and ligands. Drug Discovery
Today. 19, 1410-1418. Singh, N. & Lai, H., 1998. Metcalf, D., 1988. The molecular control of blood cells. Harvard University Press. 60 Hz magnetic field exposure induces DNA crosslinks in rat
brain cells. Mutation Research. 400, 313-320. 175 Slominski, R.M., Reiter, R.J., Schlabritz-Loutsevitch, N., Ostrom, R.S., Slominski, A.T.,
2012. Melatonin membrane receptors in peripheral tissues: distribution and functions. Molecular and Cellular Endocrinology. 351, 152-166. Slominski, R.M., Reiter, R.J., Schlabritz-Loutsevitch, N., Ostrom, R.S., Slominski, A.T.,
2012. Melatonin membrane receptors in peripheral tissues: distribution and functions. Molecular and Cellular Endocrinology. 351, 152-166. Slominski, A., Tobin, D.J., Zmijewski, M.A., Wortsman, J., Paus, R., 2008. Melatonin in
the skin: synthesis, metabolism and functions. Trends in Endocrinology and
Metabolism: TEM. 19, 17-24. Sobel, E., Davanipour, Z., Sulkava, R., Erkinjuntti, T., Wikstrom, J., Henderson, V.W.,
Buckwalter, G., Bowman, J.D., Lee, P.J., 1995. Occupations with exposure to
electromagnetic fields: a possible risk factor for Alzheimer's disease. American Journal
of Epidemiology. 142, 515. Somers, C.M., 2006. Expanded simple tandem repeat (ESTR) mutation induction in the
male germline: lessons learned from lab mice. Mutation Research. 598, 35-49. Somers, C.M., McCarry, B.E., Malek, F., Quinn, J.S., 2004. Reduction of particulate air
pollution lowers the risk of heritable mutations in mice. Science. 304, 1008-1010. Somers, C.M., Yauk, C.L., White, P.A., Parfett, C.L., Quinn, J.S., 2002. Air pollution
induces heritable DNA mutations. Proceedings of the National Academy of Sciences of
the United States of America. 99, 15904-15907. Sorahan, T. & Mohammed, N., 2014. Neurodegenerative disease and magnetic field
exposure in UK electricity supply workers. Occupational Medicine. 64, 454. Southern, E.M., 1975. Detection of specific sequences among DNA fragments
separated by gel electrophoresis. Journal of Molecular Biology. 98, 503-517. Southern, E.M., 1979. Measurement of DNA length by gel electrophoresis. Analytical
Biochemistry. 100, 319-323. Stevens, R.G., 1987. Electric power use and breast cancer: a hypothesis. American
Journal of Epidemiology. 125, 556-561. Stevens, R.G. & Davis, S., 1996. The melatonin hypothesis: electric power and breast
cancer. Environmental Health Perspectives. 104 Suppl 1, 135-140. Stronati, L., Testa, A., Villani, P., Marino, C., Lovisolo, G.A., Conti, D., Russo, F.,
Fresegna, A.M., Cordelli, E., 2004. Absence of genotoxicity in human blood cells
exposed to 50 Hz magnetic fields as assessed by comet assay, chromosome aberration,
micronucleus, and sister chromatid exchange analyses. Bioelectromagnetics. 25, 41-48. Swanson, J. & Kaune, W.T., 1999. Comparison of residential power-frequency magnetic
fields away from appliances in different countries. Bioelectromagnetics. 20, 244-254. 176 Tateno, H., Iijima, S., Nakanishi, Y., Kamiguchi, Y., Asaka, A., 1998. Metcalf, D., 1988. The molecular control of blood cells. Harvard University Press. No induction of
chromosome aberrations in human spermatozoa exposed to extremely low frequency
electromagnetic fields. Mutation Research. 414, 31-35. Teepen, J.C. & van Dijck, J.A., 2012. Impact of high electromagnetic field levels on
childhood leukemia incidence. International Journal of Cancer.Journal International Du
Cancer. 131, 769-778. Tenforde, T.S., 1992. Biological interactions and potential health effects of extremely-
low-frequency magnetic fields from power lines and other common sources. Annual
Review of Public Health. 13, 173-196. Testa, A., Cordelli, E., Stronati, L., Marino, C., Lovisolo, G.A., Fresegna, A.M., Conti, D.,
Villani, P., 2004. Evaluation of genotoxic effect of low level 50 Hz magnetic fields on
human blood cells using different cytogenetic assays. Bioelectromagnetics. 25, 613-
619. Timmel, C.R., Till, U., Brocklehurst, B., Mclauchlan, K.A., Hore, P.J., 1998. Effects of
weak magnetic fields on free radical recombination reactions. Molecular Physics: An
International Journal at the Interface between Chemistry and Physics. 95, 71-89. Tomenius, L., 1986. 50-Hz electromagnetic environment and the incidence of
childhood tumors in Stockholm County. Bioelectromagnetics. 7, 191-207. Touitou, Y., Bogdan, A., Lambrozo, J., Selmaoui, B., 2006. Is melatonin the hormonal
missing link between magnetic field effects and human diseases? Cancer Causes &
Control : CCC. 17, 547-552. Touitou, Y., Lambrozo, J., Camus, F., Charbuy, H., 2003. Magnetic fields and the
melatonin hypothesis: A study of workers chronically exposed to 50-Hz magentic fields. American Journal of Physiology. 53, R1529. Tynes, T. & Haldorsen, T., 1997. Electromagnetic fields and cancer in children residing
near Norwegian high-voltage power lines. American Journal of Epidemiology. 145, 219-
226. Udroiu, I., Giuliani, L., Ieradi, L.A., 2010. Genotoxic properties of extremely low
frequency electromagnetic fields. In: Giuliani, L., Soffritti, M. (eds). Non-thermal Effects
and Mechanisms of Interaction between Electromagnetic Fields and Living Matter. National Institute for the Study and Control of Cancer and Environmental Diseases,
Bernardino Ramazzini, Bologna: Mattioli 1885, 123-134. (UKCC) UK Childhood Cancer Study Investigators, 1999. Exposure to power-frequency
magnetic fields and the risk of childhood cancer. UK Childhood Cancer Study
Investigators. Lancet. 354, 1925-1931. (UKCC) UK Childhood Cancer Study Investigators, 2000. Childhood cancer and
residential proximity to power lines. British Journal of Cancer. 83, 1573-1580. (UKCC) UK Childhood Cancer Study Investigators, 2000. Childhood cancer and
residential proximity to power lines. British Journal of Cancer. 83, 1573-1580. 177 (UNSCEAR) United Nations Scientific Committee on the Effects of Atomic Radiation. 2001. Hereditary Effects of Radiation. [Online]. Report to the General Assembly, with
Scientific Annex. Metcalf, D., 1988. The molecular control of blood cells. Harvard University Press. New York: United Nations. [01/09/2014]. Available from:
http://www.unscear.org/docs/reports/2001/2001Annex_pages%208-160.pdf Vanderstraeten, J., Verschaeve, L., Burda, H., Bouland, C., de Brouwer, C., 2012. Health
effects of extremely low-frequency magnetic fields: reconsidering the melatonin
hypothesis in the light of current data on magnetoreception. Journal of Applied
Toxicology : JAT. 32, 952-958. Vanderstraeten, J., Verschaeve, L., Burda, H., Bouland, C., de Brouwer, C., 2012. Health
effects of extremely low-frequency magnetic fields: reconsidering the melatonin
hypothesis in the light of current data on magnetoreception. Journal of Applied
Toxicology : JAT. 32, 952-958. Vena, J.E., Freudenheim, J.L., Marshall, J.R., Laughlin, R., Swanson, M., Graham, S.,
1994. Risk of premenopausal breast cancer and use of electric blankets. American
Journal of Epidemiology. 140, 974. Vena, J.E., Graham, S., Hellmann, R., Swanson, M., Brasure, J., 1991. Use of electric
blankets and risk of postmenopausal breast cancer. American Journal of Epidemiology. 134, 180. Vergara, X., Kheifets, L., Greenland, S., Oksuzyan, S., Cho, Y., Mezei, G., 2013. Occupational Exposure to Extremely Low-Frequency Magnetic Fields and
Neurodegenerative Disease: A Meta-Analysis. Journal of Occupational and
Environmental Medicine. 55, 135-146. Vergara, X., Kheifets, L., Greenland, S., Oksuzyan, S., Cho, Y., Mezei, G., 2013. Occupational Exposure to Extremely Low-Frequency Magnetic Fields and Vergara, X., Mezei, G., Kheifets, L., 2015. Case-control study of occupational exposure
to electric shocks and magnetic fields and mortality from amyotrophic lateral sclerosis
in the US, 1991-1999. Journal of Exposure Science & Environmental Epidemiology. 25,
65-71. Vergnaud, G., Mariat, D., Apiou, F., Aurias, A., Lathrop, M., Lauthier, V., 1991. The use
of synthetic tandem repeats to isolate new VNTR loci: cloning of a human
hypermutable sequence. Genomics. 11, 135-144. Verkasalo, P.K., Pukkala, E., Hongisto, M.Y., Valjus, J.E., Jarvinen, P.J., Heikkila, K.V.,
Koskenvuo, M., 1993. Risk of cancer in Finnish children living close to power lines. BMJ. 307, 895-899. Verkasalo, P.K., Pukkala, E., Kaprio, J., Heikkila, K.V., Koskenvuo, M., 1996. Magnetic
fields of high voltage power lines and risk of cancer in Finnish adults: nationwide
cohort study. BMJ. 313, 1047-1051. Vijayalaxmi & Obe, G., 2005. Controversial cytogenetic observations in mammalian
somatic cells exposed to extremely low frequency electromagnetic radiation: a review
and future research recommendations. Bioelectromagnetics. 26, 412-430. Vijayalaxmi & Prihoda, T.J., 2009. Genetic damage in mammalian somatic cells exposed
to extremely low frequency electro-magnetic fields: a meta-analysis of data from 87
publications (1990-2007). International Journal of Radiation Biology. 85, 196-213. Vijayalaxmi & Prihoda, T.J., 2009. Yauk, C.L., Aardema, M.J., Benthem, J., Bishop, J.B., Dearfield, K.L., DeMarini, D.M.,
Dubrova, Y.E., Honma, M., Lupski, J.R., Marchetti, F., Meistrich, M.L., Pacchierotti, F.,
Stewart, J., Waters, M.D., Douglas, G.R., 2015. Approaches for identifying germ cell
mutagens: Report of the 2013 IWGT workshop on germ cell assays. Mutation
Research.Genetic Toxicology and Environmental Mutagenesis. 783, 36-54. Metcalf, D., 1988. The molecular control of blood cells. Harvard University Press. Genetic damage in mammalian somatic cells exposed
to extremely low frequency electro-magnetic fields: a meta-analysis of data from 87
publications (1990-2007). International Journal of Radiation Biology. 85, 196-213. 178 Vilarino-Guell, C., Smith, A.G., Dubrova, Y.E., 2003. Germline mutation induction at
mouse repeat DNA loci by chemical mutagens. Mutation Research. 526, 63-73. Vilarino-Guell, C., Smith, A.G., Dubrova, Y.E., 2003. Germline mutation induction at
mouse repeat DNA loci by chemical mutagens. Mutation Research. 526, 63-73. Villarini, M., Moretti, M., Scassellati-Sforzolini, G., Boccioli, B., Pasquini, R., 2006. Effects of co-exposure to extremely low frequency (50 Hz) magnetic fields and
xenobiotics determined in vitro by the alkaline comet assay. The Science of the Total
Environment. 361, 208-219. Voutounou, M., Glen, C.D., Dubrova, Y.E., 2012. The effects of methyl-donor deficiency
on mutation induction and transgenerational instability in mice. Mutation Research. 734, 1-4. Walleczek, J., Shiu, E.C., Hahn, G.M., 1999. Increase in radiation-induced HPRT gene
mutation frequency after nonthermal exposure to nonionizing 60 Hz electromagnetic
fields. Radiation Research. 151, 489-497. Wang, Z., Gerstein, M., Snyder, M., 2009. RNA-Seq: a revolutionary tool for
transcriptomics. Nature Reviews.Genetics. 10, 57-63. Wartenberg, D., 1998. Residential magnetic fields and childhood leukemia: a meta-
analysis. American Journal of Public Health. 88, 1787-1794. Wartenberg, D., Ehrlich, R., Lilienfeld, D., 1994. Environmental tobacco smoke and
childhood asthma: comparing exposure metrics using probability plots. Environmental
Research. 64, 122-135. Weitzmann, M.N., Woodford, K.J., Usdin, K., 1998. The mouse Ms6-hm hypervariable
microsatellite forms a hairpin and two unusual tetraplexes. The Journal of Biological
Chemistry. 273, 30742-30749. Welker, H.A., Semm, P., Willig, R.P., Commentz, J.C., Wiltschko, W., Vollrath, L., 1983. Effects of an artificial magnetic field on serotonin N-acetyltransferase activity and
melatonin content of the rat pineal gland. Experimental Brain Research. 50, 426-432. Wertheimer, N. & Leeper, E., 1982. Adult cancer related to electrical wires near the
home. International Journal of Epidemiology. 11, 345-355. Wertheimer, N. & Leeper, E., 1979. Electrical wiring configurations and childhood
cancer. American Journal of Epidemiology. 109, 273-284. (WHO) World Health Organization. 2007. Extremely Low Frequency Fields. [Online]. Environmental Health Criteria Monograph No.238. WHO Spain: WHO Press. [26/01/2015]. Available from: http://www.who.int/peh-
emf/publications/elf_ehc/en/index.html. Wilbourn, J., Haroun, L., Heseltine, E., Kaldor, J., Partensky, C., Vainio, H., 1986. Response of experimental animals to human carcinogens: an analysis based upon the
IARC Monographs programme. Carcinogenesis. 7, 1853-1863. 179 Wilson, B.W., Lee, G.M., Yost, M.G., Davis, K.C., Heimbigner, T., Buschbom, R.L., 1996. Magnetic field characteristics of electric bed-heating devices. Metcalf, D., 1988. The molecular control of blood cells. Harvard University Press. Bioelectromagnetics. 17
174-179. Wilson, B.W., Lee, G.M., Yost, M.G., Davis, K.C., Heimbigner, T., Buschbom, R.L., 1996. Magnetic field characteristics of electric bed-heating devices. Bioelectromagnetics. 17,
174-179. Wilson, J.W., Haines, J., Sienkiewicz, Z., Dubrova, Y.E., 2015. The effects of extremely
low frequency magnetic fields on mutation induction in mice. Mutation Research. 773,
22-26. Winker, R., Ivancsits, S., Pilger, A., Adlkofer, F., Rudiger, H.W., 2005. Chromosomal
damage in human diploid fibroblasts by intermittent exposure to extremely low-
frequency electromagnetic fields. Mutation Research. 585, 43-49. Witt, K.L. & Bishop, J.B., 1996. Mutagenicity of anticancer drugs in mammalian germ
cells. Mutation Research. 355, 209-234. Wolf, F.I., Torsello, A., Tedesco, B., Fasanella, S., Boninsegna, A., D'Ascenzo, M., Grassi,
C., Azzena, G.B., Cittadini, A., 2005. 50-Hz extremely low frequency electromagnetic
fields enhance cell proliferation and DNA damage: possible involvement of a redox
mechanism. Biochimica Et Biophysica Acta. 1743, 120-129. Yaguchi, H., Yoshida, M., Ding, G.R., Shingu, K., Miyakoshi, J., 2000. Increased
chromatid-type chromosomal aberrations in mouse m5S cells exposed to power-line
frequency magnetic fields. International Journal of Radiation Biology. 76, 1677-1684. Yaguchi, H., Yoshida, M., Ejima, Y., Miyakoshi, J., 1999. Effect of high-density extremely
low frequency magnetic field on sister chromatid exchanges in mouse m5S cells. Mutation Research. 440, 189-194. Yasui, M., Kikuchi, T., Ogawa, M., Otaka, Y., Tsuchitani, M., Iwata, H., 1997. Carcinogenicity test of 50 Hz sinusoidal magnetic fields in rats. Bioelectromagnetics. 18, 531-540. Yauk, C., Polyzos, A., Rowan-Carroll, A., Somers, C.M., Godschalk, R.W., Van Schooten,
F.J., Berndt, M.L., Pogribny, I.P., Koturbash, I., Williams, A., Douglas, G.R., Kovalchuk,
O., 2008. Germ-line mutations, DNA damage, and global hypermethylation in mice
exposed to particulate air pollution in an urban/industrial location. Proceedings of the
National Academy of Sciences of the United States of America. 105, 605-610. Yauk, C.L., 2004. Advances in the application of germline tandem repeat instability for
in situ monitoring. Mutation Research. 566, 169-182. Yauk, C.L., Aardema, M.J., Benthem, J., Bishop, J.B., Dearfield, K.L., DeMarini, D.M.,
Dubrova, Y.E., Honma, M., Lupski, J.R., Marchetti, F., Meistrich, M.L., Pacchierotti, F.,
Stewart, J., Waters, M.D., Douglas, G.R., 2015. Approaches for identifying germ cell
mutagens: Report of the 2013 IWGT workshop on germ cell assays. Mutation
Research.Genetic Toxicology and Environmental Mutagenesis. 783, 36-54. 180 Yauk, C.L., Berndt, M.L., Williams, A., Rowan-Carroll, A., Douglas, G.R., Stampfli, M.R.,
2007. Mainstream tobacco smoke causes paternal germ-line DNA mutation. Cancer
Research. 67, 5103-5106. Yauk, C.L., Dubrova, Y.E., Grant, G.R., Jeffreys, A.J., 2002. Metcalf, D., 1988. The molecular control of blood cells. Harvard University Press. A novel single molecule
analysis of spontaneous and radiation-induced mutation at a mouse tandem repeat
locus. Mutation Research. 500, 147-156. Yauk, C.L., Fox, G.A., McCarry, B.E., Quinn, J.S., 2000. Induced minisatellite germline
mutations in herring gulls (Larus argentatus) living near steel mills. Mutation Research. 452, 211-218. Yauk, C.L. & Quinn, J.S., 1996. Multilocus DNA fingerprinting reveals high rate of
heritable genetic mutation in herring gulls nesting in an industrialized urban site. Proceedings of the National Academy of Sciences of the United States of America. 93,
12137-12141. Yauk, C. & Polyzos, A., 2005. Tandem repeat DNA: applications in mutation analysis. Environmental Mutagen Research. 27, 93-98. Yokus, B., Cakir, D.U., Akdag, M.Z., Sert, C., Mete, N., 2005. Oxidative DNA damage in
rats exposed to extremely low frequency electromagnetic fields. Free Radical
Research. 39, 317-323. Yoon, H.E., Lee, J.S., Myung, S.H., Lee, Y.S., 2014. Increased gamma-H2AX by exposure
to a 60-Hz magnetic fields combined with ionizing radiation, but not hydrogen
peroxide, in non-tumorigenic human cell lines. International Journal of Radiation
Biology. 90, 291-298. Zaffanella, L.E. (1992). Survey of residential magnetic field sources. EPRI Report. United
States. http://www.epri.com/abstracts/Pages/ProductAbstract.aspx?ProductId=TR-
100194, Last visited 8/12/2015 Zhao, L., Liu, X., Wang, C., Yan, K., Lin, X., Li, S., Bao, H., Liu, X., 2014. Magnetic fields
exposure and childhood leukemia risk: a meta-analysis based on 11,699 cases and
13,194 controls. Leukemia Research. 38, 269-274. Zhao, L., Liu, X., Wang, C., Yan, K., Lin, X., Li, S., Bao, H., Liu, X., 2014. Magnetic fields
exposure and childhood leukemia risk: a meta-analysis based on 11,699 cases and
13,194 controls. Leukemia Research. 38, 269-274. Zheng, N., Monckton, D.G., Wilson, G., Hagemeister, F., Chakraborty, R., Connor, T.H.,
Siciliano, M.J., Meistrich, M.L., 2000a. Frequency of minisatellite repeat number
changes at the MS205 locus in human sperm before and after cancer chemotherapy. Environmental and Molecular Mutagenesis. 36, 134-145. Zheng, T., Holford, T.R., Mayne, S.T., Owens, P.H., Zhang, B., Boyle, P., Carter, D., Ward,
B., Zhang, Y., Zahm, S.H., 2000b. Exposure to electromagnetic fields from use of
electric blankets and other in-home electrical appliances and breast cancer risk. American Journal of Epidemiology. 151, 1103-1111. Zheng, T., Holford, T.R., Mayne, S.T., Owens, P.H., Zhang, B., Boyle, P., Carter, D., Ward,
B., Zhang, Y., Zahm, S.H., 2000b. Exposure to electromagnetic fields from use of
electric blankets and other in-home electrical appliances and breast cancer risk. American Journal of Epidemiology. 151, 1103-1111. Metcalf, D., 1988. The molecular control of blood cells. Harvard University Press. 181 Zhou, H., Chen, G., Chen, C., Yu, Y., Xu, Z., 2012. Association between extremely low-
frequency electromagnetic fields occupations and amyotrophic lateral sclerosis: a
meta-analysis. PloS One. 7, 48354. Zhou, Y., Liu, Y., Qiu, W., Zeng, J., Chen, X., Zhou, H., Li, A., Zhou, J., 2009. Exposure to
residential indoor air induces heritable DNA mutations in mice. Journal of Toxicology
and Environmental Health.Part A. 72, 1561-1566. Zmyslony, M., Palus, J., Jajte, J., Dziubaltowska, E., Rajkowska, E., 2000. DNA damage in
rat lymphocytes treated in vitro with iron cations and exposed to 7 mT magnetic fields
(static or 50 Hz). Mutation Research. 453, 89-96. Zmyslony, M., Rajkowska, E., Mamrot, P., Politanski, P., Jajte, J., 2004. The effect of
weak 50 Hz magnetic fields on the number of free oxygen radicals in rat lymphocytes
in vitro. Bioelectromagnetics. 25, 607-612. 182
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Energy Efficiency and Economic Viability as Decision Factors in the Rehabilitation of Historic Buildings
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Received: 2 August 2019; Accepted: 6 September 2019; Published: 10 September 2019 Abstract: The restoration of historical buildings often implies a change in the main use of the building
so that it can once again become a part of people’s lives. Among the interventions needed to adapt
the buildings to their new purpose, improving the energy performance is always a challenge due to
their particular construction solutions and the influence that these improvements can have on their
protected elements. The regulations in force in European Union (EU) member states leave a gap in
how the energy performance evaluations in these types of buildings can be defined, and even exclude
them from the process. However, rehabilitation of buildings is always seen as an opportunity, because
it allows the building to once again be useful to society and play an important role in people’s lives. At the same time, it can also improve their performance and allow benefits to be gained from their
use through a reduction in maintenance costs. In the rehabilitation process, the economic viability of
the renovation plays a fundamental role which must be compared, in the case of protected buildings,
to its impact on the architecture of the building. Since 2002, the EU has issued directives with the
aim that countries should define objective methods to improve the energy performance of buildings
and, in recent times, methods that demonstrate the amortization of such improvements. Within the
process of implementing the new methodologies adapted to the EPBD, Spain was one of the last EU
countries to define a process for the energy assessment of existing buildings, introducing an analysis
of the economic viability of the construction improvements suggested in the process. The objective
of this research was to describe the decision-making process during the evaluation of the feasibility
of introducing construction improvements to the energy performance of two catalogued historic
buildings located in a warm climate. The estimated energy consumption was evaluated, the net
present value (NPV) and the payback period of the investment calculated, and the results obtained
were compared with the real energy consumption. At the end of the process, it can be said that the
methodologies adopted in Spain offer results that can lead designers to make wrong decisions that
may affect the protected heritage values of these buildings. Keywords: rehabilitation; energy efficiency; economic viability; life cycle cost; NPV Energy Efficiency and Economic Viability as Decision
Factors in the Rehabilitation of Historic Buildings Antonio Galiano-Garrigós
1,*
, Ángel González-Avilés 1, Carlos Rizo-Maestre 1
and MªDolores Andújar-Montoya 2 Antonio Galiano-Garrigós
1,*
, Ángel González-Avilés 1, Carlos Rizo-Maestre 1
and MªDolores Andújar-Montoya 2
1
Department of Architectural Constructions, University of Alicante, 03690 Alicante, Spain
2
Building Sciences and Urbanism Department, University of Alicante, 03690 Alicante, Spain
*
Correspondence: antonio.galiano@ua.es and MªDolores Andújar-Montoya 2
1
Department of Architectural Constructions, University of Alicante, 03690 Alicante, Spain
2
Building Sciences and Urbanism Department, University of Alicante, 03690 Alicante, Spain
*
Correspondence: antonio.galiano@ua.es 1
Department of Architectural Constructions, University of Alicante, 03690 Alicante, Spain
2
Building Sciences and Urbanism Department, University of Alicante, 03690 Alicante, Spain
*
Correspondence: antonio.galiano@ua.es Received: 2 August 2019; Accepted: 6 September 2019; Published: 10 September 2019 sustainability sustainability sustainability sustainability Sustainability 2019, 11, 4946; doi:10.3390/su11184946 www.mdpi.com/journal/sustainability 1. Introduction The overall value of a building is not solely limited to its economic, artistic, technical, or
historical merits. A building forms part of an urban network where many activities take place
at the same time, creating strong links to the subjective part of the inhabitants’ lives. Some of the oldest
or most used buildings become anchor points for those who live close by, and reinforce the need to
maintain history and tradition to create a healthy urban environment. Historical legacy is necessary for
citizens’ lives and allows them to face challenges in the future. The loss of a building with historical,
cultural, and artistic value is not only a material fact, but more importantly, results in the loss of Sustainability 2019, 11, 4946; doi:10.3390/su11184946 www.mdpi.com/journal/sustainability 2 of 27 Sustainability 2019, 11, 4946 collective identity, which is never to be restored. When these buildings reach the end of their lifespan,
sometimes a change of use needs to be integrated in the urban network again. The adaptation of the
building to the new purpose implies the maintenance of the building’s cultural value, as well as the
introduction of construction and conditioned systems that were not used before. The evaluation of
the viability of these construction improvements must be done from two points of view—economic
viability, and the impact on the architecturally protected elements. The analysis of the economic viability of a rehabilitation operation to stop the abandonment
and ruin of a building and to be able to update its operation implies that a cost is established for the
investment that must include the study costs, the construction costs, and the future operational costs
that will occur during the new life cycle of the building after rehabilitation. The technical decisions used for the renovation may lead to an increase in construction costs, but
at the same time, to long-term savings in the maintenance or operation of the building. This variable
allows a comparative analysis of the possible advantages of using higher-quality products, which are
initially more expensive compared to a less significant investment in terms of subsequent costs. When the viability of an intervention is measured based on energy savings, the savings achieved
in energy consumption must be significant during the useful life of the building since energy savings
are directly related to financial savings that could also be promoted as an indicator of sustainability. 1. Introduction Currently, within the initiatives of the European Union (EU) is the energy rehabilitation of existing
buildings as a measure to reduce the energy bill and improve user comfort. In the EU, 38.7% of energy
consumption is accounted for by residential, commercial, and institutional buildings [1]. In terms of
electricity consumption, this percentage is close to 70% [2]. These figures take on importance when the
built inventory shows signs of aging, as only 1% of the buildings have been built since 2006 [3]. Among the built inventory that is the object of renovation work are the buildings that, due to their
architectural characteristics, are catalogued and subject to protection. These buildings are often outside
the scope of the regulations for the evaluation of the energy performance of buildings [4], and it is up
to the architect and the competent administration to define the scope of the renovation. An analysis of
the investment in this type of building then becomes a complex process where there is no standardized
method and where subjective factors come into play, limiting decision-making and the adoption of
known and viable solutions. At the same time, there is not a unified method which can be used to approach a building
restoration, as every building has its specific protection level and uniqueness. Therefore, there is a
chance to explore the viability of interventions over catalogued buildings where an improvement in
energy performance is planned and where there are not official methods to be applied over the process. For the explanation of the present investigation, the article is divided as follows: Section 2
introduces the regulatory framework. Related research is analyzed at Section 3. Two case studies
are presented in Section 4. Section 5 presents the research methodology. The results obtained in the
energy analysis of buildings are described in Section 6. Section 7 describes the results obtained from
the calculation of the net present value (NPV). Section 8 describes decision-making at the end of the
project. The discussion of the results and comparison with the actual performance of the building are
analyzed in Section 9. Finally, Section 10 describes the conclusions drawn. 2.2. Evaluation of the Energy Performance of Existing Buildings The process of adaptation of the different EU member countries to the EPBD mainly occurred
between 2005 and 2013. Those particular countries located in southern Europe, where a warm climate
prevails in a large part of its territory and the widespread use of air-conditioning systems in private
homes has been relatively recent, were the last to adapt to the EPBD. Among these countries is
Spain, which, in 2013, adopted a methodology for evaluating the energy performance of existing
buildings [16]. Within the scope of the approved methods, both the EPBD and the most official methods provide
that, in major interventions (1000 m2 is defined as the limit quantity), energy efficiency can be improved
if the intervention is technically, functionally, and economically feasible. However, the directive allows
for certain exceptions. Interventions in heritage and historical buildings with a certain degree of
protection are exempted from compliance with the EPBD if the intervention could unacceptably alter
the monument. 2.1. Assessing the Energy Performance of Buildings in the EU 2.1. Assessing the Energy Performance of Buildings in the EU In 2002, the EU published the Energy Performance Building Directive (EPBD) [5] as the tool that is
described in the Agreement of the European Union [6] for promoting initiatives to reduce energy costs. In the EPBD, the EU obliges the EU members to adopt measures for improving the energy performance
of buildings. Previously, the EU had designated the European Committee for Normalization (CEN) [7]
as responsible for developing the general regulations in Europe. Therefore, in 2006, the CEN
provided a group of regulations for evaluating the energy performance of buildings and defining 3 of 27 Sustainability 2019, 11, 4946 indicators of the sustainability and efficiency of buildings. These documents were gathered under
an “umbrella document” [8] that includes UNE EN 13790 [9], entitled “Methodology for evaluating
energy performance in buildings, energy for heating and cooling in buildings”; EN 15603 [10], entitled
“Overall energy use and definition of energy ratings”; and EN 15217 [11], entitled “Energy efficiency in
buildings. Methodologies to express energy efficiency and energy certifications in buildings ” [11]. g
g
p
gy
y
gy
g
Despite the EU’s efforts to homogenize the way member countries treat the assessment of the
energy performance of buildings, EU analyzes have shown a wide variety of situations that dispute
the claim that there is a standard procedure in Europe [12,13]. This situation is further complicated by the analysis of the methodologies adopted in southern
European countries where warm climates prevail and, therefore, experience higher energy needs
in summer. The results obtained when analysing buildings offer random situations, as the use
of natural ventilation, thermal inertia, and the need for a more permeable envelope make the
assessment more complex, and no adequate response can be obtained from official methods [14]. Neither has the appearance of new simulation tools linked to Building Information Modelling (BIM)
work environments managed to improve the decision-making process, since the particularities of
the performance of buildings in hot climates mean that the results are not comparable with the real
performance of the building [15]. 2.3. EPBD Update The analysis of the various methods demonstrated that most of the countries used the
EN ISO 13790 as a basis for calculating energy need in buildings [4]. Moreover, there is a lack
of homogeneity in the way the methods evaluate the building geometry [13] in the material properties
and constructive systems, which depend on software databases and the heat production systems. The
methods for calculating the energy certification are mainly based on the EN 15217 standard with the
indicators that are defined in EN 15603. Most of the EU members certify residential buildings via a fixed reference method, while
tertiary buildings, with fewer buildings for comparison, used to be certified via a variable method,
although some authors state that this method causes designers to adopt incorrect decisions [17]. Nevertheless, the EU member governments’ priorities influence the limits and the method to be
used [18]. In 2010, the EU published an update [19], in which the diversity and lack of unity among
methodologies for evaluating the energy performance of buildings throughout Europe were discussed. It also identified some key ways to improve the methods, such as considering thermal inertia in the
procedures, especially in the methods to be applied in countries with warm climates. In the other
recommendations, the most important change came from the need to develop a recovery-of-investment
method for the adopted energy-saving measures in the buildings. Sustainability 2019, 11, 4946 4 of 27 This strategy was reinforced in 2018 when the EU forced the EU members to design methods
to facilitate a profitable economic transformation of existing buildings with an almost zero-energy
supply [20]. Therefore, since 2010, the EU has promoted the verification of the economic feasibility of
interventions in buildings to improve their energy performance, and since 2018, this initiative has
reached existing buildings. However, at the EU level, there is no minimum level of return on investment
for any type of building [21]. 2.4. Calculation of the NPV To complement Directive 2010/31/UE, the UE published the Delegated Regulation (UE)
244/2012 [22] that developed the above-mentioned directive and obliges the EU members to define
methods for evaluating energy performance in buildings that could guarantee the economic efficiency
of the adopted measures. These regulations had to be adopted by all EU members by the beginning
of 2013. This regulation introduced the NPV as a comparative value of construction improvements. The purpose of the NPV was to determine the viability of an investment on the basis of the result
obtained by comparing the investment initially made with the savings obtained, also taking into
account the maintenance carried out over time. A positive NPV indicates a profitable investment that
increases as the NPV increases. The regulation offers two methods of global cost calculations as the NPV for any type
of improvement intervention: the global cost at the financial level, and the global cost at the
macroeconomic level. The difference between the two methods focuses on the exclusion in the
second method of all applicable taxes and subsidies, and on the consideration instead of the costs of
greenhouse gas emissions. The overall cost at the financial level is calculated using the following formula: Cg (τ) = CI + ∑
j
τ
∑
i=1
(Ca (j) ∗Rd (i)) −Vf,τ(j)
! 2.4. Calculation of the NPV •
τ is the calculation period; •
τ is the calculation period; •
τ is the calculation period;
C ( ) i th
ll
t (
f
i
t th i iti l
d
i
th
l
l ti
i d) p
•
Cg (τ) is the overall cost (referring to the initial year τ0 during the calculation period); •
CI are the initial investment costs of the measure or set of measures j; j
•
Ca(j) is the annual cost during year i of the measure or set of measures j; •
Vf,τ (j) is the residual value of the measure or set of measures j at the end of the calculation period
(updated to the initial value τ0); p
•
Rd is the update factor applicable to each year based on the update rate r, which must be defined
by each member state, calculated according to the formula: p
•
Rd is the update factor applicable to each year based on the update rate r, which must be defined
by each member state, calculated according to the formula: Rd (p) =
1
1 +
r
100
p Rd (p) =
1
1 +
r
100
p •
where p is the number of years from the initial year and r is the actual update rate. •
where Cc,i (j) is the carbon cost of the measure or set of measures j during year i. •
where Cc,i (j) is the carbon cost of the measure or set of measures j during year i. Complementary to the regulation, the EU publishes a series of reports that define the
conditions for an optimal calculation of the global cost by defining the future energy prices in
each country [23]. In addition, it defines the amortization periods for each type of construction
improvement—for example, the recovery periods for thermal insulation, windows, carpentry, and
installations. These reports also set out the cost of CO2 emissions, the annual discount rate, and the
final energy conversion factors into primary energy, and energy conversion into CO2 emissions. As seen in the formulas, the cost optimization methodology is, in the first moment, technologically
neutral, as it does not favour any technological solution to the detriment of others. However, in deep
analysis of both methods and the report, those technological solutions with low maintenance costs and
with low CO2 emissions are expected to obtain better results. Maintenance costs act negatively in the
calculation through the analyzed period, while CO2 emission costs grows because of political strategies. •
where p is the number of years from the initial year and r is the actual update rate. •
where p is the number of years from the initial year and r is the actual update rate. In the case of a construction renovation to improve the energy efficiency of an existing building
being studied, it is necessary to take the initial year as the moment in which work begins; use the
calculation period of depreciation indicated by each country; and consider the types of costs and
energy prices in the long-term. The regulation also completes the methodological framework by defining an estimated life
cycle of buildings, setting update rates, and defining the costs of energy carriers, products, systems,
maintenance, operation, and labor. At the energy level, the regulation requires member countries to
define primary energy conversion factors and an estimate of future energy prices. For calculation Sustainability 2019, 11, 4946 5 of 27 purposes, the regulation defines a calculation period of 30 years for public and residential buildings
and 20 years for commercial and non-residential buildings. purposes, the regulation defines a calculation period of 30 years for public and residential buildings
and 20 years for commercial and non-residential buildings. As an alternative, we found the global cost at the macroeconomic level. As indicated above,
this cost must consider the impact of greenhouse gas emissions and is calculated using the
following formula: Cg (τ) = CI + ∑
j
τ
∑
i=1
(Ca (j) ∗Rd (i)) + Cc,i (j)) −Vf,τ(j)
! 2.5. Regulatory Situation in Spain This tool, based on the DOE-2 calculation engine, has proved
difficult to manage and is characterized by offering results that do not help in the decision-making
process during the project phase because it favors buildings with complicated geometry over buildings
with an efficient design [17]. At the same time, this program follows the line of methods approved
in other southern European countries that do not offer robust results in the process of studying
construction improvements, and hampers the decision-making process by introducing construction
improvements in the design [30]. Unified LIDER-CALENER Tool (HULC). This tool, based on the DOE-2 calculation engine, has proved
difficult to manage and is characterized by offering results that do not help in the decision-making
process during the project phase because it favors buildings with complicated geometry over buildings
with an efficient design [17]. At the same time, this program follows the line of methods approved
in other southern European countries that do not offer robust results in the process of studying
construction improvements, and hampers the decision-making process by introducing construction
improvements in the design [30]. The process of evaluation and energy certification of existing buildings is performed from
two tools called CE3 and CE3X, both developed under the calculation engine, DOE-2. The first
one is characterized by its simplicity and limitations in the introduction of building information. The second tool allows introduction of the geometry of the building, but without allowing its modeling. At the same time, CE3X allows, for the first time in Spain, the possibility of studying construction
improvements to improve the energy performance of buildings, as well as analysis of the return on
investment over time. The process for justifying energy demand in residential buildings is defined, according to DB HE,
by a maximum energy need per m2 of surface area. In the case of other-use buildings, the energy
demand is made through a percentage improvement in the energy need of a reference building, called
the object building, which the calculation program defines. This object building is defined as a building
that has the same geometry and orientation and that at least meets the energy demand parameters of
the climatic zone. For the energy certification scale, Spain adopted a comparative framework between the options
offered by EN 15217. Thus, certification is made after a comparison between buildings that have
the same use and are in the same climate. 2.5. Regulatory Situation in Spain As mentioned above, the process of adopting national methodologies for assessing the energy
performance of buildings in southern Europe is slower than in northern countries. This situation also
extends to the evaluation of existing buildings, with Spain becoming one of the last countries to enact
a law accommodating this certification in 2013. Spain has not been a pioneer in the implementation of measures to reduce energy consumption
in its construction market. The first regulation published in Spain that sought to improve the energy
performance of residential buildings was the NBE CT-79 [24], which defined a method based on the
calculation of a building form factor, combined with a minimum transmittance value (U-Value). The adaptation to the EPBD 2002/91/CE in Spain was carried out through the Technical Building
Code [25], which has its origin in the Law on Building Management [26]. Within this document,
the Basic Energy Saving Document (DB HE) (Government of Spain, 2017) [27] is the part of the CTE
that defines the requirements for evaluating the energy performance of buildings. This document
defines its scope in all types of new buildings and in existing buildings subject to major actions, but it
also excludes protected buildings, leaving the improvement measures to be taken at the discretion
of the designer and administration responsible for the conservation of the buildings. This exclusion
follows the line of other methodologies approved in Europe where the degree to which the monument
is affected by the construction improvements can condition its application. To obtain energy certification for new buildings, Spain published its first law in 2007
(Spain, 2007) [28], although a fairly long moratorium period was allowed until the start-up of the
certificate registration offices. In 2013, there was an update of the procedure for the energy assessment
and certification of buildings, and a procedure was defined for the first time for the energy certification
of existing buildings, becoming mandatory in the processes of renting or selling existing buildings. In 2017, the procedures were updated, including the limit values for obtaining the different energy
certifications [29]. Until September 2018, the process for evaluating the energy performance of new buildings
was obligatorily carried out through a tool developed by the Spanish government, called LIDER,
and energy certification was achieved through a tool called CALENER, which, in 2013 became the 6 of 27 Sustainability 2019, 11, 4946 Unified LIDER-CALENER Tool (HULC). 2.5. Regulatory Situation in Spain However, as it happens while calculating the energy
demand, a distinction is made between buildings intended for housing and buildings for other uses. This separation occurs because it is impossible to make a comparison between buildings in which
there is a large difference in the envelope and in the size of the air-conditioning installations. Residential buildings are compared with the performance of other buildings in the built inventory
within a period. In the case of non-residential buildings, as there are not enough repetitive patterns to
establish homogeneous groups of buildings for comparison, it was decided to compare the building
subject to certification with a fictitious building, called the reference building, which must have the
same geometry, orientation, uses and zoning, solar control elements, and construction that meets, at a
minimum, the energy demand for the purposes of air-conditioning equipment and the production
of domestic hot water. This system has proved to be imprecise, given the difficulties encountered by
architects in interpreting the results of the program and, therefore, in decision-making in the project
phase [17]. 3. Related Literature Research shows that the lack of interest in efficient buildings, as in Spain, is related to a lack of
importance of energy performance in terms of investment [31], as well as to a lack of information
and adequate regulations [32]. This situation conflicts with the forecasts made by the United Nations
when it stated that there has been an increase of 5 EJ in the final energy demand of buildings between
2010 and 2016. This is a consequence of the fact that energy efficiency efforts have not kept pace with
the increase in the surface area used. It should be borne in mind that more than half of the buildings
that will exist in 40 years will be constructed over the next 20 years, and two-thirds of them will be
in countries that currently do not have adequate energy building codes. Energy consumption and
CO2 emissions account for 36% of global final energy use and 39% of energy-related CO2 emissions
when upstream power generation is included. Progress toward sustainable buildings and construction
is advancing, but improvements are still not keeping up with a growing building sector and rising
demand for energy services. The energy intensity per square meter (m2 ) of the global buildings sector
needs to improve, on average, by 30% by 2030 (compared to 2015) to be on track to meet global climate
ambitions set forth in the Paris Agreement [33]. The technical decisions made for rehabilitation can lead to an increase in the construction costs and
long-term savings in the maintenance or operation of a building. This variable allows a comparative
analysis of the possible advantages of using higher-quality products, which are initially more expensive
compared to a less significant investment in terms of subsequent costs. In public residential buildings,
it has been determined that seeking lower energy savings and emissions reductions has the relevant
advantage of being sustainable from a financial point of view, compared to an intervention that seeks
maximum energy savings [34]. In residential buildings, taking into account the energy contained in the materials, rehabilitation
with the substitution of windows, improvement of insulation, and substitution of installations can lead
to energy and pollution savings of 60% [35]. 2.6. Objective of the Research The adoption of non-transparent methods for evaluating the energy performance of buildings
has made decision-making for a renovation difficult in Spain. The lack of information in the project’s
process about the savings that will be obtained may make the promotor reconsider the need to renovate
an existing building. This situation may worsen when such construction improvements can influence
the architectural protection of the building. The lack of a scope, and therefore of a specific methodology for listed buildings makes it necessary
to establish a relationship between the impact of the construction improvements on the architecture and
the energy savings that these may have. At the same time, it is necessary to evaluate the performance
that the methods for evaluating the energy performance of new and existing buildings may have on
this type of building. It is therefore in the interest of this research to evaluate the recovery of investment in construction
that improves the energy performance of existing buildings that also have some type of protection, 7 of 27 Sustainability 2019, 11, 4946 and to evaluate the influence of current methodologies in Spain in the decision-making process during
the project drafting phase. 3. Related Literature In addition, several studies indicate that the rehabilitation
of a building represents potential energy savings compared to other types of interventions [36], since
emissions related to the construction phase can be up to 12 times higher for the new construction than
in the rehabilitation scenario [37]. ISO 15686-5 [38] defines the life cycle cost (LCC) as a tool or technique to evaluate the total costs
that arise during the entire useful life of a renovation, including the installation, use, maintenance,
and loss of value stages. Analyzing from the LCC, the process of renovating an existing building
allows decisions to be made during the construction project to optimize future costs and plan
maintenance budgets. Another advantage is the possibility of choosing between several alternatives,
studying each of them separately to facilitate the choice of the most cost-effective option for the whole
life cycle [39]. The evaluation of the economic viability of an intervention can be supported by different types of
IT tools. Building Energy Modeling (BEM), used in early design phases, can be useful for measuring
achievable energy and environmental savings [40], assisting in decision-making in the project phase. Computational Fluid Dynamics (CFD) simulation [41] also makes it possible to evaluate the viability
of passive, and therefore, low-cost energy-saving measures. Some studies state that 86.5% of the
experts studied consider that they would use Life Cycle Assessment (LCA) if integrated with Building
Information Modelling (BIM). With automation, design experts can compare their options in real time,
design to reduce emissions, and find optimal solutions at every stage of the design [21]. At the same time, it is considered that energy performance is a very important aspect of the
building life cycle. There are management tools that cover the simulation of the complete building life
cycle assessments (LCAs). The development of new software provides new measures for obtaining
more efficient buildings, even in the early stages of design [42]. Moreover, operating, maintenance, 8 of 27 Sustainability 2019, 11, 4946 and replacement costs of buildings make up more than 80% of total life cycle costs [43] and can be a
very useful tool for big infrastructure management when combined with BIM tools [44]. Some authors consider that conventional energy efficiency technologies can be used to decrease
energy use in new commercial buildings by 20–30% on average, and up to over 40% for some building
types and locations. 3. Related Literature These reductions can often be performed at negative life-cycle costs because
the improved efficiencies allow for the installation of smaller, cheaper HVAC equipment. These
improvements not only save money and energy, but can also reduce a building’s carbon footprint by
16% on average. Costs on carbon emissions from energy use increases the return on energy efficiency
investments because energy is more expensive, making some cost-ineffective projects economically
feasible [45]. One of the main drawbacks in official methods for assessing the energy performance of
buildings in hot climates is the lack of consideration of traditional measures to limit energy demand
in buildings. Thermal inertia, cross-ventilation, or sun control have been traditional tools in
hot climates. Passive energy rehabilitation, based on the improvement of the envelope and the
implementation of solar control elements, especially benefits buildings located in warm climates
as opposed to measures aimed at replacing thermal installations with others of greater efficiency. Numerous research studies highlight the importance of reducing energy demand through design and
passive building solutions [46]. The process of simulating the energy performance of buildings is also confronted with the
human factor when comparing the results of the evaluation with the reality of the use of the building. Several researchers have demonstrated the high impact on the variation in energy consumption after
identifying and classifying occupant behavior with energy consumption results and temporary use
data [47,48]. The influence of occupants on variations in energy consumption is estimated to be
between 10–25% for residential buildings and between 5–30% for commercial buildings [49]. On the other hand, post-execution studies have also shown that there are conflicts between the
real cases and the simulations carried out with the programs and the methods for evaluating the
energy performance of buildings [15]. Conflicts between simulations and real cases have also been
detected when quantifying amortization periods for the application of energy-efficiency improvement
measures [46]. This situation can lead to erroneous decision-making when some authors argue that
the time needed to amortize the energy consumption of new construction versus rehabilitation is
60 years [50]. The levels of comfort and security demanded by users are another variable that has indirect costs
associated with the investment made and that can condition the cost of maintaining the building. 3. Related Literature In Spain, several studies have been carried out on this effect, as a result of which, in 2012, 9% of Spanish
households declared themselves incapable of maintaining their home at an adequate temperature
and almost 17% spent energy disproportionately [51]. In tertiary buildings, such as bank branches,
the average final energy consumption of heating, ventilation, and air-conditioning accounts for 48% of
the total consumption of the building [1]. From the point of view of the amortization of the investment through energy savings, it should
be noted that energy savings are directly related to financial savings, and this should be promoted
as an indicator of sustainability so that energy savings should be significant during the useful life of
the building. It is therefore necessary to create new evaluation and assessment systems using tools
integrated with quality models throughout the life of the building and all its elements [52,53]. On the other hand, there are contradictory opinions about life-cycle analyses (LCA). Some authors
consider that the LCA of buildings is less advanced than in other industries, but researchers are
working to enhance the possibilities of adopting LCA as a decision-making support tool within the
design stage. At the same time, a full LCA of a product provides useful and accurate information, but
it is costly and time-consuming, and using generic data and information in a specialized application
could lead to a wrong choice. Nevertheless, LCA is considered a powerful tool for the evaluation of Sustainability 2019, 11, 4946 9 of 27 environmental impacts of buildings. It has the potential to make a strong contribution to the goal of
sustainable development [54]. However, it is important to note that the relationship between the life cycle, energy efficiency, and
heritage conservation has still been poorly explored [55]. Among the reasons for the lack of research
in this field is the lack of an initiative at the European level to address this type of building, and this
is denounced by some authors [56]. However, it is recognized that the analysis of improvements
in protected buildings offers advantages in their energy performance, and can even change users’
habits [57]. Among the research on LCA in protected buildings, some authors argue that LCA for protected
buildings should not have a maximum time limit for calculating the return on investment [58]. 3. Related Literature The lack
of regulations to be applied over this type of intervention could be compensated for by the integration
of an analysis of energy performance based on a methodology and the decision-making process about
the impact of the construction improvements on the architecture, which is something subjective. This
integrated treatment is being explored by some authors [59]. This opinion is also reinforced when
some authors state that an analysis with an appropriate method will allow the value of construction to
improve [60]. Finally, the extensive literature review carried out by Cabeza et al. [61], stated that the first
approach for improving energy performance in listed buildings came from the improvement of the
building envelope. This improvement must be done by analyzing the impact over the building’s
protected values. Among all the available construction improvements, it showed promising potentiality
for the improvement of energy efficiency and indoor wellbeing in historical buildings by means of
implementing operational control solutions, as they minimize any invasive impact on construction,
which means betting on technology applied over heritage buildings. 4. Research Method obtained were compared with the real consumption of one of the buildings, evaluating the influence
that the official methodologies had on the decision-making process. The following steps have been taken in this research: The following steps have been taken in this research: he following steps have been taken in this research: The following steps have been taken in this research: 1. Definition of case studies. These buildings are two rehabilitation cases actually executed and
in which the decision-making process has been affected by the methodology for evaluating the
energy performance of buildings. 1. Definition of case studies. These buildings are two rehabilitation cases actually executed and
in which the decision-making process has been affected by the methodology for evaluating the
energy performance of buildings. 2. Construction improvements are proposed in both buildings with the aim of reducing energy
demand and CO2 emissions. The impact on the architecture and protected elements of both
construction solutions is evaluated initially. 3. Evaluation of the energy performance of the buildings. The energy performance of the buildings
is assessed at two levels: in its original state, and once the construction improvements have
been made. The evaluation is carried out with the official tools in force in Spain, HULC, and
CE3X. At the same time, energy certification is obtained. 4. Assessment of the feasibility of the investment in terms of savings from energy effi
improvements under the Regulation 244/2012 and through the CE3X program. p
g
g
p
g
5. Discussion of the results. The software used during the evaluation of the energy performance and the obtention of the
energy certifications, as mentioned above, were HULC (to be applied for new buildings) and CE3X
(to be applied for existing buildings). HULC is based on the DOE-2 calculation engine, and it permits the volumetric definition of the
building in defining all the construction materials and systems to obtain the energy need. To obtain the
energy supply, it allowed one to completely define all the HVAC systems of the building. The energy
certification, as they are tertiary buildings, is obtained by comparing the analyzed building with an
object building that met, at a minimum, the energy consumption and CO2 emission levels defined by
the Spanish government. 4. Research Method As mentioned in the literature review, there is a clear interest in testing the LCA methods as a
tool valid for the evaluation of the economic viability for interventions in listed buildings. There is
also a clear interest in the evaluation of the energy savings because of improvements in the building’s
envelope and the evaluation of the impact over the protected building values. Therefore, the aim of the
method followed in this research was to analyze the economic viability of undertaking construction
that improves the energy performance of buildings catalogued in their refurbishment process. For this purpose, two case studies have been chosen, located in southeastern Spain, characterized
by its warm and dry climate. These two buildings were chosen as the authors participated in the full
refurbishment process, and there was an interest in learning about the recovery of the investment
at the end of the process. These buildings had a unique geometry, and according to the design
recommendations, they should be extremely efficient in a warm climate, although they cannot be
considered as models for any generic thermal considerations. The thickness of their enclosures, the size
of the windows, and the available cross-ventilation made us assume good energy performance. Although the buildings fall outside the scope of the CTE, both buildings were analyzed with the
regulations and tools in force in Spain for the evaluation of the energy performance of buildings with
the aim of evaluating their impact on this type of building. With these tools, an iterative process was proposed where calculation examples were developed in
both case studies to support the decision-making process and to know of the impact that construction
measures to improve the energy performance of buildings may have. At the same time, a preliminary
assessment was made of the impact that the improvements may have on the protected parts of
the buildings. As a final part of the research, the impact of construction improvements on buildings was
evaluated by analyzing the recovery of the investment, comparing the information obtained from the
methods approved in Spain with those defined by the EU in Regulation 244/2012. Finally, the results Sustainability 2019, 11, 4946 10 of 27 obtained were compared with the real consumption of one of the buildings, evaluating the influence
that the official methodologies had on the decision-making process. 4. Research Method As the energy certification in Spain uses the primary energy, energy supply, and CO2 emissions
as indicators to evaluate the energy performance in buildings, it was possible to obtain these factors
after the calculation. CE3X works under the same calculation engine, but it is a simpler program as it simplifies
the data introduction. It does not allow for volumetric definition, and the building geometry is
introduced in a very basic way. Nevertheless, the building envelope and conditioning systems can be
completely defined. The energy certification is obtained in the same way as HULC. The main difference between both programs come from the simplifications and databases used
in the calculation process. The different procedure used to introduce the building geometry, with
a different certification scale by climate zone, building typology, and new or existing buildings is,
according to what it is stated by the Spanish government [62], the origin of the slightly different
yielded results. 5. Case Studies The two case studies chosen for this research are two protected buildings that were under a
rehabilitation process and where the authors of this research participated as consultors. As both
rehabilitations implied a change in the building’s use, during the process of drafting the rehabilitation
project, the possibility of adopting construction solutions to improve their energy performance was
assessed, and the impact that the proposed methodology can have on the decision-making process was
demonstrated. At the same time, it was also interesting to know the energy performance of the two
buildings with a particular geometry that included passive solutions as thermal inertia and ventilation. The buildings are located in the municipality of Orihuela in southeastern Spain, which is
characterized by a vast heritage that requires urgent interventions. Both buildings are catalogued in
the Orihuela Urban Master Plan with different levels of protection. In both cases, the buildings were
facing serious maintenance problems and had begun the process of structural collapse. 11 of 27 Sustainability 2019, 11, 4946 Given the importance that both buildings had for the neighbors, an integral rehabilitation was
proposed that included the reconstruction of some elements. On the other hand, a change of use was
also considered, as the former use was not possible again and the neighborhood pursued other types
of services. As part of the decision-making process, construction improvements were assessed with
the aim of improving the energy performance of both buildings. These construction improvements
were based on the introduction of thermal insulation on the outside of the enclosure involved an
architectural modification that required authorization to a greater or lesser extent. 5.1. The Chapel of the Holy Sepulcher The Chapel of the Holy Sepulcher is a building built during the 18th century whose deterioration
and lack of prolonged maintenance caused a process of structural collapse. At that time, it was acquired
by the Orihuela City Council, which began a process of reconstruction and rehabilitation that was
based on the recovery of two annex buildings that collaborated structurally in the stability of the nave
of the Chapel and the collapsed parts of the vault, shown in Figure 1. The Chapel had the maximum
level of protection at the city’s catalogue. This level implies the global protection of façades, roofs, and
interiors, and that authorization is needed prior to any modification. The objective of the rehabilitation
was to turn it into a community center for the neighborhood where it was located, which also identified
with this building. The Chapel of the Holy Sepulcher has a surface area of 150.00 m2, and as shown in Figure 2, it
is characterized by its construction using thick masonry load-bearing walls, and by its absence of
holes in the façade. This typology is typical in southeastern Spain for buildings of religious use, and
adapts perfectly to the prevailing climate in the area since thermal inertia and solar control, along with
adequate ventilation are traditional solutions for conditioning buildings in warm climates. During the project phase, it was considered that thermal inertia provided by the thick masonry
walls completed with proper ventilation would be enough to guarantee the interior comfort conditions. Nevertheless, the option of adding insulation on the building envelope on the foundation and at the
roof was considered. The construction solution for the façade, which has the greatest impact on the level
of protection of the building, was based on the use of an External Thermal Insulation Control System
(ETICS) based on the thermal insulation of extruded polystyrene covered by a monolayer mortar. The cost
calculations in construction improvement are described in Table 1. The use of the DB HE over the building implied the accomplishment of the basic parameters
defined by this regulation. At the DB HE-1, the building must accomplish the defined U-values to
be applied over the climate zone where the building is located. It also needs to demonstrate that the
energy loss by thermal bridges is under a certain value, and that at any point, it does not reached the
dew-point at any point of the building envelope. 5.1. The Chapel of the Holy Sepulcher Table 1. Calculation of the cost of installing the insulation system. Description
€/m2
m2
€
Exterior insulation in masonry factory façade s
21.01
447.09
9393.36
Horizontal thermal insulation of foundations
18.03
162.74
2934.20
Outdoor insulation on roofs
55.88
255.54
14,279.58
TOTAL
26,607.14 Table 1. Calculation of the cost of installing the insulation system. 12 of 27 12 of 27 Sustainability 2019, 11, 4946 Figure 1. Image of the Chapel of the Holy Sepulcher. Figure 2. Section and plan of the Chapel of the Holy Sepulcher. Figure 1. Image of the Chapel of the Holy Sepulcher. Figure 1. Image of the Chapel of the Holy Sepulcher. Figure 2. Section and plan of the Chapel of the Holy Sepulcher. 5.2. The Cisterns of Hurchillo 5.2. The Cisterns of Hurchillo The Cisterns of Hurchillo are from the 19th century. Its function was to contain the water to be
channeled to the town of Hurchillo, in Orihuela. This building was just as unfortunate as the Chapel,
and the process of degradation culminated in its abandonment. This building was included at the
catalogue of protected heritage buildings of the city, but with a lower level of protection. In this
case, only the main façade to the street and the external shape of the cisterns needed authorization to
be modified. The aim of the rehabilitation was to reuse the cisterns for the local cultural center, recovering both
cisterns and adding an annexed service building, as shown in Figure 3. In this case, the geometry of the building is much more complex, since it is a semi-buried structure. The building has an area of 236.00 m2, of which a large part is buried, as shown in Figure 4. In addition
to the high thermal inertia provided by the land, there is also a construction made with containing
walls of masonry and very thick concrete. At the level of the enclosure, only the roofs and one of the
facades are in contact with the outside environment. As was the case with the Chapel of the Holy Sepulcher, an improvement of the thermal envelope
was proposed by introducing thermal insulation in contact with the ground, but especially in the area
of the roof by means of an ETICS system, given that the Cisterns originally only had plaster on the
outside of the curved surface of the vault. The insulation system was completed with a reinforced
ventilation system that guaranteed the proper comfort conditions in the interior. The cost calculations
in construction improvement are described in Table 2. Sustainability 2019, 11, 4946 13 of 27 The use of the DB HE over the building implied, as in the case of the Chapel, the accomplishment
of the minimum requirements to guarantee proper building behaviour from a thermal point of view. The use of the DB HE over the building implied, as in the case of the Chapel, the accomplishment
of the minimum requirements to guarantee proper building behaviour from a thermal point of view. e
eq
e
e
s o g
ee p ope
g
e
o
o
e
po
o
e
Figure 3. Floor plan of the Cisterns. Figure 4. Section plan of the Cisterns. Table 2. 5.2. The Cisterns of Hurchillo Calculation of the cost of installing the insulation system. Description
€/m2
m2
€
Exterior insulation in masonry factory façades
21.01
278.30
5847.08
Horizontal thermal insulation of foundations
18.03
235.70
4249.67
Outdoor insulation on curved roofs
36.23
381.50
13,821.75
TOTAL
23,918.50
3. Preliminary Study of the Impact of Construction Improvements on Protected Buildings
The implementation of an insulation system in the Chapel of the Holy Sepulcher both inside an Figure 3. Floor plan of the Cisterns. Figure 3. Floor plan of the Cisterns. Figure 4. Section plan of the Cisterns. Figure 4. Section plan of the Cisterns. Figure 4. Section plan of the Cisterns. Figure 4. Section plan of the Cisterns. 5.3. Preliminary Study of the Impact of Construction Improvements on Protected Buildings The implementation of an insulation system in the Chapel of the Holy Sepulcher both inside and
outside was complicated by the geometry and elements existing in the building. The baroque and Sustainability 2019, 11, 4946 14 of 27 neoclassical buildings in this area of Spain are characterized by a profusion of moldings and pictorial
decorations that prevent the installation of an insulation system on the interior. In the case of the
exterior, the execution of the ETICS system means an increase in the envelope, coming into conflict
with decorative elements and historic materials existing on the exterior of the envelope, as shown
in Figure 5. At the level of the roofs, conflicts arise with the roof system because there are both vaults
and domes. The authorities in charge of heritage buildings protection were very reluctant to any
intervention that modified the façades both inside and outside. They would only be taken them
into consideration if very big benefits could be obtained during energy simulation. The impact of the construction improvements on the Cisterns was initially minor, given the
absence of both interior and exterior decorative elements, as shown in Figure 6. The original image
of the buried cisterns where the vault was simply finished with a mortar allowed this image to be
recovered, provided that the execution problems of rendering on a curved surface were solved. In this
case, the authorities were open to the introduction of new construction elements if the original shape
of the buried cisterns was maintained. Figure 5. Detail of the main façade and example of the interior paintings of the Chapel of the
Holy Sepulcher. Figure 5. Detail of the main façade and example of the interior paintings of the Chapel of the
Holy Sepulcher. Figure 6. External images of the Cisterns. Figure 6. External images of the Cisterns. 15 of 27 Sustainability 2019, 11, 4946 6. Modeling the Energy Performance of Buildings As indicated above, the DB HE in force in Spain, in its scope of application, exempts existing
buildings with recognized historical or architectural value from complying with its prescriptions
when the necessary solutions could unacceptably alter their character or appearance, and when the
application of these solutions does not lead to an effective improvement in the features related
to the basic “energy-saving” requirement, as well as when the solutions are not technically or
economically viable. y
However, this document also indicates that every effort should be made to improve the
performance of the building on the condition that the solutions to be adopted can never worsen
the original performance of the building. To carry out this research, we decided to apply the two recognized methods developed by
the Spanish Government for evaluating the energy performance of buildings, which were the only
tools available until September 2018. In this way, the energy performance of both buildings was
simulated, and the corresponding energy certification obtained with the HULC and CE3X programs. Two calculations are performed: a first calculation without the installation of thermal insulation, and a
second calculation with the installation of this improvement. 6.1. Chapel of the Holy Sepulcher Calculation of the energy performance of the Chapel of the Holy Sepulcher with CE3X. Table 4. Calculation of the energy performance of the Chapel of the Holy Sepulcher with CE3X. CE3X
Energy Need
for Heating
kWh/Year
Energy Need
for Cooling
KWh/Year
Final Energy
KWh/Year
Primary
Energy
KWh/Year
CO2
Emissions
KgCO2
CO2
Emissions
KgCO2/m2
Energy
Certification
No insulation
16,230.00
3240.00
9133.54
30,570.00
5175.00
34.50
C
With insulation
10,599.00
3310.50
6978.33
23,356.50
3957.00
26.38
B
Improvement (%)
34.70%
−2.16%
23.60%
23.60%
23.29%
23.29% 6.1. Chapel of the Holy Sepulcher As shown in Tables 3 and 4, the consideration of a façade insulation system in the building
improves the energy performance of the building. However, a paradoxical situation arises when the
greatest demand for energy occurs in winter, as it should have occurred in summer because it is a
building located in a warm climate. This situation is due to the tremendous efficiency of the building
in front of a warm climate, given the absence of important openings to the outside and the absence of
thermal insulation. On the other hand, this same absence penalizes the demand for heating. It is also worth noting that, although both programs share the same calculation engine, DOE-2,
the results are manifestly different. Furthermore, in the case of CE3X, the introduction of higher
thermal insulation results in an increased demand for cooling energy. This situation usually occurs in
warm climates when excess thermal insulation is detected in the building envelope. It should be noted
that this improvement was suggested by the program itself. Table 3. Calculation of the energy performance of the Chapel of the Holy Sepulcher with HULC. Table 3. Calculation of the energy performance of the Chapel of the Holy Sepulcher with HULC. HULC
Energy Need
for Heating
kWh/Year
Energy Need
for Cooling
KWh/Year
Final Energy
KWh/Year
Primary
Energy
KWh/Year
CO2
Emissions
KgCO2
CO2
Emissions
KgCO2/m2
Energy
Certification
No insulation
22,975.40
3965.30
18,872.30
63,165.70
18,509.60
67.60
C
With insulation
19,126.80
3032.30
17,275.40
57,820.80
16,946.80
60.90
B
Improvement (%)
16.75%
23.53%
8.46%
8.46%
8.44%
8.44% Table 3. Calculation of the energy performance of the Chapel of the Holy Sepulcher with HULC. HULC
Energy Need
for Heating
kWh/Year
Energy Need
for Cooling
KWh/Year
Final Energy
KWh/Year
Primary
Energy
KWh/Year
CO2
Emissions
KgCO2
CO2
Emissions
KgCO2/m2
Energy
Certification
No insulation
22,975.40
3965.30
18,872.30
63,165.70
18,509.60
67.60
C
With insulation
19,126.80
3032.30
17,275.40
57,820.80
16,946.80
60.90
B
Improvement (%)
16.75%
23.53%
8.46%
8.46%
8.44%
8.44%
Table 4. Calculation of the energy performance of the Chapel of the Holy Sepulcher with CE3X. CE3X
Energy Need
for Heating
kWh/Year
Energy Need
for Cooling
KWh/Year
Final Energy
KWh/Year
Primary
Energy
KWh/Year
CO2
Emissions
KgCO2
CO2
Emissions
KgCO2/m2
Energy
Certification
No insulation
16,230.00
3240.00
9133.54
30,570.00
5175.00
34.50
C
With insulation
10,599.00
3310.50
6978.33
23,356.50
3957.00
26.38
B
Improvement (%)
34.70%
−2.16%
23.60%
23.60%
23.29%
23.29% Table 4. 6.3. Conclusions to the Energy Evaluation The analysis of Tables 7 and 8 allows us to conclude that both buildings adapt to a warm climate as
their design minimizes the energy demand for refrigeration. On the other hand, this design penalizes
the demand for heating to not be able to count on contributions for sunshine and due to the absence of
thermal insulation. This situation is one of the problems presented by the tools authorized in Spain
since, as mentioned above, they do not consider thermal inertia in the calculation. The results obtained also reinforce what has been indicated above regarding the lack of
homogeneity of the results obtained when using different calculation tools. Although HULC and
CE3X share the calculation engine, the simplifications and databases of the two tools make the results
different and offer different reductions in energy consumption when construction improvements
are introduced. Table 7. Comparison of energy demand and consumption per m2 of built area for the Chapel of the
Holy Sepulcher. Holy Sepulcher
Energy Need for
Heating kWh/Year
Energy Need for
Cooling KWh/Year
Final Energy
KWh/Year
Primary Energy
KWh/Year
No insulation HULC
153.17
26.44
125.82
421.10
With insluation
HULC
127.51
20.22
115.17
385.47
No insulation CE3X
108.20
21.60
60.89
203.80
With insulation CE3X
70.66
22.07
46.52
155.71 Table 7. Comparison of energy demand and consumption per m2 of built area for the Chapel of the
Holy Sepulcher. Table 8. Comparison of energy demand and consumption per m2 of constructed area for the Cisterns. Cisterns of Hurchillo
Energy Need for
Heating kWh/Year
Energy Need for
Cooling KWh/Year
Final Energy
KWh/Year
Primary Energy
KWh/Year
No insulation HULC
110.11
26.38
68.16
228.14
With insluation HULC
82.02
21.52
58.28
195.07
No insulation CE3X
60.30
15.60
41.98
140.50
With insulation CE3X
46.93
11.66
34.97
117.03 Table 8. Comparison of energy demand and consumption per m2 of constructed area for the Cisterns. 6.2. The Cisterns of Hurchillo 6.2. The Cisterns of Hurchillo As reflected in Tables 5 and 6, and as with the results obtained in the Chapel of the Holy Sepulcher,
the building had a greater demand for energy in winter, which is related to the lack of thermal
insulation and the absence of openings to the outside. This situation penalizes this demand, favoring a
very low refrigeration demand. Sustainability 2019, 11, 4946 16 of 27 Table 5. Calculation of the energy performance of the Cisterns with HULC. HULC
Energy Need
for Heating
kWh/Year
Energy Need
for Cooling
KWh/Year
Final Energy
KWh/Year
Primary
Energy
KWh/Year
CO2
Emissions
KgCO2
CO2
Emissions
KgCO2/m2
Energy
Certification
No insulation
25,985.60
6225.40
16,086.30
53,840.90
15,781.90
45.50
C
With insulation
19,357.60
5079.40
13,754.60
46,036.60
13,520.90
38.20
B
Improvement (%)
25.51%
18.41%
14.49%
14.49%
14.33%
14.33%
Table 6. Calculation of the energy performance of the Cisterns with CE3X. CE3X
Energy Need
for Heating
kWh/Year
Energy Need
for Cooling
KWh/Year
Final Energy
KWh/Year
Primary
Energy
KWh/Year
CO2
Emissions
KgCO2
CO2
Emissions
KgCO2/m2
Energy
Certification
No insulation
14,230.80
3681.60
9906.70
33,158.00
5616.80
23.80
B
With insulation
11,075.48
2751.76
8251.90
27,619.08
4679.88
19.83
B
Improvement (%)
22.17%
25.26%
16.70%
16.70%
16.68%
16.68%
6 3 C
l
i
t th E
E
l
ti Table 5. Calculation of the energy performance of the Cisterns with HULC. Table 6. Calculation of the energy performance of the Cisterns with CE3X. 6.3. Conclusions to the Energy Evaluation 7. Modeling the Recovery of Investment As outlined above, since 2010, the EU has issued directives in which, due to the lack of a
sustainability standard in Europe, it urges member countries to develop methods that guarantee the
return on investment in construction improvements to obtain energy savings. This first request is
based on the Delegated Regulation 244/2012, as explained above. This research proposes a comparison
between the method defined by this regulation and that offered by the CE3X program, which is the Sustainability 2019, 11, 4946 17 of 27 first approximation of a return on investment in improving the energy performance of buildings in
Spain. Both methods are based on the NPV calculation. 7.1. Calculation of NPV through the Delegated Regulation 244/2012 The Delegated Regulation 244/2012 is based on a document drawn up by each country that
defines amortization periods, financial and revaluation discounts, as well as an estimate of energy
prices and CO2 emissions over the calculation period [23]. The information contained in this document
was used as the basis for the calculation of NPV in both case studies. Among the factors defined by the
regulation is the calculation period. The regulation indicates 20 years for public buildings, which is
increased to 30 years for residential buildings. This calculation period contrasts with the useful life
defined for the renovated construction elements, which are as follows: •
Insulation: 50 years •
Windows: 20 years y
•
Installations: according to values indicated in Annex A of the standard UNE-EN 15459. y
•
Installations: according to values indicated in Annex A of the standard UNE-EN 15459 The document also defines the following energy prices for Spain, for which it makes two estimates,
among which the one described in Table 9 was chosen as it defines higher prices. In addition, as seen in
Table 10, a forecast of the cost of CO2 emissions was made, demonstrating a clear intention to penalize
them over time. Table 9. Forecasts of energy prices defined by the government of Spain. Table 9. Forecasts of energy prices defined by the government of Spain. Cost [€/kWh]
2012
2020
2025
2030
2035
2040
2045
Boilers Oil
0.096
0.133
0.158
0.186
0.241
0.311
0.404
Gas
0.068
0.108
0.130
0.156
0.207
0.278
0.371
LPG
0.115
0.159
0.188
0.222
0.287
0.373
0.484
Electricity
0.209
0.276
0.303
0.319
0.344
0.370
0.399
Biomass
0.046
0.052
0.056
0.060
0.065
0.070
0.075 Table 10. Forecasts of the cost of CO2 emissions. Table 10. Forecasts of the cost of CO2 emissions. Year
Emissions Cost CO2 [ €/ton]
From 2012 to 2020
18.60
From 2021 to 2025
22.50
From 2026 to 2030
40.50
From 2031 to 2035
56.30
From 2036 to 2040
58.50
From 2041 to 2045
57.40
From 2046 to 2050
56.30 One of the factors that conditions the viability of the renovation is the updating factor. It is the
annual benefit to be obtained by the realization of the energy improvement. This factor changes
depending on the calculation method used and the building’s type of use, as shown in Table 11. Table 11. Updated factors defined for the different types of calculations and uses of the building. p
yp
Financial Calculations:
Macroeconomic Calculations:
New buildings:
7%
3%
Existing buildings:
10%
4% 18 of 27 Sustainability 2019, 11, 4946 Finally, for the calculation, the following factors were considered for the conversion of final energy
into primary energy and the conversion of energy into CO2 emissions, which are described in Table 12. Finally, for the calculation, the following factors were considered for the conversion of final energy
into primary energy and the conversion of energy into CO2 emissions, which are described in Table 12. Table 12. Conversion factors to primary energy and CO2 emissions. Table 12. Conversion factors to primary energy and CO2 emissions. y
•
Installations: according to values indicated in Annex A of the standard UNE-EN 15459. Energy Source
Conversion Factors to Primary Energy
Emission Conversion Factors
[kWh/kWh]
[tCO2 /kWh]
Biomass
0.250
0
Electricity
2.464
0.000399
Gas
1.070
0.000201
Diesel for Heating
1.120
0.000263
LPG
1.050
0.000234 The process followed for the evaluation of the improvements during the project phase first
considers the energy performance of the building in a stage prior to refurbishment, so that its enclosures
are non-insulated. Once the results have been obtained, the performance is evaluated considering
the installation of the thermal insulation system. In the calculation process, the difference between
the energy consumption before and after the rehabilitation were the annual benefits with which we
compared the cost of the installation of the construction improvement. During the process, and in
accordance with what has been indicated above, the increase in the cost of energy must have been
considered in accordance with what has been indicated by the government of Spain. As seen in Figures 7–10, the letter “r” is the minimum annual benefit (%) that must be considered
to understand the renovation as viable. This performance or update factor is the one previously
defined as conditioned by the type of calculation and by the building’s type of use in Table 12. 7.1.1. Calculation of the NPV for the Chapel of the Holy Sepulcher 7.1.1. Calculation of the NPV for the Chapel of the Holy Sepulcher Assuming an initial cost of the investment in the installation of the building insulation system
and considering the primary energy consumption defined above, the following values of both financial
and macroeconomic NPV were obtained from the results of the HULC and CE3X programs, described
in Figures 7 and 8. Figure 7. Calculation of the NPV at the financial level with energy-savings data obtained with HULC
and CE3X. Figure 7. Calculation of the NPV at the financial level with energy-savings data obtained with HULC
and CE3X. 19 of 27 Sustainability 2019, 11, 4946 Figure 8. Calculation of the macroeconomic NPV with energy-savings data obtained with HULC
and CE3X. Figure 8. Calculation of the macroeconomic NPV with energy-savings data obtained with HULC
and CE3X. Figure 9. Calculation of the NPV at the financial level with energy-savings data obtained with HULC
and CE3X. Figure 9. Calculation of the NPV at the financial level with energy-savings data obtained with HULC
and CE3X Figure 9. Calculation of the NPV at the financial level with energy-savings data obtained with HULC
and CE3X. Figure 10. Calculation of the macroeconomic NPV with energy-savings data obtained with HULC
and CE3X. Figure 10. Calculation of the macroeconomic NPV with energy-savings data obtained with HULC
and CE3X. 7.2. Calculation of the NPV by Program CE3X The CE3X program offers the possibility of performing an NPV calculation through a series of
standardized improvements within the program. Data entry is limited to the choice of the construction
improvement, the introduction of the cost of the improvement, and the definition of the annual
cost/benefit factor. The result obtained is the period of time needed to recover the investment. Thus, the program indicates that for the Chapel of the Holy Sepulcher, the amortization period would
be 51.50 years, and for the Cisterns, 52.10 years. 7.1.2. Calculation of NPV for the Cisterns 7.1.2. Calculation of NPV for the Cisterns Following the same criteria, for the Hurchillo Cisterns, the following results were obtained from
the energy consumption offered by both programs and shown in Figures 9 and 10. Sustainability 2019, 11, 4946 20 of 27 20 of 27 7.3. Comparative Results of the NPV Calculation The calculation of the value of the NPV, as indicated in Table 13, shows that regardless of the
method and the program used, in no case is the investment recovered in the calculation period defined
by the delegated regulation and by the Spanish official methods, although in the case of the Cisterns,
the values are closer to a positive result. The reason why it is not possible to recover the investment through energy savings by increasing
the insulation system is because both buildings are very efficient in their geometry and significantly
reduce energy demand in the most demanding period, which is the summer. To increase energy
savings, it would be necessary to undertake modifications to conditioning systems and introduce
systems that penalize primary energy consumption less. These savings should be 12,500 KWh/year in
the Chapel of the Holy Sepulcher, which represents an increase of 232% in the best of cases. In the case
of the Cisterns, the savings would be viable from 8400 KWh/year, which means an increase of 7.1%. Table 13. Comparison of NPV values obtained. Financial
VAN HULC
FINANCIAL
VAN CE3X
VAN Macro
HULC
VAN Macro
CE3X
CE3X Period
Holy Sepulcher
−15,180.54
−11,186.83
−19,994.73
−5932.78
51.50
Cisterns of Hurchillo
−7234.08
−12,077.12
−2055.05
−10,123.58
52.10 Table 13. Comparison of NPV values obtained. In view of these results, more simulations are carried out, among which it is obtained that by
reducing the update rate as shown in Figures 11 and 12, it is possible to obtain a positive NPV in both
cases but with different tools. This reduction could be considered acceptable since both buildings are
publicly owned and their heritage value means that both buildings will be maintained over time. In view of these results, more simulations are carried out, among which it is obtained that by
reducing the update rate as shown in Figures 11 and 12, it is possible to obtain a positive NPV in both
cases but with different tools. This reduction could be considered acceptable since both buildings are
publicly owned and their heritage value means that both buildings will be maintained over time. Figure 11. Calculation of the financial NPV with energy-savings data obtained with HULC and CE3X
with a benefit of 5% for the Chapel. Figure 11. Calculation of the financial NPV with energy-savings data obtained with HULC and CE3X
with a benefit of 5% for the Chapel. 7.3. Comparative Results of the NPV Calculation 21 of 27 Sustainability 2019, 11, 4946 Figure 12. Calculation of the finantial NPV with energy-savings data obtained with HULC and CE3X
with a benefit of 5% for the Cisterns. Figure 12. Calculation of the finantial NPV with energy-savings data obtained with HULC and CE3X
with a benefit of 5% for the Cisterns. On the other hand, to make an amortization increasing the term, the analysis becomes complicated
due to the significant increase in the costs of the CO2 published by the government of Spain and the
influence of the energy data obtained, as shown in Figures 13 and 14. On the other hand, to make an amortization increasing the term, the analysis becomes complicated
due to the significant increase in the costs of the CO2 published by the government of Spain and the
influence of the energy data obtained, as shown in Figures 13 and 14. Figure 13. Comparison between financial and macroeconomic NPV with energysavings data obtained
from CE3X during 50 years for the Chapel. Figure 14. Comparison between financial and macroeconomic NPV with energysavings data obtained
from CE3X during 50 years for the Cisterns. Figure 13. Comparison between financial and macroeconomic NPV with energysavings data obtained
from CE3X during 50 years for the Chapel. Figure 13. Comparison between financial and macroeconomic NPV with energysavings data obtained
from CE3X during 50 years for the Chapel. from CE3X during 50 years for the Chapel. Figure 14. Comparison between financial and macroeconomic NPV with energysavings data obtained
from CE3X during 50 years for the Cisterns. Figure 14. Comparison between financial and macroeconomic NPV with energysavings data obtained
from CE3X during 50 years for the Cisterns. Figure 14. Comparison between financial and macroeconomic NPV with energysavings data obtained
from CE3X during 50 years for the Cisterns. Sustainability 2019, 11, 4946 22 of 27 9. Discussion of Results and Comparison with Actual Consumption of the Cisterns of Hurchillo The commissioning of the building made it possible to know the real energy consumption of the
building during two years of its operation and to know the energy savings obtained, which can be
observed in Table 14. As it is shown in Table 15, the analysis of the real data with the ones obtained from the simulation
shows that the results yielded by the simulation programs are far from the real building performance. This implies that the energy savings are not real, so the NPV calculation had been guided in the wrong
direction while developing the construction project. It is not possible to recoup the investment based
on energy savings obtained by improvements to the building envelope alone. The energy savings were
already shown to be low in the calculation, especially in the cooling demand, but when studying the
actual data, these savings were even lower. Table 14. Real energy consumption of the Cisterns during 24 months. 2017–2018
Energy
Consumption kWh
Cost €
2018–2019
Energy
Consumption kWh
Cost €
June
311.00
166.06
June
980.00
25317
July
322.00
194.12
July
769.00
211.04
August
483.00
206.96
August
325.00
171.74
September
953.00
258.58
September
547.00
170.74
October
549.00
164.60
October
1174.00
288.54
November
826.00
240.32
November
761.00
220.16
December
944.00
233.71
December
724.00
205.69
January
972.00
263.78
January
688.00
192.79
February
999.00
271.75
February
1546.00
394.29
March
882.00
277.86
March
891.00
243.57
April
1001.00
252.19
April
749.00
208.36
May
981.00
251.73
May
956.00
250.34
9223.00
2781.66
10,110.00
2810.43
Table 15. Comparison between the simulated and the real energy consumption. Cisterns of Hurchillo
HULC
CE3X
REAL
Energy consumption without insulation
53,840.90
33,158.00
Energy consumptio with insulation
46,036.60
27,619.08
9666.50 Table 14. Real energy consumption of the Cisterns during 24 months. Table 15. Comparison between the simulated and the real energy consumption. At the end of the research and with the results obtained, it can be stated that the application of
the Spanish official methods to evaluate the energy performance of new and existing buildings on
protected buildings follows the same line of lack of homogeneity defended by several authors in the
evaluation of these methodologies applied to other types of buildings. Although the software may share a calculation engine, the application of different programs
on the same building does not offer comparable results, something already concluded by other
investigations [15]. 8. Decision-Making at the End of the Project Once these results had been analyzed, decisions were made with the support of the administration
responsible for the conservation of the buildings, and it was decided to undertake the renovation to
improve the enclosure only in the Cisterns, shown in Figures 15 and 16. This decision was based not
only on the results obtained in terms of savings and recovery of the investment that were close to
positive under the NPV point of view, but also on a lesser impact on the protected heritage elements of
the building. In the case of the Chapel, the results were not robust enough to justify such a deep intervention in
highly protected elements, so it was decided not to be executed. Figure 15. Image of the Cisterns during the installation of the thermal insulation. Figure 16. Image of the interior of the Cisterns. Figure 15. Image of the Cisterns during the installation of the thermal insulation. Figure 15. Image of the Cisterns during the installation of the thermal insulation. Figure 16. Image of the interior of the Cisterns. Figure 16. Image of the interior of the Cisterns. Sustainability 2019, 11, 4946 23 of 27 9. Discussion of Results and Comparison with Actual Consumption of the Cisterns of Hurchillo Furthermore, although it is claimed that an LCA can help in the decision-making
process [39], an inadequate tool can lead to erroneous decisions being made. The calculation of the energy demand for cooling confirms the geometric uniqueness of the
buildings and their adaptation to the climatic zone in which they are located. This adaptation contrasts
with the high demand for heating, which is penalized by the lack of voids and the absence of thermal
insulation in the original state. The installation of an external thermal insulation does not significantly
influence the results, increasing the demand for refrigeration in one case. Therefore, the difficulties
defended by some authors in the process of evaluating the energy performance of buildings with a
singular geometry are still maintained [63]. The marked differences between theoretical and actual consumption are based on the unsuitability
of the methods to work with passive measures to improve the energy performance of buildings, Sustainability 2019, 11, 4946 24 of 27 including thermal inertia. The importance of rehabilitation with passive measures is therefore
demonstrated in this type of building [46]. At the same time, the influence of the human factor
on buildings is confirmed as a factor to be taken into account in the methodologies for evaluating the
energy performance of buildings, as it can distort the results obtained [47]. The results obtained to calculate the NPV indicate in all the assumptions that trying to recover
the investment in construction improvements to reduce energy demand is not feasible in this type
of building. As indicated above, the low demand for refrigeration does not allow great savings in
energy consumption. This result is considered reasonable given the location and unique geometry of
both buildings. It is then confirmed that, to be able to recoup the investment through energy-saving
measures, the savings must be significant [53]. This situation also reaffirms what has been explored by
other authors who affirm that to act in protected historic buildings, methods are needed that combine
the analysis of energy performance with subjective decision-making [59,60]. 9. Discussion of Results and Comparison with Actual Consumption of the Cisterns of Hurchillo It was not really confirmed
whether the study period should be as long as possible because of the political decisions of the
government related to the CO2 emissions cost [58], and that it was needed to explore the improvement
of energy efficiency and indoor wellbeing in historical buildings by means of implementing operational
control solutions, as they minimize any invasive impact on construction [61]. 10. Conclusions This research confirms that methods for energy assessment of buildings can condition the
decision-making process in a project. The lack of homogeneity in the results made it difficult to
analyze the decisions adopted in the project and, therefore, made it difficult to evaluate the impact that
a construction improvement may have on the energy performance of a building. It was also confirmed that methods based on a percentage of improvement over a reference
building can penalize buildings with an efficient design that are adapted to the climate in which they
are located. On the other hand, the inadequacy of using the methods developed for new buildings on
old buildings was demonstrated due to the design particularities of old buildings. This research demonstrates the validity of the NPV calculation as a measure to evaluate the
economic viability of an intervention, but these data must be supported by robust results from the
evaluation of the building energy performance. In addition, the savings obtained should come from
other types of construction improvements that are not penalized for their CO2 emissions. Finally, we demonstrated the need for the development of methodologies that allow a
cross-sectional analysis of these types of buildings and support an objective decision-making process
during intervention. Author Contributions: A.G.-G. was in charge of the restoration of both buildings. The energy assessment and
analysis of the LCA was carried out by all the authors during the construction and the analyzed building life period. The manuscript has been developed via collaboration among all authors. Funding: This reseach received no external funding. Funding: This reseach received no external funding. Acknowledgments: The authors of this paper thank the Municipality of Orihuela for providing the information
about the projects that allowed this research. Conflicts of Interest: The authors declare no conflicts of interest. Conflicts of Interest: The authors declare no conflicts of interest. Conflicts of Interest: The authors declare no conflicts of interest. Conflicts of Interest: The authors declare no conflicts of interest. References 1. Munarim, U.; Ghisi, E. Environmental feasibility of heritage buildings rehabilitation. Renew. Sustain. Energy Rev. 2016, 58, 235–249. [CrossRef] 2. Bajenaru, N.; Damian, A.; Frunzulica, R. Evaluation of the Energy Performance for a nZEB Office Building
under Specific Climatic Conditions. Energy Procedia 2016, 85, 26–34. [CrossRef] 3. Sigmund, Z. Sustainability in architectural heritage: Review of policies and practices. Organ. Technol. Manag. Constr. Int. J. 2016, 8, 1411–1421. [CrossRef] 3. Sigmund, Z. Sustainability in architectural heritage: Review of policies and practices. Organ. Technol. Manag. Constr. Int. J. 2016, 8, 1411–1421. [CrossRef] 25 of 27 Sustainability 2019, 11, 4946 4. Galiano-Garrigós, A. Comparative Analysis of Methodologies for Evaluating and Certifying the Energy Performance
of Buildings in the European Union (Análisis Comparado de las Metodologías de Evaluación y Certificación del
Comportamiento Energético de los Edificios en la Unión Europea); University of Alicante: Alicante, Spain, 2013. . European Parlament and Council of the European Comunity. EPBD European Directive for Energy Perform
in Buildings; European Parlament and Council of the European Comunity: Brussels, Belgium, 2002. 6. European Union. Treaty on European Union; European Parlament and Council of the European Comission:
Brussels, Belgium, 1986. 7. European Parlament and Council of the European Comunity. European Directive 98/34/CE; European
Parlament and Council of the European Comunity: Brussels, Belgium, 1998. 8. CEN. European Committee for Standardization—TR 15615 Explanation of the General Relationship between Various
European Standards and the Energy Performance of Buildings Directive (EPBD)—Umbrella Document; European
Committee for Standardization: Brussels, Belgium, 2008. 9. CEN. European Committee for Standardization—EN ISO 13790. Energy performance of buildings Calculation of
Energy Use for Space Heating and Cooling; European Committee for Standardization: Brussels, Belgium, 2008. 10. CEN. European Committee for Standardization—EN ISO 15603 Energy Performance of Buildings—Overall Energy 9. CEN. European Committee for Standardization—EN ISO 13790. Energy performance of buildings Calculation of
Energy Use for Space Heating and Cooling; European Committee for Standardization: Brussels, Belgium, 2008. 10. CEN. European Committee for Standardization—EN ISO 15603 Energy Performance of Buildings—Overall Energy
Use and Definition of Energy Ratings; European Committee for Standardization: Brussels, Belgium, 2008. 11. CEN. European Committee for Standardization—EN ISO 15217. Energy Performance of Buildings. Methods for Expressing Energy Performance and for Energy Certification of Buildings; European Committee
for Standardization: Brussels, Belgium, 2011. 12. Maldonado, E. Concerted Action. Supporting Transposition and Implementation of the Directive 2002/91/EC
(EPBD); European Commission: Brussels, Belgium, 2010. 13. Spiekman, M.; Dijk, D.V. Comparing Energy Performance requirements over Europe. References ASIEPI—Assessment and
Improvement of the EPBD Impact; European Comission Brussels, Belgium, 2008. 14. Galiano, A.; Echarri, V. Analysis of the quality of public urban space through a graphical analysis method. WIT Trans. Ecol. Environ. 2014, 191, 1623–1636. 15. Galiano-Garrigós, A.; García-Figueroa, A.; Rizo-Maestre, C.; González-Avilés, Á. Evaluation of BIM energy
performance and CO2 emissions assessment tools: A case study in warm weather. Build. Res. Inf. 2019,
47, 787–812. [CrossRef] 16. Government of Spain. Royal Decree 235/2013, of 5 April, Approving the Basic Procedure for the Certification of the
Energy Performance of Buildings; Ministry of the Presidency: Madrid, Spain, 2013. 17. Casals, X.G. Analysis of building energy regulation and certification in Europe: Their role, limitations
and differences. Energy Build. 2006, 38, 381–392. [CrossRef] 8. Economidou, M. Energy performance requirements for buildings in Europe. REHVA J. 2012, 2012, 16–2 19. European Parlament and Council of the European Comunity. Directive 2010/31/EU of the European Parlament
and of the Council of 19 May 2010 on the Energy Performance of Buildings; European Parlament and Council of
the European Comunity: Brussels, Belgium, 2010. 20. European Parlament and Council of the European Comunity. Directive (EU) 2018/844 of the European
Parliament and of the Council of 30 May 2018 Amending Directive 2010/31/EU on the Energy Performance of
Buildings and Directive 2012/27/EU on Energy Efficiency; European Parlament and Council of the European
Comunity: Brussels, Belgium, 2018. 21. Bruce-Hyrkäs, T.; Pasanen, P.; Castro, R. Overview of Whole Building Life-Cycle Assessment for Green
Building Certification and Ecodesign through Industry Surveys and Interviews. Procedia CIRP 2018, 69,
178–183. [CrossRef] 22. EU Commission. Commission Delegated Regulation (EU) No 244/2012 of 16 January 2012 Supplementing Directive
2010/31/EU of the European Parliament and of the Council on the Energy Performance of Buildings by Establishing a
Comparative Methodology Framework for Calculating; EU Commission: Brussels, Belgium, 2012. 23. Minitry of Development. Report on Cost Optimal Calculations and Comparison with the Current and Future
Energy; Ministry of Development: Madrid, Spain, 2012. 24. Government of Spain. NBE CT-79. Thermal Conditions in Buildings (Condiciones Térmicas en los Edificios);
Government of Spain: Madrid, Spain, 1979. 25. CTE. Spanish Building Technical Code; CTE: Madrid, Spain, 2006. 25. CTE. Spanish Building Technical Code; CTE: Madrid, Spain, 2006. 25. CTE. Spanish Building Technical Code; CTE: Madrid, Spain, 2006. 26
Government of Spain LEY 38/1999 de 5 de Noviembre de Ordenación de la Edificación; Government of Spain: 26. Government of Spain. References LEY 38/1999, de 5 de Noviembre, de Ordenación de la Edificación; Government of Spain:
Madrid, Spain, 1999. Sustainability 2019, 11, 4946 26 of 27 26 of 27 27. Government of Spain. CTE (Technical Building Code in Spain) Basic Document, Energy Saving DB-HE; CTE:
Madrid, Spain, 2017. 28. Government of Spain. Real Decreto 47/2007, de 19 de enero, por el que se Aprueba el Procedimiento Básico
para la Certificación de Eficiencia Energética de Edificios de Nueva Construcción; Ministry of the Presidency:
Madrid, Spain, 2007. 29. Órgano Ministerio de la Presidencia y para las Administraciones Territoriales. Real Decreto 564/2017, de 2 de
junio, por el que se Modifica el Real Decreto 235/2013, de 5 de Abril, por el que se Aprueba el Procedimiento Básico
para la Certificación de la Eficiencia Energética de los Edificios; Ministry of the Presidency: Madrid, Spain, 2017. 30. Yilmaz, Z. Evaluation of energy efficient design strategies for different climatic zones: Comparison of
thermal performance of buildings in temperate-humid and hot-dry climate. Energy Build. 2007, 39, 306–316. [CrossRef] 31. Williams, B.E.B.E. Overcoming Barriers to Energy Efficiency for Rental Housing. Ph.D. Thesis, Massachusetts
Institute of Technology, Cambridge, MA, USA, 2008. 32. Baek, C.; Park, S. Policy measures to overcome barriers to energy renovation of existing buildings. Renew. Sustain. Energy Rev. 2012, 16, 3939–3947. [CrossRef] 33. UN Environment and International Energy Agency. Global Status Report: Towards a Zero-Emission, Efficient,
and Resilient Buildings and Construction Sector; UN Environment and International Energy Agency: Paris,
France, 2017. 34. Bianco, V.; Righi, D.; Scarpa, F.; Tagliafico, L.A. Modeling energy consumption and efficiency measures in
the Italian hotel sector. Energy Build. 2017, 149, 329–338. [CrossRef] 35. De Luxán, M.; Vázquez Espí, M.; Barbero, M.; Román E., Gómez G. Actuaciones con Criterios de Sostenibilidad en la
Rehabilitación de Viviendas en el Centro de Madrid; Empresa Municipal de la Vivienda y Suelo de Madrid: Madrid,
Spain, 2009; p. 235. 36. Berg, F.; Flyen, A.C.; Godbolt, A.L.; Broström, T. User-driven energy efficiency in historic buildings: A review. J. Cult. Herit. 2017, 28, 188–195. [CrossRef] 37. Berg, F.; Fuglseth, M. Life cycle assessment and historic buildings: Energy-efficiency refurbishment versus
new construction in Norway. J. Archit. Conserv. 2018, 24, 152–167. [CrossRef] 8. International Organization for Standardization. ISO 15686-5:2017—Buildings and Constructed Assets—Ser
Life Planning—Part 5: Life-Cycle Costing; ISO: Geneva, Switzerland, 2017. 39. Ost, C.; Van Droogenbroeck, N. Report on Economics of Conservation. References An Appraisal of Theories, Principles
and Methods, Center for Economic Research; ICOMOS: Brussels, Belgium; Economics Committee: Brussels,
Belgium, 1998. 40. Abo-Elmagd, M.; Saleh, A.; Afifi, G. Evaluation of radon related parameters in environmental samples from
Jazan city, Saudi Arabia. J. Radiat. Res. Appl. Sci. 2018, 11, 104–110. [CrossRef] 41. Barrionuevo, A.S. Análisis de estrategias bioclimáticas aplicadas a edificaciones nZEB; University of Miguel
Hernández: Elche, Spain, 2019; Volume 4, p. 4. 42. Jalaei, F.; Jrade, A. Integrating Building Information Modeling (BIM) and energy analysis tools with green
building certification system to conceptually design sustainable buildings. J. Inf. Technol. Constr. 2014,
19, 494–519. ,
43. Boussabaine, H.A.; Kirkham, R.J. Whole Life-Cycle Costing; Blackwell Publishing Ltd.: Oxford, UK, 2004. 4. Galiano-Garrigós, A.; Andújar-Montoya, M.D. Building information modelling in operations of maintena
at the university of alicante. Int. J. Sustain. Dev. Plan. 2018, 13, 1–11. [CrossRef] 45. Kneifel, J. Life-cycle carbon and cost analysis of energy efficiency measures in new commercial buildings. Energy Build. 2010, 42, 333–340. [CrossRef] 46. Luxán García de Diego, M. D.; Gómez Munoz, G.M.; Román López, M.E. Cuentas Energéticas no Habituales
en Edificación Residencial. Inf. Constr. 2016, 67, 125–134. [CrossRef] 47. Diao, L.; Sun, Y.; Chen, Z.; Chen, J. Modeling energy consumption in residential buildings: A bottom-up
analysis based on occupant behavior pattern clustering and stochastic simulation. Energy Build. 2017, 147,
47–66. [CrossRef] 48. Hong, T.; Taylor-Lange, S.C.; D’Oca, S.; Yan, D.; Corgnati, S.P. Advances in research and applications of
energy-related occupant behavior in buildings. Energy Build. 2016, 116, 694–702. [CrossRef] 49. Zhang, Y.; Bai, X.; Mills, F.P.; Pezzey, J.C. Rethinking the role of occupant behavior in building energy
performance: A review. Energy Build. 2018, 172, 279–294. [CrossRef] 27 of 27 Sustainability 2019, 11, 4946 50. Power, A. Does demolition or refurbishment of old and inefficient homes help to increase our environmental,
social and economic viability? Energy Policy 2008, 36, 4487–4501. [CrossRef] 51. Tirado Herrero, S.; Jiménez Meneses, L.; López Fernández, J.L.; Martín García, J.; Perero-Van-Hove, E. Pobreza
Energética en España. Análisis de Tendencias; Asociación de Ciencias Ambientales: Madrid, Spain, 2014; p. 175. 51. Tirado Herrero, S.; Jiménez Meneses, L.; López Fernández, J.L.; Martín García, J.; Perero-Van-Hove, E. Pobreza
Energética en España. Análisis de Tendencias; Asociación de Ciencias Ambientales: Madrid, Spain, 2014; p. 175. 52. Langdon, D. Literature Review of Life Cycle Costing (LCC) and Life Cycle Assessment (LCA); Davis Langdon p
Energética en España. References Análisis de Tendencias; Asociación de Ciencias Ambientales: Madrid, Spain, 2014; p. 175. 52. Langdon, D. Literature Review of Life Cycle Costing (LCC) and Life Cycle Assessment (LCA); Davis Langdon
Management Consulting: London, UK, 2006. 52. Langdon, D. Literature Review of Life Cycle Costing (LCC) and Life Cycle Assessment (LCA); Davis Langdon
Management Consulting: London, UK, 2006. 53. Langdon, D. Life Cycle Costing (LCC) as a Contribution to Sustainable Construction: A Common Methodology;
Davis Langdon Management Consulting: London, UK, 2007. 54. Khasreen, M.M.; Banfill, P.F.; Menzies, G.F. Life-cycle assessment and the environmental impact of buildings:
A review. Sustainability 2009, 1, 674–701. [CrossRef] 55. Fouseki, K.; Cassar, M. Energy Efficiency in Heritage Buildings—Future Challenges and Research Needs. Hist. Environ. Policy Pract. 2014, 5, 95–100. [CrossRef] 56. Ferreira, J.V.; Domingos, I. Assessment of Portuguese thermal building legislation in an energetic and
environmental perspective. Energy Build. 2011, 43, 3729–3735. [CrossRef] 57. Sousa, G.; Jones, B.M.; Mirzaei, P.A.; Robinson, D. A review and critique of UK housing stock energy models,
modelling approaches and data sources. Energy Build. 2017, 151, 66–80. [CrossRef] 58. Zamperini, E.; Cinieri, V. Lifecycle oriented approach for sustainable preservation of historical built heritage. In Proceedings of the International Conference Built Heritage 2013 Monitoring Conservation Management,
Milan, Italy, 18–20 November 2013. 59. Meola, C.; Maio, R.D.; Roberti, N.; Carlomagno, G.M. Application of infrared thermography and geophysical
methods for defect detection in architectural structures. Eng. Fail. Anal. 2005, 12, 875–892. [CrossRef] 60. Tadeu, S.; Rodrigues, C.; Tadeu, A.; Freire, F.; Simões, N. Energy retrofit of historic buildings: Environmental
assessment of cost-optimal solutions. J. Build. Eng. 2015, 4, 167–176. [CrossRef] 61. Cabeza, L.; de Gracia, A.; Pisello, A. Integration of renewable technologies in historical and heritage
buildings: A review. Energy Build. 2018, 177, 96–111. [CrossRef] 62. Ministerio para la Transición Ecológica–Energía. Análisis de Precisión–Edificios Nuevos. Available online:
https://energia.gob.es/es-es/Paginas/index.aspx (accessed on 15 May 2019). 63. Casals, X.G. Problems of Variable References in the Energy Certification of Buildings; Conama 9; Congreso
Nacional del Medio Ambiente: Madrid, Spain, 2009. © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/).
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Exploration of PM&lt;sub&gt;2.5&lt;/sub&gt; sources on the regional scale in the Pearl River Delta based on ME-2 modeling
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Atmospheric chemistry and physics
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Correspondence: Ling-Yan He (hely@pku.edu.cn) Correspondence: Ling-Yan He (hely@pku.edu.cn) Received: 11 March 2018 – Discussion started: 20 March 2018
Revised: 23 July 2018 – Accepted: 24 July 2018 – Published: 16 August 2018 Received: 11 March 2018 – Discussion started: 20 March 2018
Revised: 23 July 2018 – Accepted: 24 July 2018 – Published: 16 August 2018 Abstract. The Pearl River Delta (PRD) of China, which has
a population of more than 58 million people, is one of the
largest agglomerations of cities in the world and had se-
vere PM2.5 pollution at the beginning of this century. Due
to the implementation of strong pollution control in recent
decades, PM2.5 in the PRD has continuously decreased to
relatively lower levels in China. To comprehensively under-
stand the current PM2.5 sources in the PRD to support fu-
ture air pollution control strategies in similar regions, we
performed regional-scale PM2.5 field observations coupled
with a state-of-the-art source apportionment model at six
sites in four seasons in 2015. The regional annual average
PM2.5 concentration based on the 4-month sampling was de-
termined to be 37 µgm−3, which is still more than 3 times
the WHO standard, with organic matter (36.9 %) and SO2−
4
(23.6 %) as the most abundant species. A novel multilin-
ear engine (ME-2) model was first applied to a comprehen-
sive PM2.5 chemical dataset to perform source apportion-
ment with predetermined constraints, producing more envi-
ronmentally meaningful results compared to those obtained
using traditional positive matrix factorization (PMF) model-
ing. The regional annual average PM2.5 source structure in
the PRD was retrieved to be secondary sulfate (21 %), vehi-
cle emissions (14 %), industrial emissions (13 %), secondary
nitrate (11 %), biomass burning (11 %), secondary organic
aerosol (SOA, 7 %), coal burning (6 %), fugitive dust (5 %),
ship emissions (3 %) and aged sea salt (2 %). Analyzing the
spatial distribution of PM2.5 sources under different weather
conditions clearly identified the central PRD area as the key emission area for SO2, NOx, coal burning, biomass burning,
industrial emissions and vehicle emissions. Correspondence: Ling-Yan He (hely@pku.edu.cn) It was further es-
timated that under the polluted northerly air flow in winter,
local emissions in the central PRD area accounted for ap-
proximately 45 % of the total PM2.5, with secondary nitrate
and biomass burning being most abundant; in contrast, the
regional transport from outside the PRD accounted for more
than half of PM2.5, with secondary sulfate representing the
most abundant transported species. 1
Introduction With China’s rapid economic growth and urbanization, air
pollution has become a serious problem in recent decades. Due to its smaller size, fine particulate matter (PM2.5) can
carry toxic chemicals into human lungs and bronchi, caus-
ing respiratory diseases and cardiovascular diseases that can
harm human health (Sarnat et al., 2008; Burnett et al., 2014). In particular, long-term exposure to high concentrations of
fine particulate matter can also lead to premature death
(Lelieveld et al., 2015). The Chinese government has at-
tached great importance to improving air quality and issued
the “Air Pollution Prevention and Control Action Plan” in
September 2013, clearly requiring the concentration levels
of fine particulate matter in a few key regions, including the
Pearl River Delta (PRD), to drop by 2017 from 15 % to 25 %
of their values in 2012. The PRD is one of the fastest-growing
regions in China and the largest urban agglomeration in Exploration of PM2.5 sources on the regional scale in the Pearl River
Delta based on ME-2 modeling Xiao-Feng Huang1, Bei-Bing Zou1, Ling-Yan He1, Min Hu2, André S. H. Prévôt3, and Yuan-Hang Zhang2
1Key Laboratory for Urban Habitat Environmental Science and Technology, School of Environment and Energy,
Peking University Shenzhen Graduate School, Shenzhen, 518055, China
2State Key Joint Laboratory of Environmental Simulation and Pollution Control, College of Environmental Sciences
and Engineering, Peking University, Beijing, 100871, China
3Paul Scherrer Institute (PSI), 5232 Villigen-PSI, Switzerland Atmos. Chem. Phys., 18, 11563–11580, 2018
https://doi.org/10.5194/acp-18-11563-2018
© Author(s) 2018. This work is distributed under
the Creative Commons Attribution 4.0 License. 2.1
Sampling and chemical analysis Samples were collected every other day during a 1-month-
long period for each season in 2015, and Table 2 contains
the detailed sampling information for reference. Each sam-
pling period lasted for 24 h at each site. The sampling sites of
University Town (UT) and Dapeng (DP) used Thermo 2300
PM2.5 samplers (Thermo Fisher Scientific Inc., Waltham,
Massachusetts, USA, with a flow rate of 16.7 L min−1 for
two channels and a flow rate of 10.0 L min−1 for the other
two channels), while those in Modiesha (MDS), Heshan
(HS), Qi’ao Island (QA) and Doumen (DM) used TH-16A
PM2.5 samplers (Tianhong Corp., Wuhan, China, with a flow
rate of 16.7 L min−1 for four channels). Prior to the sam-
pling campaigns, the six instruments sampled in parallel
three times, and each time lasted for 12 h. The standard de-
viation of the PM2.5 mass concentrations obtained by the
six samplers in each parallel sampling was within 5 %. The
all sample boxes were then sealed with Parafilm, stored in
an ice-packed cooler during transportation, and stored un-
der freezing temperatures before analysis. A total of 362
valid samples (15–16 samples at each site for each season)
were collected in this study. In addition, to track the possi-
ble contamination caused by the sampling treatment, a field
blank sample was collected at each site for each season. The
PM2.5 mass can be obtained based on the difference in the
weight of the Teflon filter before and after sampling in a clean
room at conditions of 20 ◦C and 50 % relative humidity, ac-
cording to the Quality Assurance and Quality Control pro-
cedures of the National Environmental Protection Standard
(NEPS; MEE, 2013b). The Teflon filters were analyzed for
their major ion contents (SO2−
4 , NO−
3 , NH+
4 and Cl−) via an
ion chromatography system (ICS-2500, Dionex; Sunnyvale,
California, USA), following the guidelines of NEPS (MEE,
2016a, b). The metal element contents (23 species) were an-
alyzed via an inductively coupled plasma mass spectrometer
(ICP-MS, auroraM90; Bruker, Germany), also following the
guidelines of NEPS (MEE, 2013a). 2.1
Sampling and chemical analysis The PRD is located in south central Guangdong Province. Based on the layout of the cities in the PRD, six sampling
sites were selected to represent urban, suburban, and back-
ground sites. Detailed descriptions of these sampling sites
are listed in Table 1, and their locations are shown on the
regional map in Fig. 1. In recent years, the receptor model method (commonly,
positive matrix factorization, PMF) in the PRD was applied
to perform the source apportionment of PM2.5, which was
carried out in several major cities, including Guangzhou
(Gao et al., 2013; Liu et al., 2014; Wang et al., 2016),
Shenzhen (X. F. Huang et al., 2014), Dongguan (Wang et
al., 2015; Zou et al., 2017) and Foshan (Tan et al., 2016). However, the above source apportionment studies only fo-
cused on part of PM2.5 (e.g., organic matter) or a single
city in the PRD (e.g., Shenzhen and Dongguan), lacking the
extensive representation of the PRD region in terms of si-
multaneous sampling in multiple cities. Since the lifetime of
PM2.5 in the surface layer of the atmosphere is days to weeks
and the cities in the PRD are closely linked, the transport of
PM2.5 between cities is specifically noteworthy (Hagler et
al., 2006). Conversely, although the PMF model has been
successfully applied to source apportionment in the PRD,
the apportionment with PMF has high rotational ambigu-
ity and can output non-meaningful or mixed factors. Under
such conditions, the multilinear engine (ME-2) model can
guide the rotation toward a more objective optimal solution
by utilizing a priori information (i.e., predetermined factor
profiles). In recent years, ME-2, initiated and controlled via
the Source Finder (SoFi) written by the Paul Scherrer Insti-
tute, was successfully developed to apportion the sources of
organic aerosols (Canonaco et al., 2013). The novel ME-2
model has become a widely used and successful source anal-
ysis technique (e.g., Crippa et al., 2014; Fröhlich et al., 2015;
Visser et al., 2015; Elser et al., 2016; Reyes-Villegas et
al., 2016). The key challenges in running ME-2 are the con-
struction of the appropriate constraint source profiles and the
determination of factor numbers, and PMF could serve as the
first step when using ME-2 for the determination of the a pri-
ori information needed. X.-F. Huang et al.: Source apportionment of PM2.5 in PRD the world; it includes the cities of Guangzhou, Shenzhen,
Zhuhai, Dongguan, Foshan, Huizhou, Zhongshan, Zhaoqing,
and Jiangmen and contains more than 58 million people. The
PM2.5 concentration in this region reached a high level of
58 µgm−3 in 2007 (Nanfang Daily, 2016); however, the air
quality has significantly improved due to the implementa-
tion of strict air pollution control measures, which were im-
plemented earlier here than in other regions in China. The
annual average concentration of PM2.5 in the PRD dropped
to 34 µgm−3 in 2015 (Ministry of Environmental Protection,
2016). elemental carbon (EC), organic mass (OM), inorganic ions
and metal elements) to identify the sources of bulk PM2.5 on
the regional scale of the PRD; then, the spatial locations of
the sources were systematically explored using the analysis
of weather conditions. Published by Copernicus Publications on behalf of the European Geosciences Union. Published by Copernicus Publications on behalf of the European Geosciences Union. 11564 X.-F. Huang et al.: Source apportionment of PM2.5 in PRD X. F. Huang et al.: Source apportionment of PM2.5 in PRD
Table 1. Description of the sampling sites in the PRD. Site
Site code
Coordinates
Site description
Doumen
DM
Lat: 22.23◦N
Suburban
Contains industrial areas
Long: 113.30◦E
Qi’ao Island
QA
Lat: 22.43◦N
Background
An area for ecotourism
Long: 113.63◦E
Heshan
HS
Lat: 22.73◦N
Suburban
Contains industrial areas and farmlands
Long: 112.93◦E
Modiesha
MDS
Lat: 23.11◦N
Urban
Contains dense urban traffic
Long: 113.33◦E
University town
UT
Lat: 22.59◦N
Urban
Contains urban traffic
Long: 113.98◦E
Dapeng
DP
Lat: 22.63◦N
Background
An area for ecotourism
Long: 114.41◦E
Figure 1. Spatial distribution of the sampling sites in the PRD. Table 1. Description of the sampling sites in the PRD. Figure 1. Spatial distribution of the sampling sites in the PRD. Figure 1. Spatial distribution of the sampling sites in the PRD. back trajectories of the air masses obtained using the NOAA
HYSPLIT model (Fig. S1 in the Supplement) revealed that
the air masses originated from the northern inland in winter,
from the northern inland and the South China Sea in spring,
from the South China Sea in summer, and from the northeast
coast and the northern inland in fall. Nevada, USA), following the IMPROVE protocol (Chow et
al., 1993). The overall OM was estimated as 1.8× OC. In a
previous aerosol mass spectrometer (AMS) measurement for
PM1, the OM / OC ratio was measured to be 1.6 for an urban
atmosphere (He et al., 2011) and 1.8 for a rural atmosphere
(Huang et al., 2011). We adopted a uniform OM / OC ratio
of 1.8 in this study because it is assumed that the mass dif-
ference between PM1 and PM2.5 may mostly contain aged
regional aerosol with higher OM / OC. Changes in meteorological conditions with the seasons
have significant influences on the air quality in the PRD
(Hagler et al., 2006). The same type of weather is often re-
peated. Physick and Goudey (2001) classified the weather
over the region surrounding Hong Kong into seven cate-
gories based on surface pressure patterns, i.e., as northerly
(winter monsoon), northeasterly (winter monsoon), easterly
or southeasterly, trough, southerly or southwesterly (sum-
mer monsoon), and cyclonic 1 and cyclonic 2 weather types. The PRD region, including Hong Kong, has nearly similar
weather patterns and similar meteorological conditions. In 2.1
Sampling and chemical analysis The Quartz filters were
analyzed for organic carbon (OC) and EC contents using an
OC–EC analyzer (2001A, Desert Research Institute, Reno, Accurately understanding the regional characteristics of
PM2.5 sources in the PRD can certainly guide the regional
joint prevention and control of PM2.5 in this region and pro-
vide useful references for future air pollution control strate-
gies in China. Thus, in this study, the PM2.5 mass and chemi-
cal compositions were measured during four seasons in 2015
at six sites in the PRD, which basically represent the pollu-
tion level of the PRD on a regional scale rather than on a city
scale. For the first time, the novel ME-2 model via the SoFi
was applied to a comprehensive chemical dataset (including Atmos. Chem. Phys., 18, 11563–11580, 2018 www.atmos-chem-phys.net/18/11563/2018/ 11565 X.-F. Huang et al.: Source apportionment of PM2.5 in PRD
Table 1. Description of the sampling sites in the PRD. Site
Site code
Coordinates
Site description
Doumen
DM
Lat: 22.23◦N
Suburban
Contains industrial areas
Long: 113.30◦E
Qi’ao Island
QA
Lat: 22.43◦N
Background
An area for ecotourism
Long: 113.63◦E
Heshan
HS
Lat: 22.73◦N
Suburban
Contains industrial areas and farmlands
Long: 112.93◦E
Modiesha
MDS
Lat: 23.11◦N
Urban
Contains dense urban traffic
Long: 113.33◦E
University town
UT
Lat: 22.59◦N
Urban
Contains urban traffic
Long: 113.98◦E
Dapeng
DP
Lat: 22.63◦N
Background
An area for ecotourism
Long: 114.41◦E
Figure 1. Spatial distribution of the sampling sites in the PRD. X.-F. Huang et al.: Source apportionment of PM2.5 in PRD Atmos. Chem. Phys., 18, 11563–11580, 2018 www.atmos-chem-phys.net/18/11563/2018/ Table 3. Sampling days categorized as southerly flow and northerly flow days. Table 3. Sampling days categorized as southerly flow and northerly flow days. Table 3. Sampling days categorized as southerly flow and northerly flow days. Southerly
Wind speed
PM2.5
Northerly
Wind speed
PM2.5
flow
(m s−1)
(µgm−3)
flow
(m s−1)
(µgm−3)
1 Jul 2015
2.6
16
18 Jan 2015
2.3
78
3 Jul 2015
3.6
17
20 Jan 2015
1.5
82
15 Jul 2015
1.9
17
3 Feb 2015
2
75
23 Jul 2015
2.6
12
7 Feb 2015
1.7
101
25 Jul 2015
2
13
9 Feb 2015
2.2
75
29 Jul 2015
1.3
12 where eij are the elements of the residual matrix E, and uij
are the errors/uncertainties of the measured species xij. this study, the daily weather types during the observation pe-
riod (excluding rainy days) were also classified into seven
categories based on surface pressure patterns. However, ac-
cording to the surface horizontal wind vectors, the PRD
was mostly impacted by two types of airflow, i.e., southerly
flow and northerly flow. Southerly flow, including the south-
easterly and southerly or southwesterly (summer monsoon)
weather types, was relatively clean and originated from the
ocean (e.g., Figs. S2 and S4). Northerly flow, including the
northerly (winter monsoon) and northeasterly (winter mon-
soon) weather types, was relatively polluted and originated
from the north mainland (e.g., Figs. S3 and S5). Southerly
flow and northerly flow appeared with the highest frequency
in the PRD (i.e., above 80 %), followed by cyclone (10 %),
easterly (2 %) and trough (2 %). In this study, southerly flow
days (PM2.5 ≤17 µgm−3; see Table 3) were selected to bet-
ter reflect the local source regions in the PRD, and northerly
flow days (PM2.5 ≥75 µgm−3; see Table 3) were selected to
better understand the pollution accumulation process and re-
gional transport characteristics of pollutants in the PRD. The
sampling days for southerly flow and northerly flow are listed
in Table 3. X = G × F + E
(1)
Q =
Xn
i=1
Xm
j=1
eij
uij
2
(2) (1)
(2) (2) The multilinear engine (ME-2) was later developed by
Paatero (1999) based on the PMF algorithm. In contrast to
an unconstrained PMF analysis, ME-2 can utilize the con-
straints (i.e., predetermined factor profiles) provided by the
user to enhance the control of rotation for a more objective
solution. Table 3. Sampling days categorized as southerly flow and northerly flow days. One or more factor profiles can be expediently input
into ME-2, and the output profiles are allowed to vary from
the input profiles to some extent. When using ME-2 model-
ing, the mixed factors can usually be better resolved. In this study, both PMF and ME-2 models were run for
the datasets observed in the PRD. We first need to deter-
mine the species input into the models. Species that may
lead to high species residuals or lower R2 values between
measured and model-predicted or non-meaningful factors,
such as those that fulfilled the following criteria, were not
included: (1) species that were below detection in more than
40 % of samples, (2) species that yielded R2 values of less
than 0.4 in interspecies correlation analysis, and (3) species
that had little implication for pollution sources and lower
concentrations. Therefore, 18 species were input into the
models; these species accounted for 99.6 % of the total mea-
sured species and included OM, EC, SO2−
4 , NO−
3 , NH+
4 , Cl−,
K, Ca, Na, Mg, Al, Zn, Fe, Cd, V, Ni, Ti and Pb. 2.2
Meteorological conditions and weather
classification The meteorological conditions during the observation period,
shown in Table 2, indicated that the PRD region experienced
a hot and humid summer and a cool and dry winter, while
spring and fall were two transition seasons. Furthermore, the Atmos. Chem. Phys., 18, 11563–11580, 2018 www.atmos-chem-phys.net/18/11563/2018/ 11566
X.-F. Huang et al.: Source apportionment of PM2.5 in PRD
Table 2. General meteorological conditions during the observation period in the PRD. Mean temp. Rainfall
Mean RH
Mean wind
Predominant
(◦C)
(mm)
(%)
speed (m s−1)
wind direction
Winter (10 Jan–9 Feb)
17
35
63 %
2.1
ENE
Spring (2 Apr–30 Apr)
23
61
72 %
1.8
SSW
Summer (1 Jul–29 Jul)
29
244
74 %
2.1
SW
Fall (11 Oct–10 Nov)
25
92
68 %
1.7
NNE
Table 3. Sampling days categorized as southerly flow and northerly flow days. Southerly
Wind speed
PM2.5
Northerly
Wind speed
PM2.5
flow
(m s−1)
(µgm−3)
flow
(m s−1)
(µgm−3)
1 Jul 2015
2.6
16
18 Jan 2015
2.3
78
3 Jul 2015
3.6
17
20 Jan 2015
1.5
82
15 Jul 2015
1.9
17
3 Feb 2015
2
75
23 Jul 2015
2.6
12
7 Feb 2015
1.7
101
25 Jul 2015
2
13
9 Feb 2015
2.2
75
29 Jul 2015
1.3
12 X.-F. Huang et al.: Source apportionment of PM2.5 in PRD X.-F. Huang et al.: Source apportionment of PM2.5 in PRD 11566 Table 2. General meteorological conditions during the observation period in the PRD. Mean temp. Rainfall
Mean RH
Mean wind
Predominant
(◦C)
(mm)
(%)
speed (m s−1)
wind direction
Winter (10 Jan–9 Feb)
17
35
63 %
2.1
ENE
Spring (2 Apr–30 Apr)
23
61
72 %
1.8
SSW
Summer (1 Jul–29 Jul)
29
244
74 %
2.1
SW
Fall (11 Oct–10 Nov)
25
92
68 %
1.7
NNE ble 2. General meteorological conditions during the observation period in the PRD. 2.3
Input data matrices for source apportionment
modeling The uncertainties of SO2−
4 , NH+
4 and all metal
elements, which have scaled residuals larger than ±3 due to
the small analytical uncertainties, need to be increased to re-
duce their weights in the solution (Norris and Duvall, 2014). In addition, the uncertainties of EC caused by pyrolyzed car-
bon (PC) and the uncertainties of OM, NO−
3 and Cl−due to
semi-volatility under high ambient temperatures should also
be taken into account (Cao et al., 2018). In this study, more
reasonable source profiles can be obtained when further in-
creasing the estimated uncertainties (uc) of all species by a
factor of 2. where uf is the relative error of the sampling volume, ur is
the relative error of the repeatability analysis of the standard
species, and ue is the relative error of the ion extraction of
multiple samples. When the concentration of the species is
below the detection limit (DL), the concentration values were
replaced by 1/2 of the DL, and the corresponding uncertain-
ties were set at 5/6 of the DL. Missing values were replaced
by the geometric mean of the species with corresponding
uncertainties of 4 times their geometric mean (Polissar et
al., 1998). The uncertainties of SO2−
4 , NH+
4 and all metal
elements, which have scaled residuals larger than ±3 due to
the small analytical uncertainties, need to be increased to re-
duce their weights in the solution (Norris and Duvall, 2014). In addition, the uncertainties of EC caused by pyrolyzed car-
bon (PC) and the uncertainties of OM, NO−
3 and Cl−due to
semi-volatility under high ambient temperatures should also
be taken into account (Cao et al., 2018). In this study, more
reasonable source profiles can be obtained when further in-
creasing the estimated uncertainties (uc) of all species by a
factor of 2. SoFi is a user-friendly interface developed by PSI for ini-
tiating and controlling ME-2 (Canonaco et al., 2013), and it
can conveniently constrain multiple factor profiles. Although
the U.S. EPA PMF v5.0 can also use some a priori informa-
tion (such as the ratio of elements in factor) to control the
rotation after the base run, it is not able to use multiple con-
strained factor profiles to control the rotation (Norris and Du-
vall, 2014). Therefore, SoFi is a more convenient and pow-
erful tool to establish various constrained factors for source
apportionment modeling. 2.3
Input data matrices for source apportionment
modeling PMF is a multivariate factor analysis tool widely used for
aerosol source apportionment. The PMF algorithm groups
the measured matrix X (Eq. 1) into two nonnegative constant
matrices G (factor time series) and F (factor profiles), and E
denotes the model residuals (Paatero and Tapper, 1994). The
entries in G and F are fitted using a least-squares algorithm
that iteratively minimizes the object function Q in Eq. (2), The application of PMF or ME-2 also depends on the esti-
mated realistic uncertainty (uij) of the individual data point
of an input matrix, which determines the Q value in Eq. (2). Therefore, the estimation of uncertainty is an important com- Atmos. Chem. Phys., 18, 11563–11580, 2018 www.atmos-chem-phys.net/18/11563/2018/ X.-F. Huang et al.: Source apportionment of PM2.5 in PRD X.-F. Huang et al.: Source apportionment of PM2.5 in PRD
11567
Table 4. The constraints of factor species for ME-2 modeling. Factors
OM
EC
Cl−
NO−
3
SO2−
4
NH+
4
Ca
Ti
V
Ni
Zn
Cd
Pb
Na
Mg
Al
K
Fe
Secondary sulfate
–
0
0
0
–
–
0
0
0
0
0
0
0
0
0
0
0
0
Secondary nitrate
–
0
0
–
0
–
0
0
0
0
0
0
0
0
0
0
0
0
Sea salt
0
0
–
–
–
0
–
0
0
0
0
0
0
–
–
0
–
0
Fugitive dust
0
0
0
0
0
0
–
–
0
0
0
0
0
–
–
–
–
– 11567 Table 4. The constraints of factor species for ME-2 modeling. ponent of the application of these models. There are many
sources of uncertainty, including sampling, handling, trans-
port, storage, preparation and testing (Leiva et al., 2012). In
this study, the sources of uncertainty that contributed little to
the total uncertainty could be neglected, such as replacing fil-
ters, sample transport and sample storage under strict quality
assurance and quality control. Therefore, we first considered
the uncertainties introduced by sampling and analysis pro-
cesses, such as sampling volume, repeatability analysis and
ion extraction. The species uncertainties uij are estimated
using Eq. (3), where uc is the error fraction of the species,
which is estimated using the relative combined error formula
Eq. (4) (BIPM et al., 2008). proximately symmetrically distributed between −3 and +3
(Fig. S6) and the most interpretable factor profiles (Fig. S7). 2.3
Input data matrices for source apportionment
modeling Using the same species concentra-
tion matrix and uncertainties matrix, we ran the ME-2 model
via SoFi for 9–12 factors with the four factors constrained as
described above, as shown in Table 4. The following consid-
erations were used. Secondary sulfate and secondary nitrate
factors should theoretically not contain species from primary
particulates, but they may contain secondary organic matter
related to the secondary conversion process of SO2 and NOx
(He et al., 2011; Z. B. Yuan et al., 2006; X. F. Huang et 2.3
Input data matrices for source apportionment
modeling The model-input total mass of the 18 species and the model-
reconstructed total mass of all the factors showed a high cor-
relation (R2 = 0.97, slope = 1.01) (Fig. S8). The factor of
biomass burning was not extracted in the eight-factor solu-
tion, while the factor of fugitive dust was separated into two
non-meaningful factors when more factors were set to run
PMF. For the nine-factor solution of secondary sulfate-rich
aerosol, secondary nitrate-rich aerosol, aged sea salt, fugi-
tive dust, biomass burning, vehicle emissions, coal burning,
industrial emissions and ship emissions, the source judgment
based on tracers for each factor was identical to that of the
ME-2 results detailed in Sect. 3.2. However, in Fig. S7, some
factors seemed to be mixed by some unexpected components
and were thus overestimated. For example, the secondary
sulfate-rich and secondary nitrate-rich factors of PMF had
certain species from primary particulates, such as EC, Zn,
Al, K and Fe, among which EC had obvious percentage ex-
plained variation (EV) values, i.e., the percent of a species
apportioned to the factor, of 18.7 % and 9.7 %; the EV value
of OM in the sea salt factor (which was theoretically negligi-
ble) had a high value of 6.4 %, and OM accounted for 37 %
of the total mass of this factor; the EV value of SO2−
4
in the
fugitive dust factor (which was theoretically negligible) had
a high value of 8.6 %, and the SO2−
4
concentration accounted
for 26 % of the total mass of this factor. uij = uc × xij,
(3)
uc =
q
u2
f + u2
r + u2
e,
(4) (3) (4) where uf is the relative error of the sampling volume, ur is
the relative error of the repeatability analysis of the standard
species, and ue is the relative error of the ion extraction of
multiple samples. When the concentration of the species is
below the detection limit (DL), the concentration values were
replaced by 1/2 of the DL, and the corresponding uncertain-
ties were set at 5/6 of the DL. Missing values were replaced
by the geometric mean of the species with corresponding
uncertainties of 4 times their geometric mean (Polissar et
al., 1998). 2.4
Constraint setup in ME-2 modeling In this study, the U.S. EPA PMF v5.0 was applied with
the concentration matrix and uncertainties matrix described
above to identify the PM2.5 sources. After examining a range
of factor numbers from 3 to 12, the nine-factor solution out-
put by the PMF base run (Qtrue / Qexp = 2.5) was found
to be the optimal solution, with the scaled residuals ap- Atmos. Chem. Phys., 18, 11563–11580, 2018 X.-F. Huang et al.: Source apportionment of PM2.5 in PRD OM
36.9 %
EC
6.6 %
SO₄²⁻
23.6 %
Ca
0.6 %
Al
0.6 %
K
1.5 %
Na
1.1 %
Fe
0.7 %
NO₃⁻
9.3 %
NH₄⁺
10.9 %
Cl⁻
0.9 %
Others
6.2 %
Mn
0.05 %
Cu
0.06 %
Zn
0.47 %
Mg
0.15 %
Pb
0.11 % Ti
0.05 %
V
0.03 %
Cr
0.02 %
Co
0.001 %
Ni
0.01 %
As
0.005 %
Se
0.008 %
Mo
0.002 %
Cd
0.003 %
Tl
0.0007 %
Th
0.0002 %
U
0.0001 %
Ba
0.02 %
Trace elements
1.0 %
PM2.5 = 37 μg m ³
- Trace elements
1.0 % PM2.5 = 37 μg m ³
- Figure 2. Chemical compositions of 4-month average PM2.5 in the PRD region. with sea salt to displace Cl−(Huang et al., 2006); thus, NO−
3
was also not constrained in the sea salt factor. al., 2014). Therefore, the contributions of the species from
primary particulates were constrained to zero in the input
secondary aerosol factors, while others were not constrained. In addition, the factors of sea salt and fugitive dust in pri-
mary aerosols could be understood based on the abundance
of species in seawater and the upper crust (Mason, 1982; Tay-
lor and Mclennan, 1995). As seen in Table S1 in the Supple-
ment, the abundances of Cl−, Na+, SO2−
4 , Mg2+, Ca2+ and
K+ in sea salt were relatively high, as were the abundances
of Al, Fe, Ca, Na, K, Mg and Ti in fugitive dust. There-
fore, these high-abundance species were not constrained in
the sea salt and fugitive dust factors, while the other species
(with abundances of less than 0.1 % in the particulates) were
constrained to zero (Table 4). In addition, HNO3 might react X.-F. Huang et al.: Source apportionment of PM2.5 in PRD 11568 1568
X.-F. Huang et al.: Source apportionment of PM2.5 in PRD
Table 5. The comparison of the major chemical compositions of PM2.5 in typical cities (unit: µgm−3). Cities
Periods
PM2.5
OC
EC
SO2−
4
NO−
3
NH+
4
References
Zhuhai (DM)
Jan 2015–Nov 2015
35
6.4
2.3
8.1
4.4
3.6
This study
Zhuhai (QA)
37
7.2
2.2
9.9
3.5
4.4
Jiangmen (HS)
47
9.0
2.8
9.8
5.6
5.0
Guangzhou (MDS)
41
9.3
2.7
9.2
3.7
4.6
Shenzhen (UT)
37
7.8
3.0
8.0
2.6
3.7
Shenzhen (DP)
28
6.2
1.8
8.0
1.1
3.3
Hong Kong (urban)
Oct 2002–Jun 2003
34.3
6.6
1.9
9.3
1.0
2.5
Hagler et al. (2006)
Shenzhen (urban)
47.1
11.1
3.9
10.0
2.3
3.2
Guangzhou (urban)
70.6
17.6
4.4
14.7
4.0
4.5
Beijing
Jun 2014–Apr 2015
99.5
15.5
6.2
14.3
17.9
11.5
Huang et al. (2017)
Shanghai
Sep 2013–Aug 2014
94.6
9.89
1.63
14.5
18.0
8.13
Ming et al. (2017)
Chengdu, Sichuan
Oct 2014–Jul 2015
67.0
10.9
3.6
11.2
9.1
7.2
Wang et al. (2018)
Paris, France
Sep 2009–Sep 2010
14.8
3.0
1.4
2.0
2.9
1.4
Bressi et al. (2013)
London, UK
Dec 2003–Apr 2005
31.0
5.6
1.6
2.8
3.5
2.1
Rodríguez et al. (2007)
Los Angeles, US
2002–2013
17.1
2.2
1.3
2.7
4.9
0.1
Hasheminassab et al. (2014)
Santiago, Chile
Mar 2013–Oct 2013
40
12.1
4.3
1.9
7.1
3.3
Villalobos et al. (2015)
Chuncheon, Korea
Jan 2013–Dec 2014
34.6
9.0
1.6
3.9
2.8
2.0
Cho et al. (2016)
OM
36.9 %
EC
6.6 %
SO₄²⁻
23.6 %
Ca
0.6 %
Al
0.6 %
K
1.5 %
Na
1.1 %
Fe
0.7 %
NO₃⁻
9.3 %
NH₄⁺
10.9 %
Cl⁻
0.9 %
Others
6.2 %
Mn
0.05 %
Cu
0.06 %
Zn
0.47 %
Mg
0.15 %
Pb
0.11 % Ti
0.05 %
V
0.03 %
Cr
0.02 %
Co
0.001 %
Ni
0.01 %
As
0.005 %
Se
0.008 %
Mo
0.002 %
Cd
0.003 %
Tl
0.0007 %
Th
0.0002 %
U
0.0001 %
Ba
0.02 %
Trace elements
1.0 %
PM2.5 = 37 μg m ³
-
Figure 2. Chemical compositions of 4-month average PM2.5 in the PRD region. Table 5. The comparison of the major chemical compositions of PM2.5 in typical cities (unit: µgm−3). 3.1
Spatiotemporal variations in PM2.5 in the PRD The 4-month average PM2.5 concentration for all six sites
in the PRD was 37 µgm−3, which was slightly higher than
the Grade II national standards for air quality (with an an-
nual mean of 35 µgm−3). The chemical compositions of
PM2.5 in the PRD are shown in Fig. 2. OM had the high-
est contribution of 36.9 %, suggesting severe organic pollu-
tion in the PRD. Other important components included SO2−
4 Atmos. Chem. Phys., 18, 11563–11580, 2018 www.atmos-chem-phys.net/18/11563/2018/ www.atmos-chem-phys.net/18/11563/2018/ www.atmos-chem-phys.net/18/11563/2018/ 11568
X.-F. Huang et al.: Source apportionment of PM2.5 in PRD
Table 5. The comparison of the major chemical compositions of PM2.5 in typical cities (unit: µgm−3). Cities
Periods
PM2.5
OC
EC
SO2−
4
NO−
3
NH+
4
References
Zhuhai (DM)
Jan 2015–Nov 2015
35
6.4
2.3
8.1
4.4
3.6
This study
Zhuhai (QA)
37
7.2
2.2
9.9
3.5
4.4
Jiangmen (HS)
47
9.0
2.8
9.8
5.6
5.0
Guangzhou (MDS)
41
9.3
2.7
9.2
3.7
4.6
Shenzhen (UT)
37
7.8
3.0
8.0
2.6
3.7
Shenzhen (DP)
28
6.2
1.8
8.0
1.1
3.3
Hong Kong (urban)
Oct 2002–Jun 2003
34.3
6.6
1.9
9.3
1.0
2.5
Hagler et al. (2006)
Shenzhen (urban)
47.1
11.1
3.9
10.0
2.3
3.2
Guangzhou (urban)
70.6
17.6
4.4
14.7
4.0
4.5
Beijing
Jun 2014–Apr 2015
99.5
15.5
6.2
14.3
17.9
11.5
Huang et al. (2017)
Shanghai
Sep 2013–Aug 2014
94.6
9.89
1.63
14.5
18.0
8.13
Ming et al. (2017)
Chengdu, Sichuan
Oct 2014–Jul 2015
67.0
10.9
3.6
11.2
9.1
7.2
Wang et al. (2018)
Paris, France
Sep 2009–Sep 2010
14.8
3.0
1.4
2.0
2.9
1.4
Bressi et al. (2013)
London, UK
Dec 2003–Apr 2005
31.0
5.6
1.6
2.8
3.5
2.1
Rodríguez et al. (2007)
Los Angeles, US
2002–2013
17.1
2.2
1.3
2.7
4.9
0.1
Hasheminassab et al. (2014)
Santiago, Chile
Mar 2013–Oct 2013
40
12.1
4.3
1.9
7.1
3.3
Villalobos et al. (2015)
Chuncheon, Korea
Jan 2013–Dec 2014
34.6
9.0
1.6
3.9
2.8
2.0
Cho et al. (2016)
OM
36.9 %
EC
6.6 %
SO₄²⁻
23.6 %
Ca
0.6 %
Al
0.6 %
K
1.5 %
Na
1.1 %
Fe
0.7 %
NO₃⁻
9.3 %
NH₄⁺
10.9 %
Cl⁻
0.9 %
Others
6.2 %
Mn
0.05 %
Cu
0.06 %
Zn
0.47 %
Mg
0.15 %
Pb
0.11 % Ti
0.05 %
V
0.03 %
Cr
0.02 %
Co
0.001 %
Ni
0.01 %
As
0.005 %
Se
0.008 %
Mo
0.002 %
Cd
0.003 %
Tl
0.0007 %
Th
0.0002 %
U
0.0001 %
Ba
0.02 %
Trace elements
1.0 %
PM2.5 = 37 μg m ³
-
Figure 2. Chemical compositions of 4-month average PM2.5 in the PRD region. X.-F. Huang et al.: Source apportionment of PM2.5 in PRD X.-F. Huang et al.: Source apportionment of PM2.5 in PRD OM
EC
SO₄²¯
NO₃¯
Cl¯
Metal elements
Others
NH₄⁺
MDS ( 41)
HS (47)
DM (35)
QA (37)
UT(37)
DP(28)
(a)
40 %
6 %
29 %
4 %
12 %
0.3%
5 %
4 %
33 %
7 %
23 %
13 %
10 %
1.2 %
7 %6 %
35 %
6%
27 %
10 %
12 %
0.7 % 6 %3 %
38 %
8%
21 %
7 %
10 %
0.6 %
5 %10 %
41 %
7 %
22 %
9 %
11 %
1.0 % 4 %5 %
35 %
6 %
21 %
12 %
11 %
1.3%
6 % 8 % 0
0.5
1
1.5
2
2.5
3
Winter
Spring
Summer
Fall
OM
EC
SO₄²ˉ
NO₃ˉ
NH₄⁺
Clˉ
Metal elements
OM
EC
SO₄²¯
NO₃¯
Cl¯
Metal elements
Others
NH₄⁺
MDS ( 41)
HS (47)
DM (35)
QA (37)
UT(37)
DP(28)
(a)
(b)
40 %
6 %
29 %
4 %
12 %
0.3%
5 %
4 %
33 %
7 %
23 %
13 %
10 %
1.2 %
7 %6 %
35 %
6%
27 %
10 %
12 %
0.7 % 6 %3 %
38 %
8%
21 %
7 %
10 %
0.6 %
5 %10 %
41 %
7 %
22 %
9 %
11 %
1.0 % 4 %5 %
35 %
6 %
21 %
12 %
11 %
1.3%
6 % 8 %
Season ⁄ 4-month average
Figure 3. The spatial distributions of (a) and seasonal variations
in (b) the PM2.5 chemical compositions in the PRD. Sizes of the
pie charts indicate the concentrations of PM2.5 at the six sites, with
the detailed numbers (unit: µgm−3) in brackets. (a) 0
0.5
1
1.5
2
2.5
3
Winter
Spring
Summer
Fall
OM
EC
SO₄²ˉ
NO₃ˉ
NH₄⁺
Clˉ
Metal elements
(b)
Season ⁄ 4-month average Figure 3. The spatial distributions of (a) and seasonal variations
in (b) the PM2.5 chemical compositions in the PRD. Sizes of the
pie charts indicate the concentrations of PM2.5 at the six sites, with
the detailed numbers (unit: µgm−3) in brackets. (Huang et al., 2017) in northern China, Shanghai (Ming et
al., 2017) in eastern China, and Chengdu (Wang et al., 2018)
in western China. X.-F. Huang et al.: Source apportionment of PM2.5 in PRD However, the PM2.5 concentrations in ur-
ban Guangzhou and Shenzhen observed in this study were
clearly higher than those in famous megacities in developed
countries, such as Paris (Bressi et al., 2013), London (Ro-
dríguez et al., 2007) and Los Angeles (Hasheminassab et
al., 2014), while they were similar to those of Santiago (Vil-
lalobos et al., 2015) and Chuncheon (Cho et al., 2016). It
should be highlighted that the higher concentration of SO2−
4
in the urban atmosphere of the PRD is one of the major rea-
sons leading to the higher degree of PM2.5 pollution in the
PRD compared to that in developed cities. Table 5 summarizes some previous studies that used sim-
ilar filter-sampling and analytical methods to allow for a
better comparison with this study. In 2002–2003, Hagler et
al. (2006) also conducted observations and analysis of PM2.5
in the PRD and Hong Kong region, nearly 12 years before
this study, as shown in Table 5. Compared with Hagler’s re-
sults, the PM2.5 concentrations in this study decreased by
42 % in Guangzhou (MDS) and 21 % in Shenzhen (UT), es-
pecially OC, EC and SO2−
4 , which decreased significantly
by 20 %–47 %, indicating that the measures taken to desul-
furize coal-fired power plants, improve the fuel standards
of motor vehicles, and phase-out older and more polluting
vehicles have played important roles in improving the air
quality in the PRD region (People’s Government of Guang-
dong Province, 2012). Compared with the PM2.5 concen-
trations reported by other cities in China in recent years,
the PM2.5 concentrations in urban Guangzhou and Shenzhen
in this study were 39 %–63 % lower than those in Beijing X.-F. Huang et al.: Source apportionment of PM2.5 in PRD 11569 (23.6 %), NH+
4 (10.9 %), NO−
3 (9.3 %), EC (6.6 %) and Cl−
(0.9 %). The major metallic components included K (1.5 %),
Na (1.1 %), Fe (0.7 %), Al (0.6 %), and Ca (0.6 %), and trace
elements accounted for 1.0 %. Figure 3a shows the spatial
distribution of the PM2.5 and chemical components among
the six sites. The PM2.5 pollution level in the PRD was dis-
tinctly higher in the northwestern hinterland (HS and MDS)
and lower in the southern coastal areas (DM and DP). The DP
background site had little local emissions and was hardly in-
fluenced by the emissions from the PRD under both southerly
flow and northerly flow. Thus, DP air pollution reflects the
large-scale regional air pollution. The average PM2.5 con-
centration at DP was as high as 28 µgm−3, indicating that
the PRD had a large amount of air pollution transported from
outside this region. At the background DP site, the fractions
of Cl−and NO−
3 in PM2.5 were the lowest of the six sites,
i.e., 0.3 % and 3.9 %, respectively, suggesting that they had
dominantly local sources in the PRD. The highest concen-
tration level of PM2.5 was observed at HS (suburban), which
was influenced by the pollution transport of Foshan (indus-
trial city) and Guangzhou (metropolis) under the northeast-
ern wind, which is the most frequent wind in the PRD. The
back trajectories of the air masses (Fig. S1) show that the
northern monsoon prevails in winter and the southern mon-
soon prevails in summer in the PRD. Under the winter mon-
soon, the air masses mostly came from inland and carried
higher concentrations of air pollutants. However, under the
summer monsoon, the air masses largely originated from the
South China Sea and were clean. In addition, the frequent
rainfall and higher planetary boundary layer (PBL) in sum-
mer in the PRD also favored the dispersion and removal of
air pollutants (X. F. Huang et al., 2014). Figure 3b shows
that the normalized seasonal variations in the major compo-
nents in PM2.5 in the PRD were evidently higher in winter
and lower in summer, which is consistent with the seasonal
variations in the monsoon and other meteorological factors
as mentioned above. 3.2
Source apportionment of PM2.5 using ME-2 The solutions of 9–12 factors of the ME-2 were modeled
with the four factors constrained in Table 4, using the SoFi
tool, an implementation of ME-2 (Canonaco et al., 2013). Again, the nine-factor solution provided the most reasonable
source profiles since uninterpretable factors were produced www.atmos-chem-phys.net/18/11563/2018/ www.atmos-chem-phys.net/18/11563/2018/ Atmos. Chem. Phys., 18, 11563–11580, 2018 X.-F. Huang et al.: Source apportionment of PM2.5 in PRD 11570 Table 6. Comparison of the results of source apportionment of PM2.5 in the PRD. Cities
Periods
Model
Results
References
Shenzhen
Jan–Nov 2015
ME-2
Secondary sulfate (21 %), secondary nitrate (8 %) and SOA (7 %),
This study
(Four seasons)
vehicle emissions (17 %), industrial emissions (11 %),
biomass burning (9 %), coal burning (3 %), fugitive dust (6 %),
ship emissions (3 %), and aged sea salt (1 %). Shenzhen
Jan–Dec 2009
PMF
Secondary sulfate (30.0 %), vehicular emissions (26.9 %),
X. F. Huang et al. (2014)
(Four seasons)
biomass burning (9.8), secondary nitrate (9.3 %), high chloride (3.8 %),
heavy oil combustion (3.6 %), sea salt (2.6 %),
dust (2.5 %), metallurgical industry (2.1 %). Guangzhou
Jan–Nov 2015
ME-2
Secondary sulfate (23 %), secondary nitrate (11 %), SOA (7 %),
This study
(Four seasons)
vehicle emissions (18 %), industrial emissions (11 %),
biomass burning (8 %), coal burning (6 %), fugitive dust (3 %),
ship emissions (2 %) and aged sea salt (1 %). Guangzhou
Jan–Dec 2014
PMF
Secondary sulfate and biomass burning (38 %), ship emissions (17 %),
Tao et al. (2017)
(Four seasons)
coal combustion (15 %), traffic emissions (10 %), secondary nitrate
and chloride (12 %), soil dust (7 %). Guangzhou
Jan–Feb 2015
ME-2
Secondary sulfate (20 %), secondary nitrate (16 %), SOA (8 %),
This study
(Winter)
vehicle emissions (11 %), industrial emissions (13 %),
biomass burning (6 %), coal burning (9 %), fugitive dust (2 %),
ship emissions (1 %) and aged sea salt (1 %). Guangzhou
Jan 2013
ME-2
Secondary inorganic-rich aerosol (59.0 %),
R. Huang et al. (2014)
(Winter)
secondary organic-rich aerosol (18.1 %),
traffic (8.6 %), coal burning (3.4 %), biomass burning (6.7 %),
cooking (0.8 %), dust-related aerosol (3.4 %). Dongguan
Dec 2013–Nov 2014
PMF
Secondary sulfate (20 %), secondary nitrate (8 %), SOA (10 %),
Zou et al. (2017)
(Four seasons)
vehicle emissions (21 %), industrial emissions (7 %),
biomass burning (11 %), coal burning (5 %),
fugitive dust (8 %), ship emissions (6 %). Dongguan
Feb 2010–Dec 2012
PMF
Secondary sulfate (27 %), secondary nitrate (19 %),
Wang et al. www.atmos-chem-phys.net/18/11563/2018/ (2015)
(Four seasons)
industrial emissions (15 %), biomass burning (9 %)
and coal combustion (9 %); ship emissions and sea salt,
vehicle exhaust, plastic burning and dust no more than 7 %. Table 6. Comparison of the results of source apportionment of PM2.5 in the PRD. large EV values of OM and EC, as well as a certain range
of EV values of Fe and Zn, which were related to tires and
the brake wear of motor vehicles (Z. Yuan et al., 2006; He
et al., 2011). Therefore, this factor was identified as vehicle
emissions. (7) The seventh factor had a high EV value of
Cl−and certain concentrations of OM, EC, SO2−
4
and NO−
3 ,
implying a combustion source. This factor was identified as
coal burning, which was a major source of Cl−in the PRD
(Wang et al., 2015). (8) The eighth factor had large EV val-
ues of Zn, Cd, and Pb and certain concentrations of OM and
EC. Zn, Cd and Pb had high enrichment factors (Table S2)
of 821, 4121 and 663, respectively, and were thus consid-
ered to be related to industrial emissions (Wang et al., 2015). (9) The last factor had large EV values of V and Ni. V and
Ni were predominantly derived from heavy oil combustion,
and they had high enrichment factors (Table S2) of 64 and
89, respectively. Heavy oil was related to ship emissions in
the PRD (Chow and Watson, 2002; X. F. Huang et al., 2014). Although these nine factors of the ME-2 modeling generally
showed high correlations (R2 = 0.81–0.97) with the corre- (e.g., a high Ti factor) when more factors were set to run
ME-2. Based on the EV and the contributed concentrations
of species in each factor shown in Fig. 4, the sources of PM2.5
can be judged as follows: (1) the first factor was explained as
secondary sulfate rich, which had large EV values of SO2−
4
and NH+
4 . (2) The second factor was explained as secondary
nitrate rich, which had significant EV values of NO−
3 and
NH+
4 . (3) The third factor was related to sea salt due to the
large EV values and concentrations of Na and Mg. However,
the low Cl−concentration and high SO2−
4
concentration im-
plied that SO2−
4
replaced Cl−during the sea salt aging pro-
cess. X.-F. Huang et al.: Source apportionment of PM2.5 in PRD X.-F. Huang et al.: Source apportionment of PM2.5 in PRD 0
25
50
75
100
0.0001
0.001
0.01
0.1
1
OM
EC
Cl¯ NO₃¯SO₄²¯ NH₄⁺ Ca
Ti
V
Ni
Zn
Cd
Pb
Na
Mg
Al
K
Fe
Secondary sulfate-rich
0
25
50
75
100
0.0001
0.001
0.01
0.1
1
Secondary nitrate-rich
0
25
50
75
100
0.0001
0.001
0.01
0.1
1
Aged sea salt
0
25
50
75
100
0.0001
0.001
0.01
0.1
1
Fugitive dust
0
25
50
75
100
0.0001
0.001
0.01
0.1
1
Biomass burning
0
25
50
75
100
0.0001
0.001
0.01
0.1
1
Vehicle emissions
0
25
50
75
100
0.0001
0.001
0.01
0.1
1
Coal burning
0
25
50
75
100
0.0001
0.001
0.01
0.1
1
Industrial emissions
0
25
50
75
100
0.0001
0.001
0.01
0.1
1
OM
EC
Cl¯ NO₃¯SO₄²¯ NH₄⁺ Ca
Ti
V
Ni
Zn
Cd
Pb
Na
Mg
Al
K
Fe
Ship emissions
Concentration (μg m ³)
% of species
Concentration of species
% of species
-
Figure 4. The factor profiles and explained variations in the ME-2 modeling. Figure 4. The factor profiles and explained variations in the ME-2 modeling. the secondary sulfate-rich factor was considered to repre-
sent LV-OOA, while the high OM concentration in the sec-
ondary nitrate-rich factor was considered to represent SV-
OOA (Z. B. Yuan et al., 2006; He et al., 2011). Therefore,
it should be acknowledged that mixed secondary factors can-
not be solved even using ME-2. However, the contribution
time series of LV-OOA (or SV-OOA) can be extracted based
on the contribution time series of the secondary sulfate-rich
factor (or the secondary nitrate-rich factor) and the mass per-
centage of OM in this factor, leaving the remaining mass as
the “pure” secondary sulfate (or secondary nitrate). There-
fore, a new SOA factor can be reasonably estimated by LV-
OOA + SV-OOA. sponding factors of the PMF modeling in terms of time se-
ries, it is easy to see that the ME-2 modeling provided a
better Qtrue / Qexp ratio (1.2) than that of the PMF model-
ing (Qtrue / Qexp = 2.5), indicating that the species residuals
were decreased in the ME-2 modeling, and the EV values
of tracers (e.g., SO2−
4 , NO−
3 , OM, EC, Cl−, V, Ni, Pb and
Cd) were assigned to factors more intensively. www.atmos-chem-phys.net/18/11563/2018/ Therefore, this factor was identified as aged sea salt
(Z. Yuan et al., 2006). (4) The fourth factor was identified
as fugitive dust due to its significant EV values of Al, Ca,
Mg and Fe. In this study, the undetermined mass of O and Si
in this factor was compensated for using the elemental abun-
dance in dust particles in Table S1 (Taylor and Mclennan,
1995). (5) The fifth factor was identified as biomass burning
due to its significant characteristic value of K (Yamasoe et
al., 2000). (6) The sixth factor had high concentrations and Atmos. Chem. Phys., 18, 11563–11580, 2018 www.atmos-chem-phys.net/18/11563/2018/ 11571 X.-F. Huang et al.: Source apportionment of PM2.5 in PRD Therefore, it is
concluded that the source apportionment results of the ME-2
modeling were more environmentally meaningful and statis-
tically better than those of the PMF modeling. In this study, secondary organic aerosol (SOA) did not
appear as a single factor, even if we run the ME-2 with
10 or more factors. SOA can usually be described by low-
volatility oxygenated organic aerosol (LV-OOA) and semi-
volatile oxygenated organic aerosol (SV-OOA), based on
the volatility and oxidation state of organics (Jimenez et
al., 2009). In previous studies (e.g., He et al., 2011; Lanz
et al., 2007; Ulbrich et al., 2009), the time series of LV-
OOA and SV-OOA were highly correlated with those of
sulfate and nitrate, respectively, implying that LV-OOA and
sulfate (or SV-OOA and nitrate) cannot be separated eas-
ily in cluster analysis, especially when there is no effective
tracer of SOA. In this study, the high OM concentration in Figure 5 shows the 4-month average contributions of the
PM2.5 sources in the PRD in 2015 based on the source appor-
tionment of ME-2. The total secondary aerosols accounted
for 39 % of PM2.5 in the PRD, which were secondary sul-
fate (21 %), secondary nitrate (11 %) and SOA (7 %). How-
ever, the identified primary particulates contributed 54 % of
PM2.5, which comprised vehicle emissions (14 %), indus-
trial emissions (13 %), biomass burning (11 %), coal burn-
ing (6 %), fugitive dust (5 %), ship emissions (3 %) and aged
sea salt (2 %). The unidentified sources, including both the X.-F. Huang et al.: Source apportionment of PM2.5 in PRD Secondary sulfate
21 %
Secondary nitrate
11 %
Aged sea salt
2 %
Fugitive dust
5 %
Biomass burning
11 %
Vehicle emissions
14 %
Coal burning
6 %
Industrial
emissions
13 %
Ship emissions
3 %
SOA
7 %
Other
7 %
PM2.5 = 37 μg m ³
-
Figure 5. The 4-month average contributions of PM2.5 sources in
the PRD. Secondary sulfate
21 %
Secondary nitrate
11 %
Aged sea salt
2 %
Fugitive dust
5 %
Biomass burning
11 %
Vehicle emissions
14 %
Coal burning
6 %
Industrial
emissions
13 %
Ship emissions
3 %
SOA
7 %
Other
7 %
PM2.5 = 37 μg m ³
- (X. F. Huang et al., 2014; Zou et al., 2017), the more pol-
luted continental air mass in the winter monsoon made its
concentrations in winter much higher than in summer. The
semi-volatile secondary ammonium nitrate was also signif-
icantly affected by seasonal ambient temperatures. In con-
trast, the average contributions of aged sea salt and ship emis-
sions for the whole region displayed few seasonal variations,
consistent with the fact that the emissions were from local
surrounding sea areas. Previous studies of the source apportionment of bulk
PM2.5 in the PRD have mainly focused on Guangzhou,
Dongguan and Shenzhen, as seen in Table 6. It can be seen
that in those studies, PM2.5 was apportioned to six to nine
sources and that secondary sulfate was the prominent source,
although the results of different studies exhibited certain dif-
ferences due to the use of different models or data inputs. Compared with the study of X. F. Huang et al. (2014) in
Shenzhen in 2009, the contributions of secondary sulfate and
vehicle emissions in Shenzhen in this study were obviously
lower due to power plant desulfurization and motor vehicle
oil upgrades in recent years (People’s Government of Shen-
zhen Municipality, 2013). Compared with previous studies in
Guangzhou, this study attained more PM2.5 sources, which
can more clearly describe the source structure of PM2.5 in
this region, especially industrial emissions (11 %). The PRD
region has experienced a high degree of industrialization;
thus, industrial sources should be a major source, contribut-
ing 8.1 % of PM2.5 reported by the Guangzhou Environ-
mental Protection Bureau (2017), similar to our results. Tao
et al. (2017) apportioned PM2.5 to six sources using PMF
in Guangzhou, including some mixed sources. 3.3
Spatiotemporal variations in sources in the PRD The spatial distributions of the PM2.5 sources among the six
sites are shown in Fig. 6a. Secondary sulfate represented the
largest fraction (31 %) of PM2.5 at DP, indicating that it was
a major air pollutant in the air mass transported to the PRD. Vehicle emissions also contributed relatively highly to ur-
ban sites (18 % in MDS and 17 % in UT). Industrial emis-
sions, biomass burning, secondary nitrate and coal burning
contributed larger fractions of PM2.5 at HS, which could be
attributed to both strong local sources (e.g., the surround-
ing township factories and farmlands) and regional trans-
port from upwind cities at this site. Fugitive dust, which
is primarily related to construction activities, was relatively
high at DM (9 %). The contributions of ship emissions and
aged sea salt were the highest at QA due to the site being
located on Qi’ao Island in the Pearl River estuary, which
records the greatest impact from the sea. SOA contributed
similar amounts (7 %–8 %) at all sites. It should be noted that,
although QA was a background site without local anthro-
pogenic sources, its PM2.5 level was moderate in the PRD,
indicating that QA was impacted by severe regional transport
from the surrounding cities. residual from ME-2 and the unmeasured species, accounted
for 7 %. residual from ME-2 and the unmeasured species, accounted
for 7 %. www.atmos-chem-phys.net/18/11563/2018/ www.atmos-chem-phys.net/18/11563/2018/ Atmos. Chem. Phys., 18, 11563–11580, 2018 11572 X.-F. Huang et al.: Source apportionment of PM2.5 in PRD X.-F. Huang et al.: Source apportionment of PM2.5 in PRD For exam-
ple, ship emissions in Tao’s study may not actually repre-
sent a primary source due to the significant contribution of
some secondary inorganics and sea salt in the source profile;
thus, they obtained a significantly higher contribution (17 %)
than that in our study. Ship emissions were unidentified in
R. Huang’s study (2014) in Guangzhou. Figure 5. The 4-month average contributions of PM2.5 sources in
the PRD. X.-F. Huang et al.: Source apportionment of PM2.5 in PRD 11573 25 %
11 %
3 %
6 %
12 %
14 %
5 %
12 %
4 %
8 %
16 %
15 %
2 %
9 %
13 %
14 %
8 %
13 %
3 %
7 %
MDS ( 41)
HS (47)
UT(37)
DP(28)
Secondary nitrate
Aged sea salt
Fugitive dust
Biomass burning
Vehicle emissions
Coal burning
Industrial emissions
Ship emissions
SOA
Others
Secondary sulfate
(a)
(b)
Winter
Spring
Summer
Fall
Concentration (μg m ³)
5 %
2 %
4 %
8 %
2 %
4%
8 %
31 %
14 %
11 %
11 %
21 %
8 %
1 %
6 %
9 %
17 %
3 %
11 %
3%
7 %
14 %
23 %
11 %
1 %
3 %
8 %
18 %
6 %
11 %
2%
7 %
10 %
16 %
14 %
1 %
3 %
14 %
12 %
8 %
17 %
2%
7 %
6 %
DM (35)
QA (37)
0
2
4
6
8
10
12
-
Figure 6. The spatial distributions of (a) and seasonal variations in (b) PM2.5 sources in the PRD. Sizes of the pie charts indicate the
concentrations of PM2.5 at the six sites, with the detailed numbers (unit: µgm−3) in brackets. 25 %
11 %
3 %
6 %
12 %
14 %
5 %
12 %
4 %
8 %
16 %
15 %
2 %
9 %
13 %
14 %
8 %
13 %
3 %
7 %
MDS ( 41)
HS (47)
UT(37)
DP(28)
Secondary nitrate
Aged sea salt
Fugitive dust
Biomass burning
Vehicle emissions
Coal burning
Industrial emissions
Ship emissions
SOA
Others
Secondary sulfate
(a)
5 %
2 %
4 %
8 %
2 %
4%
8 %
31 %
14 %
11 %
11 %
21 %
8 %
1 %
6 %
9 %
17 %
3 %
11 %
3%
7 %
14 %
23 %
11 %
1 %
3 %
8 %
18 %
6 %
11 %
2%
7 %
10 %
16 %
14 %
1 %
3 %
14 %
12 %
8 %
17 %
2%
7 %
6 %
DM (35)
QA (37) Figure 6. The spatial distributions of (a) and seasonal variations in (b) PM2.5 sources in the PRD. 3.4
Identification of high-emission areas in the PRD in
typical meteorological conditions Figure 7 shows the contributions of PM2.5 sources under
southerly flow and northerly flow conditions in the PRD,
based on the classification of weather types in Sect. 2.2. Southerly flow primarily originated from the South China
Sea and carried clean ocean air masses to the PRD with over-
all PM2.5 values of 15 µgm−3. As shown in Fig. 7, secondary
sulfate (19 %), vehicle emissions (15 %) and biomass burn-
ing (11 %) had higher contributions under southerly flow. In
contrast, in northerly flow, the level of PM2.5 (82 µgm−3)
was 4.5 times higher than that of southerly flow due to the
transport of polluted air masses southward from the north-
ern mainland. Under northerly flow, secondary sulfate (18 %)
and biomass burning (10 %) were still the major sources, but
secondary nitrate became the dominant source of PM2.5, ac- Figure 6b shows the seasonal variations in the major
sources of PM2.5 in the PRD. The contributions of most
sources were higher in winter and lower in summer, e.g.,
secondary sulfate, secondary nitrate, fugitive dust, biomass
burning, vehicle emissions, coal burning, industrial emis-
sions and SOA; these sources were greatly influenced by
the seasonal variations in monsoon, rainfall and PBL, as dis-
cussed in Sect. 3.1. For example, although secondary sulfate
was proven to be a typical regional pollutant in the PRD Atmos. Chem. Phys., 18, 11563–11580, 2018 www.atmos-chem-phys.net/18/11563/2018/ X.-F. Huang et al.: Source apportionment of PM2.5 in PRD Atmos. Chem. Phys., 18, 11563–11580, 2018 X.-F. Huang et al.: Source apportionment of PM2.5 in PRD Sizes of the pie charts indicate the
concentrations of PM2.5 at the six sites, with the detailed numbers (unit: µgm−3) in brackets. The influences of ship emissions exhibited large differ-
ences among the six sites, showing significant local charac-
teristics. In addition, the ship emissions have similar aver-
age concentrations in the summer southerly flow and winter
northerly flow, also reflecting the emissions of local ports in
the PRD region. The concentrations of ship emissions were
the highest at DP under southerly flow, mainly due to the im-
pact of vessels in the upwind Yantian port, while they were
the highest at QA under northerly flow, primarily due to the
effects of the upwind Nansha port, as shown in Fig. 9. The
Yantian port and Nansha port are among the 10 largest ports
in the world (Hong Kong Marine Department, 2012). counting for 20 % of PM2.5. In addition, industrial emissions
also exhibited a relatively high contribution (14 %). The spatial distributions of the PM2.5 sources under
southerly flow and northerly flow are shown in Fig. 8. The
high-emission areas for different sources identified by the
discussion below are marked on the map in Fig. 9. The aver-
age concentration levels of aged sea salt were similar in the
summer southerly flow and the winter northerly flow, reflect-
ing local release of sea salt. The spatial distribution of aged
sea salt among the different sites was a complex result of
the site locations relative to the sea and meteorological con-
ditions, e.g., wind and tide. A relatively high level of aged
sea salt was observed at Qi’ao Island (QA), especially in the
northerly flow, which can be attributed to the fact that the QA
site was surrounded by the sea and had lower wind speeds in
the northerly flow (in Table 3). The contributions of fugitive dust also exhibited signif-
icant differences among the six sites, which are consistent
with local construction activities. DM is located in a newly
developed zone that has experienced relatively high levels of
fugitive dust during southerly flow and northerly flow due X.-F. Huang et al.: Source apportionment of PM2.5 in PRD The contributions of PM2.5 sources under southerly flow
and northerly flow conditions in the PRD. to active construction activities. Sample records indicate that
the high value of fugitive dust at UT under southerly flow
may be related to its surrounding short-term road construc-
tion project, while the high value at QA under northerly flow
may be related to the reconstruction project of the adjacent
Nansha port (Guangzhou Municipal People’s Government,
2015). to active construction activities. Sample records indicate that
the high value of fugitive dust at UT under southerly flow
may be related to its surrounding short-term road construc-
tion project, while the high value at QA under northerly flow
may be related to the reconstruction project of the adjacent
Nansha port (Guangzhou Municipal People’s Government,
2015). Motor vehicles are a common source of air pollution in the
highly urbanized and industrialized PRD region. The aver-
age concentration of vehicle emissions during northerly flow
was nearly 3-fold that during southerly flow. Under southerly
flow, MDS, HS and UT, which are located in the hinterland
of the PRD, had much higher levels of vehicle emissions
than the other three sites; in particular, the highest level at
the urban MDS site was caused by the high density of mo-
tor vehicles in Guangzhou. Under northerly flow, the high-
est concentration of vehicle emissions was still at the ur-
ban MDS site, while QA also recorded a prominent contri-
bution of vehicle emissions, which was probably closely re-
lated to the container trucks in the neighboring Nansha port. It should be noted that the concentration of vehicle emissions
at the background DP site exceeded half the regional aver-
age value, approaching 4 µgm−3, thus indicating that vehicle
emissions had a significant impact on the regional transport
of air masses from the north. The average concentration of secondary nitrate during
northerly flow in winter was 40 times greater than that during
southerly flow in summer; this occurred not only because of
the unfavorable conditions of atmospheric diffusion in winter
but also due to the high semi-volatility of ammonium nitrate,
which cannot stably exist in fine particles in the PRD during
hot summer weather (Huang et al., 2006). Under southerly
flow conditions, the concentrations of secondary nitrate pre-
sented prominent differences among the six sites, showing
local characteristics. X.-F. Huang et al.: Source apportionment of PM2.5 in PRD that this area is an intensive industrial area. During northerly
air flow in winter, HS and DM had lower concentrations than
the four upwind sites, i.e., MDS, QA, UT and especially DP
(the background site), indicating that secondary sulfate could
mainly be derived from regional transport from outside the
PRD in this season. Although the industrial area between HS
and MDS could emit significant amounts of SO2, the lower
temperatures and dry air in winter did not appear to favor
the quick conversion of SO2 to secondary sulfate. Since both
secondary sulfate and LV-OOA belong to a mixed factor with
fixed proportions, the spatial distribution of secondary sulfate
also reflects the corresponding characteristics of LV-OOA. 0 %
10 %
20 %
30 %
40 %
50 %
60 %
70 %
80 %
90 %
100 %
Southerly flow
Northerly flow
The contribution of sources to total PM2.5
Secondary nitrate
Aged sea salt
Fugitive dust
Biomass burning
Vehicle emissions
Coal burning
Industrial emissions
Ship emissions
SOA
Others
Secondary sulfate
18 %
20 %
10 %
4 %
8 %
7 %
14 %
2 %
8 %
8 %
1 %
19 %
3 %
11 %
9 %
15 %
4 %
6 %
7 %
5 %
14 %
7 %
Figure 7. The contributions of PM2.5 sources under southerly flow
and northerly flow conditions in the PRD. The spatial distributions of coal burning were significantly
different among the six sites during periods of both south
wind and north wind, thus showing conspicuous local char-
acteristics. The contribution of coal burning was higher at
MDS under southerly flow and higher at HS under northerly
flow. Most of the coals in the PRD were consumed by ther-
mal power plants, but there were no coal-fired power plants
near the urban MDS and background DP sites. Therefore,
it is speculated that the high-emission areas of coal burning
sources mainly exist in the region between HS and MDS, as
shown in Fig. 9. The distribution of coal-fired power plants
in Guangdong (Wang et al., 2017) reveal that some important
coal-fired power plants are distributed in this region. Addi-
tionally, DM also exhibited relatively obvious contributions
of coal burning during southerly flow and northerly flow,
which is also consistent with the distribution of coal-fired
power plants in the vicinity. Figure 7. www.atmos-chem-phys.net/18/11563/2018/ www.atmos-chem-phys.net/18/11563/2018/ Atmos. Chem. Phys., 18, 11563–11580, 2018 X.-F. Huang et al.: Source apportionment of PM2.5 in PRD 11574 www.atmos-chem-phys.net/18/11563/2018/ X.-F. Huang et al.: Source apportionment of PM2.5 in PRD 11575 0
1
2
3
4
5
6
7
0
5
10
15
20
25
30
35
DM
QA
HS MDS UT
DP
0
0.1
0.2
0.3
0
0.2
0.4
0.6
0.8
1
1.2
1.4
DM
QA
HS MDS UT
DP
0
0.5
1
1.5
2
2.5
DM
QA
HS MDS UT
DP
0
0.5
1
1.5
2
2.5
DM
QA
HS MDS
UT
DP
0
2
4
6
8
10
DM
QA
HS
MDS
UT
DP
0
0.5
1
1.5
2
2.5
3
3.5
4
DM
QA
HS MDS
UT
DP
0
10
20
DM
QA
HS
MDS
UT
DP
0
2
4
6
DM
QA
HS
MDS
UT
DP
0
3
6
9
12
15
DM
QA
HS
MDS
UT
DP
0
2
4
6
DM
QA
HS
MDS
UT
DP
0
5
10
15
20
DM
QA
HS
MDS
UT
DP
0
0.5
1
1.5
2
DM
QA
HS MDS
UT
DP
0
5
10
15
20
25
DM
QA
HS
MDS
UT
DP
0
1
2
3
4
5
DM
QA
HS
MDS
UT
DP
0
1
2
3
4
5
DM
QA
HS
MDS
UT
DP
0
1
2
3
4
5
DM
QA
HS
MDS
UT
DP
0
0.2
0.4
0.6
0.8
1
1.2
1.4
0
1
2
3
4
5
6
DM
QA
HS MDS
UT
DP
0
1
2
3
4
5
6
0
5
10
15
20
25
DM
QA
HS MDS UT
DP
0
30
60
90
120
150
DM
QA
HS MDS
UT
DP
0
5
10
15
20
25
DM
QA
HS MDS
UT
DP
Avg. = 0.9
Avg. = 1.4
Avg. = 14.9
(LV-OOA 3.5
Avg. = 16.2
(SV-OOA 3.4
Avg. = 3.6
Avg. = 8.1
Avg. = 6.8
Avg. = 6.2
Avg. = 11.4
Avg. = 82
Secondary nitrate
Secondary sulfate
Aged sea salt
Fugitive dust
Biomass burning
Southerly flow (μg m ³)
(a)
Northerly flow (μg m ³)
(b)
Avg. = 1.0
Avg. = 1.1
Avg. = 2.7
(LV-OOA 0.6
Avg. = 0.4
(SV-OOA 0.1
Avg. = 1.3
Avg. = 1.7 μg m ³
Avg. = 2.2
Avg. = 0.6
Avg. = 0.8
Avg. X.-F. Huang et al.: Source apportionment of PM2.5 in PRD = 15
Vehicle emissions
Coal burning
Industrial emissions
Ship emissions
PM2.5
Southerly flow (μg m ³)
(a)
Northerly flow (μg m ³)
(b)
SV-OOA
LV-OOA
-
μg m ³
-
μg m ³
-
μg m ³
-
μg m ³
-
μg m ³
-
μg m ³
-
μg m ³
-
μg m ³
-
μg m ³
-
μg m ³
-
μg m ³
-
μg m ³
-
μg m ³
-
μg m ³
-
μg m ³
-
μg m ³
-
μg m ³
-
μg m ³
-
μg m ³
-
μg m ³
-
μg m ³
-
μg m ³
-
μg m ³
-
(
(
(
(
-
-
-
-
Figure 8. The average contributions of PM2.5 sources at six sites in the PRD: (a) those in southerly flow and (b) those in northerly flow. Figure 8. The average contributions of PM2.5 sources at six sites in the PRD: (a) those in southerly fl Figure 8. The average contributions of PM2.5 sources at six sites in the PRD: (a) those in southerly flow and (b) those in northerly flow. ontributions of PM2.5 sources at six sites in the PRD: (a) those in southerly flow and (b) those in northerly flow centration of industrial emissions reached 14-fold that of
southerly flow, and the high contributions at background DP
suggested that regional transport probably dominated the in-
dustrial sources of fine particulate matter in the PRD in win-
ter. HS had the highest concentration of industrial emissions
during southerly flow and northerly flow conditions, which is
consistent with the dense factories present in the surrounding
area (Hu, 2004; Environmental Protection Agency of Jiang-
men City, 2017). In addition, the contribution of industrial
emissions was relatively high at MDS during southerly flow
and relatively high at QA during northerly flow, which sup-
ports the inference that a high-emission region of industrial
sources was located between MDS and QA, as seen in Fig. 9. emission area of biomass burning between MDS and QA, as
shown in Fig. 9. Those spatial distribution characteristics of
biomass burning were similar to those of industrial emissions
in the PRD, suggesting that not only the combustion of resi-
dential biomass but also the use of industrial biomass boilers
could make important contributions to PM2.5 in the PRD. X.-F. Huang et al.: Source apportionment of PM2.5 in PRD As a summary, the central PRD area, i.e., the middle re-
gion in between MDS, HS and QA (the shaded region in
Fig. 9), represents the most important pollutant emission area
in the PRD; these emissions include SO2, NOx, coal burning,
biomass burning, industrial emissions and vehicle emissions,
thus leading to high pollution levels in the PRD. Therefore,
this area is a key area for pollution control in the PRD. Pri-
mary fine particulate matter and SO2 from ship emissions
had significant impacts on PM2.5 in the southern coastal area
of the PRD during summer southerly flow, and special atten-
tion must be paid to them. The impacts of biomass burning exhibited relatively large
differences among the six sites during both south and north
wind conditions, presenting somewhat local characteristics. The suburban HS site had relatively high biomass burning
levels during southerly flow and northerly flow, which should
be related to the presence of many farmlands in its vicinity
and thus the popular events of open burning and residential
burning of biomass wastes. The concentrations of biomass
burning were relatively high at the urban MDS site during
southerly flow and relatively high at the background QA
site during northerly flow, implying that there was a high- X.-F. Huang et al.: Source apportionment of PM2.5 in PRD Moreover, the relatively low concentra-
tions at the background DP site during northerly flow also
indicated that secondary nitrate mainly originated from the
interior of the PRD. The spatial distribution characteristics
of secondary nitrate were very similar to those of coal burn-
ing, with the highest occurring at MDS under southerly flow,
the highest occurring at HS under northerly flow and sig-
nificantly high values occurring at DM under southerly and
northerly flow, showing that the NOx emissions produced by
coal burning may be the main reason for the high nitrate lev-
els in those areas. Since both secondary nitrate and SV-OOA
belong to a mixed factor with fixed proportions, the spatial
distribution of secondary nitrate also reflects the correspond-
ing characteristics of SV-OOA. During southerly air flow, the background DP and QA sites
and the urban UT site all recorded similar concentrations
of secondary sulfate, suggesting that the secondary sulfate
at these sites was dominated by regional transport from the
Southern Ocean with heavy vessel transport and had little to
do with the urban emissions at UT. Kuang et al. (2015) also
found that ship emissions could be a major source of sec-
ondary sulfate in the PRD in summer. HS and MDS had sig-
nificantly higher concentrations than their upwind site, DM,
suggesting that the area between MDS and HS could be a
high-SO2-emission area, which is consistent with the fact Under southerly flow, the influence of industrial emis-
sions differed vastly among the six sites, showing obvious
local characteristics. Under northerly flow, the average con- Atmos. Chem. Phys., 18, 11563–11580, 2018 www.atmos-chem-phys.net/18/11563/2018/ 3.5
Distinguishing local and regional PM2.5 pollution
in the PRD The analyses presented in Sect. 3.4 indicate that the sec-
ondary sulfates at the four southern coastal sites (DM, QA,
UT and DP) in the PRD were almost entirely derived from X.-F. Huang et al.: Source apportionment of PM2.5 in PRD X.-F. Huang et al.: Source apportionment of PM2.5 in PRD 113°E
114°E
115°E
113°E
114°E
115°E
23°N
22°N
23°N
22°N
Northerly flow
Southerly flow
MDS
DP
UT
HS
QA
DM
Aged sea salt
Ship emissions
Fugitive dust
Vehicle emissions
Secondary sulfate
Coal burning
Secondary nitrate
Industrial emissions
Biomass burning
Key emission area
Figure 9. The schematic diagram of high-emission areas in the PRD (map from Google Earth). The white shaded area indicates the key
emission area for the multiple sources of SO2, NOx, coal burning, biomass burning, industrial emissions and vehicle emissions and is
explained further in the text. 113°E
114°E
115°E
113°E
114°E
115°E
23°N
22°N
23°N
22°N
Northerly flow
Southerly flow
MDS
DP
UT
HS
QA
DM
Aged sea salt
Ship emissions
Fugitive dust
Vehicle emissions
Secondary sulfate
Coal burning
Secondary nitrate
Industrial emissions
Biomass burning
Key emission area 114°E 113°E Figure 9. The schematic diagram of high-emission areas in the PRD (map from Google Earth). The white shaded area indicates the key
emission area for the multiple sources of SO2, NOx, coal burning, biomass burning, industrial emissions and vehicle emissions and is
explained further in the text. tion emissions in the key source area of the PRD were still
crucial in winter but lower than the contribution of the re-
gional background. Ignoring natural sources, such as aged
sea salt and fugitive dust, under northerly flow, the contribu-
tions of other anthropogenic sources to DP were considered
to represent regional background pollution (47.5 µgm−3),
and the differences in their corresponding source concentra-
tions between QA and DP were expected to represent the
local emissions of source areas in the PRD. Therefore, the
source structures in the regional background air mass and
local emissions of heavy pollution sources area in the PRD
are shown in Fig. 10. Secondary sulfate and LV-OOA occu-
pied the vast majority (45.6 %) of the regional background
air mass from the northern mainland, followed by industrial
emissions (17.8 %), secondary nitrate and SV-OOA (15.5 %). However, the major sources between the sources output by
local emissions from the heavy pollution source area of the
PRD were secondary nitrate and SV-OOA (37.3 %), biomass
burning (20.6 %), vehicle emissions (14.9 %) and coal burn-
ing (11.9 %). X.-F. Huang et al.: Source apportionment of PM2.5 in PRD Therefore, measures implemented for the ef-
fective control of PM2.5 in the PRD should focus on local
controls and regional joint prevention and control under win-
ter northerly flow conditions. the conversion of SO2 from the emissions of ships in the
Southern Ocean during southerly flow, contributing approx-
imately 20 % of the average PM2.5 (13 µgm−3) at the four
sites. Considering that the ship emissions directly contributed
approximately 10 % of the average PM2.5 at the four sites,
the total ship emissions contributed approximately 30 % of
PM2.5 in the southern coastal PRD area and acted as the
largest source of PM2.5. Under northerly flow conditions,
the background DP site, which was barely affected by pol-
lution emissions within the PRD, reflected regional transport
from the north air mass outside the PRD, while the back-
ground QA site reflected the superposition effect of regional
background pollution and the input of the most serious pol-
lution area in the PRD. The consistency of the secondary
sulfate concentrations at the background QA and DP sites
was interpreted to reflect almost the same regional back-
ground effect during northerly flow; thus, the differences in
the six anthropogenic sources between the two background
sites, including secondary nitrate (and SV-OOA), biomass
burning, industrial emissions, coal burning, vehicle emis-
sions and ship emissions, could be used to trace the inter-
nal inputs from the most serious pollution area within the
PRD to the downwind area. The internal inputs of six anthro-
pogenic sources to the corresponding sources of PM2.5 at the
background QA site were 66 %, 67 %, 28 %, 76 %, 59 % and
75 %, and the total internal input of 37.7 µgm−3 accounted
for 45 % of PM2.5 at the background QA site (83 µgm−3),
showing that the local contributions of anthropogenic pollu- the conversion of SO2 from the emissions of ships in the
Southern Ocean during southerly flow, contributing approx-
imately 20 % of the average PM2.5 (13 µgm−3) at the four
sites. Considering that the ship emissions directly contributed
approximately 10 % of the average PM2.5 at the four sites,
the total ship emissions contributed approximately 30 % of
PM2.5 in the southern coastal PRD area and acted as the
largest source of PM2.5. www.atmos-chem-phys.net/18/11563/2018/ www.atmos-chem-phys.net/18/11563/2018/ Atmos. Chem. Phys., 18, 11563–11580, 2018 11576 X.-F. Huang et al.: Source apportionment of PM2.5 in PRD 4
Conclusions The PRD is one of the largest agglomerations of cities in the
world, and its air quality has largely improved in the past 10
years. To reveal the current PM2.5 pollution characteristics on
a regional scale in the PRD, six sampling sites were selected
to conduct 4 months (one for each season) of sampling and
chemical analysis in 2015; then, the source exploration of
PM2.5 was performed using a novel method. The conclusions
are described below. Data availability. Datasets are available by contacting the corre-
sponding author, Ling-Yan He (hely@pku.edu.cn). Supplement. The supplement related to this article is available
online at: https://doi.org/10.5194/acp-18-11563-2018-supplement. 1. The 4-month average PM2.5 concentration for all six
sites in the PRD was 37 µgm−3, of which OM, SO2−
4 ,
NH+
4 , NO−
3 , EC, metal elements and Cl−contributed
36.9 %, 23.6 %, 10.9 %, 9.3 %, 6.6 %, 6.5 % and 0.9 %,
respectively. The spatiotemporal PM2.5 variations were
generally characterized as being higher in the northern
inland region and higher in winter. Author contributions. X-FH, B-BZ, and L-YH analyzed the data
and wrote the paper. L-YH, MH, and Y-HZ designed the study. B-
BZ performed the chemical analysis. ASHP helped with the ME-2
running. All authors reviewed and commented on the paper. Competing interests. The authors declare that they have no conflict
of interest. 2. This study revealed that the ME-2 model produced more
environmentally meaningful and statistically robust re-
sults of source apportionment than the traditional PMF
model. Secondary sulfate was found to be the domi-
nant source of PM2.5 in the PRD, at 21 %, followed by
vehicle emissions (14 %), industrial emissions (13 %),
secondary nitrate (11 %), biomass burning (11 %), SOA
(7 %), coal burning (6 %), fugitive dust (5 %), ship emis-
sions (3 %) and aged sea salt (2 %). Only aged sea salt
and ship emissions did not show obvious seasonal vari-
ations. Acknowledgements. This work was supported by the National
Natural Science Foundation of China (91744202, 41622304)
and the Science and Technology Plan of Shenzhen Municipality
(JCYJ20170412150626172, JCYJ20170306164713148). Edited by: James Allan
Reviewed by: two anonymous referees Edited by: James Allan
Reviewed by: two anonymous referees 3. X.-F. Huang et al.: Source apportionment of PM2.5 in PRD Therefore, effective con-
trol measures of PM2.5 in the PRD in the future should
pay more attention to both local controls and regional
joint prevention. Figure 10. The PM2.5 source structures in regional background air
and local contributions of the central PRD area under northerly flow. 4
Conclusions Based on the spatial distribution characteristics of
PM2.5 sources under typical southerly and northerly air-
flow conditions, the central PRD area in between MDS,
HS and QA is identified as a key area for source emis-
sions, including SO2, NOx, coal burning, biomass burn-
ing, industrial emissions, and vehicle emissions, and
thus deserves more attention when implementing local References BIPM, IEC, IFCC, ILAC, ISO, IUPAC, IUPAP, and OIML: Eval-
uation of measurement data – Guide to the expression of uncer-
tainty in measurement, available at: https://www.bipm.org/utils/
common/documents/jcgm/JCGM_100_2008_E.pdf (last access:
5 August 2018), 2008. X.-F. Huang et al.: Source apportionment of PM2.5 in PRD X.-F. Huang et al.: Source apportionment of PM2.5 in PRD 11577 pollution control in the PRD. In addition, ship emissions
should be controlled more strictly during summer due
to their contribution of approximately 30 % of PM2.5 in
the southern coastal area of the PRD under southerly air
flow. 0 %
10 %
20 %
30 %
40 %
50 %
60 %
70 %
80 %
90 %
100 %
DP
QA-DP
The contribution of sources to total PM2.5
Ship emiss
Industrial e
Coal burni
Vehicle em
Biomass b
SV-OOA
Secondary
LV-OOA
Secondary
SV-OOA
Biomass burning
Vehicle emissions
Coal burning
Industrial emissions
Ship emissions
Secondary sulfate
Regional
background (DP)
30.9 %
20.6 %
6.4 %
14.9 %
11.9 %
8.9 %
6.4 %
36.9 %
12.8 %
8.7 %
2.7 %
8.1 %
8.3 %
3.0 %
17.8 %
1.7 %
Local contributions
of source area (QA-DP)
Secondary nitrate
LV-OOA
Figure 10. The PM2.5 source structures in regional background air
and local contributions of the central PRD area under northerly flow. e
e
4. Under typical northerly winter flow, the contributions of
anthropogenic pollution emissions in the central PRD
area contributed 37.7 µgm−3 (45 % of PM2.5) to the
regional background air. Secondary sulfate (36.9 %),
industrial emissions (17.8 %) and secondary nitrate
SV-OOA (12.8 %) were the major PM2.5 sources for
the PM2.5 transported in the regional background air
mass, while secondary nitrate (30.9 %), biomass burn-
ing (20.6 %), vehicle emissions (14.9 %) and coal burn-
ing (11.9 %) were the major sources for the PM2.5 pro-
duced in the central PRD area. Therefore, effective con-
trol measures of PM2.5 in the PRD in the future should
pay more attention to both local controls and regional
joint prevention. e
e
4. Under typical northerly winter flow, the contributions of
anthropogenic pollution emissions in the central PRD
area contributed 37.7 µgm−3 (45 % of PM2.5) to the
regional background air. Secondary sulfate (36.9 %),
industrial emissions (17.8 %) and secondary nitrate
SV-OOA (12.8 %) were the major PM2.5 sources for
the PM2.5 transported in the regional background air
mass, while secondary nitrate (30.9 %), biomass burn-
ing (20.6 %), vehicle emissions (14.9 %) and coal burn-
ing (11.9 %) were the major sources for the PM2.5 pro-
duced in the central PRD area. X.-F. Huang et al.: Source apportionment of PM2.5 in PRD Under northerly flow conditions,
the background DP site, which was barely affected by pol-
lution emissions within the PRD, reflected regional transport
from the north air mass outside the PRD, while the back-
ground QA site reflected the superposition effect of regional
background pollution and the input of the most serious pol-
lution area in the PRD. The consistency of the secondary
sulfate concentrations at the background QA and DP sites
was interpreted to reflect almost the same regional back-
ground effect during northerly flow; thus, the differences in
the six anthropogenic sources between the two background
sites, including secondary nitrate (and SV-OOA), biomass
burning, industrial emissions, coal burning, vehicle emis-
sions and ship emissions, could be used to trace the inter-
nal inputs from the most serious pollution area within the
PRD to the downwind area. The internal inputs of six anthro-
pogenic sources to the corresponding sources of PM2.5 at the
background QA site were 66 %, 67 %, 28 %, 76 %, 59 % and
75 %, and the total internal input of 37.7 µgm−3 accounted
for 45 % of PM2.5 at the background QA site (83 µgm−3),
showing that the local contributions of anthropogenic pollu- www.atmos-chem-phys.net/18/11563/2018/ Atmos. Chem. Phys., 18, 11563–11580, 2018 X.-F. Huang et al.: Source apportionment of PM2.5 in PRD Guangzhou Environmental Protection Bureau: The Results of
Source apportionment on PM2.5 in Guangzhou in 2016,
available
at:
http://www.gz.gov.cn/gzgov/s5837/201706/
1dcb25be6dd14dc6ab6506e0a5383745.shtml
(last
access:
5
August 2018), 2017. Cho, S. H., Kim, P. R., Han, Y. J., Kim, H. W., and Yi, S. M.:
Characteristics of Ionic and Carbonaceous Compounds in PM2.5
and High Concentration Events in Chuncheon, Korea, Journal
of Korean Society for Atmospheric Environment, 32, 435–447,
https://doi.org/10.5572/KOSAE.2016.32.4.435, 2016. Guangzhou Municipal People’s Government: Three-year Action
Plan for the Construction of Guangzhou International Shipping
Center (2015-2017), available at: http://www.gz.gov.cn/gzgov/
s2811/201509/19601daa69c84e439fe2fb8baea448bb.shtml (last
access: 5 August 2018), 2015. Chow, J. C. and Watson, J. G.: Review of PM2.5 and PM10 Ap-
portionment for Fossil Fuel Combustion and Other Sources by
the Chemical Mass Balance Receptor Model, Energ. Fuel., 16,
222–260, https://doi.org/10.1021/ef0101715, 2002. Hagler, G., Bergin, M., Salmon, L., Yu, J., Wan, E., Zheng, M.,
Zeng, L., Kiang, C., Zhang, Y., and Lau, A.: Source areas and
chemical composition of fine particulate matter in the Pearl
River Delta region of China, Atmos. Environ., 40, 3802–3815,
https://doi.org/10.1016/j.atmosenv.2006.02.032, 2006. Chow, J. C., Watson, J. G., Pritchett, L. C., Pierson, W. R., Frazier,
C. A., and Purcell, R. G.: The DRI thermal/optical reflectance
carbon analysis system: description, evaluation and applications
in U.S. Air quality studies, Atmos. Environ., 27, 1185–1201,
https://doi.org/10.1016/0960-1686(93)90245-T, 1993. Hasheminassab, S., Daher, N., Ostro, B. D., and Sioutas, C.: Long-
term source apportionment of ambient fine particulate matter
(PM2.5) in the Los Angeles Basin: A focus on emissions re-
duction from vehicular sources, Environ. Pollut., 193, 54–64,
https://doi.org/10.1016/j.envpol.2014.06.012, 2014. Crippa, M., Canonaco, F., Lanz, V. A., Äijälä, M., Allan, J. D., Car-
bone, S., Capes, G., Ceburnis, D., Dall’Osto, M., Day, D. A., De-
Carlo, P. F., Ehn, M., Eriksson, A., Freney, E., Hildebrandt Ruiz,
L., Hillamo, R., Jimenez, J. L., Junninen, H., Kiendler-Scharr,
A., Kortelainen, A.-M., Kulmala, M., Laaksonen, A., Mensah,
A. A., Mohr, C., Nemitz, E., O’Dowd, C., Ovadnevaite, J., Pan-
dis, S. N., Petäjä, T., Poulain, L., Saarikoski, S., Sellegri, K.,
Swietlicki, E., Tiitta, P., Worsnop, D. R., Baltensperger, U., and
Prévôt, A. S. H.: Organic aerosol components derived from 25
AMS data sets across Europe using a consistent ME-2 based
source apportionment approach, Atmos. Chem. Phys., 14, 6159–
6176, https://doi.org/10.5194/acp-14-6159-2014, 2014. X.-F. Huang et al.: Source apportionment of PM2.5 in PRD 11578 http://hbj.jiangmen.gov.cn/thirdData/hbsjzx/hjjc/fs/201712/
t20171218_268676.html (last access: 5 August 2018), 2017. Bressi, M., Sciare, J., Ghersi, V., Bonnaire, N., Nicolas, J. B., Pe-
tit, J.-E., Moukhtar, S., Rosso, A., Mihalopoulos, N., and Féron,
A.: A one-year comprehensive chemical characterisation of fine
aerosol (PM2.5) at urban, suburban and rural background sites
in the region of Paris (France), Atmos. Chem. Phys., 13, 7825–
7844, https://doi.org/10.5194/acp-13-7825-2013, 2013. Fröhlich, R., Crenn, V., Setyan, A., Belis, C. A., Canonaco, F.,
Favez, O., Riffault, V., Slowik, J. G., Aas, W., Aijälä, M.,
Alastuey, A., Artiñano, B., Bonnaire, N., Bozzetti, C., Bressi,
M., Carbone, C., Coz, E., Croteau, P. L., Cubison, M. J., Esser-
Gietl, J. K., Green, D. C., Gros, V., Heikkinen, L., Herrmann,
H., Jayne, J. T., Lunder, C. R., Minguillón, M. C., Mocnik, G.,
O’Dowd, C. D., Ovadnevaite, J., Petralia, E., Poulain, L., Priest-
man, M., Ripoll, A., Sarda-Estève, R., Wiedensohler, A., Bal-
tensperger, U., Sciare, J., and Prévôt, A. S. H.: ACTRIS ACSM
intercomparison – Part 2: Intercomparison of ME-2 organic
source apportionment results from 15 individual, co-located
aerosol mass spectrometers, Atmos. Meas. Tech., 8, 2555–2576,
https://doi.org/10.5194/amt-8-2555-2015, 2015. ,
p
g
p
,
Burnett, R. T., Pope, C. A. I., Ezzati, M., Olives, C., Lim, S. S.,
Mehta, S., Shin, H. H., Singh, G., Hubbell, B., Brauer, M., An-
derson, H. R., Smith, K. R., Balmes, J. R., Bruce, N. G., Kan, H.,
Laden, F., Prüss-Ustün, A., Turner, M. C., Gapstur, S. M., Diver,
W. R., and Cohen, A.: An Integrated Risk Function for Estimat-
ing the Global Burden of Disease Attributable to Ambient Fine
Particulate Matter Exposure, Environ. Health Persp., 122, A235–
A235, https://doi.org/10.1289/ehp.122-A235, 2014. Canonaco, F., Crippa, M., Slowik, J. G., Baltensperger, U.,
and Prévôt, A. S. H.: SoFi, an IGOR-based interface for
the efficient use of the generalized multilinear engine (ME-
2) for the source apportionment: ME-2 application to aerosol
mass spectrometer data, Atmos. Meas. Tech., 6, 3649–3661,
https://doi.org/10.5194/amt-6-3649-2013, 2013. Gao, B., Guo, H., Wang, X., Zhao, X., Ling, Z., Zhang, Z., and Liu,
T.: Tracer-based source apportionment of polycyclic aromatic
hydrocarbons in PM2.5 in Guangzhou, southern China, using
positive matrix factorization (PMF), Environ. Sci. Pollut. R., 20,
2398–2409, https://doi.org/10.1007/s11356-012-1129-0, 2013. Cao, L.-M., Huang, X.-F., Li, Y.-Y., Hu, M., and He, L.-Y.: Volatil-
ity measurement of atmospheric submicron aerosols in an urban
atmosphere in southern China, Atmos. Chem. Phys., 18, 1729–
1743, https://doi.org/10.5194/acp-18-1729-2018, 2018. www.atmos-chem-phys.net/18/11563/2018/ Atmos. Chem. Phys., 18, 11563–11580, 2018 X.-F. Huang et al.: Source apportionment of PM2.5 in PRD
http://hbj.jiangmen.gov.cn/thirdData/hbsjzx/hjjc/fs/201712/
t20171218_268676.html (last access: 5 August 2018), 2017. X.-F. Huang et al.: Source apportionment of PM2.5 in PRD
http://hbj.jiangmen.gov.cn/thirdData/hbsjzx/hjjc/fs/201712/
t20171218_268676.html (last access: 5 August 2018), 2017. X.-F. Huang et al.: Source apportionment of PM2.5 in PRD 11579 tribution to particulate pollution during haze events in China, Na-
ture, 514, 218–222, https://doi.org/10.1038/nature13774, 2014. tribution to particulate pollution during haze events in China, Na-
ture, 514, 218–222, https://doi.org/10.1038/nature13774, 2014. try (ICP-MS) (HJ 657-2013), available at: http://kjs.mep.gov.cn/
hjbhbz/bzwb/jcffbz/201308/t20130820_257714.shtml (last ac-
cess: 5 August 2018), 2013a. Huang, X., Liu, Z., Liu, J., Hu, B., Wen, T., Tang, G., Zhang, J., Wu,
F., Ji, D., Wang, L., and Wang, Y.: Chemical characterization and
source identification of PM2.5 at multiple sites in the Beijing–
Tianjin–Hebei region, China, Atmos. Chem. Phys., 17, 12941–
12962, https://doi.org/10.5194/acp-17-12941-2017, 2017. MEE (Ministry of Ecology and Environment): Technical Speci-
fications for gravimetric measurement methods for PM2.5 in
ambient air (HJ 656-2013), available at: http://kjs.mep.gov.cn/
hjbhbz/bzwb/jcffbz/201308/t20130802_256857.shtml (last ac-
cess: 5 August 2018), 2013b. Huang, X., Yu, J. Z., He, L., and Yuan, Z.: Water-soluble
organic carbon and oxalate in aerosols at a coastal ur-
ban site in China: Size distribution characteristics, sources,
and formation mechanisms, J. Geophys. Res., 111, D22212,
https://doi.org/10.1029/2006JD007408, 2006. MEE (Ministry of Ecology and Environment): Ambient Air-
Determination of the water soluble anions (F−, Cl−, Br−, NO−
2 ,
NO−
3 , PO3−
4 , SO2−
3 , SO2−
4 ) from atmospheric particles-Ion
chromatography (HJ 799-2016), available at: http://kjs.mep.gov. cn/hjbhbz/bzwb/jcffbz/201605/t20160519_337906.shtml
(last
access: 5 August 2018), 2016a. Huang, X.-F., He, L.-Y., Hu, M., Canagaratna, M. R., Kroll,
J. H., Ng, N. L., Zhang, Y.-H., Lin, Y., Xue, L., Sun, T.-
L., Liu, X.-G., Shao, M., Jayne, J. T., and Worsnop, D. R.:
Characterization of submicron aerosols at a rural site in Pearl
River Delta of China using an Aerodyne High-Resolution
Aerosol Mass Spectrometer, Atmos. Chem. Phys., 11, 1865–
1877, https://doi.org/10.5194/acp-11-1865-2011, 2011. MEE (Ministry of Ecology and Environment): Ambient air-
Determination of the water soluble cations (Li+, Na+, NH+
4 ,
K+, Ca2+, Mg2+) from atmospheric particles-Ion chromatog-
raphy (HJ 800-2016), available at: http://kjs.mep.gov.cn/hjbhbz/
bzwb/jcffbz/201605/t20160519_337907.shtml (last access: 5
August 2018), 2016b. Huang, X. F., Hui, Y., Gong, Z. H., Xiang, L., He, L. Y.,
Zhang, Y. H., and Min, H.: Source apportionment and sec-
ondary organic aerosol estimation of PM2.5 in an urban at-
mosphere in China, Sci. China Earth Sci., 57, 1352–1362,
https://doi.org/10.1007/s11430-013-4686-2, 2014. Ming, L., Jin, L., Li, J., Fu, P., Yang, W., Liu, D., Zhang,
G., Wang, Z., and Li, X.: PM2.5 in the Yangtze River
Delta, China: Chemical compositions, seasonal variations, and
regional pollution events, Environ. Pollut., 223, 200–212,
https://doi.org/10.1016/j.envpol.2017.01.013, 2017. Jimenez, J. X.-F. Huang et al.: Source apportionment of PM2.5 in PRD L., Canagaratna, M. R., Donahue, N. M., Prevot, A. S.,
Zhang, Q., Kroll, J. H., Decarlo, P. F., Allan, J. D., Coe, H., and
Ng, N. L.: Evolution of organic aerosols in the atmosphere, Sci-
ence, 326, 1525–1529, https://doi.org/10.1126/science.1180353,
2009. Ministry
of
Environmental
Protection:
Report
on
the
State
of
the
Environment
in
China
2015,
available
at:
http://www.zhb.gov.cn/hjzl/zghjzkgb/lnzghjzkgb/201606/
P020160602333160471955.pdf (last access: 5 August 2018),
2016. Kuang, B. Y., Lin, P., Huang, X. H. H., and Yu, J. Z.: Sources
of humic-like substances in the Pearl River Delta, China: pos-
itive matrix factorization analysis of PM2.5 major compo-
nents and source markers, Atmos. Chem. Phys., 15, 1995–2008,
https://doi.org/10.5194/acp-15-1995-2015, 2015. Nanfang Daily: PM2.5 level fluctuations down in PRD region in
the past decade, available at: http://epaper.southcn.com/nfdaily/
html/2016-01/03/content_7504954.htm (last access: 5 August
2018), 2016. Lanz, V. A., Alfarra, M. R., Baltensperger, U., Buchmann, B.,
Hueglin, C., and Prévôt, A. S. H.: Source apportionment of sub-
micron organic aerosols at an urban site by factor analytical mod-
elling of aerosol mass spectra, Atmos. Chem. Phys., 7, 1503–
1522, https://doi.org/10.5194/acp-7-1503-2007, 2007. Norris, G. and Duvall, R.: EPA Positive Matrix Factoriza-
tion (PMF) 5.0 Fundamentals and user guide, available at:
https://www.epa.gov/sites/production/files/2015-02/documents/
pmf_5.0_user_guide.pdf (last access: 5 August 2018), 2014. Paatero,
P.:
The
Multilinear
Engine
–
A
Table-Driven,
Least
Squares
Program
for
Solving
Multilinear
Prob-
lems,
Including
the
n-Way
Parallel
Factor
Analy-
sis
Model,
J. Comput. Graph. Stat.,
8,
854–888,
https://doi.org/10.1080/10618600.1999.10474853, 1999. Leiva, M. A., Araya, M. C., Alvarado, A. M., and Seguel, R. J.:
Uncertainty estimation of anions and cations measured by ion
chromatography in fine urban ambient particles (PM2.5), Ac-
credit. Qual. Assur., 17, 53–63, https://doi.org/10.1007/s00769-
011-0844-4, 2012. Paatero, P. and Tapper, U.: Positive matrix factorization: A
non-negative factor model with optimal utilization of er-
ror estimates of data values, Environmetrics, 5, 111–126,
https://doi.org/10.1002/env.3170050203, 1994. Lelieveld, J., Evans, J. S., Fnais, M., Giannadaki, D., and Pozzer,
A.: The contribution of outdoor air pollution sources to pre-
mature mortality on a global scale, Nature, 525, 367–371,
https://doi.org/10.1038/nature15371, 2015. People’s Government of Guangdong Province: Major Pollutants
Emission Reduction implementation plan during the 12th Five-
year Plan in Guangdong Province, available at: http://zwgk.gd. gov.cn/006939748/201212/t20121219_359131.html (last access:
5 August 2018), 2012. X.-F. Huang et al.: Source apportionment of PM2.5 in PRD Liu, J., Li, J., Zhang, Y., Liu, D., Ding, P., Shen, C., Shen, K.,
He, Q., Ding, X., and Wang, X.: Source apportionment us-
ing radiocarbon and organic tracers for PM2.5 carbonaceous
aerosols in Guangzhou, South China: contrasting local- and
regional-scale haze events, Environ. Sci. Technol., 48, 12002,
https://doi.org/10.1021/es503102w, 2014. People’s Government of Shenzhen Municipality: Air quality im-
provement plan in Shenzhen, available at: http://zwgk.gd.gov.cn/
007543382/201309/t20130930_407564.html (last access: 5 Au-
gust 2018), 2013. Mason, B.: Principles of Geochemistry, 4nd edition, John Wiley and
Sons, New York, 1982. MEE (Ministry of Ecology and Environment): Ambient air and sta-
tionary source emission – Determination of metals in ambient
particulate matter – Inductively coupled plasma/mass spectrome- Physick, W. L. and Goudey, R.: Estimating an annual-average RSP
concentration for Hong Kong using days characteristic of the X.-F. Huang et al.: Source apportionment of PM2.5 in PRD He,
L.,
Huang,
X.,
Xue,
L.,
Hu,
M.,
Lin,
Y.,
Zheng,
J., Zhang, R., and Zhang, Y.: Submicron aerosol analy-
sis and organic source apportionment in an urban atmo-
sphere in Pearl River Delta of China using high-resolution
aerosol mass spectrometry, J. Geophys. Res., 116, D12304,
https://doi.org/10.1029/2010JD014566, 2011. Hong Kong Marine Department: Ranking of container ports of the
world, https://www.mardep.gov.hk/hk/publication/pdf/portstat_
2_y_b5c.pdf (last access: 5 August 2018), 2012. Hu, Z. Y.: Studies on the Discharging and Distribution of Heavy
Metal Pollution in the Pearl River Delta, Doctoral disserta-
tion, Graduate School of the Chinese Academy of Sciences
(Guangzhou Institute of Geochemistry), 2004. Elser, M., Huang, R.-J., Wolf, R., Slowik, J. G., Wang, Q.,
Canonaco, F., Li, G., Bozzetti, C., Daellenbach, K. R., Huang,
Y., Zhang, R., Li, Z., Cao, J., Baltensperger, U., El-Haddad, I.,
and Prévôt, A. S. H.: New insights into PM2.5 chemical composi-
tion and sources in two major cities in China during extreme haze
events using aerosol mass spectrometry, Atmos. Chem. Phys., 16,
3207–3225, https://doi.org/10.5194/acp-16-3207-2016, 2016. Huang, R., Zhang, Y., Bozzetti, C., Ho, K., Cao, J., Han, Y., Dael-
lenbach, K. R., Slowik, J. G., Platt, S. M., Canonaco, F., Zotter,
P., Wolf, R., Pieber, S. M., Bruns, E. A., Crippa, M., Ciarelli,
G., Piazzalunga, A., Schwikowski, M., Abbaszade, G., Schnelle-
Kreis, J., Zimmermann, R., An, Z., Szidat, S., Baltensperger, U.,
Haddad, I. E., and Prévôt, A. S. H.: High secondary aerosol con- Environmental Protection Agency of Jiangmen City: Key pol-
lution sources basic information in Jiangmen, available at: www.atmos-chem-phys.net/18/11563/2018/ Atmos. Chem. Phys., 18, 11563–11580, 2018 X.-F. Huang et al.: Source apportionment of PM2.5 in PRD Yamasoe, M. A., Artaxo, P., Miguel, A. H., and Allen, A. G.:
Chemical composition of aerosol particles from direct emis-
sions of vegetation fires in the Amazon Basin: water-soluble
species and trace elements, Atmos. Environ., 34, 1641–1653,
https://doi.org/10.1016/S1352-2310(99)00329-5, 2000. Tan, J., Duan, J., Ma, Y., He, K., Cheng, Y., Deng, S., Huang,
Y., and Si-Tu, S.: Long-term trends of chemical charac-
teristics and sources of fine particle in Foshan City, Pearl
River Delta: 2008–2014, Sci. Total Environ., 565, 519–528,
https://doi.org/10.1016/j.scitotenv.2016.05.059, 2016. Yuan, Z., Lau, A., Zhang, H., Yu, J., Louie, P., and Fung, J.:
Identification and spatiotemporal variations of dominant PM10
sources over Hong Kong, Atmos. Environ., 40, 1803–1815,
https://doi.org/10.1016/j.atmosenv.2005.11.030, 2006. Tao, J., Zhang, L., Cao, J., Zhong, L., Chen, D., Yang, Y., Chen,
D., Chen, L., Zhang, Z., Wu, Y., Xia, Y., Ye, S., and Zhang,
R.: Source apportionment of PM2.5 at urban and suburban ar-
eas of the Pearl River Delta region, south China – With em-
phasis on ship emissions, Sci. Total Environ., 574, 1559–1570,
https://doi.org/10.1016/j.scitotenv.2016.08.175, 2017. Yuan, Z. B., Yu, J. Z., Lau, A. K. H., Louie, P. K. K., and Fung,
J. C. H.: Application of positive matrix factorization in estimat-
ing aerosol secondary organic carbon in Hong Kong and its rela-
tionship with secondary sulfate, Atmos. Chem. Phys., 6, 25–34,
https://doi.org/10.5194/acp-6-25-2006, 2006. Zou, B. B., Huang, X. F., Zhang, B., Dai, J., Zeng, L. W., Feng, N.,
and He, L. Y.: Source apportionment of PM2.5 pollution in an
industrial city in southern China, Atmos. Pollut. Res., 8, 1193–
1202, https://doi.org/10.1016/j.apr.2017.05.001, 2017. Taylor, S. R. and Mclennan, S. M.: The geochemical evolu-
tion of the continental crust, Rev. Geophys., 33, 293–301,
https://doi.org/10.1029/95RG00262, 1995. Ulbrich, I. M., Canagaratna, M. R., Zhang, Q., Worsnop, D. R., and
Jimenez, J. L.: Interpretation of organic components from Posi-
tive Matrix Factorization of aerosol mass spectrometric data, At-
mos. Chem. Phys., 9, 2891–2918, https://doi.org/10.5194/acp-9-
2891-2009, 2009. Villalobos, A. M., Barraza, F., Jorquera, H., and Schauer, J. J.:
Chemical speciation and source apportionment of fine particulate
matter in Santiago, Chile, 2013, Sci. Total Environ., 512–513,
133–142, https://doi.org/10.1016/j.scitotenv.2015.01.006, 2015. Visser, S., Slowik, J. G., Furger, M., Zotter, P., Bukowiecki, N.,
Canonaco, F., Flechsig, U., Appel, K., Green, D. C., Tremper, A. H., Young, D. E., Williams, P. I., Allan, J. D., Coe, H., Williams,
L. R., Mohr, C., Xu, L., Ng, N. L., Nemitz, E., Barlow, J. F.,
Halios, C. X.-F. Huang et al.: Source apportionment of PM2.5 in PRD 11580 dominant weather patterns, Atmos. Environ., 35, 2697–2705,
https://doi.org/10.1016/S1352-2310(00)00413-1, 2001. dominant weather patterns, Atmos. Environ., 35, 2697–2705,
https://doi.org/10.1016/S1352-2310(00)00413-1, 2001. Wang, H., Tian, M., Chen, Y., Shi, G., Liu, Y., Yang, F., Zhang, L.,
Deng, L., Yu, J., Peng, C., and Cao, X.: Seasonal characteris-
tics, formation mechanisms and source origins of PM2.5 in two
megacities in Sichuan Basin, China, Atmos. Chem. Phys., 18,
865–881, https://doi.org/10.5194/acp-18-865-2018, 2018. Polissar, A. V., Hopke, P. K., Paatero, P., Malm, W. C., and
Sisler, J. F.: Atmospheric aerosol over Alaska: 2. Elemental
composition and sources, J. Geophys. Res., 103, 19045–19057,
https://doi.org/10.1029/98JD01212, 1998. Wang, J., Ho, S. S. H., Ma, S., Cao, J., Dai, W., Liu, S., Shen, Z.,
Huang, R., Wang, G., and Han, Y.: Characterization of PM2.5
in Guangzhou, China: uses of organic markers for support-
ing source apportionment, Sci. Total Environ., 550, 961–971,
https://doi.org/10.1016/j.scitotenv.2016.01.138, 2016. Reyes-Villegas, E., Green, D. C., Priestman, M., Canonaco, F., Coe,
H., Prévôt, A. S. H., and Allan, J. D.: Organic aerosol source
apportionment in London 2013 with ME-2: exploring the so-
lution space with annual and seasonal analysis, Atmos. Chem. Phys., 16, 15545–15559, https://doi.org/10.5194/acp-16-15545-
2016, 2016. Wang,
Q. Q.,
Huang,
X. H. H.,
Zhang,
T.,
Zhang,
Q.,
Feng, Y., Yuan, Z., Wu, D., Lau, A. K. H., and Yu, J. Z.: Organic tracer-based source analysis of PM2.5 organic
and elemental carbon: A case study at Dongguan in the
Pearl River Delta, China, Atmos. Environ., 118, 164–175,
https://doi.org/10.1016/j.atmosenv.2015.07.033, 2015. Rodríguez, S., Van Dingenen, R., Putaud, J.-P., Dell’Acqua, A.,
Pey, J., Querol, X., Alastuey, A., Chenery, S., Ho, K.-F., Har-
rison, R., Tardivo, R., Scarnato, B., and Gemelli, V.: A study
on the relationship between mass concentrations, chemistry
and number size distribution of urban fine aerosols in Milan,
Barcelona and London, Atmos. Chem. Phys., 7, 2217–2232,
https://doi.org/10.5194/acp-7-2217-2007, 2007. Wang,
Q.,
Feng,
Y.,
Huang,
X. H. H.,
Griffith,
S. M.,
Zhang, T., Zhang, Q., Wu, D., and Yu, J. Z.: Nonpo-
lar organic compounds as PM2.5 source tracers: Investiga-
tion of their sources and degradation in the Pearl River
Delta, China, J. Geophys. Res.-Atmos., 121, 11862–11879,
https://doi.org/10.1002/2016JD025315, 2017. Sarnat, J. A., Marmur, A., Klein, M., Kim, E., Russell, A. G., Sar-
nat, S. E., Mulholland, J. A., Hopke, P. K., and Tolbert, P. E.: Fine
Particle Sources and Cardiorespiratory Morbidity: An Applica-
tion of Chemical Mass Balance and Factor Analytical Source-
Apportionment Methods, Environ. Health Persp., 116, 459–66,
https://doi.org/10.1289/ehp.10873, 2008. www.atmos-chem-phys.net/18/11563/2018/ Atmos. Chem. Phys., 18, 11563–11580, 2018 X.-F. Huang et al.: Source apportionment of PM2.5 in PRD H., Fleming, Z. L., Baltensperger, U., and Prévôt, A. S. H.: Advanced source apportionment of size-resolved trace el-
ements at multiple sites in London during winter, Atmos. Chem. Phys., 15, 11291–11309, https://doi.org/10.5194/acp-15-11291-
2015, 2015. Atmos. Chem. Phys., 18, 11563–11580, 2018
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Numerical Investigation on Performance of Gas Turbine Blade: Effects of simulation Models and Blade Geometry
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Linköping electronic conference proceedings
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Numerical Investigation on Performance of Gas Turbine Blade
Effects of Simulation Models and Blade Geometry Heng Hu, Narmin Hushmandi, Magnus Genrup Energy Science department, Lund University, Box 118, 22100 Lund, Sweden
heng.hu@energy.lth.se SIMS 64 SIMS 64 SIMS 64 Västerås, Sweden, September 26-27, 2023 Abstract With a significant impact on turbomachinery blade performance, surface curvature distribution becomes one of
the essential factors in the design of high-efficiency blades. This study focuses on applying computational fluid
dynamics (CFD) to evaluate turbine rotor blade performance. The main aim is to analyze the influence of
incidence and geometry shape on the performance of a gas-turbine blade in two dimensions. To achieve this, an
investigation was conducted to identify a suitable turbulence model for this case, with two turbulence models
combined with two different solvers explored in ANSYS Fluent: Realizable k-ε model in pressure and density
based solver; k-ω shear stress transport (SST) model in pressure and density based solver. The blade total pressure
loss across different blade exit Mach numbers is the comparison factor, with validation against experimental data. Subsequently, the chosen pressure-based k-ω SST model mode is used to study the performance of various air
inflow incidence angles and compare two different blade geometries. In this paper, two geometries, Geometry 1
and Geometry 2, were designed by setting two different exit blade angles, β2=79.5° and β2=70° respectively, while
the inlet blade angles have the same value, β1=48.8°. Furthermore, the effect of varying air inflow incidence angles
between -48.8° and 10° on the blade performance distribution is also investigated. Within the studied range, the
inflow incidence angle of 10° is found to have the best performance in terms of turbine work output. On the other
hand, the blade performance of Geometry 2 appears superior to Geometry 1. 1. Introduction This paper involves the 2D round, which is practical The turbine portion in gas turbine systems extracts
work from the combusted gases to power the SIMS 64 Västerås, Sweden, September 26-27, 2023 (b) Schematic of blade sections for two geometries. Figure 1: Schematic of the 2D blade. regarding the scope and computational cost. Coupled with the computationally economical
RANS models, the approach reflects a common
means adopted in industries to offer a quick blade
diagnostic tool for trend studies. The selected RANS
model is subsequently applied to the turbine blade
design to relate the modified parameters to the
selected blade performance indicators. In addition, this paper also seeks to demonstrate the
key role of CFD in both industry and academic
research for turbine blade design. CFD today is an
indispensable part of blade design as it provides a
performance evaluation for a particular geometry. It
can also be used to pick out the blade locations
requiring modifications, forming an iterative part of
the design process to optimize surface geometry and
loadings. ) Schematic of blade sections for two geometries. Figure 1: Schematic of the 2D blade. Schematic of blade sections for two geometr
Figure 1: Schematic of the 2D blade. In this research, two blades were designed by setting
two different β2: exit blade angle, β2=79.5°, and
β2=70° respectively, while the β1: inlet blade angle
have the same value, β1=48.8°. The two blade
geometries are shown in Figure 1(b). Geometry 1 is
a reference blade profile of Atlas (Mee D J et al.,
1992). Since Geometry 1 has experimental results,
most of the simulations in this paper are based on
Geometry 1. In order to study the influence of blade
geometric parameters on blade performance, based
on Geometry 1, modifications are done to the exit
blade angle to obtain Geometry 2. The remaining
important blade parameter values of Geometry 1 and
Geometry 2 are shown in Table 1. 1. Introduction compressor stages and drive other loads. As such,
considerable effort has been poured into turbine
blade research to attain maximum extraction of the
valuable work output. Additionally, to further push
the upper bound of turbine efficiency, much research
has been done on limiting flow separation that
contributes
to
decreases
in
work
output
(Korakianitis T P. et al., 1989) Unsurprisingly, the
surface curvature of the blade determines its loading
distribution, forming a crucial factor in controlling
flow separation (Nemnem et al., 2014). In further
detail, a smooth curvature distribution at the blade
leading edge has been found to prevent the
formation of separation bubbles, thus suppressing
the flow separation (Song Y et al., 2014). The blade geometric profile is designed to determine
the efficient aerodynamic performance. Some
principal aerodynamic objectives of a turbine blade
design are: the blade angles at the inlet and exit must
be correctly matched to the fluid flow angles; the
throat area determines the flow capacity and must be
sized correctly. Besides, Blade surfaces curvature
and changes in curvature should be limited,
consistent with the necessary turning of the flow in
blade passage. So the blade design plays an essential
role in the full design process. In turbomachinery,
quality blade design is an integral element to
efficient aerodynamics (Lebele-Alawa et al., 2008),
which can affect the entire blade row's performance,
affecting the overall machine efficiency (Fast M et
al., 2009). In particular, blade curvature distribution
has been shown to influence boundary-layer
characteristics, determining blade losses and
efficiency (Korakianitis et al., 1993).Even though
the field of blade curvature is relatively mature, the
potential benefits of sizeable industrial cost-savings
and environmental impact from even a tiny
efficiency improvement have been sustaining the
keen interest in work in this area. This paper considers how blade parameterization
affects profile losses and loading diagrams in a
numerical approach, including blade angles,
incidence, etc. It is worth highlighting that one main
objective of the paper is to explore and compare
different numerical models against a set of
experimental data to identify a suitable model for
this application. Designing a turbine blade geometry
typically starts from a one-dimensional approach
before moving on to two-dimensional (2D) and
eventually developing into 3D in the final phase. 2. Numerical Simulation For this research, the fluid flow parameters, e.g.,
velocity magnitude, pressure, temperature, and
Mach number, around the turbine blade will be
simulated using numerical methods. Two turbine
blade geometries with different exit blade angles
were generated to examine the influence of blade
geometry. The ANSYS ICEM CFD was used to
mesh the geometry. The commercial CFD software,
ANSYS Fluent, is used for solving and post-
processing. 2.1. Turbine Blade Geometries Table 1: Blade parameters. Parameters
Geometry 1 Geometry 2
Chord (m)
0.0474
0.0474
Stagger Angle(°)
-37.8
-29.8
Pitch/Chord
0.7593
0.7597
Axial Chord (m)
0.03745
0.0411
The Normalized curvature distribution of the two
geometries generated in AxCent showing in Figure
2, which shows that, in the two cases, the blade
curvature is continuous and smooth. The blade
curvature distribution of the pressure side for the two
geometries differs, while the blade curvature
distribution on the suction side coincides. (a) Pressure Side Table 1: Blade parameters. Parameters
Geometry 1 Geometry 2
Chord (m)
0.0474
0.0474
Stagger Angle(°)
-37.8
-29.8
Pitch/Chord
0.7593
0.7597
Axial Chord (m)
0.03745
0.0411
The Normalized curvature distribution of the two
geometries generated in AxCent showing in Figure
2, which shows that, in the two cases, the blade
curvature is continuous and smooth. The blade
curvature distribution of the pressure side for the two
geometries differs, while the blade curvature
distribution on the suction side coincides. Table 1: Blade parameters. Parameters
Geometry 1 Geometry 2
Chord (m)
0.0474
0.0474
Stagger Angle(°)
-37.8
-29.8
Pitch/Chord
0.7593
0.7597
Axial Chord (m)
0.03745
0.0411
The Normalized curvature distribution of the two
geometries generated in AxCent showing in Figure This paper aims to find the influence of different
solvers, incidence angle, and shape of turbine
blades. For simplification of simulation cost, 2D
geometries are selected for this study. Figure 1(a)
shows the schematic diagram of blade section
parameters. AxCent of Concepts NREC design tools
software provides a good way to generate the
geometries by determining the blade section
parameters (such as inlet/exit blade angles, stagger
angles, gauge angles, wedge angles, chords, and
pitch). The Normalized curvature distribution of the two The Normalized curvature distribution of the two
geometries generated in AxCent showing in Figure
2, which shows that, in the two cases, the blade
curvature is continuous and smooth. The blade
curvature distribution of the pressure side for the two
geometries differs, while the blade curvature
distribution on the suction side coincides. (a) Schematic diagram of blade section parameters (a) Schematic diagram of blade section parameters
distribution on the suction side coincides. (a) Pressure Side (a) Pressure Side (a) Pressure Side (a) Schematic diagram of blade section parameters (a) Pressure Side (a) Pressure Side SIMS 64 Västerås, Sweden, September 26-27, 2023 Västerås, Sweden, September 26-27, 2023 (b) Suction Side
Figure 2: Curvature distribution of the 2D blade sections
for two geometries. 2.1. Turbine Blade Geometries treatment and are expected better to handle the
complex turbulent flow around these areas and
enhance computational accuracy. The first layer grid
near-wall is 0.002 mm, and the y+ value is around 1. Figure 3: Numerical domain and mesh for the analysis of
the geometry 1. Figure 3: Numerical domain and mesh for the analysis of
the geometry 1. (b) Suction Side
Figure 2: Curvature distribution of the 2D blade sections
for two geometries. Figure 3: Numerical domain and mesh for the analysis of
the geometry 1. 2.2. Mesh Generation and Boundary Conditions A mesh independence analysis was done using
various mesh densities to study the effect of grid
resolution on the accuracy of numerical results. For
this purpose, the grid resolution was increased until
the blade total pressure loss had no significant
variations. The computational domain of fluid is divided into
three parts: the upstream and downstream domains
and the blade domain. The computation domain is
extended upstream and downstream to achieve a
fully developed flow. The inlet of the numerical
domain is extended 0.8 times axial chord of the
blade upstream of the blade leading edge, and the
exit is extended 1.25 times the axial chord
downstream of the blade trailing edge. Four types of
boundary conditions are presented to solve a blade
cascade: wall, periodic, inlet, and outlet (Moshizi S
A et al., 2014). Using the periodic boundaries for the
blade cascade is common in CFD to reduce the
computational domain size and thus decrease the
time and memory cost for processing (M. Mahmoudi
et al., 2005), so just one blade passage simulated in
all simulations. For the inlet and out boundary
conditions, pressure-inlet and pressure-outlet are
adopted, respectively. No-slip condition is used for
the blade wall. The values of the boundary
conditions applied to the cases are presented in
Table 2. This paper uses the total pressure loss coefficient to
characterize the blade total profile loss. The
definition of the total pressure loss coefficient: 𝑌𝑝= 𝑝01,𝑖𝑛−𝑝02,𝑜𝑢𝑡
𝑝01,𝑖𝑛−𝑝1𝑠,𝑖𝑛
(1) (1) Where 𝑝01,𝑖𝑛 represents the blade inlet total
pressure, 𝑝02,𝑜𝑢𝑡 is the mass-weighted average total
pressure at the blade section where extended 0.8
times the axial chord downstream of the blade
trailing edge. Nine grid sizes in the range of 5000 to 134 000
structured cells are evaluated. Figure 4 illustrates the
variations of blade total pressure loss for the
different grids. Due to the importance of
computational efficiency, the mesh with 114 400
structured cells was chosen for Geometry 1;
Geometry 2 has meshed with the same method, and
the number of grids is comparable at 118 650
structured cells. Table 2: Boundary conditions. Parameter
Value
Inlet/Outlet Total Temperature
1046(K)
Inlet Absolute Total Pressure
211325(Pa)
Outlet Absolute Static Pressure
126325(Pa)
Outlet Mach Number
0.7-1.1
With good quality of the structured mesh, using a
higher-order discretization scheme, the solver
solution would have a higher convergence rate and
precision. 2.5. Model Validation 2.5. Model Validation The experimental results of Atlas, involving the
same blade design as Geometry 1, were used to
validate the numerical solutions. The blade profile
loss against different Mach numbers was profiled in
the actual experiment. The inlet airflow direction
specification method was set to be normal to the
boundary, corresponding to an incidence angle of -
48.8°. Additionally, the specification method for
both inlet and outlet boundary conditions was based
on turbulence intensity and turbulence viscosity
ratios of 5% and 10, respectively. Different exit
Mach numbers were obtained by adjusting the outlet
pressure value. Figure 5 shows the numerical blade losses across
various exit Mach numbers found via the four
model-solving cases close to experimental data. The
models are pressure-based SST k-ω, density-based
SST k-ω, pressure-based Realizable k-ε, and
density-based
Realizable
k-ε. Although
the
numerical data do not overlap entirely with the
experimental ones, the differences are within a
reasonable range. The changing trend of the
experimental and simulated structures is basically
the same and have some slight difference. The
plotted loss coefficients are for exit Mach numbers
between 0.7 to 1.1. It is seen from the plot that, up
to a specific exit Mach number (Ma=0.9), the total
pressure losses are low. However, after Ma=0.9, the
total pressure loss increases rapidly. The sudden
increase is due to the appearance of shocks inside the
blade channel. As the exit Mach number continues
to grow to about 1.05, the simulation results show
that the total pressure loss increases slowly with the
exit Mach number, while the experimental results
still increase significantly with the increase of the
exit Mach number. In Fluent, the pressure-based solver is developed
from the original separate solver, which solves the
momentum, pressure correction, energy, and other
scalar equations in sequence, such as the turbulence
equation. Unlike before, the pressure-based solver
also adds a coupling algorithm, which can be freely
switched between the separation and coupling
solutions. The coupling solution is to solve the
aforementioned momentum and pressure correction
simultaneously and then solve energy, component
equations, and other scalar equations, such as
Turbulence equations, etc., which have fast
convergence speed but require more memory and
calculation. 2.4. Solver Settings 1, the density-based simulations took significantly
longer to run and converge. The coupled algorithm
is used for the pressure-based solver because of its
higher accuracy. As the simulation is 2D and the grid
resolution is not large, the trade-off in computational
time is insignificant. 2.4. Solver Settings The governing equations for viscous compressible
fluid are the continuity, Navier-Stokes momentum,
and state equations. The equations are discretized
with the finite volume method. Firstly, four different
RANS models in Fluent - namely the Pressure-based
k-epsilon method, Pressure-based SST k-ω method,
Density-based Realizable k-ε method, Density-
based SST k-ω method were used to solve the
discretized equations. For the spatial discretization
of pressure-based solver cases, the second-order
scheme is used for pressure, and the second-order
upwind scheme is used for momentum and turbulent
kinetic energy terms. For the spatial discretization of
density-based solver cases, the second-order upwind
scheme is used for flow and turbulent kinetic energy
terms. Besides, ideal gas model has been chosen
because the physical fluid is a compressible fluid. Turbulence is chosen to be modeled using the
Realizable k-ε and SST k-ω models due to the
corresponding theoretical strengths in providing
realistic results and superior performance for
complex flows (like adverse pressure gradient and
separated flows), respectively. The convergence of
the solution is monitored by checking the residuals
of the numerically solved governing equations,
which use the absolute scale of residuals to converge
until 1E-6. 2.2. Mesh Generation and Boundary Conditions Therefore, the software ICEM CFD was
used to generate the structured grids for calculation
domains around the blade surface. Figure 3 shows
the meshes of Geometry 1 employed in the
computational domain. The whole grid was
structured with an O-H type of mesh, using the O-
type mesh around the blade and H-type everywhere
else. The meshes are refined for the near-wall Table 2: Boundary conditions. Parameter
Value
Inlet/Outlet Total Temperature
1046(K)
Inlet Absolute Total Pressure
211325(Pa)
Outlet Absolute Static Pressure
126325(Pa)
Outlet Mach Number
0.7-1.1
With good quality of the structured mesh, using a
higher-order discretization scheme, the solver
solution would have a higher convergence rate and
precision. Therefore, the software ICEM CFD was
used to generate the structured grids for calculation
domains around the blade surface. Figure 3 shows
the meshes of Geometry 1 employed in the
computational domain. The whole grid was
structured with an O-H type of mesh, using the O-
type mesh around the blade and H-type everywhere
else. The meshes are refined for the near-wall Table 2: Boundary conditions. Parameter
Value
Inlet/Outlet Total Temperature
1046(K)
Inlet Absolute Total Pressure
211325(Pa)
Outlet Absolute Static Pressure
126325(Pa)
Outlet Mach Number
0.7-1.1
With good quality of the structured mesh, using a
higher-order discretization scheme, the solver
solution would have a higher convergence rate and
precision. Therefore, the software ICEM CFD was
used to generate the structured grids for calculation
domains around the blade surface. Figure 3 shows Table 2: Boundary conditions. Table 2: Boundary conditions. Parameter
Value
Inlet/Outlet Total Temperature
1046(K)
Inlet Absolute Total Pressure
211325(Pa)
Outlet Absolute Static Pressure
126325(Pa)
Outlet Mach Number
0.7-1.1 Figure 4: Mesh independence study of Geometry 1 With good quality of the structured mesh, using a
higher-order discretization scheme, the solver
solution would have a higher convergence rate and
precision. Therefore, the software ICEM CFD was
used to generate the structured grids for calculation
domains around the blade surface. Figure 3 shows
the meshes of Geometry 1 employed in the
computational domain. The whole grid was
structured with an O-H type of mesh, using the O-
type mesh around the blade and H-type everywhere
else. The meshes are refined for the near-wall Figure 4: Mesh independence study of Geometry 1 Figure 4: Mesh independence study of Geometry 1 Figure 4: Mesh independence study of Geometry 1 SIMS 64 Västerås, Sweden, September 26-27, 2023 2.5. Model Validation The difference between Pressure-based and Density-
based: First, the pressure-based solver was mainly
used for the solution of low-speed incompressible
flow, while the density-based method was mainly
designed for high-speed compressible flow, but now
both ways have been extended to solve a large flow
velocity range method. Second, the density-based
solver was developed from the originally coupled
solver. It simultaneously solves the continuity,
momentum, energy, and component equation, then
solves the turbulence and scalar equations. As a
result, the density-based solver has a fast
convergence speed and requires more memory and
calculation time than the pressure-based solver! As a result, the density-based solver is expected to
take longer computational time per iteration. According to observation, for the studied Geometry Figure 5: Comparison between numerical and
experimental blade profile loss for Geometry 1. As a result, the density-based solver is expected to
take longer computational time per iteration. According to observation, for the studied Geometry Figure 5: Comparison between numerical and
experimental blade profile loss for Geometry 1. SIMS 64 Västerås, Sweden, September 26-27, 2023 Västerås, Sweden, September 26-27, 2023 blade wall under the same solver, the SST k-ω model
shows a better distribution of the reflected oblique
shocks and expansion waves near the blade wall. Theoretically, the Realizable k-ε model might face
inaccuracies for complex wall-bounded flows, such
as predicting the early onset of flow separation or the
inability to accurately capture turbulent shock wave-
boundary layer interaction. Thus SST k-ω might be
more reliable in this respect. The Mach number
around the trailing edge of the turbine blade is small,
which means the velocity is small, resulting from
some adverse flow decrease in kinetic energy. The differences may have come from the following
reasons. Firstly, the compressibility of air and the
capture of shock waves in the simulation
calculations may still differ from the actual problem;
some factors, like the turbulent vortex in 3D space
and dissipation in the third direction, cannot be
captured by the 2D simulations in this research. Secondly, applying constant static pressure at the
outlet affects the total pressure loss values. Besides,
the empirical data measurement position and
statistical approach may differ from the data
collection of our numerical approach. Finally, this
study is mainly on a transonic turbine blade, with
exit Mach number ranging from about 0.7 to 1.1, for
which it is notoriously difficult to get a precise
solution with RANS models. 2.5. Model Validation Figure 6: The Contour of Mach number of four models
with exit Mach number 1.1. Similarly, the differences between the four cases are
also slight. The data sets for density-based and
pressure-based SST k-ω models are close to each
other, while the density-based and pressure-based
Realizable k-ε models also have a similar
phenomenon. According to the literature (Corriveau
D et al., 2007), the profile loss will vary slowly for
high Mach numbers, which also can be observed in
our current numerical results. When the Mach
number is above almost 1.05, the density-based and
pressure-based Realizable k-ε model has less
variation than the SST k-ω models. So in terms of
growth trend, the SST k-ω model is closer to the
experimental growth trend than the Realizable k-ε
model. Figure 6: The Contour of Mach number of four models
with exit Mach number 1.1. Figure 7 and 8 show the contour of static
temperature and total pressure of four models,
respectively. Besides, in both figures, the ‘inclined
strip’ near the outlet part is caused by the blade
wakes, and the ‘strips’ are caused by other turbine
blades present with the periodic boundary condition
selection. 3.1. Comparison across Models 3.1. Comparison across Models Figure 7: The static temperature of four models with exit
Mach number 1.1. p
Before further research on this turbine blade, some
variables, like Mach number, pressure, obtained in
the model validation section were identified as key
parameters. In addition, comparing the differences
caused by different model-solver cases is also
critical. Using geometry 1, we have done some
simulations to explore the influence of model and
solver selection. This study analyzes the conditions
of different outlet Mach numbers 0.76 and 1.1, as
shown in Figures 6-11. The most apparent difference
between these two cases is the observation of shock
waves. When the outlet Mach number is 1.1, the
shock wave is obvious in all four models, as seen in
Figure 6 and 7, while the flow field of four models
is subsonic when the outlet Mach number is 0.76, as
shown in Figures 9 and 10. Figure 7: The static temperature of four models with exit
Mach number 1.1. Figure 8: The Total Pressure of four models with exit
Mach number 1.1. Figure 8: The Total Pressure of four models with exit
Mach number 1.1. Figure 6 shows the contour of the exit Mach number
of 1.1 under the same turbulence models with
different solvers. Specifically, the density-based and
pressure-based Realizable k-ε models have similar
Mach number distributions, including the value
range and position of the shock wave, while the
density-based and pressure-based SST k-ω models
capture a more severe shock. As it is seen from
zoom-in figures, near the suction side of the outlet Figure 8: The Total Pressure of four models with exit
Mach number 1.1. SIMS 64 SIMS 64 Västerås, Sweden, September 26-27, 2023 In a gas turbine, the turbines would endure some of
the harshest operating temperatures. On top of
revealing the temperatures the blades will be subject
to, the temperature distribution around the blade can
potentially allow the designer to measure how
design changes might lead to temperature changes in
the flow field and uneven distributions, if any. Furthermore, additional design measures such as
cooling channels and thermal barrier coating can be
incorporated to target the areas with peak
temperatures. As the outlet Mach number was decreased to 0.76,
the entire flow field becomes subsonic, as shown in
Figures 9. The maximum Mach number changed
from about 1.31 to 0.85. 3.1. Comparison across Models Besides, the Mach number
in the blade's trailing edge is more uniform, and
there is no shock wave in the field. Figure 9: The Contour of Mach number of four models
with exit Mach number 0.76. Figure 11 shows the total pressure of four models
when the outlet Mach number is 0.76. It can be seen
that the total pressure drop in Figure 11 is
significantly smaller than that in Figure 8. Therefore, the shock wave is one of the significant
sources of loss. From this, it can be concluded that
the blade curvature distribution should be in a way
to minimize the effect of losses with having oblique
and expansion waves in the flow. Figure 9: The Contour of Mach number of four models
with exit Mach number 0.76. So far, the results of the density-based and the
pressure-based are not much different, and the
pressure-based costs less computational time. Besides, turbulence models, SST k-ω model
compared to Realizable k-ε model has more ability
to accurately capture turbulent shock wave-
boundary layer interaction. Therefore, the pressure-
based SST k-ω model is thought to be more realistic
for this study. Therefore, the computations
performed and the results presented below are
performed entirely with pressure based SST k-ω
model. A low Mach number means the kinetic energy loss
is slight. Therefore, the static temperature in the
trailing edge of the blade increased in a smaller area,
and the distribution near the outlet is more even, as
shown in Figure 10. The average temperature is
higher than the case with a high Mach number. This
is because the two cases with the same inlet
temperature have higher Mach number with shock
waves increasing more loss so that the temperature
will be higher. will be higher. Figure 10: The static temperature of four models with
exit Mach number 0.76. Figure 11: The Total Pressure of four models with exit
Mach number 0.76. The temperature data (Figures 7, 10) also offers
information pertinent to the design of turbine blades. g
Figure 10: The static temperature of four models with
exit Mach number 0.76. 3.2. Influence of Incidence Figure 13 shows the contour of the velocity vector
and zoom-in figures. Figure 13(a) compares the
contour of different incidence angles on Mach
number in Geometry 1. From the zoom-in figure (b),
showing some specific details, there is a backflow
and vortex near the pressure side boundary region
when the incidence angle is -48.8º, which may cause
more losses. However, as the incidence angle
change to 10º, there is no reverse flow and vortex. ( )
p
Figure 14: Influence of incidence on blade loading along
the surface of the blade in Geometry 1. Identifiable from Figure 14, the incidence of 10º
gives the largest work output (within the studied
range). This information could be incorporated
either into the design of the trailing edge blade angle
of the stator stage upstream of the concerned rotors
or the orientation of the rotor blades to obtain the
desired incidence angle. Isentropic Mach number and static pressure values
along the blade surface normalized with total inlet
pressure p_s⁄p_(0,in) are plotted against the axial
distance from the leading edge of the blades
(x⁄C_axial ), where C_axial is the blade axial chord,
is adopted to better evaluate performance due to the
small numerical differences for blade profile losses,
which shows in Figure 14. The small 'loop' in Figure
14 (a) when the incidence is -48º indicates negative
work done by the blade from the flow before the
position of 0.25. The net area enclosed by the curve
can be related to the work output by the blade so that
a larger one will indicate better work output. Besides, we can also know that over-expansion
between the throat and trailing edge exits some
diffusion, with an increase in loss. Figure 14 (b)
compares the influence of different incidences on
isentropic Mach number distribution. It can be seen
from the Figure 14 (b) that the maximum isentropic
Mach number of the four cases does not exceed 1. The blade's performance depends largely on the
amount of diffusion and diffusion rate, which is also
important when we further optimize the blade
performance in the future. On the other hand, gas turbines frequently operate at
off-design conditions. The airflow entering each
turbine stage can be far from the designed incidences
at off-design conditions. 3.2. Influence of Incidence To study the influence of incidence on the flow
around the turbine blade, different incidence angles
are applied at the inlet with the same geometry 1,
setting the same inlet and outlet pressure, which exit
Mach number is almost 0.88, and the maximum
Mach number is around 1, as shown in Figure 12. Increasing the incidence angle will bring about the
translation of the low-speed stagnation regions from
the blade leading edge to the pressure side and
increase in inlet Mach numbers. Figure 10: The static temperature of four models with
exit Mach number 0.76. Figure 11: The Total Pressure of four models with exit
Mach number 0.76. Figure 11: The Total Pressure of four models with exit
Mach number 0.76. Figure 12: Contour of influence of incidence on Mach
number in Geometry 1 Figure 11: The Total Pressure of four models with exit
Mach number 0.76. Figure 11: The Total Pressure of four models with exit
Mach number 0.76. Figure 12: Contour of influence of incidence on Mach
number in Geometry 1 The temperature data (Figures 7, 10) also offers
information pertinent to the design of turbine blades. The temperature data (Figures 7, 10) also offers
information pertinent to the design of turbine blades. The temperature data (Figures 7, 10) also offers
information pertinent to the design of turbine blades. Västerås, Sweden, September 26-27, 2023 SIMS 64 SIMS 64 (a) Contours of velocity vectors
(b) Zoom-in Figures of two incidence angle
Figure 13: Contours of velocity vectors showing effect of
incidence angle on the Geometry 1. (a) Normalized Static Pressure
(b) Isentropic Mach Number
Figure 14: Influence of incidence on blade loading along
the surface of the blade in Geometry 1. (a) Normalized Static Pressure (a) Normalized Static Pressure (a) Normalized Static Pressure (b) Zoom-in Figures of two incidence angle
Figure 13: Contours of velocity vectors showing effect of
incidence angle on the Geometry 1. Figure 13 shows the contour of the velocity vector
and zoom-in figures. Figure 13(a) compares the
contour of different incidence angles on Mach
number in Geometry 1. From the zoom-in figure (b),
showing some specific details, there is a backflow
and vortex near the pressure side boundary region
when the incidence angle is -48.8º, which may cause
more losses. However, as the incidence angle
change to 10º, there is no reverse flow and vortex. 3.3. Effects of Exit Blade Angle and Incidence
Figure 15 shows the Mach number distribution of
the blades in Geometries 1 and 2.
The performances of Geometry 1 and Geometry 2
with the incidence of 10º and -10º were compared to
observe the influence of the modified exit blade
angle on the blade performance. The results are
shown in Figures 16. References Lebele-Alawa B T, Hart H I, Ogaji S O T, et al. Rotor-blades’
profile influence on a gas-turbine’s compressor effectiveness[J]. Applied Energy, 2008, 85(6): 494-505. Fast M, Assadi M, De S. Development and multi-utility of an
ANN model for an industrial gas turbine[J]. Applied Energy,
2009, 86(1): 9-17. (b) Isentropic Mach Number
Figure 16: Influence of incidence on blade loading along
the surface of the blade in Geometry 1 and 2. (b) Isentropic Mach Number Korakianitis T. Hierarchical development of three direct-design
methods for two-dimensional axial-turbomachinery cascades[J]. 1993. Korakianitis T, Papagiannidis P. Surface-curvature-distribution
effects on turbine-cascade performance[C]//Turbo Expo: Power Figure 16(a) shows the normalized static pressure
distribution along the blade surface. The enclosed
curve area of Geometry 2 for all studied incidence
angles is bigger than those of Geometry 1. Figure 16(a) shows the normalized static pressure
distribution along the blade surface. The enclosed
curve area of Geometry 2 for all studied incidence
angles is bigger than those of Geometry 1. From Figure 16(b), Geometry 2 has a smaller
maximum isentropic Mach number for the same
incidence angle than Geometry 1. Besides, the
position of peak velocity on the suction side is
earlier, so the diffusion rate is less, with a decrease
in loss. for Land, Sea, and Air. American Society of Mechanical
Engineers, 1992, 78934: V001T01A044. Korakianitis T P. Design of airfoils and cascades of airfoils[J]. AIAA journal, 1989, 27(4): 455-461. From Figure 16(b), Geometry 2 has a smaller
maximum isentropic Mach number for the same
incidence angle than Geometry 1. Besides, the
position of peak velocity on the suction side is
earlier, so the diffusion rate is less, with a decrease
in loss. j
Nemnem A F, Turner M G, Siddappaji K, et al. A smooth
curvature-defined meanline section option for a general
turbomachinery geometry generator[C]//Turbo Expo: Power f Land, Sea, and Air. American Society of Mechanical Engineers,
2014, 45615: V02BT39A026. Song Y, Gu C W, Xiao Y B. Numerical and theoretical
investigations concerning the continuous-surface-curvature
effect in compressor blades[J]. Energies, 2014, 7(12): 8150-
8177. By this measurement, the performance of Geometry
2 is better than Geometry 1, which indicates that
decreasing the exit blade angle has led to improving
the performance of the current turbine blade. Mee D J, Baines N C, Oldfield M L G, et al. An examination of
the contributions to loss on a transonic turbine blade in
cascade[J]. 1992. 3.2. Influence of Incidence A transonic or low
supersonic flow coupled with a large incidence,
possibly leading to a significant flow separation on
the turbine blade, would pose a real challenge for
turbine designers. The data obtained from incidence
angle simulations can be useful for performance
analysis of off-design operating conditions. The performances of Geometry 1 and Geometry 2
with the incidence of 10º and -10º were compared to
observe the influence of the modified exit blade
angle on the blade performance. The results are
shown in Figures 16. Västerås, Sweden, September 26-27, 2023 SIMS 64 Figure 15: The Mach number distribution of the blades in
Geometries 1 and 2. more accurately, lower computational cost of the
pressure-based solver, as well as SST k-ω model’s
theoretical superior ability to handle complex flows
including those around turbine blades. So this paper
finds a cost-effective CFD model that can predict
performance trends with reasonable accuracy. It
provides a more convenient and reliable method for
performance evaluation of 2D turbine blade
geometries. g
Besides, different incidence angles are studied to see
the influence on the blade performance. Within the
study range, the inflow incidence angle of 10° is
found to have the best performance in terms of
turbine work output. Two geometries were designed
by setting two different exit blade angles to observe
the influence of the modified exit blade angle on the
blade performance. The blade performance of
Geometry 2 appears superior to Geometry 1. Figure 15: The Mach number distribution of the blades in
Geometries 1 and 2. (a) Normalized Static Pressure
(b) Isentropic Mach Number
Figure 16: Influence of incidence on blade loading along
the surface of the blade in Geometry 1 and 2. (a) Normalized Static Pressure Finally, Geometry 2 with an exit blade angle of 70º,
coupled with the incidence angle of 10º (among the
cases of incidence studied), has been shown to give
the largest work output and fewer losses. (a) Normalized Static Pressure (a) Normalized Static Pressure References Moshizi S A, Madadi A, Kermani M J. Comparison of inviscid
and viscous transonic flow field in VKI gas turbine blade
cascade[J]. Alexandria Engineering Journal, 2014, 53(2): 275-
280. 4. Conclusion
Thi
i This paper mainly focuses on applying CFD with a
suitable turbulence model to evaluate turbine rotor
blade performance. The results have shown the
adequacy of the four RANS models – pressure and
density-based Realizable k-ε and SST k-ω, in
simulating the flow field trends for the Geometry
blade design to a reasonable accuracy. The pressure-
based SST k-ω model has been eventually picked as
the model of choice due to the slightly better
matching of the experimental data trends, capability
to capture shock waves in the performed simulations M. Mahmoudi, M. Ansari, Numerical investigation of turbine
blade trailing edge flow ejection effects on mach number
distribution of gas turbine blade surface. Using rng.k-e
turbulence model[J].2005. Corriveau D, Sjolander S A. Influence of loading distribution on
the off-design performance of high-pressure turbine blades[J]. 2007. JNL/27.2.97.
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English
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Energy potential from the anaerobic digestion of food waste in municipal solid waste stream of urban areas in Vietnam
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International journal of energy and environmental engineering
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Int J Energy Environ Eng (2014) 5:365–374
DOI 10.1007/s40095-014-0133-1 Int J Energy Environ Eng (2014) 5:365–374
DOI 10.1007/s40095-014-0133-1 ORIGINAL RESEARCH Energy potential from the anaerobic digestion of food waste
in municipal solid waste stream of urban areas in Vietnam Hoa Huu Nguyen • Sonia Heaven • Charles Banks Received: 31 March 2014 / Accepted: 26 June 2014 / Published online: 2 August 2014
The Author(s) 2014. This article is published with open access at Springerlink.com Abstract
Anaerobic digestion (AD) was introduced in
Vietnam more than 10 years ago, but at a small scale to
deal with agricultural wastes, manure, etc. Despite its many
advantages, AD does not yet make a significant contribu-
tion to resolving Vietnams urban waste issues due to a lack
of information, data and experience. This paper, using an
energy model of food waste digestion, provides a usable
source of information regarding energy potential of food
waste generated from urban areas in Vietnam in forms of
electricity, heat, and upgraded biogas under two different
scenarios. Results show that if food waste is separated from
the municipal solid waste (MSW) stream and sent to AD
plants, total available energy equivalent each day is about
19, 20 and 45 GWh in 2015, 2020, and 2025, respectively. This could contribute between 2.4 and 4.1 % of the elec-
tricity demand of Vietnam, as well as double this amount
of energy in the form of heat. Alternatively, upgraded
biogas could contribute approximately 2.2–4.7 % of fuel
consumption for transportation. This suggests AD is a
promising method to treat MSW in cities, especially when
considering the problematic aspects of other current waste
disposal methods such as: landfilling, composting and,
incineration. H. H. Nguyen (&) S. Heaven C. Banks
Water and Environmental Engineering Group,
Faculty of Engineering and the Environment,
University of Southampton, Southampton, UK
e-mail: hhn1g10@gmail.com H. H. Nguyen
University of Civil Engineering, Hanoi, Vietnam Introduction Urban waste generation and disposal are a growing global
issue, as more people are moving from rural areas into
cities. In Vietnam, the generation of MSW is growing
rapidly, in parallel with urbanisation. The composition of
MSW is mainly food waste which is a highly biodegrad-
able material and can be digested with AD to produce
biogas. This can then be used to generate heat, electricity,
and biofuels. However, in Vietnam food waste is mostly
treated with other components in the MSW stream by
landfilling. The disadvantages of this treatment can be
clearly seen: direct landfilling of MSW has been known to
create lasting detrimental impacts to the environment
(emissions to the atmosphere, hydrosphere, risk in landfill
stability, and scarcity of land). In comparison AD is a
better method to treat biogenic wastes from an ecological
and economic point of view. It is also receiving increased
attention as a promising option for energy recovery to help
mitigate against energy shortages. However, applying AD
technology has been neglected by the Vietnam government
when formulating national strategies to deal with MSW
problems due to a lack of information, data, and experi-
ence. To date, sources of information about the achievable
energy from food waste created in cities in Vietnam using
AD technology is unavailable. The purpose of this paper,
hence, is to provide estimates of energy potential from food
waste in the municipal solid waste stream of urban areas in
Vietnam through AD in forms of heat, electricity, and
upgraded biogas using an energy model developed at the
University of Southampton, UK. Keywords
Anaerobic digestion Food waste
Aspen Plus Energy Biogas Vietnam Keywords
Anaerobic digestion Food waste
Aspen Plus Energy Biogas Vietnam Results from estimations can be used as a source of data
for evaluation of the AD method as a treatment of food
waste in MSW streams from the energy recovery point of
view. Furthermore, it can help Vietnam government and H. H. Introduction Nguyen
University of Civil Engineering, Hanoi, Vietnam 12 3 3 Int J Energy Environ Eng (2014) 5:365–374 366 Table 1 MSW generation in Vietnam from 2007 to 2010
Contents
2007
2008
2009
2010
Urban population
(million)
23.80
27.70
25.50
26.22
% of Vietnam’s
population
28.20
28.99
29.74
30.17
Municipal waste
generation rate
(kg cap-1 day-1)
*0.75
*0.8
0.95
1.0
Total MSW per day
(tonnes day-1)
17,682
20,849
24,225
26,220
Total food waste
per daya (tonnes
day-1)
10,945
12,905
14,995
16,229
a Estimated from data provided by the MONRE [1] Table 1 MSW generation in Vietnam from 2007 to 2010 industry decision makers to establish more effective and
sustainable MSW management strategies. Population growth and increased urbanisation
in Vietnam Urbanisation in Vietnam has been increasing rapidly along
with the country’s economic growth. In 2000, the number
of cities and towns in Vietnam was 649 but this has
increased to 715 in 2005 and 755 in 2010. The growth in
the number of people moving from rural to urban areas is
the main driver in the expansion of Vietnams urban pop-
ulation. As of 2009, the urban population was 25.59 mil-
lion, accounting for 29.74 % of the total population; this
expanded to 26.22 million (30.17 %) a year later. Table 2 Estimation of MSW and food waste generation in Vietnam
for the 2015, 2020 and 2025
Contents
2015
2020
2025
Urban population (million)a
35
44
52
% of Vietnam’s population
38
45
50
Municipal waste generation rate
(kg cap-1 day-1)b
1.2
1.4
1.6
Total MSW per day (tonnes day-1)
42,000
61,600
83,200
Rate of MSW collected
(% of total MSW)
85c
90c
100d
Total MSW collected per day
(tonnes day-1)
35,700
55,440
83,200
Total food waste collected per day
(tonnes day-1)e
21,420
33,264
49,920
a,d Data taken from the GWP [2]
b According to the MONRE [1]
c According to the GWP [3]
e Assumed that food waste fraction in MSW stream is 60 % Table 2 Estimation of MSW and food waste generation in Vietnam
for the 2015, 2020 and 2025 According to MONRE [1], it has been estimated that in
2025 the urban population in Vietnam will double to 52
million, accounting for 50 % of Vietnams total population. This rapid urbanisation has put pressure on the government
in dealing with environmental problems, including solid
waste management in cities; and this is exacerbated by the
limited space for treatment of wastes by traditional meth-
ods. For Vietnam to develop sustainably more effort is
required to solve this challenge. Quantity and composition of MSW in Vietnam According to recent reports, urban areas currently contain
30 % of the country’s population but produce about
42–46 % of total solid wastes. The waste is mainly gen-
erated from households, buildings, commercial activities,
and other sources similar to households; from commercial
enterprises such as offices, hotels, retail, institutions; and
from municipal services such as street cleaning, etc. The
municipal waste generated daily in Vietnam from 2007 to
2010 is presented in Table 1 [1]. 123 The problems with landfilling One of the most common treatment methods which is
applied widely in cities across Vietnam to deal with almost
all types of MSW is landfilling. It is considered the sim-
plest, and in many cases the cheapest, method of disposal. The stabilising solid waste produces leachate and landfill
gas which can be used for heat and electricity generation. This process has many significant economic and environ-
mental problems, however, including: limited space for
landfill sites; cost of waste burial; cost of transporting the
waste; the contamination of groundwater with pollutants;
and the emission of greenhouse gases to the atmosphere
[7]. Due to space limitations landfill sites will have to be
located further from the cities, considerably increasing
transportation costs. The proportion of food waste can be estimated based on
the municipal waste generation rate, population growth in
urban areas and the organic fraction. Table 2 shows esti-
mates for the predicted generation of food waste in cities
for 2015, 2020 and 2025. MSW in Vietnams urban areas is mainly composed of
food waste, paper, plastic, wood, metal, and glass, with
some hazardous household waste such as electric light
bulbs, batteries, etc. [1]. Composition of MSW from some
of the main cities in Vietnam between 2009 and 2010 is
presented in Table 3. The data have been adapted from
JICA [4] and MONRE [1]. As can be seen, food waste
accounts for a very large proportion of the MSW stream,
ranging between 54 and 77 % depending on the city. The problems with landfilling Int J Energy Environ Eng (2014) 5:365–374 367 Table 3 Composition of MSW from some of the main cities in Vietnam 2009 - 2010
Components
Hanoi
(Nam
Son)
Hanoi
(Xuan
Son)
Haiphong
(Trang Cat)
Haiphong
(Dinh Vu)
Hue (Thuy
Phuong)
Danang
(Hoa
Khanh)
HCM
(Da
Phuoc)
HCM
(Phuoc
Hiep)
Bacninh
(Ho)
Average
Food wastea
53.81
60.79
55.18
57.56
77.1
68.47
64.50
62.83
56.9
61.9
Paper
6.53
5.38
4.54
5.42
1.92
5.07
8.17
6.05
3.73
5.20
Textile
5.82
1.76
4.57
5.12
2.89
1.55
3.88
2.09
1.07
3.19
Wood
2.51
6.63
4.93
3.70
0.59
2.79
4.59
4.18
–
3.74
Plastic
13.57
8.35
14.34
11.28
12.47
11.36
12.42
15.96
9.65
12.15
Leather and rubber
0.15
0.22
1.05
1.90
0.28
0.23
0.44
0.93
0.20
0.60
Metal
0.87
0.25
0.47
0.25
0.40
1.45
0.36
0.59
–
0.58
Glass
1.87
5.07
1.69
1.35
0.39
0.14
0.40
0.86
0.58
1.37
Porcelain
0.39
1.26
1.27
0.44
0.79
0.79
0.24
1.27
–
0.81
Soil and sand
6.29
5.44
3.08
2.96
1.70
6.75
1.39
2.28
27.85
6.42
Cinder
3.10
2.34
5.70
6.06
–
0.00
0.44
0.39
–
2.58
Hazardous waste
0.17
0.82
0.05
0.05
–
0.02
0.12
0.05
0.07
0.17
Sludge
4.34
1.63
2.29
2.75
1.46
1.35
2.92
1.89
–
2.33
Others
0.58
0.05
1.46
1.14
–
0.03
0.14
0.04
–
0.49
Total
100
100
100
100
100
100
100
100
100
a Food waste can be considered as the organic fraction of MSW when it does not contain irrecoverable paper residues [5, 6] Table 3 Composition of MSW from some of the main cities in Vietnam 2009 - 2010 There is no simple solution to the waste issue, but it
obviously requires alternative methods to shift the paradigm. glasshouses, and small-scale industry at a community level. A more recent method becoming increasingly popular is to
upgrade biogas, resulting in pure methane for gas grid
injection, provision of a low-pressure gas supply to the
community or for use as a vehicle fuel. Gas upgrading is
usually reserved for large installations, but the ability to do
this at a smaller community or private enterprise scale
would greatly extend the potential applications. Anaerobic digestion technology Anaerobic digestion technology Anaerobic digestion (AD) is a series of natural processes in
which microorganisms break down biodegradable material
(organic matter) in the absence of oxygen, producing bio-
gas and a stabilised digestate. The problems with landfilling Compared to landfilling and
composting there are ecological and economic benefits of
using AD to treat biogenic wastes [8]. Compared to land-
filling, anaerobic digesters are fully enclosed systems and
allow all the biogas to be collected, reducing gas emissions
which can be harmful to the environment. Previous studies
[9] indicated that AD has an improved energy balance in
comparison with composting. While the AD produces
biogas which can be used for energy production, the
composting produces mostly carbon dioxide which has no
energy value [10, 11]. Food waste as a high energy source for anaerobic
digestion Method To estimate energy potential from the anaerobic digestion
of food waste in municipal solid waste stream of urban
areas in Vietnam, below steps were carried out. •
Investigate, collect data from published National Envi-
ronment Reports. •
Estimate food waste generation based estimation of
population in the next milestones and strategies on food
waste management of urban area system in Vietnam up
to 2025. •
Develop a model for simulation of food waste digestion
system in terms of mass and energy balance. Biogas production was introduced to Vietnam over
10 years ago. By the end of 2006, more than 18,000
domestic biogas plants had been installed in 10 provinces
in Vietnam with support from the Netherlands government. This investment, however, is only to deal with agricultural
wastes, manure, etc. at the household or household-group
levels [28]. When it comes to MSW, AD has been disre-
garded by the government. Food waste as a high energy source for anaerobic
digestion Thus, waste-to-energy technologies could not only help to
provide a solution to this problem but also meet the national
energy consumption policy for sustainable development [1]. solution for waste management and energy recovery in
coming decades. Development of anaerobic digestion worldwide
and in Vietnam It is widely accepted that the first AD plant with biogas
collection system to power gas engines was built in Ma-
tunga, Bombay, India in 1897 [24]. Since the turn of the
20th century it has become a widely used process and can
be found around the world where there are sources of high
organic matter from agriculture-by-products. From the
1990s until recently research in AD has developed expo-
nentially because of the global shortage in energy and
urgent focus for renewable energy. Biogas plants around
the world have increased at the rate of 20–30 % each year
with the most experienced and well-developed markets
being in Germany, Denmark, and Austria [25]. In devel-
oping countries AD technology also flourishes as a waste-
to-energy solution, but on a smaller scale and in a decen-
tralised manner. For example in China, in 2002, there were
about 11 million digesters, this has almost doubled to more
than 19 million in 2006 [26]. In India, the total number of
family size biogas plants installed in 2005 was under 4
million, compared to 12 million in 2010 [27]. 123 Food waste as a high energy source for anaerobic
digestion Food waste is a typical type of organic matter containing
high potential for energy production through anaerobic
degradation. Some characteristics of food wastes that have
been reported in the literature are presented in Table 4,
showing moisture content of 70–90 %, volatile solids to
total solids ratio (VS/TS) of 85–95 %, and carbon to
nitrogen ratio (C/N) of 9–36.4. Digestion of food waste produces a highly desirable
value of methane potential. Studies showed that the
methane yield through anaerobic digestion is among the
range of 350–435 mL/g VSadded depending upon hydrolic
retention time (HRT), operational conditions, reactor types,
and composition of input food waste [18, 21–23]. Because
of the benefits in terms of energy saving, environmental
espects and waste management, biogas production from
food waste, together with other renewable organic sources
i.e. agricultural waste has been suggested as an ideal The most important by-product of the AD process is
biogas. The biogas produced from the AD process is con-
sidered as a renewable energy source because under con-
trolled conditions, the biogas produced (consisting mainly
of methane and carbon dioxide) can be used for energy
production, helping to replace fossil fuels. It can be burnt
directly to produce heat for heating and other purposes. Another method is to use the gas in combined heat and
power (CHP) plants which again present opportunities for
heat use, including supply to public buildings, horticultural 12 3 Int J Energy Environ Eng (2014) 5:365–374 368 Table 4 Characteristics of food
wastes listed in literature
NA not available
Source
Characteristics
Countries
Sources of
reference
Moisture
content (%)
VS/TS
(%)
C/N
ratio
A dining hall
79.5
95
14.7
Korea
[12]
University cafeteria
80.03
93.55
NA
Korea
[13]
A dining hall
NA
94
18.3
Korea
[14]
A dining hall
84.1
95.6
NA
Korea
[15]
University’s cafeteria
87.6
89.3
9.2
Korea
[16]
Segregated domestic food waste
77
92
14
England
[17]
Separated from MSW of San Francisco
69.1
85.43
14.8
USA
[18]
University restaurant
81.9
94.47
13.2
Korea
[19]
Emanating from fruit and vegetable markets,
household and juices centres
85
88.5
36.36
India
[20] Table 4 Characteristics of food
wastes listed in literature NA not available NA not available is necessary to develop waste management systems in which
solid wastes are classified at source, collected, reused,
renewed, and treated with progressive technologies to boost
technological innovation in waste-to-energy processes [29]. Model boundary streams, process flowsheets can be constructed. Each
module in Aspen provides an integrated FORTRAN and
Excel environment for calculation or customisation [30]. Model boundary streams, process flowsheets can be constructed. Each
module in Aspen provides an integrated FORTRAN and
Excel environment for calculation or customisation [30]. To determine how much energy is used in an AD plant
and how much is generated, a boundary is required to
determine which elements are inputs and which are out-
puts from the system. Figure 1 shows the main elements
of an AD plant which have been taken into account in
this study. The energy model used in this work incorporates an
updated investigation on food waste aspects conducted by
researchers from the University of Southampton, UK and
partners in Austria, Finland and India. Details of compo-
nents in system such as mixing, heating, biogas upgrading,
etc. can be found in [31]. In this paper, only brief intro-
duction has been introduced. There are four main components in our model, including
Digester unit, CHP unit, Upgrading unit and Boiler unit. Almost all components of that units modelled by unit
operation blocks existed in the Aspen such as reactors,
separators, compressors, pumps etc. When the built-in
models do not meet calculation purposes, extra steps have
been done to involve required subroutines for the simula-
tion. In this study, FORTRAN subroutines in calculator
blocks, Excel models have been implemented. Biogas production estimation For the energy and mass balance purposes and to limit the
complexity, a kinetic free equilibrium model using Aspen
plus has been developed. A theoretical stoichiometric
method based on Buswell equation is an easy way to
estimate products of the anaerobic digestion process (e.g. biogas, digestate). This method has been applied widely in
a number of studies [32–37], etc. The energy model of anaerobic digestion of food waste A mass and energy balance model of the anaerobic
digestion system based on stoichiometric approach was
deliberately built in Aspen Plus flowsheeting software [30]. Aspen is an interactive and flexible process modelling tool
for conceptual design, optimisation, process operational
improvement, and asset management for chemical indus-
tries. The Aspen system has a library of various common
industrial operations which are called built-in modules. By
interconnecting the modules using material, work and heat The National Environment Report of Vietnam [1] indi-
cated that strategies from now to 2025 will focus on methods
to recover energy and materials from MSW in cities. Recently, the Vietnam Government again emphasised that it Int J Energy Environ Eng (2014) 5:365–374 369 Fig. 1 System boundaries
(inside the dashed line) Assumptions The AD process is very complicated and depends upon a
variety of parameters such as the composition and size of
feedstock, operational conditions, the trace of tars, and
heavy substances, etc. [39]. To make this model simpler,
basic assumptions have been made: Symons and Buswell [38] represented an equation for
overall process of anaerobic degradation, known as the
‘‘Buswell equation’’: CcHhOoNnSs þ yH2O ! xCH4 þ ðc xÞCO2 þ nNH3
þ sH2S CcHhOoNnSs þ yH2O ! xCH4 þ ðc xÞCO2 þ nNH3
þ sH2S
where: x ¼ 1
8 4c þ h 2o 3n 2s
ð
Þ and y ¼ 1
4 4c þ h
ð
2o þ 3n þ 3sÞ 1. The amount of biogas produced can be predicted using
Buswell’s Equation [40] which still has been used
worldwide, where: x ¼ 1
8 4c þ h 2o 3n 2s
ð
Þ and y ¼ 1
4 4c þ h
ð
2o þ 3n þ 3sÞ where: x ¼ 1
8 4c þ h 2o 3n 2s
ð
Þ and y ¼ 1
4 4c þ h
ð
2o þ 3n þ 3sÞ The validation of this theoretical approach in terms of
methane yield and other products for further energy cal-
culation can be found in [31]. 2. The digesters work at optimum conditions (adequate
temperature, pH, mixing, etc.), BIOGAS
BIOGAS
ELECTRICITY
HEAT
HEAT
UPGRADED BIOGAS
ULT ERLI SAT I ON
ELECTRICITY
HEAT
UPGRADI NG
UNI T
UPGRADED BIOGAS
DI GEST ER UNI T
CHP
BOI LER
FEEDSTOCK
DIGESTATE
Fig. 1 System boundaries
(inside the dashed line)
123 Fig. 1 System boundaries
(inside the dashed line) UPGRADI NG
UNI T ULT ERLI SAT I ON 123 3 370 Int J Energy Environ Eng (2014) 5:365–374 3. The main impurities are H2S and NH3, other trace
gases are minor and can be neglected. As mentioned, biogas can be utilised in the forms of
heat, electricity, vehicle fuel, natural gas, fuel cells, etc. Among these, electricity and vehicle fuel are currently the
most suitable for use in Vietnam, and therefore these two
were used in the scenarios to estimate the possible energy
from food waste. These scenarios consider parameters
which directly affect the overall energy consumption in
operation of the AD plant, such as: ambient temperature,
total input food waste, heat loss, etc. Model description Scenario 1 was chosen to obtain the maximum possible
usable energy in the form of heat and electricity, by
sending all biogas generated from digesters to the CHP
unit. The surplus heat and electricity after internal uses (for
pumps, mixers, compressors, etc.) is assumed to be sold for
commercial purposes. In digester tanks feedstock is fed to a digester where
digestion takes place in the absence of oxygen. Gas created
from the digestion process (raw biogas) is treated to reduce
H2S levels to prevent mechanical corrosion before feeding
to the CHP and boiler for the generation of heat and
electricity, or to upgrading unit for biofuel production. Both thermal and electrical energy are required to sustain
on-site energy requirements, the surplus energy is used for
off-site purposes. In some cases, when the demand for heat
for internal use exceeds the amount of heat generated by
the CHP, a boiler unit is used to make up for this defi-
ciency. In the upgrading unit, carbon dioxide and unwanted
compounds are separated from the raw biogas to make the
purified biogas which composition meets the requisite
standard of vehicle fuel or natural gas. In scenario 2, only a certain amount of raw gas is fed to
a CHP unit to produce an adequate amount of electricity for
internal uses. The remaining raw gas is then sent to an
upgrading unit to enhance the methane content and remove
impurities to achieve vehicle fuel standards. The upgraded
gas will then be dried and compressed to approximately
200 atm ready for utilisation. When the heat generated by
the biogas sent to the CHP unit is less than the internal heat
requirement, a boiler unit is added to the system. In this
design, the boiler takes cleaned biogas from the upgrading
unit. Figure 2 illustrates the modeled AD system. Eight
Aspen blocks have been used to simulate the AD system
(see Table 5). Physical property method The NRTL global property method which is integrated in
Aspen has been used. Gas components i.e. O2, H2S, CO2,
and CH4 are assumed to obey Henry’s law for calculating
their solubility in the liquid phase [41]. Due to the diffi-
culties in determining the exact particulates in food waste,
for the mass and energy balance purposes, an empirical
formula has been used. Themelis and Kim [42] used data
conducted by Kayhanian and Tchobanoglous [43] to pro-
pose a formula for food waste: C6H9.6O3.5N0.28S0.2 which
was used in this study. Assumptions The digester has been
assumed to be able to operate at both mesophilic and
thermophilic conditions (35 and 42 C, respectively). The
required digester volume is also increased by 10 % for gas
storage. Other assumptions made in the model are sum-
marised in Table 6. Results and discussion The amounts of biogas and digestate derived from the AD
of food waste for different years under the two scenarios
are shown in Table 7. As can be seen from Table 7, the
biogas generated in 2025 is about 9,850 tonnes/day which
is two times greater than in 2015 and more than the total
biogas generated in 2020. Assumptions and specifications Assumptions and specifications Although currently food waste is collected in combination
with other components of MSW, the national waste man-
agement strategies recently emphasised separation of food
waste from MSW for energy recovery [1, 29]. Hence, this
paper assumes that all collected food waste is separated
from the MSW stream and will be treated at centralised
biogas plants. The estimated amount of food waste gen-
erated in 2015, 2020, and 2025 as in Table 3 will be used. The seasonal average temperature in Vietnam is taken as
22 C in the winter and 27 C in the summer [44]. Results from running scenario 1 (Table 8) show that
energy in the form of heat produced from the CHP unit is
about two times greater than the electricity generated. This
reflects the fact that the efficiency of heat from CHP units
is about 65 % whereas in electric power it is around
35–43 % [45–47]. From these figures electricity generated
that can be sent to the grid could contribute between 2.4
and 4.1 % of the total electricity demand in Vietnam in
2015 and 2025, respectively. The heat produced can also be 123 Int J Energy Environ Eng (2014) 5:365–374 371 Fig. 2 The Aspen plus modelling of Anaerobic Digestion plant
gy
g (
) Fig. 2 The Aspen plus modelling of Anaerobic Digestion plant
Table 5 Description of Aspen plus unit operation models
Aspen ID
Block ID
Description
RSTOIC
DIGESTER
Calculations for the digester based on the Buswell equation
FLASH
SEPARATOR
Separates digester output into gas and digestate
FLASHTAN
Releases almost CH4 and some CO2 in liquid from the absorbe
HEATER
COOLER1, COOLER2 COOLER3
Cools down the temperature of water streams
HRSG
Heat Recovery Steam Generator
RADFRAC
STRIPER1, STRIPER2
Model of Stripers
ABSORBER
Model of Absorber
FSPLIT
SPLITER, SPLITER2, SPLITER3
Divides feed based on splits specified for outlet streams
COMPR
COMP1, COMP2, COMP3, COMP4
Changes stream pressure to meet the pressure requirement whe
energy-related information, such as power requirements
FAN1, FAN2
Generates pressure enough for the feeding
GASTURB
Generates electricity as an isentropic turbine
RGIBBS
BUNNER1
Equilibrium reactor with Gibbs energy minimization
PUMP
PUMP1
Changes stream pressure to meet the pressure requirement
123 Fig. Assumptions and specifications 2 The Aspen plus modelling of Anaerobic Digestion plant Table 5 Description of Aspen plus unit operation models
Aspen ID
Block ID
Description
RSTOIC
DIGESTER
Calculations for the digester based on the Buswell equation
FLASH
SEPARATOR
Separates digester output into gas and digestate
FLASHTAN
Releases almost CH4 and some CO2 in liquid from the absorber
HEATER
COOLER1, COOLER2 COOLER3
Cools down the temperature of water streams
HRSG
Heat Recovery Steam Generator
RADFRAC
STRIPER1, STRIPER2
Model of Stripers
ABSORBER
Model of Absorber
FSPLIT
SPLITER, SPLITER2, SPLITER3
Divides feed based on splits specified for outlet streams
COMPR
COMP1, COMP2, COMP3, COMP4
Changes stream pressure to meet the pressure requirement when
energy-related information, such as power requirements
FAN1, FAN2
Generates pressure enough for the feeding
GASTURB
Generates electricity as an isentropic turbine
RGIBBS
BUNNER1
Equilibrium reactor with Gibbs energy minimization
PUMP
PUMP1
Changes stream pressure to meet the pressure requirement Table 5 Description of Aspen plus unit operation models Calculations for the digester based on the Buswell equation
Separates digester output into gas and digestate
Releases almost CH4 and some CO2 in liquid from the absorber
Cools down the temperature of water streams
Heat Recovery Steam Generator
Model of Stripers
Model of Absorber
Divides feed based on splits specified for outlet streams
Changes stream pressure to meet the pressure requirement when
energy-related information, such as power requirements
Generates pressure enough for the feeding
Generates electricity as an isentropic turbine
Equilibrium reactor with Gibbs energy minimization
Changes stream pressure to meet the pressure requirement Int J Energy Environ Eng (2014) 5:365–374 372 Table 6 AD plant operational parameters
Parameters
Unit
Values
Digester temperature
C
35/42
Pasteuriser temperature
C
70
Ambient temperature
C
22/27
Total food waste (wet)
9103 kg day-1
21,420/22,260/49,920
Time in pasteuriser
hour
1
Loading rate
kg VS m-3day-1
3
TS in food waste
%
27.8
VS in food waste
%
25
Overall heat transfer coefficient of digesters
surroundings
Wall
W m-2K
0.275
Floor
W m-2K
0.823
Roof
W m-2K
0.931 Table 6 AD plant operational parameters
Parameters
Unit
Values
Digester temperature
C
35/42
Pasteuriser temperature
C
70
Ambient temperature
C
22/27
Total food waste (wet)
9103 kg day-1
21,420/22,260/49,920
Time in pasteuriser
hour
1
Loading rate
kg VS m-3day-1
3
TS in food waste
%
27.8
VS in food waste
%
25
Overall heat transfer coefficient of digesters
surroundings
Wall
W m-2K
0.275
Floor
W m-2K
0.823
Roof
W m-2K
0.931
Table 7 Biogas generated, gas lost and digestate from food waste in
different years
Contents
Unit
Years
2015
2020
2025
Food waste
tonnes day-1
21,420
22,260
49,920
Gas generated
tonnes day-1
5,858
6,088
13,654 fuel requirement for transportation in 2020 will be 23
million tonnes, increasing to around 30 million tonnes in
2025. Assumptions and specifications Assuming 1 kg fuel (diesel) is equal to 11.5 kWh
[52] then upgraded biogas can replace about 2.2 and
4.75 % of anticipated daily fuel use for transportation in
2020 and 2025, respectively. Table 6 AD plant operational parameters Because of the high average ambient temperature, the
heat requirements for internal uses such as for heating the
digester, pasteurising etc. are small compared to those in
cooler climates [53–55]. Therefore, use of the surplus
biogas for on-site electricity generation in a CHP plant will
produce a large amount of surplus heat. This is potentially
available for export. Waste heat can also be used for
cooling as well as for industrial purposes and work in these
areas is important to effective use of the renewable energy. The embodied energy in the biogas plants was not
included in this study, as it is normally quite small relative
to the net energy flows in the operation of the plant [56]. Future work could include the embodied energy, specifi-
cally for Vietnam, to give a more comprehensive overall
energy balance. Table 7 Biogas generated, gas lost and digestate from food waste in
different years
Contents
Unit
Years
2015
2020
2025
Food waste
tonnes day-1
21,420
22,260
49,920
Gas generated
tonnes day-1
5,858
6,088
13,654
Biogas available
tonnes day-1
4,221
4,397
9,853
Biogas composition
CH4
%
61.6
CO2
%
37.6
H2S
ppm
2,055
Digestate
tonnes day-1
15,561
16,171
36,265 Table 7 Biogas generated, gas lost and digestate from food waste in
different years Conclusion Due to the strong economic growth and urbanisation in
recent years, Vietnam faces many environmental chal-
lenges. In particular solid waste management in cities has
been promoted as the big issue. Solid waste generation in
Vietnam is increasing dramatically, mainly generated from
households, buildings, commercial activities and other
sources whose activities are similar to those of households
and commercial enterprises such as wastes from offices,
hotels, supermarkets, shops, institutions, and from muni-
cipal services such as street cleaning, etc. The main com-
ponent of MSW is food waste which is a source of a very
high potential of energy. used for heating/cooling in buildings [48, 49] or other
industrial purposes in urban areas. In the second scenario (Table 9), upgraded biogas with a
methane content of over 97 % (clean gas) can be used as
fuel for trucks, buses, etc. According to Vietnam’s national
energy development strategy [51], it is estimated that the Results from running scenarios in an energy balance
model based on Aspen Plus show that if the food waste in Results from running scenarios in an energy balance
model based on Aspen Plus show that if the food waste in Table 8 Scenario 1: Energy potential in the form of heat and electricity
Contents
Unit
2015
2020
2025
Digestion temp. M
M
T
T
M
M
T
T
M
M
T
T
Ambient temp. W
S
W
S
W
S
W
S
W
S
W
S
Heat and electricity for external uses
Heat
GWh
12.6
13.0
12.3
12.6
13.1
13.5
12.7
13.1
28.2
29.0
27.5
28.3
Electricity
GWh
6.85
6.85
6.85
6.85
7.10
7.10
7.10
7.10
14.8
14.8
14.8
14.8
Electricity demands of
Vietnam p.aa
GWh
241
301
360
a Adapted from World Bank [50]; M mesophilic condition (35 C), T thermophilic condition (42 C), S average temperature in summer (27 C),
W average temperature in winter (22 C) Table 8 Scenario 1: Energy potential in the form of heat and electricity a Adapted from World Bank [50]; M mesophilic condition (35 C), T thermophilic condition (42 C), S average temperature in summer (27 C),
W average temperature in winter (22 C) 123 12 3 373 Int J Energy Environ Eng (2014) 5:365–374 Table 9 Scenario 2: Energy potential in the form of upgraded biogas
Contents
Unit
2015
2020
2025
Digestion temp. M
M
T
T
M
M
T
T
M
M
T
T
Ambient temp. Conclusion W
S
W
S
W
S
W
S
W
S
W
S
Heat and electricity for external uses
Heat
GWh
3.06
3.74
2.90
3.58
3.23
3.90
3.03
3.75
7.50
9.09
7.23
8.76
Energy potential of upgraded biogas
GWh
16.03
16.11
16.04
16.95
16.85
16.74
16.74
16.95
37.33
37.36
37.65
37.67
M mesophilic condition (35 C), T thermophilic condition (42 C), S average temperature in summer (27 C), W average temperature in winter
(22 C) Table 9 Scenario 2: Energy potential in the form of upgraded biogas 3. GWP: Decision No. 798/QD-TTg dated on May 25th, 2011 on
‘‘Approving the investment program for solid waste treatment for
the 2011–2020’’. Vietnam, Government Web Portal (2011) the MSW stream from cities in Vietnam could be sepa-
rated, it could be a significant source of energy in the form
of heat, electricity, or biofuel. This can be achieved in the
future
through
changes
in
people’s
behaviour
and
enforcement of environmental laws. The total surplus
exportable energy generated from biogas plants working at
standard conditions each day in any form of heat, elec-
tricity or purified gas, after allowing for plant operating
demand is about 19, 20 and 45 GWh in 2015, 2020, and
2025, respectively. 4. JICA: Study report on solid waste management in Vietnam
(2011) 5. Hartmann, H., Ahring, B.: Anaerobic digestion of the organic
fraction of municipal solid waste: influence of co-digestion with
manure. Water Res. 39(8), 1543–1552 (2005) 6. Zhu, H., Parker, W., Basnar, R., Proracki, A., Falletta, P., Beland,
M., Seto, P.: Biohydrogen production by anaerobic co-digestion
of municipal food waste and sewage sludges. Int. J. Hydr. Ener. 33(14), 3651–3659 (2008) 7. Byrne, K.: Environmental Science. Nelson, Walton-On-Thames
(1997) Results from modelling show that when food waste is
separated from the MSW stream and sent to AD plants, it
could contribute between 2.4 and 4.1 % of the electricity
demand of Vietnam, with about two times this energy
also in the form of heat. Alternatively upgrading this
biogas could contribute approximately 2.2–4.7 % of fuel
consumption for transportation. This suggests AD is a
promising method to treat MSW in cities, especially when
considering the problematic aspects of other waste dis-
posal methods such as: landfilling, composting, and
incineration. 8. Edelmann, W., Schleiss, K., Joss, A.: Ecological, energetic and
economic comparison of anaerobic digestion with different
competing technologies to treat biogenic wastes. Water Sci. Technol. 41(3), 263–273 (2000) 9. Conclusion Mata-Alvarez, J., Mace, S., Llabres, P.: Review paper: anaerobic
digestion of organic solid wastes. An overview of research
achievements and perspectives. Biores. Technol. 74, 3–16 (2000) 10. Komilis, D.P., Ham, R.K.: Carbon dioxide and ammonia emis-
sions during composting of mixed paper, yard waste and food
waste. Waste Manag 26(1), 62–70 (2006). doi:10.1016/j.wasman. 2004.12.020 11. Martin, D.L., Gershuny, G.: The Rodale Book of Composting:
Easy Methods for Every Gardener. Rodale Press, Emmaus (1992) If the organic waste component in the MSW stream of
cities in Vietnam could be separated, then AD offers a
source of energy generation with many economic benefits. This could provide a contribution towards dealing with the
dramatic increases in costs associated with energy supply,
waste disposal, space for landfilling, and the increasing
public concerns with environmental issues. 12. Han, S., Shin, H.: Biohydrogen production by anaerobic fer-
mentation of food waste. Int. J. Hydr. Ener. 29(6), 569–577
(2004) 13. Kwon, S., Lee, D.: Evaluation of Korean food waste composting
with fed-batch operations I: using water extractable total organic
carbon contents (TOCw). Process Biochem. 39(10), 1183–1194
(2004) 14. Shin, H., Youn, J., Kim, S.: Hydrogen production from food
waste in anaerobic mesophilic and thermophilic acidogenesis. Int. J. Hydrog. Energy 29(13), 1355–1363 (2004) Open Access
This article is distributed under the terms of the
Creative Commons Attribution License which permits any use, dis-
tribution, and reproduction in any medium, provided the original
author(s) and the source are credited. 15. Kim, S., Han, S., Shin, H.: Feasibility of biohydrogen production
by anaerobic co-digestion of food waste and sewage sludge. Int. J. Hydrog. Energy 29(15), 1607–1616 (2004). doi:10.1016/j.ijhy
dene.2004.02.018 16. Kim, J.K., Han, G.H., Oh, B.R., Chun, Y.N., Eom, C.-Y., Kim,
S.W.: Volumetric scale-up of a three stage fermentation system
for food waste treatment. Bioresour. Technol. 99(10), 4394–4399
(2008). doi:10.1016/j.biortech.2007.08.031 1. MONRE: Vietnam’s 2011 National environment report––solid
waste section (2011)
2. GWP: Decision No. 445/QD-TTg dated on April 7th, 2009 on
orientations for the development of urban area system in Vietnam
up to 2025. Vietnam, Government Web Portal (2009) 2. GWP: Decision No. 445/QD-TTg dated on April 7th, 2009 on
orientations for the development of urban area system in Vietnam
up to 2025. Vietnam, Government Web Portal (2009) 1. MONRE: Vietnam’s 2011 National environment report––solid
waste section (2011) References 1. MONRE: Vietnam’s 2011 National environment report––solid
waste section (2011) 17. Banks, C., Chesshire, M., Stringfellow, A.: A pilot-scale com-
parison of mesophilic and thermophilic digestion of source seg-
regated domestic food waste. Water Sci. Technol. 58(7) (2008) 2. GWP: Decision No. 445/QD-TTg dated on April 7th, 2009 on
orientations for the development of urban area system in Vietnam
up to 2025. Vietnam, Government Web Portal (2009) 18. Zhang, R., El-Mashad, H.M., Hartman, K., Wang, F., Liu, G.,
Choate, C., Gamble, P.: Characterization of food waste as 12 12 23 374 Int J Energy Environ Eng (2014) 5:365–374 feedstock for anaerobic digestion. Bioresour. Technol. 98(4),
929–935 (2007). doi:10.1016/j.biortech.2006.02.039 37. Shelton, D., Tiedje, J.: General method for determining anaerobic
biodegradation
potential. Appl. Environ. Microbiol. 47(4),
850–857 (1984) 19. Zhang, L., Lee, Y.-W., Jahng, D.: Anaerobic co-digestion of food
waste and piggery wastewater: focusing on the role of trace
elements. Bioresour. Technol. 102(8), 5048–5059 (2011). doi:10. 1016/j.biortech.2011.01.082 38. Symons, G., Buswell, A.: The methane fermentation of carbo-
hydrates. J. Am. Chem. Soc. 55(5), 2028–2036 (1933) 39. Gerardi, M.H.: The Microbiology of Anaerobic Digesters. Wiley,
New York (2003) 20. Rao, M.S., Singh, S.P.: Bioenergy conversion studies of organic
fraction of MSW: kinetic studies and gas yield––organic loading
relationships for process optimisation. Bioresour. Technol. 95(2),
173–185 (2004). doi:10.1016/j.biortech.2004.02.013 40. Buswell, A., Neave, S.: Laboratory Studies of Sludge Digestion. Illinois Water Survey Bulletin, vol. 30. Jeffersons Printing &
Stationery Co., Springfield (1930) 21. Cho, J., Park, S., Chang, H.: Biochemical methane potential and
solid state anaerobic digestion of Korean food wastes. Bioresour. Technol. 52(3), 245–253 (1995). doi:10.1016/0960-8524(95)00
031-9 41. Howe, K.J.: Principles of Water Treatment. Wiley, New Jersey
(2012) 42. Themelis, N.J., Kim, Y.H.: Material and energy balances in a
large-scale aerobic bioconversion cell. Waste Manag Res 20(3),
234–242 (2002) 22. Banks, C., Chesshire, M., Heaven, S., Arnold, R.: Anaerobic
digestion of source-segregated domestic food waste: performance
assessment by mass and energy balance. Bioresour. Technol. 102(2), 612–620 (2011). doi:10.1016/j.biortech.2010.08.005 43. Kayhanian, M., Tchobanoglous, G.: Characteristics of humus
produced from the anaerobic composting of the biodegradable
organic fraction of municipal solid-waste. Environ. Technol. 14(9), 815–829 (1993) 23. Demirel, B., Scherer, P., Yenigun, O., Onay, T.T.: Production of
methane and hydrogen from biomass through conventional and
high-rate anaerobic digestion processes. Crit Rev Environ Sci
Technol
40(2),
116–146
(2010). doi:10.1080/10643380802
013415 44. Usa, I.: Vietnam Ecology and Nature Protection Handbook. International Business Publications, USA (2007) 45. References Verougstraete, A., Nyns, E., Naveau, H., Gasser, J.: Heat
recovery from composting and comparison with energy from
anaerobic digestion. In: Composting of agricultural and other
wastes. Proceedings of seminar organised by Commission of the
European Communities, Directorate-General Science, R and D,
Environment Res. Prog., Brasenose College, Oxford, March
19–20, (1984). 1985, pp. 135–145. Elsevier Applied Science
Publishers, Amsterdam 24. Illinois State Water, S.: Anaerobic fermentations. Urbana, Ill
(1939) 25. Curry, N., Pillay, P.: Biogas prediction and design of a food waste
to energy system for the urban environment. Renew. Energy 41,
200–209 (2012). doi:10.1016/j.renene.2011.10.019 26. Deublein, D., Steinhauser, A.: Biogas From Waste and Renew-
able Resources: An Introduction, 2nd edn. Wiley-VCH, Wein-
heim (2011) 46. Weiland, P.: Biogas production: current state and perspectives. Appl. Microbiol. Biotechnol. 85(4), 849–860 (2010) 27. Rao, V., Baral, S., Dey, R., Mutnuri, S.: Biogas generation
potential by anaerobic digestion for sustainable energy develop-
ment in India. Renew. Sustain. Energy Rev. 14(7), 2086–2094
(2010) 47. Spellman, F.: Water and Wastewater Infrastructure: Energy
Efficiency and Sustainability. CRC Press, Boca Raton (2013) 48. Deng, J., Wang, R., Han, G.: A review of thermally activated
cooling technologies for combined cooling, heating and power
systems. Prog. Energy Combust. 37(2), 172–203 (2011) 28. Abbasi, T., Tauseef, S.M., Abbasi, S.A.: Biogas Energy. Springer, New York (2012) 49. Choudhury, B., Saha, B., Chatterjee, P., Sarkar, J.: An overview
of developments in adsorption refrigeration systems towards a
sustainable way of cooling. Appl. Energy 104, 554–567 (2013) 29. GWP: Decision No. 432/QD-TTg dated on April 12th, 2012 on
‘‘Approving the Vietnam Sustainable Development Strategy for
the 2011–2020’’. Vietnam Government Web Portal (2012) 50. World Bank: Electric power consumption (kWh per capita)
(2012) 30. AspenTech: Aspen Plus V7.3. Aspen Technology, Inc, Burling-
ton (2011) 51. PM: Decision on Vietnam National Energy Development Strat-
egy up to 2020 and vision to 2050 (Decision No. 1855/QÐ-TTg)
(2007) 31. Nguyen, H.H.: Modelling of Food Waste Digestion Using ADM1
Integrated With Aspen Plus. University of Southampton, South-
ampton (2014) 52. Denny, M.: Lights On! The Science of Power Generation. JHU
Press, USA (2013) p
32. Sobotka, M., Votruba, J., Havlik, I., Minkevich, I.: The mass-
energy balance of anaerobic methane production. Folia Micro-
biol. 28(3), 195–204 (1983) 53. Smyth, B., Murphy, J., O’Brien, C.: What is the energy balance of
grass biomethane in Ireland and other temperate northern Euro-
pean climates? Renew. Sustain. Energy Rev. 13(9), 2349–2360
(2009) 33. References Angelidaki, I., Ahring, B.: Effects of free long-chain fatty acids
on thermophilic anaerobic digestion. Appl. Microbiol. Biotech-
nol. 37(6), 808–812 (1992) 54. Pertl, A., Mostbauer, P., Obersteiner, G.: Climate balance of
biogas upgrading systems. Waste Manag 30(1), 92–99 (2010) ( )
(
)
34. Hayes, T., Isaacson, H., Pfeffer, J., Liu, Y.: In situ methane
enrichment in anaerobic digestion. Biotechnol. Bioeng. 35(1),
73–86 (1990) 55. Deublein, D., Steinhauser, A.: Biogas from Waste and Renewable
Resources: An Introduction. Wiley-VCH, Weinheim (2008) 35. Salanitro, J., Diaz, L.: Anaerobic biodegradability testing of
surfactants. Chemosphere 30(5), 813–830 (1995) 56. Berglund, M., Borjesson, P.: Assessment of energy performance
in the life-cycle of biogas production. Biomass Bioener. 30(3),
254–266 (2006) 36. Sialve, B., Bernet, N., Bernard, O.: Anaerobic digestion of mic-
roalgae as a necessary step to make microalgal biodiesel sus-
tainable. Biotechnol. Adv. 27(4), 409–416 (2009) 123 123 123
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Indonesian
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Pengaruh Model Pembelajaran Cooperative Integrated Reading Composition Terhadap Kemampuan Pemahaman Bacaan Siswa Sekolah Dasar Pada Mata Pelajaran Bahasa Indonesia
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Jurnal lensa pendas
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cc-by-sa
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Abstrak Penelitian ini dilatarbelakangi oleh kemampuan pemahaman bacaan siswa yang masih
rendah dan masih kurangnya keaktifan siswa dalam kegiatan pembelajaran di kelas. Tujuan penelitian ini adalah untuk mengetahui pengaruh model pembelajaran Cooperative
Integrated Reading Composition terhadap kemampuan pemahaman bacaan siswa kelas IV
materi cerita. Metode yang digunakan pada penelitian ini adalah quasi eksperimen dengan
jumlah sampel sebanyak 30 siswa kelas ekperimen, dengan rancangan penelitian one
group pretest postest design. Hasil penelitian ini dilihat dari hasil perhitungan dengan uji
t jenis Paired Sampel t-Test dan didapatkan hasil uji t dengan nilai thitung sebesar 25,202
yang dapat diartikan lebih besar dari ttabel 2,042, dengan taraf signifikansi sebesar 0,000 <
0,05 sehingga H0 ditolak dan Ha diterima. Hasil tesebut dapat diartikan bahwa terdapat
pengaruh model pembelajaran Cooperative Integrated Reading Composition terhadap
kemampuan pemahaman bacaan siswa di kelas IV MIS Al-Hidayah. Dapat disimpulkan
bahwa penerapan model pembelajaran CIRC dalam proses pembelajaran memberikan
kesempatan siswa untuk lebih aktif, berani bertanya, berdiskusi dan mengemukakan
pendapatnya. Hasil penelitian ini diharapkan dapat bermanfaat bagi kepala sekolah, guru,
siswa, dan peneliti selanjutnya. Sejarah Artikel:
Diterima: 06-10-2023
Direvisi: 28-12-2023
Dipublikasikan: 01-02-2024 Kata Kunci:
model pembelajaran CIRC;
pemahaman bacaan Keywords:
CIRC
learning
model;
reading comprehension Keywords:
CIRC
learning
model;
reading comprehension Pengutipan APA:
Amelia, L., & Lestari, M. R. D. W. (2024). Pengaruh Model Pembelajaran Cooperative Integrated Reading Composition
Terhadap Kemampuan Pemahaman Bacaan Siswa Sekolah Dasar Pada Mata Pelajaran Bahasa Indonesia. Jurnal Lensa Pendas,
9(1). doi: https://doi.org/10.33222/jlp.v9i1.3419 18
Jurnal Lensa Pendas, P ISSN: 2541-0199, E ISSN: 2541-6855 Pengaruh Model Pembelajaran Cooperative Integrated Reading Composition Terhadap
Kemampuan Pamahaman Bacaan Siswa Sekolah Dasar
Pada Mata Pelajaran Bahasa Indonesia Lena Amelia1, Mas Roro Diah Wahyu Lestari2
Pendidikan Guru Sekolah Dasar, FIP, Muhammadiyah Jakarta1,2
Jl. K.H. Ahmad Dahlan, Cirendeu, Ciputat, Tangerang Selatan
Email: lenaamelia127@gmail.com1, masrorodiah@umj.ac.id2 © 2024 Lena Amelia1, Mas Roro Diah Wahyu Lestari2
Under the license CC BY-SA 4.0 Pengaruh Model Pembelajaran Cooperative Integrated Reading Composition Terhadap
Kemampuan Pamahaman Bacaan Siswa Sekolah Dasar
Pada Mata Pelajaran Bahasa Indonesia Abstract This research was motivated by students' low reading comprehension abilities and the lack
of student activity in classroom learning activities. The aim of this research is to determine
the effect of the cooperative integrated reading composition learning model on fourth
grade students' reading comprehension ability with story material. The method used in
this research was quasi-experimental, with a sample size of 30 experimental class students
and a one-group pretest-posttest design. The results of this research can be seen from the
results of calculations using the Paired Sample t-Test type t test and the t test results
obtained with a t value of 25.202, which can be interpreted as greater than t table 2.042,
with a significance level of 0.000 < 0.05, so that H0 is rejected and Ha is accepted. These
results can be interpreted as meaning that there is an influence of the cooperative
integrated reading composition learning model on students' reading comprehension
abilities in class IV of MIS Al-Hidayah. It can be concluded that the application of the
CIRC learning model in the learning process provides students with the opportunity to be
more active, dare to ask questions, discuss, and express their opinions. It is hoped that the
results of this research will be useful for school principals, teachers, students, and future
researchers. Pengutipan APA:
Amelia, L., & Lestari, M. R. D. W. (2024). Pengaruh Model Pembelajaran Cooperative Integrated Reading Composition
Terhadap Kemampuan Pemahaman Bacaan Siswa Sekolah Dasar Pada Mata Pelajaran Bahasa Indonesia. Jurnal Lensa Pendas,
9(1). doi: https://doi.org/10.33222/jlp.v9i1.3419 © 2024 Lena Amelia1, Mas Roro Diah Wahyu Lestari2
Under the license CC BY-SA 4.0 18 18 18
sa Pendas P ISSN: 2541 0199 E ISS 18
Jurnal Lensa Pendas, P ISSN: 2541-0199, E ISSN: 2541-6855 19
Jurnal Lensa Pendas, P ISSN: 2541-0199, E ISSN: 2541-6855 JURNAL LENSA PENDAS
Volume 9 Nomor 1, Bulan Februari Tahun 2024, Hlm 18-28
Available online at http://jurnal.upmk.ac.id/index.php/lensapendas
Alamat Korespondensi
: Ciputat - Tangerang Selatan
Email
: lenaamelia127@gmail.com
ISSN 2541-6855 (Online)
ISSN 2541-0199 (Cetak) JURNAL LENSA PENDAS
Volume 9 Nomor 1, Bulan Februari Tahun 2024, Hlm 18-28
Available online at http://jurnal.upmk.ac.id/index.php/lensapendas ISSN 2541-6855 (Online)
ISSN 2541-0199 (Cetak) : Ciputat - Tangerang Selatan
: lenaamelia127@gmail.com : Ciputat - Tangerang Selatan
: lenaamelia127@gmail.com : Ciputat - Tangerang Selatan
: lenaamelia127@gmail.com 19 Jurnal Lensa Pendas, Volume 9 Nomor 1, Bulan Februari Tahun 2024 Hlm. 18-28
Lena Amelia1, Mas Roro Diah Wahyu Lestari2., Pengaruh Model Pembelajaran Cooperative Integrated Reading
Composition Terhadap Kemampuan Pemahaman Bacaan Siswa Sekolah Dasar Pada Mata Pelajaran Bahasa Indonesia Jurnal Lensa Pendas, Volume 9 Nomor 1, Bulan Februari Tahun 2024 Hlm. 18-28
Lena Amelia1, Mas Roro Diah Wahyu Lestari2., Pengaruh Model Pembelajaran Cooperative Integrated Reading
Composition Terhadap Kemampuan Pemahaman Bacaan Siswa Sekolah Dasar Pada Mata Pelajaran Bahasa Indonesia Jurnal Lensa Pendas, Volume 9 Nomor 1, Bulan Februari Tahun 2024 Hlm. 18-28
Lena Amelia1, Mas Roro Diah Wahyu Lestari2., Pengaruh Model Pembelajaran Cooperative Integrated Reading
Composition Terhadap Kemampuan Pemahaman Bacaan Siswa Sekolah Dasar Pada Mata Pelajaran Bahasa Indonesia tersebut. Pemahaman akan bacaan sangat
diperlukan untuk peningkatan kemampuan
siswa
baik
dalam
pendidikan
atau
pembelajaran
karena
dalam
membaca
diperlukan
kemampuan
untuk
mengerti
bacaan/teks dan mengetahui informasi yang
hendak diketahui dari bacaan/teks. Hal inilah
yang disebut dengan pemahaman akan
membaca. PENDAHULUAN 18-28
Lena Amelia1, Mas Roro Diah Wahyu Lestari2., Pengaruh Model Pembelajaran Cooperative Integrated Reading
Composition Terhadap Kemampuan Pemahaman Bacaan Siswa Sekolah Dasar Pada Mata Pelajaran Bahasa Indonesia Jurnal Lensa Pendas, Volume 9 Nomor 1, Bulan Februari Tahun 2024 Hlm. 18-28
Lena Amelia1, Mas Roro Diah Wahyu Lestari2., Pengaruh Model Pembelajaran Cooperative Integrated Reading
Composition Terhadap Kemampuan Pemahaman Bacaan Siswa Sekolah Dasar Pada Mata Pelajaran Bahasa Indonesia Cooperative Integrated Reading Composition
(CIRC) merupakan satu dari sekian model
pembelajaran cooperative learning yang
dasarnya merujuk kepada pengajaran terpadu
dengan saling bekerjasama yang begitu
komprehensif dan berkembang serta jelas
untuk pembelajaran membaca dan menulis
pada siswa kelas tinggi di sekolah dasar
(Rahmi dan Marnola, 2020: 665). Menurut
Yohana (2022: 17) menjelaskan bahwa
pembelajaran Cooperative Integrated Reading
Composition
adalah
bentuk
model
pembelajaran kooperatif dengan tahapan-
tahapan pembelajaran yang disusun untuk
mengarahkan peserta didik bekerja sama dan
menyelesaikan permasalahan yang ada saat
berlangsungnya kegiatan belajar, serta model
ini dapat meningkatkan kegiatan pembelajaran
dan hasil belajar peserta didik. pengetahuan
dan
pengalaman
sehingga
memahami makna dari bacaan tersebut,
pemerolehan makna dari bacaan dapat
disampaikan penulis baik secara tersurat
maupun tersirat. Selain itu, keaktifan siswa
sangat berdampak penting dalam mencari
informasi dalam bacaan. Pemahaman bacaan sangat dibutuhkan
oleh peserta didik karena dengan memahami
bacaan siswa tidak hanya membaca teks saja,
tetapi melibatkan kemampuan berfikir dan
analisisnya. Siswa hendaklah mempunyai
tujuan saat membaca dan memperhatikan
pesan yang terdapat dalam teks, dengan begitu
penguasaan terhadap isi bacaan akan lebih
baik
jika
dibandingkan
hanya
sekedar
membaca. Jika melihat dari pemahaman
bacaan siswa saat ini, belum semua siswa
mampu melibatkan kemampuan berpikirnya
untuk memahami bacaan dengan baik. Cenderung siswa hanya membaca tanpa
menganalisis lebih lanjut apa yang sudah
dibacanya. Maka dari itu, hal tersebut menjadi
penyebab siswa sulit menerima pembelajaran
dengan baik. Model pembelajaran CIRC ini salah satu
model pembelajaran yang mengikutsertakan
siswa
agar
aktif
dan
mengembangkan
kemampuannya pada saat pembelajaran. Permasalahan yang guru hadapi sekarang
adalah bagaimana membuat siswa tidak
sekadar hanya mengerti sebuah materi atau
konsep
saja,
akan
tetapi
siswa
bisa
menggunakan
konsep
dan
mengembangkannya
dalam
kegiatan
pembelajaran. Selain itu, pembelajaran yang
masih satu arah dapat perlahan dikembangkan
menjadi pembelajaran yang lebih bermakna,
bagaimana
siswa
aktif
dalam
mengkonstruksikan
pemikiran
mereka. Bagaimana siswa terlibat dalam kerjasama
dengan para siswa. Bagaimana siswa saling
bertukar ide dan pengalaman antar siswa. Serta bagaimana menemukan model yang
tepat
untuk
meningkatkan
kualitas
pembelajaran di kelas. PENDAHULUAN Pendidikan merupakan upaya seseorang
untuk memperoleh pengetahuan. Manusia
memperoleh pengetahuan dari sumber-sumber
yang tersedia. Membaca adalah salah satu cara
dan sumber untuk memperoleh pengetahuan. Membaca merupakan keterampilan dasar yang
dibutuhkan
manusia
untuk
memperoleh
pengetahuan, dengan membaca pengetahuan
seseorang akan bertambah dan berpandangan
luas (Wijaya et al., 2021: 2). Dapat disadari
bahwa membaca sebagai keterampilan yang
harus
dimiliki
peserta
didik,
sebab
pengetahuan akan bertambah jika pemahaman
dalam membaca baik. Dalam setiap tingkat
satuan
pendidikan
hal
tersebut
akan
memudahkan peserta didik dalam setiap
pembelajaran. Betapa pentingnya membaca di
dalam
dunia
pendidikan
yang
akan
berpengaruh di kehidupan nyata, lantas sudah
selayaknya
setiap
peserta
didik
wajib
mempunyai keterampilan membaca serta
pemahaman dalam membaca. Pemahaman
merupakan
bagian
terpenting
dalam
kegiatan
membaca,
pemahaman akan bacaan dapat meningkatkan
kemampuan membaca seseorang dan sebagai
bagian dalam memperoleh tujuan membaca. Menurut Lestari (2021: 15) dalam membaca
tingkat tertinggi yaitu pemahaman bacaan. Ketika mencapai tingkat ini sudah bukan
sekadar membaca huruf menjadi kata-kata dan
melibatkan gerakan mata saja. Akan tetapi
anak sudah pada tahap memahami isi bacaan
yang
dibacanya. Membaca
berdasarkan
penjelasan Herlinyanto (2015: 7), membaca
adalah proses mengkonstruksi isi atau sebuah
makna yang ingin diutarakan penulis dari
pesan tersebut melalui lambang-lambang
tulisan. Riyanti (2021: 73) pemahaman bacaan
adalah kemampuan pemerolehan makna dari
bacaan baik itu secara tersurat atau tersirat
yang
melibatkan
pengetahuan
dan
pengalaman yang dimiliki seseorang agar
informasi dari bacaan dapat diterapkan. Membaca
dalam
keterampilan
berbahasa salah satu keterampilan paling
dasar di antara empat keterampilan berbahasa
yang mencangkup keterampilan menulis,
berbicara, membaca dan menyimak. Membaca
merupakan keterampilan paling dasar untuk
memahami hal lain yang lebih kompleks. Akan tetapi, belum semua siswa mempunyai
pemahaman
akan
bacaan
yang
telah
dibacanya. Pemahaman akan bacaan sangat
diperlukan untuk peningkatan kemampuan
siswa untuk mengetahui informasi yang
hendak diketahui dari bacaan/teks. Bukan
hanya sekedar mampu membaca tulisan
dengan melafalkan kata atau kalimat saja,
namun dalam membaca sangat penting adanya
kemampuan memahami akan bacaan/teks Pendapat dari Sutama et al. (2022:73)
menjelaskan pemahaman membaca yaitu
keterlibatan secara aktif dari seseorang dengan
mengaitkan pengetahuan dan pengalaman
pembaca
yang
sudah
ada
sebelumnya
sehingga memperoleh makna dari bacaan serta
menghubungkannya
dengan
isi
bacaan
tersebut. Oleh karena itu, pemahaman bacaan
adalah
kemampuan
seseorang
untuk
memaknai bahan bacaan yang melibatkan 20 20
Jurnal Lensa Pendas, P ISSN: 2541-0199, E ISSN: 2541-6855 Jurnal Lensa Pendas, Volume 9 Nomor 1, Bulan Februari Tahun 2024 Hlm. 21
Jurnal Lensa Pendas, P ISSN: 2541-0199, E ISSN: 2541-6855 PENDAHULUAN Menyadari begitu sangat pentingnya
kemampuan membaca pemahaman siswa,
maka upaya yang bisa dilakukan untuk lebih
mengembangkan kemampuan membaca siswa
harus
direncanakan
dalam
proses
pembelajaran
agar
siswa
mempunyai
kemampuan
pemahaman
yang
baik. Perencanaan pembelajaran yang bisa dipakai
untuk mengembangkan kemampuan tersebut
salah satunya adalah dengan diterapkannya
model pembelajaran Cooperative Integrated
Reading
Composition
(CIRC)
yang
harapannya
dapat
memberi
kesempatan
kepada
peserta
didik
untuk
lebih
meningkatkan
kemampuan
membaca
pemahaman. Model
pembelajaran 21
Jurnal Lensa Pendas, P ISSN: 2541-0199, E ISSN: 2541-6855 21 21
Jurnal Lensa Pendas, P ISSN: 2541-0199, E ISSN: 2541-6855 Jurnal Lensa Pendas, Volume 9 Nomor 1, Bulan Februari Tahun 2024 Hlm. 18-28
Lena Amelia1, Mas Roro Diah Wahyu Lestari2., Pengaruh Model Pembelajaran Cooperative Integrated Reading
Composition Terhadap Kemampuan Pemahaman Bacaan Siswa Sekolah Dasar Pada Mata Pelajaran Bahasa Indonesia Jurnal Lensa Pendas, Volume 9 Nomor 1, Bulan Februari Tahun 2024 Hlm. 18-28
Lena Amelia1, Mas Roro Diah Wahyu Lestari2., Pengaruh Model Pembelajaran Cooperative Integrated Reading
Composition Terhadap Kemampuan Pemahaman Bacaan Siswa Sekolah Dasar Pada Mata Pelajaran Bahasa Indonesia Penerapan model pembelajaran CIRC
membantu siswa untuk belajar lebih aktif dan
inovatif,
dalam
pelaksanaannya
tidak
dipungkiri akan memberikan manfaat bagi
siswa dalam meningkatkan pembelajaran. Menurut Rohman (2021: 10) manfaat dari
model CIRC adalah sebagai berikut: (1)
Penerapan model CIRC diharapkan mampu
membantu siswa baik itu dalam meningkatkan
kemampuan membaca maupun merangkum. (2)
Model
pembelajaran
CIRC
mengembangkan kecakapan siswa dalam
memanfaatkan kemajuan ilmu pengetahuan
dan teknologi. (3) Pembelajaran CIRC
mengembangkan pemikiran siswa dengan
mengemukakan pendapatnya secara aktif. (4)
Mengembangkan kegiatan belajar serta hasil
belajar siswa. (5) Memperdalam informasi
yang diterima siswa pada ilmu pengetahuan
dan teknologi. Selain
itu,
model
pembelajaran
yang
digunakan pendidik juga masih konvensional
saat
berlangsungnya
kegiatan
belajar
mengajar Bahasa Indonesia. Pembelajaran
bahasa
Indonesia
merupakan materi pembelajaran yang sangat
penting untuk dipelajari di sekolah dasar. Menurut Hidayah (2015: 193) Pembelajaran
bahasa Indonesia untuk SD/MI bisa diartikan
bahwa usaha yang dilakukan seorang pendidik
untuk memperbaiki sikap siswa dalam
berbahasa Indonesia, perbaikan dalam hal ini
bisa terlaksana dengan berfokus pada tujuan
belajar bahasa Indonesia di SD/MI yang
dilaksanakan
pendidik
saat
kegiatan
pembelajaran secara terarah. Mata pelajaran
bahasa Indonesia dipelajari oleh siswa dengan
tujuan dapat berkembangnya kemampuan
berbahasa Indonesia dengan baik dan benar. Berdasarkan hal yang sudah disebutkan
di atas, maka peneliti ingin melaksanakan
penelitian yang berjudul “Pengaruh Model
Pembelajaran
Cooperative
Integrated
Reading Composition Terhadap Kemampuan
Pemahaman Bacaan Siswa Sekolah Dasar
Pada Mata Pelajaran Bahasa Indonesia”. PENDAHULUAN Pembelajaran di kelas seringkali belum
begitu memberikan ruang kepada siswa untuk
terus mengembangkan konsep dari teks tetapi
guru hanya memfokuskan pada penyampaian
konsep guru sendiri melalui penjelasan
sehingga masih saja ada peserta didik yang
belum
memiliki
kemampuan
membaca
pemahaman secara optimal dan pemahaman
yang baik. diharapkan dengan diterapkannya
model CIRC siswa aktif pada saat kegiatan
pembelajaran. mengembangkan penelitian. mengembangkan penelitian. sampling. Dikarenakan pengambilan sampel
menggunakan teknik purposive sampling yaitu
sampel yang dipilih merupakan sampel yang
memiliki kriteria tertentu. Adapun kriteria
sampel yang berkaitan dengan penelitian ini
adalah: menggunakan sampel minimum (sampel
kelompok kecil) sebanyak 30 siswa, sampel
tersebut termasuk kedalam kelompok yang
pemahaman bacaannya masih rendah, sampel
tersebut sudah memiliki kemampuan dalam
membaca dan kemampuan memahami bacaan
dibandingkan dengan kelas di bawahnya, model
CIRC yang diterapkan merupakan model yang
cocok diterapkan di kelas tinggi sekolah dasar. Prosedur Penelitian Penelitian
merupakan
kegiatan
mengumpulkan data atau informasi secara
sistematis yang dapat dibuktikan dan dilakukan
berdasarkan
tahapan
tertentu
sehingga
menghasilkan
pengetahuan
baru. Dalam
melakukan penelitian ada langkah-langkah yang
harus diperhatikan dan dipersiapkan agar
penelitian dapat berjalan sesuai dengan tujuan
yang akan diperoleh. Penelitian ini memiliki
prosedur yang bagiannya melalui 3 tahap yaitu
tahap persiapan, tahap pelaksanaan, dan tahap
pelaporan hasil atau laporan penelitian. Tabel 1. Desain Penelitian One Group pretest-
posttest
Kelompok
Pretest
Perlakuan
Posttest
Eksperimen
Q1
X
Q2
Keterangan:
Q1 : Pretest (Tes Awal)
Q2 : Posttest (Tes Akhir)
Waktu dan Tempat Penelitian Tabel 1. Desain Penelitian One Group pretest-
posttest Tabel 1. Desain Penelitian One Group pretest-
posttest
Kelompok
Pretest
Perlakuan
Posttest
Eksperimen
Q1
X
Q2
Keterangan:
Q1 : Pretest (Tes Awal)
Q2 : Posttest (Tes Akhir)
Waktu dan Tempat Penelitian Q1 : Pretest (Tes Awal)
Q2 : Posttest (Tes Akhir) Desain Penelitian Desain
Quasi
Eksperimen
yang
digunakan oleh peneliti adalah One Group
pretest-posttest Design. Pada desain ini,
sebelum diberikan perlakuan terlebih dahulu
melakukan
pretest
kemudian
diberikan
perlakuan dan diakhir pembelajaran diberikan
posttest. Di awal pembelajaran siswa akan
diberikan
uji
(pretest)
untuk
melihat
kemampuan awal siswa dalam pembelajaran
sebelum diberlakukan perlakuan, kemudian di
akhir kegiatan pembelajaran siswa akan
diberikan
uji
(posttest)
untuk
melihat
kemampuan
siswa
terhadap
kegiatan
pembelajaran yang telah dilaksanakan dengan
penerapan perlakuan. Dalam desain ini hanya
menggunakan satu kelompok saja yaitu
kelompok eksperimen. rancangan One Group
pretest-posttest Design menurut (Seniati et al.,
2018: 118) sebagai berikut. Waktu dan Tempat Penelitian Penelitian ini dilakukan di MIS Al-
Hidayah Jl. Mawar II No 5, Kel. Pondok Pinang,
Kec. Kebayoran Lama, Jakarta Selatan, Kode
Pos 12310. 23
Jurnal Lensa Pendas, P ISSN: 2541-0199, E ISSN: 2541-6855 Jenis Penelitian Penelitian ini menggunakan metode
Quasi Eksperimen yang bersifat kuantitatif. Menurut Hermawan (2019:16) menjelaskan
penelitian kuantitatif ialah sebuah penelitian
yang dilakukan secara ilmiah dan terstruktur
dengan mengamati beberapa hal mencakup
segala aspek yang ada kaitannya dengan objek
penelitian, fenomena, dan hubungan yang
terkait
diantaranya,
dalam
penelitian
kuantitatif ini menggunakan model-model
matematis, teori-teori, dan hipotesis dalam Berdasarkan pengamatan peneliti di
MIS Al-Hidayah dengan melihat kegiatan
belajar
mengajar,
observasi
kemudian
wawancara bersama dengan guru kelas IVB
menyatakan masih rendahnya kemampuan
membaca pemahaman pada peserta didik,
penyebab masih rendahnya minat baca dan
siswa belum dapat menentukan ide, makna
dari bacaan ataupun unsur-unsur yang ada
dalam teks yang membutuhkan pemahaman. 22 22
Jurnal Lensa Pendas, P ISSN: 2541-0199, E ISSN: 2541-6855 Jurnal Lensa Pendas, Volume 9 Nomor 1, Bulan Februari Tahun 2024 Hlm. 18-28
Lena Amelia1, Mas Roro Diah Wahyu Lestari2., Pengaruh Model Pembelajaran Cooperative Integrated Reading
Composition Terhadap Kemampuan Pemahaman Bacaan Siswa Sekolah Dasar Pada Mata Pelajaran Bahasa Indonesia Jurnal Lensa Pendas, Volume 9 Nomor 1, Bulan Februari Tahun 2024 Hlm. 18-28
Lena Amelia1, Mas Roro Diah Wahyu Lestari2., Pengaruh Model Pembelajaran Cooperative Integrated Reading
Composition Terhadap Kemampuan Pemahaman Bacaan Siswa Sekolah Dasar Pada Mata Pelajaran Bahasa Indonesia Jurnal Lensa Pendas, Volume 9 Nomor 1, Bulan Februari Tahun 2024 Hlm. 18-28
Lena Amelia1, Mas Roro Diah Wahyu Lestari2., Pengaruh Model Pembelajaran Cooperative Integrated Reading
Composition Terhadap Kemampuan Pemahaman Bacaan Siswa Sekolah Dasar Pada Mata Pelajaran Bahasa Indonesia Teknik Pengumpulan Data Teknik pengumpulan data merupakan
salah satu langkah penting dalam penelitian,
karena dalam pengumpulan data penelitian harus
diamati secara saksama sehingga data yang
didapat dari hasil penelitian terjaga tingkat
validitas dan reliabilitasnya (Siyoto dan Sodik,
2015:75). Adapun teknik pengumpulan data
yang dilakukan oleh peneliti sebagai berikut. (a) Tes Subjek Penelitian Populasi dari penelitian ini adalah semua
siswa kelas IV yang terdiri dari 3 rombel dengan
total 89 siswa di MIS Al-Hidayah. Sampel yang
digunakan dalam penelitian ini yaitu kelas IVB
yang berjumlah 30 orang di MIS Al-Hidayah. (a) Tes Tes ialah teknik yang digunakan untuk
mengumpulkan informasi atau data dengan
cara memberikan sejumlah persoalan atau
latihan dan perangkat lainnya kepada subjek
yang menjadi tujuannya untuk diperoleh Penelitian
ini
menggunakan
teknik
pengambilan sampel non random jenis purposive 23 23
Jurnal Lensa Pendas, P ISSN: 2541-0199, E ISSN: 2541-6855 Jurnal Lensa Pendas, Volume 9 Nomor 1, Bulan Februari Tahun 2024 Hlm. 18-28
Lena Amelia1, Mas Roro Diah Wahyu Lestari2., Pengaruh Model Pembelajaran Cooperative Integrated Reading
Composition Terhadap Kemampuan Pemahaman Bacaan Siswa Sekolah Dasar Pada Mata Pelajaran Bahasa Indonesia dilakukannya uji hipotesis menggunakan uji t. Adapun penjelasan mengenai uji prasyarat
analisis dalam penelitian dapat dijelaskan berikut
ini. datanya
(Nasrudin,
2019:
31). Tes
kemampuan
pemahaman
bacaan
yang
diujikan kepada siswa berupa tes pilihan
ganda dan diujikan sebanyak dua kali, yaitu
pretest dan posttest. Pretest dilakukan
sebelum dilaksanakannya pembelajaran pada
materi cerita. Kemudian diberikan perlakuan
berupa model pembelajaran CIRC pada kelas
eksperimen. Setelah itu diberikan posttest di
kelas eksperimen. Tes ini dilakukan untuk
mengetahui adakah peningkatan kemampuan
bacaan siswa yang diberikan melalui soal tes
tersebut. (b) Dokumentasi Dokumentasi yaitu cara pengumpulan
data dengan tujuan untuk mendapatkan data
secara langsung di tempat dilakukannya
penelitian seperti buku-buku yang relevan,
film dokumenter, peraturan-peraturan, foto-
foto kegiatan, maupun data lainnya yang
berkaitan dengan penelitian (Sudaryono,
2016: 90). Data yang didokumentasikan
peneliti pada penelitian ini berupa foto
kegiatan belajar mengajar, RPP yang
digunakan, serta soal pretest dan posttest. Adapun kriteria pengujian: 𝐻0 diterima apabila sig ≥ α; distribusi
sampel normal 𝐻0 ditolak apabila sig < α; distribusi
sampel tidak normal Diperoleh nilai signifikansi kemampuan
pemahaman bacaan siswa pada pretest
sebesar 0,088 > 0,05 serta posttest sebesar
0,062 > 0,05 dengan taraf signifikansi 0,05
atau 5%. Nilai signifikansi baik pada pretest
serta posttest mendapat skor lebih besar dari
0,05 maka data berdistribusi normal atau
sampel berasal dari populasi berdistribusi
normal. Kemampuan Pemahaman Bacaan Kemampuan Pemahaman Bacaan Shapiro-Wilk
Statistic
df
Sig. Pretest
.939
30
.088
Posttest
.934
30
.062
Adapun kriteria pengujian:
𝐻0 diterima apabila sig ≥ α; distribusi
sampel normal
𝐻0 ditolak apabila sig < α; distribusi
sampel tidak normal Shapiro-Wilk
Statistic
df
Sig. Pretest
.939
30
.088
Posttest
.934
30
.062
Adapun kriteria pengujian:
𝐻0 diterima apabila sig ≥ α; distribusi Teknik Analisis Data Sebelum dilakukan penelitian, ada uji coba
instrumen yang harus dilakukan dengan tahapan
yang terdiri dari uji validitas dan reliabilitas. Uji
validitas instrumen pada penelitian ini dilakukan
dengan cara pengujian oleh ahli dan pengujian
kepada siswa di SDN Cempaka Putih 02. Hasil
validitas soal tes diperoleh dari 25 item soal
hanya 13 soal yang valid. Hasil reliabilitas
menunjukkan variabel Y menghasilkan nilai
reliabilitas sebesar 0,810 > 0,6 dengan ini dapat
dikatakan instrumen tersebut reliabel. (b) Uji Homogenitas
Uji homogenitas dilakukan setelah uji
normalitas
dan
hasilnya
normal. Uji
homogenitas memakai uji Levene Test. Diperoleh
hasil
nilai
signifikansi
Kemampuan Pemahaman Bacaan sebesar
0,485 > 0,05 sebagai taraf signifikansinya. Maka dapat disimpulkan data tersebut
bersifat homogen. Sebelum dilakukan uji hipotesis, data yang
sebelumnya telah terkumpul selanjutnya diolah
serta dianalisis untuk dilakukan uji prasyarat
analisis yang terdiri dari uji normalitas dan
homogenitas telah memenuhi syarat untuk (a) Uji Normalitas Pada penelitian ini uji normalitas yang
digunakan yaitu uji Shapiro-Wilk dengan
bantuan software SPSS 25, taraf signifikansi
α = 5% (0.05). Tabel 2. Hasil Uji Normalitas Tes
Kemampuan Pemahaman Bacaan Tabel 2. Hasil Uji Normalitas Tes Uji t Uji hipotesis yang digunakan dalam
penelitian ini uji komparatif atau uji-T. Jenis uji-
T yang digunakan adalah Paired Sample t-Test. 24 24
Jurnal Lensa Pendas, P ISSN: 2541-0199, E ISSN: 2541-6855 Jurnal Lensa Pendas, Volume 9 Nomor 1, Bulan Februari Tahun 2024 Hlm. 18-28
Lena Amelia1, Mas Roro Diah Wahyu Lestari2., Pengaruh Model Pembelajaran Cooperative Integrated Reading
Composition Terhadap Kemampuan Pemahaman Bacaan Siswa Sekolah Dasar Pada Mata Pelajaran Bahasa Indonesia Berdasarkan data tabel 4.5, maka deskripsi
nilai hasil uji kemampuan pemahaman bacaan
pada pretest kelas eksperimen dapat dilihat
perolehan skor rata-rata 61,2; skor maksimum
sebesar 85; skor minimum 31; standar deviasi
12,05; varians 145,40; dan responden 30. Menurut Ramadhani dan Bina (2021: 251)
Paired Sample t-Test adalah suatu teknik
pengujian hipotesis dengan membandingkan
rata-rata dari satu group sampel yang diamati
pada dua titik berbeda dalam satu waktu yang
sama. Penelitian dengan uji Paired Sample t-
Test bertujuan menguji dua sampel yang
berpasangan dan membandingkan rata-rata
sebelum dan sesudah perlakuan. Maka dari
perlakuan tersebut akan didapatkan 2 bentuk data
sampel berbeda, yaitu pretest dan posttest. Setelah diberikan pretest, pada kelas
eksperimen siswa diberikan perlakuan yaitu
dengan
menerapkan
model
pembelajaran
Cooperative Integrated Reading Composition. Setelah diberikan perlakuan, selanjutnya siswa
diberikan posttest untuk mengetahui apakah
terdapat pengaruh dalam menerapkan model
pembelajaran tersebut. Hasil perhitungan dari
analisis data pada pretest kelas eksperimen bisa
dilihat pada tabel dibawah ini: Adapun syarat penggunaannya untuk
menentukan hipotesis dengan taraf signifikansi
0,05 yaitu: (a) Jika nilai signifikansi (2 tailed) < 0,05 bahwa
ada perbedaan yang signifikan antara pretest
dan posttest Tabel 4. Hasil Data Posttest
Ukuran
Posttest
Rata-rata
84,43
Maximum
100
Minimum
62
Standard Deviation
10,34
Sample Variance
107,08
Responden
30
Sumber: Pengolahan Data Ms.Excel 2013 (b) Jika nilai signifikansi (2 tailed) > 0,05 bahwa
tidak ada perbedaan yang signifikan antara
pretest dan posttest 25
Jurnal Lensa Pendas, P ISSN: 2541-0199, E ISSN: 2541-6855 25
Jurnal Lensa Pendas, P ISSN: 2541-0199, E ISSN: 2541-6855 HASIL
PENELITIAN
DAN
PEMBAHASAN
Hasil Penelitian Berdasarkan data pada tabel 4.5, maka
deskripsi nilai hasil uji kemampuan pemahaman
bacaan pada posttest kelas eksperimen dapat
dilihat perolehan skor rata-rata 84,43; skor
maksimum sebesar 100; skor minimum 62;
standar deviasi 10,34; varians 107,08; dan
responden 30. Hasil yang diperoleh peneliti dari kelas
IVB selaku kelas eksperimen yang berjumlah
30 siswa dengan menggunakan test berupa
pretest dan posttest. Sebelum diberikan
perlakuan, siswa diberikan pretest terlebih
dahulu untuk mengetahui kemampuan awal
siswa. Peneliti memberikan tes pilihan ganda
kepada siswa. Kemudian didapatkan hasil yang
dapat disajikan pada tabel berikut ini: Berdasarkan uraian tersebut, maka peneliti
dapat mendeskripsikan data secara keseluruhan
baik data hasil pretest dan posttest di kelas
eksperimen yang diuraikan dalam bentuk
histogram pada gambar berikut: Tabel 3. Hasil Data Pretest
Ukuran
Pretest
Rata-rata
61,2
Maximum
85
Minimum
31
Standard Deviation
12,05
Sample Variance
145,40
Responden
30
Sumber: Pengolahan Data Ms.Excel 2013 25 25
Jurnal Lensa Pendas, P ISSN: 2541-0199, E ISSN: 2541-6855 Jurnal Lensa Pendas, Volume 9 Nomor 1, Bulan Februari Tahun 2024 Hlm. 18-28 Jurnal Lensa Pendas, Volume 9 Nomor 1, Bulan Februari Tahun 2024 Hlm. 18-28
a Amelia1, Mas Roro Diah Wahyu Lestari2., Pengaruh Model Pembelajaran Cooperative Integrated Rea
position Terhadap Kemampuan Pemahaman Bacaan Siswa Sekolah Dasar Pada Mata Pelajaran Bahasa Indo Jurnal Lensa Pendas, Volume 9 Nomor 1, Bulan Februari Tahun 2024 Hlm. 18-28
a Amelia1, Mas Roro Diah Wahyu Lestari2., Pengaruh Model Pembelajaran Cooperative Integrated Read
iti
T h d
K
P
h
B
Si
S k l h D
P d M t P l j
B h
I d Jurnal Lensa Pendas, Volume 9 Nomor 1, Bulan Februari Tahun 2024 Hlm. 18-28
Lena Amelia1, Mas Roro Diah Wahyu Lestari2., Pengaruh Model Pembelajaran Cooperative Integrated Reading
Composition Terhadap Kemampuan Pemahaman Bacaan Siswa Sekolah Dasar Pada Mata Pelajaran Bahasa Indonesi Gambar 1. Skor Pretest dan Posttest
Kemampuan Pemahaman Bacaan
0
20
40
60
80
100
Pretest
Posttest
Pemahaman Bacaan sebesar 5,04930 dan 0,92187. Tabel 6. Hasil Uji Paired Sample t-Test pada
Pretest dan Posttest
Paired
Differences
t
df
Sig. (2-
tailed)
95%
Confidence
Interval Of the
Difference
Lower Upper
Pair
1
Pretest-
Posttest
-
25,1187
7
-
21,3478
9
-
25,2
02
29
,000
Sumber: Pengolahan Data SPSS 25 Gambar 1. HASIL
PENELITIAN
DAN
PEMBAHASAN
Hasil Penelitian Skor Pretest dan Posttest
Kemampuan Pemahaman Bacaan Histogram nilai rata-rata pretest dan
posttest kemampuan pemahaman bacaan dapat
dilihat nilai pretest sebesar 61,2 terjadi
peningkatan kemampuan pemahaman bacaan
siswa setelah diterapkan model CIRC dengan
perolehan nilai posttest sebesar 84,43. Hasil output pada tabel 4 uji hipotesis tes
kemampuan pemahaman dengan menggunakan
Uji Paired Sample T-test diperoleh skor t hitung
sebesar 25,202 yang artinya lebih besar dari t
tabel 2,042 dengan taraf signifikansi (2-tailed)
0.000 kurang dari 0,05. Selanjutnya dari data yang diperoleh
dilakukan uji prasyarat analisis dengan dilakukan
uji normalitas dan homogenitas. Berdasarkan uji
normalitas bahwa data berdistribusi normal atau
sampel berasal dari populasi berdistribusi normal
kemudian uji homogenitas dilakukan setelah uji
normalitas dan hasilnya normal. Berdasarkan uji
homogenitas data tersebut bersifat homogen. Maka didapati uji prasyarat analisis data
berdistribusi normal dan bersifat homogen,
sehingga dapat melakukan uji perbandingan rata-
rata dengan memakai uji Paired Sample t-Test
dengan bantuan software SPSS 25 dengan hasil
sebagai berikut: 26
Jurnal Lensa Pendas, P ISSN: 2541-0199, E ISSN: 2541-6855 Pembahasan Penelitian
ini
dilaksanakan
untuk
mengetahui kemampuan pemahaman bacaan
sebelum
diberikan
perlakuan
dengan
menerapkan model pembelajaran CIRC dan
setelah diterapkan model pembelajaran CIRC. Penelitian ini dilaksanakan di MIS Al-Hidayah
pada kelas IVB pada Mata Pelajaran Bahasa
Indonesia materi Cerita semester genap tahun
pelajaran 2022/2023. Pada penelitian ini dapat
dilihat perbedaan kemampuan pemahaman
bacaan siswa sebelum dan sesudah penerapan
model pembelajaran CIRC dilihat dari nilai
pretest dan posttest dengan uji t. Tabel 5. Hasil Statistics Uji Paired Sample t-
Test pada Pretest dan Posttest
Mean
Std
Deviation
Std. Error
Mean
Pair
1
Pretest-
Posttest
-
23,2333
3
5,04930
,92187
Hasil output pada tabel 3 Uji Paired
Sample T-test diperoleh nilai rata-rata (mean)
23,2333. Selain itu didapatkan nilai standard
deviation dan standard error mean dari variabel bel 5. Hasil Statistics Uji Paired Sample t-
Test pada Pretest dan Posttest Sebelum perlakuan diberikan kepada
siswa. Peneliti memberikan pretest pada kelas
IVB untuk mengetahui kemampuan awal siswa,
dari data pretest ini diketahui nilai kelas IVB
memperoleh skor rata-rata 61,2. Dari data pretest
dapat diketahui bahwa nilai rata-rata siswa masih
rendah. Hal ini disebabkan karena masih
kurangnya
siswa
melatih
kemampuan
pemahaman
bacaan,
dan
kurang
dalam 26 26
Jurnal Lensa Pendas, P ISSN: 2541-0199, E ISSN: 2541-6855 Jurnal Lensa Pendas, Volume 9 Nomor 1, Bulan Februari Tahun 2024 Hlm. 18-28
Lena Amelia1, Mas Roro Diah Wahyu Lestari2., Pengaruh Model Pembelajaran Cooperative Integrated Reading
Composition Terhadap Kemampuan Pemahaman Bacaan Siswa Sekolah Dasar Pada Mata Pelajaran Bahasa Indonesia Jurnal Lensa Pendas, Volume 9 Nomor 1, Bulan Februari Tahun 2024 Hlm. 18-28
Lena Amelia1, Mas Roro Diah Wahyu Lestari2., Pengaruh Model Pembelajaran Cooperative Integrated Reading
Composition Terhadap Kemampuan Pemahaman Bacaan Siswa Sekolah Dasar Pada Mata Pelajaran Bahasa Indonesia Jurnal Lensa Pendas, Volume 9 Nomor 1, Bulan Februari Tahun 2024 Hlm. 18-28
Lena Amelia1, Mas Roro Diah Wahyu Lestari2., Pengaruh Model Pembelajaran Cooperative Integrated Reading
Composition Terhadap Kemampuan Pemahaman Bacaan Siswa Sekolah Dasar Pada Mata Pelajaran Bahasa Indonesia berbicara menerangkan materi sehingga siswa
kurang dalam mengemukakan pendapat. mendiskusikan suatu topik bacaan yang dapat
melatih siswa menyampaikan pendapatnya. Selain itu, penggunaan model pembelajaran saat
pembelajaran Bahasa Indonesia yang masih
kurang, membuat siswa kurang aktif dalam
kegiatan pembelajaran. Pembahasan Dengan penerapan model pembelajaran
CIRC ini dapat diketahui bahwa dari hasil
analisis data menggunakan uji-t dengan desain
Paired Sample t-Test, menunjukkan bahwa nilai
t hitung sebesar 25,202 yang berarti lebih besar
dari t tabel 2,042 dengan taraf signifikansi
sebesar 0,000 < 0,05 dapat diartikan bahwa
terdapat
pengaruh
model
pembelajaran
Cooperatif Integrated Reading Composition
terhadap kemampuan pemahaman bacaan siswa
sekolah dasar pada mata pelajaran bahasa
indonesia. Setelah diketahui nilai rata-rata pretest,
kemudian
peneliti
memberikan
perlakuan
dengan menerapkan model pembelajaran CIRC
dalam proses pembelajaran. Dari penelitian yang
telah
dilakukan
pada
kelas
eksperimen
memberikan hasil yang baik dalam kegiatan
pembelajaran, seperti siswa dapat berdiskusi
dengan
teman,
menyampaikan
pendapat,
bertanya
saat
kegiatan
belajar
mengajar
berlangsung, dan meningkatkan kemampuan
pemahaman bacaan siswa. Setelah diberikan
perlakuan
diperoleh
hasil
posttest
kelas
eksperimen diperoleh skor rata-rata sebesar
84,43. Hasil yang diperoleh dari pretest dan
posttest dari kelas eksperimen menunjukkan
peningkatan
dengan
menggunakan
model
pembelajaran Cooperative Integrated Reading
Composition (CIRC). SIMPULAN Jakarta: Kencana. Sutama, I. M., dkk. (2022). PEMBELAJARAN
INOVATIF BAHASA dan SASTRA: Ide
dan Pengalaman Implementasi dalam
Pembelajaran Bahasa Indonesia dan
Daerah. Surabaya: Global Aksara Pers. SIMPULAN Berdasarkan penelitian yang dilakukan di
MIS
Al-Hidayah
untuk
mengetahui
kemampuan pemahaman bacaan siswa dengan
menerapkan model pembelajaran Cooperative
Integrated
Reading
Composition
pada
pelajaran bahasa Indonesia materi cerita kelas
IV
dapat
disimpulkan
bahwa
model
pembelajaran Cooperative Integrated Reading
Composition
berpengaruh
terhadap
kemampuan pemahaman bacaan siswa kelas IV
pada materi cerita di MIS Al-Hidayah. Hal ini
dapat diketahui dari hasil perhitungan uji t
dengan menggunakan SPSS tipe 25, dengan
perolehan nilai signifikansi 0,000 < 0,05, dapat
dijelaskan bahwa terdapat perbedaan yang
signifikan antara kemampuan pemahaman
bacaan sebelum dan sesudah penggunaan
model pembelajaran Cooperative Integrated
Reading
Composition. Disamping
itu
berdasarkan hasil pretest dan posttest terjadi
peningkatan kemampuan bacaan siswa dengan
nilai rata-rata pretest sebesar 61,2 setelah
diterapkannya model pembelajaran CIRC
diperoleh nilai rata-rata posttest sebesar 84,43. Hal tersebut juga didukung pendapat
Pendapat
dari
Sutama
et
al. (2022:73)
menjelaskan
pemahaman
membaca
yaitu
keterlibatan secara aktif dari seseorang dengan
mengaitkan pengetahuan dan pengalaman yang
telah dimiliki pembaca sehingga memperoleh
makna dari bacaan serta menghubungkannya
dengan isi bacaan tersebut. Hal ini berbeda dengan yang proses
pembelajarannya tidak menerapkan model CIRC
melainkan hanya menerapkan pembelajaran
konvensional, siswa kurang terlibat aktif dalam
proses pembelajaran karena siswa kurang
mengemukakan pendapat dan bertanya mengenai
materi pembelajaran, selain itu kurangnya
tanggung jawab siswa terhadap menyelesaikan
tugas
yang
diberikan. Saat
pembelajaran
konvensional juga guru yang lebih aktif 27
Jurnal Lensa Pendas, P ISSN: 2541-0199, E ISSN: 2541-6855 27 Jurnal Lensa Pendas, Volume 9 Nomor 1, Bulan Februari Tahun 2024 Hlm. 18-28
Lena Amelia1, Mas Roro Diah Wahyu Lestari2., Pengaruh Model Pembelajaran Cooperative Integrated Reading
Composition Terhadap Kemampuan Pemahaman Bacaan Siswa Sekolah Dasar Pada Mata Pelajaran Bahasa Indonesia Dengan demikian, penerapan model
pembelajaran CIRC dalam proses pembelajaran
memberikan kesempatan siswa untuk lebih
aktif,
berani
bertanya,
berdiskusi
dan
mengemukakan
pendapatnya. Selain
itu,
melalui diskusi dengan teman siswa akan lebih
komunikatif dan interaksi antar teman dapat
membuat siswa saling bertukar pemikiran
sehingga menghasilkan pengetahuan baru. Serta kemampuan pemahaman bacaan siswa
lebih
baik
karena
diterapkan
model
pembelajaran CIRC sehingga siswa terbiasa
untuk bekerjasama untuk menyelesaikan tugas
yang telah diberikan. Perhitungan Matematis dan Aplikasi
SPSS. Jakarta: Kencana. Perhitungan Matematis dan Aplikasi
SPSS. Jakarta: Kencana. Riyanti,
A. (2021). KETERAMPILAN
MEMBACA. Yogyakarta: Penerbit K-
Media. Rohman, S. (2021). Model Pembelajaran,
Hasil Belajar dan Respon Peserta Didik. Bogor: Guepedia. Seniati, L., Yulianto, A., & Setiadi, B. N. (2018). Psikologi Eksperimen. Jakarta:
Indeks. Siyoto, S., & Sodik, A. (2015). Dasar
Metodologi
Penelitian. Yogyakarta:
Literasi Media Publishing. Sudaryono. (2016). Metodologi Penelitian
Pendidikan. DAFTAR PUSTAKA Herlinyanto. (2015). Membaca Pemahaman
dengan Strategi KWL Pemahaman dan
Minat Membaca. Sleman: Deepublish. Wijaya, P. A., Sutarto, J., & Zulaeha, I. (2021). STATEGI KNOW- WANT TO KNOW-
LEARNED DAN STRATEGI DIRECT
READING
THINGKING
ACTIVITY
dalam Pembelajaran Pendidikan Dasar. Semarang: CV. Harian Jateng Network. Hermawan, I. (2019). Metodologi Penelitian
Pendidikan Kuantitatif, Kualitatif dan
Mixed Methode. Kuningan: Hidayatul
Quran Kuningan. Hidayah, N. (2015). Penanaman Nilai-Nilai
Karakter dalam Pembelajaran Bahasa
Indonesia di Sekolah Dasar. Jurnal
Pendidikan Dan Pembelajaran Dasar,
2(2), 193. Yohana, S. (2022). KOOPERATIF TIPE
INVESTIGATION
DAN
AKTIVITAS
BELAJAR. Lombok Tengah: Penerbit
P4I. Lestari, M. R. D. W. (2021). Pengajaran
Pemahaman
Bacaan
Menggunakan
Pendekatan Model Pembelajaran di
Sekolah
Dasar. Tangerang:
Media
Edukasi Indonesia. Nasrudin, J. (2019). Metodologi Penelitian
Pendidikan (buku ajar praktis cara
membuat penelitian). Bandung: PT. Panca Terra Firma. Rahmi, Y., & Marnola, I. (2020). Peningkatan
Kemampuan
Membaca
Pemahaman
Siswa Melalui Model Pembelajaran
Cooperative Integrated Reading and
Compotion (Circ). Jurnal Basicedu, 4(3),
662–665. Ramadhani, R., & Bina, N. S. (2021). Statistika
Penelitian
Pendidikan:
Analisis 28
Jurnal Lensa Pendas, P ISSN: 2541-0199, E ISSN: 2541-6855 28 28
Jurnal Lensa Pendas, P ISSN: 2541-0199, E ISSN: 2541-6855
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https://openalex.org/W2336626347
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https://www.siberianlawreview.ru/jour/article/download/604/577
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Criminal Law Policy of Counteracting Crimes against Property
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Vestnik Omskoj ûridičeskoj akademii
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cc-by
| 2,082
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РАГОЗИНА Ирина Григорьевна – заведующий
кафедрой уголовного права и криминологии Омской
юридической академии, кандидат юридических наук,
доцент (Омск) РАГОЗИНА Ирина Григорьевна – заведующий
кафедрой уголовного права и криминологии Омской
юридической академии, кандидат юридических наук,
доцент (Омск) Ragozina Irina G. – Head of Criminal Law and
Criminology Department, Omsk Law Academy, Candi
date of Legal Sciences, Associate Professor (Omsk) ragoig@mail.ru ragoig@mail.ru Аннотация. Статья посвящена современному состоянию уголовно-правовой политики противо
действия преступлениям против собственности. Анализируются ее основные направления, такие как
правотворчество и правоприменение. Автором исследуются вопросы унификации и дифференциации
уголовной ответственности за преступления против собственности. Сделан вывод об отсутствии
единообразного подхода к конструированию уголовно-правовых запретов, предусматривающих уголов
ную ответственность за посягательство на чужую собственность. The article is devoted to the current state of the criminal law policy of counteracting crimes against property. The focus is made on its main directions, such as law-making and law enforcement. The issues of unification
and differentiation of criminal liability for crimes against property are under study. The author draws the con
clusion that no unified approach is used when producing criminal law prohibitions criminalizing encroachment
on someone else's property. Ключевые слова: уголовно-правовая политика, преступления против собственности, уголовно-пра
вовой запрет, уголовная ответственность, унификация, дифференциация, правотворчество, правопри
менение. i Criminal law policy, crimes against property, penal prohibition, criminal liability, unification, diff
lawmaking, law enforcement. Вестник Омской юридической академии. 2016. № 2 (31) Василевский, кроме этого,
к одному «из генеральных направлений уголовно-
правовой политики любого цивилизованного об
щества в сфере борьбы с преступностью» относят
дифференциацию ответственности [2, с. 48]. Од
ним из оснований дифференциации, по их мне
нию, с которым нельзя не согласиться, выступает
характер и типовая степень общественной опас
ности преступления [2, с. 67]. Вопросам уголовно-правовой охраны соб
ственности в теории права уделяется значитель
ное внимание. Однако это не свидетельствует
о том, что проблем с применением данных за
претов становится меньше. К сожалению, стати
стика говорит о стабильно высоком количестве
хищений имущества, которые составляют около
половины всех зарегистрированных преступле
ний. По данным Главного информационного
аналитического центра МВД России, в 2011 г. зарегистрировано 2404,8 тыс. преступлений,
из них 1466,9 тыс. – посягательства на собствен
ность, в 2012 г. соответственно – 2302,2 тыс. и 1400,0 тыс., в 2013 г. – 2206,2 тыс. и 1304,6 тыс.,
в 2014 г. – 2166,4 тыс. и 1238,2 тыс., в 2015 г. –
2388,5 тыс. и 1397,4 тыс. [6] Л. Л. Кругликов и А. В. Василевский, кроме этого,
к одному «из генеральных направлений уголовно-
правовой политики любого цивилизованного об
щества в сфере борьбы с преступностью» относят
дифференциацию ответственности [2, с. 48]. Од
ним из оснований дифференциации, по их мне
нию, с которым нельзя не согласиться, выступает
характер и типовая степень общественной опас
ности преступления [2, с. 67]. В условиях социальных, экономических, по
литических и иных реформ корыстная преступ
ность приобретает все более негативные коли
чественные и качественные характеристики,
организованные формы, элементы криминаль
ного профессионализма, что требует адекватных
мер борьбы с ней. Сегодня вместо одной статьи, предусматри
вающей ответственность за мошенничество, мы
имеем семь, одна из которых уже признана не
соответствующей нормам Конституции Россий
ской Федерации. Из чего исходил законодатель, «клонируя»
классическое мошенничество на шесть его раз
новидностей, остается загадкой. Если исходить
из размера санкций, основанием дифференци
ации явилась общественная опасность мошен
нических действий в различных сферах обще
ственных отношений. Однако почему, например,
мошенничество в сфере кредитования или пред
принимательской деятельности оказалось «де
шевле» на 2 года лишения свободы, чем клас
сическое мошенничество, понять достаточно
сложно. Из диспозиций новоявленных норм сле
дует, что в четырех случаях законодатель провел
дифференциацию с учетом специфики тех обще
ственных отношений, которые подвергаются
криминальному воздействию (мошенничество
в сфере кредитования, в сфере предприниматель
ской деятельности, в сфере страхования, в сфере Заметим, что составы преступлений против
собственности до недавнего времени отличались
достаточной стабильностью, что обеспечивало
эффективность их применения. Вестник Омской юридической академии. 2016. № 2 (31) будило автора обратиться к проблемам уголовно-
правовой охраны собственности. Попытаемся
дать оценку этим изменениям исходя из основных
направлений уголовно-правовой политики. будило автора обратиться к проблемам уголовно-
правовой охраны собственности. Попытаемся
дать оценку этим изменениям исходя из основных
направлений уголовно-правовой политики. преступлениям
против
собственности
[5,
с. 47–49]. б
п р
у
р
[ ,
с. 47–49]. Такой подход законодателя вполне объясним. Собственность является экономической основой
существования любого государства независимо
от исторического этапа его развития, полити
ческого режима и других обстоятельств. Право
быть собственником – одно из основных прав,
закрепленных во Всеобщей декларации прав че
ловека. Обеспечение эффективной защиты соб
ственности, в том числе и уголовно-правовыми
мерами, является задачей любого государства,
и Россия в этом случае не является исключением. Вопросам уголовно-правовой охраны соб
ственности в теории права уделяется значитель
ное внимание. Однако это не свидетельствует
о том, что проблем с применением данных за
претов становится меньше. К сожалению, стати
стика говорит о стабильно высоком количестве
хищений имущества, которые составляют около
половины всех зарегистрированных преступле
ний. По данным Главного информационного
аналитического центра МВД России, в 2011 г. зарегистрировано 2404,8 тыс. преступлений,
из них 1466,9 тыс. – посягательства на собствен
ность, в 2012 г. соответственно – 2302,2 тыс. и 1400,0 тыс., в 2013 г. – 2206,2 тыс. и 1304,6 тыс.,
в 2014 г. – 2166,4 тыс. и 1238,2 тыс., в 2015 г. –
2388,5 тыс. и 1397,4 тыс. [6] Такой подход законодателя вполне объясним. Собственность является экономической основой
существования любого государства независимо
от исторического этапа его развития, полити
ческого режима и других обстоятельств. Право
быть собственником – одно из основных прав,
закрепленных во Всеобщей декларации прав че
ловека. Обеспечение эффективной защиты соб
ственности, в том числе и уголовно-правовыми
мерами, является задачей любого государства,
и Россия в этом случае не является исключением. В рамках статьи мы не ставим своей целью
рассмотреть все доктринальные подходы к са
мому определению уголовной политики. Оста
новимся лишь на некоторых из них. По мнению
А. И. Коробеева, А. В. Усса и Ю. В. Голика, уго
ловная политика в ее традиционном понимании
есть генеральная линия, определяющая основные
направления, цели и средства воздействия на пре
ступность путем формирования уголовного, уго
ловно-процессуального, исправительного зако
нодательства, практики его применения, а также
путем выработки и реализации мер, направлен
ных на предупреждение преступлений [1, с. 7]. Как правило, в юридической литературе выделя
ют два основных направления уголовно-правовой
политики – правотворчество и правоприменение. Л. Л. Кругликов и А. В. DOI: 10.19073/2306-1340-2016-2-35-38 Преступления против собственности с уве
ренностью можно отнести к числу классиче
ских, или так называемых традиционных, пре ступлений. Это подтверждается тем, что еще
в Русской Правде Ярослава Мудрого, состоя
щей из 43 статей, 16 из них были посвящены ступлений. Это подтверждается тем, что еще
в Русской Правде Ярослава Мудрого, состоя
щей из 43 статей, 16 из них были посвящены 35 Вестник Омской юридической академии. 2016. № 2 (31) Вестник Омской юридической академии. 2016. № 2 (31) Изменения, вно
симые в статьи, чаще всего были обусловлены об
щими изменениями уголовного законодательства,
такими как, например, исключение из уголовного
закона квалифицирующего признака, предусмат
ривающего неоднократность совершения престу
плений, критериев оценки размера причиненного
ущерба, видов и размеров наказаний. В ноябре 2012 г. законодатель дополнил главу
21 Уголовного кодекса Российской Федерации
(далее – УК РФ) сразу шестью составами мошен
ничества (ст.ст. 159.1–159.6), появление которых
вызвало широкую дискуссию в теории права и по 36 Уголовное право и криминология, уголовно-исполнительное право Уголовное право и криминология, уголовно-исполнительное право компьютерной информации), а в двух – исходя
из способа (при получении выплат и с использо
ванием платежных карт). Складывается впечат
ление, что новые статьи родились в силу того,
что увеличилось количество преступных пося
гательств в выделенных законодателем сферах. Например, выплаты материнского капитала неиз
менно повлекли за собой разработку преступных
схем, направленных на неправомерное завладе
ние им, что и привело к установлению уголовной
ответственности за мошенничество при получе
нии выплат. Но в таком случае с учетом послед
них событий можно говорить о необходимости
дифференциации уголовной ответственности
в сфере туристического бизнеса, оказания меди
цинских услуг, и этот перечень можно продол
жать дальше. Мошенничество – это всего лишь
одна из шести форм хищения. Почему же именно
она попала в зону дифференциации, а не присво
ение или растрата, которые могут иметь место
и при производстве выплат, и в сфере предпри
нимательской деятельности? ность меньшую, чем предусмотрено ст. 159
УК РФ, а крупный и особо крупный размер при
чиненного ущерба, напротив, увеличил по срав
нению с классическим мошенничеством, данная
норма в этой части признана неконституцион
ной [4]. Полагаем, что и оставшиеся нормы ждет
такая же участь. Это дело времени. Проведенная дифференциация порождает еще
ряд вопросов. Так, из диспозиции ст. 159.6 УК РФ
следует, что мошенничеством в сфере компью
терной информации признаются действия, со
вершаемые путем ввода, удаления, блокирова
ния, модификации компьютерной информации
либо иного вмешательства в функционирова
ние средств хранения, обработки или передачи
компьютерной информации или информацион
но-телекоммуникационных сетей. Как же быть
в данном случае с позицией Верховного Суда Рос
сийской Федерации, нашедшей отражение в По
становлении от 27 декабря 2007 г. № 51 «О су
дебной практике по делам о мошенничестве,
присвоении и растрате» [3], относительно того,
что использование похищенной платежной кар
ты (которая, заметим, является источником ком
пьютерной информации) путем снятия наличных
средств в банкомате следует признавать кражей? Видимо, необходимо в очередной раз констати
ровать, что постановления Пленума Верховного
Суда носят лишь рекомендательный характер,
и обратиться непосредственно к закону. Библиографический список
1. Коробеев, А. И. Уголовно-правовая политика: тенденции и перспективы / А. И. Коробеев, А. В. Усс, Ю. В. Голик. –
Красноярск : Изд-во Краснояр. ун-та, 1991. – 236 с.
2. Кругликов, Л. Л. Дифференциация ответственности в уголовном праве / Л. Л. Кругликов, А. В. Василевский. –
СПб. : Юрид. центр Пресс, 2002. – 300 с. р
4. По делу о проверке конституционности положений статьи 159.4 Уголовного кодекса Российской Федерации в связи
с запросом Салехардского городского суда Ямало-Ненецкого автономного округа [Электронный ресурс] : постановление
Конституц. Суда Рос. Федерации от 11 дек. 2014 г. № 32-П // Справочно-правовая система «КонсультантПлюс». – Режим
доступа: локальный. 5. Российское законодательство X–XX веков : в 9 т. / под общ. ред. О. И. Чистякова. – Т. 1. Законодательство Древней
Руси. – М. : Юрид. лит., 1984. – 432 с. 3. О судебной практике по делам о мошенничестве, присвоении и растрате : постановление Пленума Верхов. Суда Рос.
Федерации от 27 дек. 2007 г. № 51 // Рос. газ. – 2008. – 12 янв. 6. Состояние преступности [Электронный ресурс] // Офиц. сайт М-ва внутр. дел Рос. Федерации. – Режим досту
па: https://mvd.ru/folder/101762/4/ (дата обращения: 11.03.2015). Вестник Омской юридической академии. 2016. № 2 (31) Свое отношение к проведенной дифференци
ации высказал Конституционный Суд Россий
ской Федерации в Постановлении от 11 декабря
2014 г. № 32-П «По делу о проверке конститу
ционности положений статьи 159.4 Уголов
ного кодекса Российской Федерации в связи
с запросом Салехардского городского суда Яма
ло-Ненецкого автономного округа». В указанном
Постановлении отмечается, что установление
мер, направленных на защиту собственности
от преступных посягательств, Конституция Рос
сийской Федерации возлагает на федерально
го законодателя, предоставляя ему достаточно
широкую свободу усмотрения, но одновремен
но обязывая его руководствоваться имеющими
универсальное значение и по своей сути отно
сящимися к основам конституционного право
порядка общими принципами юридической
ответственности, включая принципы юриди
ческого равенства и правовой определенности. С учетом того, что законодатель, устанавливая
ответственность за мошенничество, сопряжен
ное с преднамеренным неисполнением договор
ных обязательств в сфере предпринимательской
деятельности, установил уголовную ответствен Дифференциация ответственности может за
ключаться не только в создании новой нормы,
но и в установлении квалифицирующих обсто
ятельств. Мы поддерживаем позицию законода
теля, который увидел повышенную обществен
ную опасность в мошеннических действиях,
повлекших лишение права гражданина на жилое
помещение, но такого права потерпевший может
лишиться и в результате вымогательства, однако
этот момент законодатель упустил из виду. На наш взгляд, дифференциация уголовной
ответственности – одно из важных направлений
уголовной политики, способное с наибольшей
полнотой отражать все обстоятельства преступ
ного поведения. Только проводиться подобного
рода дифференциация должна взвешенно, с уче
том всех необходимых оснований. Библиографический список
1. Коробеев, А. И. Уголовно-правовая политика: тенденции и перспективы / А. И. Коробеев, А. В. Усс, Ю. В. Голик. –
Красноярск : Изд-во Краснояр. ун-та, 1991. – 236 с. 2. Кругликов, Л. Л. Дифференциация ответственности в уголовном праве / Л. Л. Кругликов, А. В. Василевский. –
СПб. : Юрид. центр Пресс, 2002. – 300 с. 37 Вестник Омской юридической академии. 2016. № 2 (31) р
4. По делу о проверке конституционности положений статьи 159.4 Уголовного кодекса Российской Федерации в связи
с запросом Салехардского городского суда Ямало-Ненецкого автономного округа [Электронный ресурс] : постановление
Конституц. Суда Рос. Федерации от 11 дек. 2014 г. № 32-П // Справочно-правовая система «КонсультантПлюс». – Режим
доступа: локальный. у
5. Российское законодательство X–XX веков : в 9 т. / под общ. ред. О. И. Чистякова. – Т. 1. Законодательство Древней
Руси. – М. : Юрид. лит., 1984. – 432 с. 6. Состояние преступности [Электронный ресурс] // Офиц. сайт М-ва внутр. дел Рос. Федерации. – Режим досту
па: https://mvd.ru/folder/101762/4/ (дата обращения: 11.03.2015). 38
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https://hal.archives-ouvertes.fr/hal-01417407/document
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English
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Collaborative Supplying Networks: Reducing Materials Management Costs in Healthcare
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IFIP advances in information and communication technology
| 2,015
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cc-by
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To cite this version: Lorenzo Tiacci, Chiara Paltriccia. Collaborative Supplying Networks: Reducing Materials Manage-
ment Costs in Healthcare. IFIP International Conference on Advances in Production Management Sys-
tems (APMS), Sep 2015, Tokyo, Japan. pp.93-101, 10.1007/978-3-319-22756-6_12. hal-01417407 Distributed under a Creative Commons Attribution 4.0 International License HAL Id: hal-01417407
https://hal.science/hal-01417407v1
Submitted on 15 Dec 2016 L’archive ouverte pluridisciplinaire HAL, est
destinée au dépôt et à la diffusion de documents
scientifiques de niveau recherche, publiés ou non,
émanant des établissements d’enseignement et de
recherche français ou étrangers, des laboratoires
publics ou privés. HAL is a multi-disciplinary open access
archive for the deposit and dissemination of sci-
entific research documents, whether they are pub-
lished or not. The documents may come from
teaching and research institutions in France or
abroad, or from public or private research centers. Distributed under a Creative Commons Attribution 4.0 International License Collaborative supplying networks: reducing
materials management costs in healthcare Lorenzo Tiacci, Chiara Paltriccia Università degli Studi di Perugia - Dipartimento di Ingegneria, Perugia, Italia
lorenzo.tiacci@unipg.it
chiara.paltriccia@studenti.unipg.it Università degli Studi di Perugia - Dipartimento di Ingegneria, Perugia, Italia
lorenzo.tiacci@unipg.it
chiara.paltriccia@studenti.unipg.it Abstract. Materials and inventories management is becoming a more and more
important subject in the health care sector, because of its impact on efficiency,
and quality of services provided. This study is focused on the inventory man-
agement and the service of surgical instruments reprocessing related to the op-
erating room. The aim is to analyse which benefits may produce the combina-
tion of two different factors: the implementation of the RFId technology along
the supply chain and the cooperation thorough a long-term collaborative-
networked organization of the supplying companies. The first factor, named
‘RFId effect’, allows implementing a Continuous Review policy, instead of the
Periodic Review policy normally utilized. The second factor, named ‘Network
effect’, gives to supplying companies the possibility to share transportation
costs. The model is inspired by a real case study of a long-term collaborative
network of supplying companies in the health care sector that operates in cen-
tral Italy. A numerical experiment shows that combining the RFId and Network
effects may bring to a relevant reduction of expected costs. adfa, p. 1, 2011.
© Springer-Verlag Berlin Heidelberg 2011 1
Introduction Providing health services with high quality standards and containing public ex-
penditure are increasingly important objectives to be achieved in the context of public
healthcare. Among the solutions adopted to contain healthcare spending, one of the
most important trend in the public healthcare sector is to entrust some outsourced
services, optimizing performance through a contract. In this way, healthcare managers
tried to reduce spending without affecting the quality of service offered [1]. The
spread of non-core processes outsourcing in healthcare has become very fast because,
being the hospital a set of many departments handling a large number of activities,
there is the need to entrust outside the no core ones [2]. Cost effectiveness is im-
portant even for activities that have greater impact on the hospital core business;
among those, there is the surgical instruments reprocessing process, which is consid-
ered to be a potential area for important cost savings [3]. van de Klundert, Muls and
Schadd [4] studied the logistic activities between the central sterilization service de-
partment and the operating theater. These activities affect total costs faced by the
operating block. Hospitals that outsource these types of activities are still very few. Inventory management of drugs and medical devices is also become a very im-
portant argument for hospital management. Many medical organizations reorganized
their logistics in order to contain costs and ensure quality in services provided [5]. This paper investigates a new outsourcing model for the management of the operat-
ing room materials, inspired by a real case study of a network of enterprises born in
Central Italy, in the Umbria Region. The network is based on the VDO network mod-
el [6] and provides the supplying of all the consumables for the operating room and
the reprocessing service of surgical instruments. The network business model pro-
vides the implementation of the RFId technology for the automatic and continuous
monitoring of hospital’s inventories, and for the total traceability of all the materials
utilized during surgeries. Through reading tags, stickers on which one can transcribe
information on circuits, it is possible to have remote tracking. Inventory tracking be-
comes easier than ever and many other probable applications of RFId technologies
have been proposed [7]. 1
Introduction As evidenced by Sarac, Absi and Dauzere-Peres [8] this
technology may improve the potential benefits along the supply chain reducing inven-
tory losses, increasing efficiency and speed of the processes involved and improving
information accuracy. The integrated service, provided by the network as a single entity, includes: 1) sur-
gical instruments sterilization service; 2) provision of sets of surgical instruments for
surgical procedures; 3) provision of disposable non-woven materials, such as surgical
drapes, masks, gloves, caps, gowns; 4) provision of disposable surgical devices, such
as suture threads, syringes, video-laparoscopic devices; 5) provision, control and
maintenance of medical equipment. The specific characteristic of the case study, with respect to traditional models of
materials management, consists in the implementation of the RFId technology, and in
the long-term strategic cooperation between the supplying companies. Aim of the
work is to provide a model to evaluate the effect of these two key factors on total
operational costs. Notation i: different products line
Qi: order quantity of item i [units]
Di: mean annual demand of item i [units/year]
A: cost per shipment for Company B without the network effect [€/roundtrip]
A’: cost per shipment for Company B with the network effect [€/roundtrip]
r: inventory carrying charge [€/€/year]
vi: unit variable cost of item i [€/unit]
ki: safety factor for item i 2
The model This case study refers to a stable network of companies located in central Italy, in
the region of Umbria. The network provides an integrated set of services for the oper-
ating room. The network, named Sanitanet, is composed of five companies: four of
them are companies already operating as single suppliers in the healthcare sector,
while the fifth one is a University Spinoff in the field of collaborative networks man-
agement. For the purpose of the present work, we consider in the model just two of
the five companies (Company A and Company B). Company A provides a ‘pay per use’ service of sterile surgical instruments kits. These single-use kits are specifically designed for each surgery. This company owns
all the surgical instruments composing the kits and reprocesses them in its own plant
outside the hospital. At the beginning of each day, the company brings all the surgical
kits needed for the daily planned surgery to the hospital. At that time, it withdraws the
kits utilized the day before to reprocess them at its plant. Company B provides non-woven surgical protective drapes for patients, operators
and furniture (beds, trolleys, etc.). The supplied materials include masks, gloves, caps,
gowns and drapes. All these items are packaged as single-use ‘custom pack’, specifi-
cally designed for each surgery type. Thus, each custom pack provides all the neces-
sary materials for a single surgery. The company periodically delivers its supplies,
based on orders placed by the hospital staff every month. As already mentioned, the specific characteristic of the case study consists in: 1)
the implementation of the RFId technology; 2) the long-term strategic cooperation
between the supplying companies. We will refer to these two key factors with the
terms ‘RFId effect’ and ‘Network effect’ respectively. The impact of these two factors
on the Expected Total Relevant Costs (ETRC) will be evaluated through an analysis
of scenarios. In the next sections we will formalize the ‘Network effect’ and the ‘RFId
effect’. 2.1
Network effect The Network effect allows companies to share setup costs, which substantially corre-
spond to transportation costs. We assume that cost per shipment is proportional to the
Euclidean distance covered for the shipment. Companies A and B may share some
part of the way to the hospital. In particular, Company B can take advantage of the
daily frequency of the shipment of Company A. In this case, the lower distance that can be covered in a roundtrip is equal to the pe-
rimeter of the triangle (see Fig. 1) formed by the Hospital (point H), Company A
(point A), and Company B (point B). Thus, when the two companies cooperate as a
network, the shipment trip will always start from, and finish at, Company A plant, due
to the necessity to bring back the utilized kits from the hospital. The round trip will
consist of: load of sterile kits at Company A plants
trip from Company A to Company B
load of packs from company B
trip from Company B to the Hospital for the delivery of kits and packs
trip from the Hospital to Company A to bring back utilized kits load of sterile kits at Company A plants
trip from Company A to Company B
load of packs from company B
trip from Company B to the Hospital for the delivery of kits and packs
trip from the Hospital to Company A to bring back utilized kits load of sterile kits at Company A plants
trip from Company A to Company B
load of packs from company B
trip from Company B to the Hospital for the delivery of kits and packs
trip from the Hospital to Company A to bring back utilized kits Fig. 1. Schematic position of companies and hospital Fig. 1. Schematic position of companies and hospital To estimate the savings achievable through the network effect, the cost per shipment
related to the network configuration have to be compared with cost per shipment
when companies act individually. The condition for evaluating the convenience of the
network collaboration is that (
2
2
AB
AH
BH
BH
AH
). In this relation, the
first term represents the total length of the round trip in a network collaboration. 2.1
Network effect The
second term describes the total distance travelled by the two companies, if they work
individually. The relation can be simplified in the following way: AB
BH
AH
. As
the sum of two sides of a triangle is always greater than only one side, the last relation
is always verified. This implies that working as a network always allows reducing
cost per shipment. The total savings SV achievable under the ‘network effect’ will be proportional to
2
2
(
)
SV
BH
AH
AB
AH
BH
. From a Network perspective, this reduction of
shipment cost can be entirely assigned to Company B. Indeed, it is noteworthy that
shipment cost does not affect the replenishment policy of Company A, which is
obliged to ship the required quantities on a daily basis. On the contrary, a reduction of
shipment cost could determine a variation of the optimal quantity shipped by Compa-
ny B. In fact, the optimal reorder quantity for each item i is equal to the Economic
Order Quantity
2
/
EOQ
A D v r
. So if the shipment cost A drops to A’ when the
network effect is present, the optimal order quantities of each item also decrease. In
this view, as the Company B shipment cost without the network is equal to A = 2BH,
A’ can be estimated as: A’ = A – SV =2BH – [2BH +2AH – (AB + AH + BH)]=BH +
AB – AH. Thus, it is possible to define the ‘Network coefficient’ λ as the ratio be-
tween A’ and A, with 0 ≤ λ ≤ 1: 1
2
–
2
A
H
A
H
B
A
A
B
(1) (1) λ depends from the mutual positions of Company A, Company B and the Hospital. In summary, when the scenario provides the network effect, the cost per shipment
will be equal to λA, and consequently, if a continuous review policy is adopted, reor-
der quantity Qi will be calculated as: 2
/
i
i
i
Q
A D
v r
(2) (2) 2.2
RFId effect Among the advantages related to the implementation of RFID technology, we con-
sider: 1) to avoid incomplete shipments, misplacements and theft; 2) to possibly im-
plement a continuous review policy. The first benefit has been modelled using the
study by Ustundag and Tanyas [9]. They considered that RFID technology implemen-
tation eliminates item losses caused by theft, incorrect positioning and incomplete
shipments. Only damages that can occur during transportation cannot be avoided. This effect can be considered using the following four coefficients: α (incorrect posi-
tioning), β (damage), γ (theft) and δ (incomplete shipment). They represent the error
rates related to the corresponding causes. Table 1 shows the values, derived from the
experimental study of Ustundag and Tanyas [9], that has been assumed in our study. As far as the second benefit is concerned, the conceptual model assumes that
without the implementation of the RFId technology a periodic review policy is adopt-
ed, while the RFId effect allow implementing a continuous review policy. In the fol-
lowing subsections, the description of both policies is carried out. Technology
α (%)
β (%)
γ (%)
δ (%)
non RFID
2
0.2
0.5
0.3
RFID
0
0.2
0
0
Table 1. Error rates of non-RFId and RFId integrated systems Table 1. Error rates of non-RFId and RFId integrated systems Table 1. Error rates of non-RFId and RFId integrated systems Periodic review – no RFId effect. Continuous review – RFId effect. When RFID technology is implemented, Company B can apply a continuous review
policy (s, Q). In this case the optimal order quantity Qi, for each item i, is calculated
through the Economic Order Quantity (EOQ): 2
/
i
i
i
i
Q
EOQ
AD
v r
(5) (5) Note that, if the network effect is simultaneously present, the network coefficient λ
has to be considered to calculate order quantities using eq. (2), because A decrease to
A’=λA. The reorder-point si and safety stocks SSi are calculated in this case through:
si =SSi + Di L; SSi = ki σ(L)I, where σ(L)i is the demand standard deviation during the
lead time L. To find the values of the safety factors ki that allows us to reach the fill
rate P = 99.9%, it is necessary to calculate the loss function as (see [11]):
( )
1-
( )
i
i
u
i
L
P Q
G k
(6) (6) Then the value of ki can be determined using the tabular form of eq(4). Then the value of ki can be determined using the tabular form of eq(4). Periodic review – no RFId effect. Without the RFID effect, Company B actually adopts a periodic review policy (R, S),
with a review period R equal to 2 weeks, which is common for all the four items. This
type of policy is very common in healthcare [10], and it is often adopted when it is
not possible to have an automatic monitoring of the warehouse. Indeed, if the invento-
ry has to be checked manually, it is usually preferred to limit the number of times the
checking activities have to be performed. Furthermore, if the orders are placed on a
periodic basis, different items can be incorporated in the same shipment in order to
save on transportation costs. For each item i, the order-up to level Si and the safety
stocks SSi are calculated respectively as: Si =SSi + Di (R+L); SSi = ki σ(R+L)I, where
σ(R+L)i is the standard deviation of demand during R+L, and ki is the safety factor. The
safety factor ki is determined by imposing a specified service level required by the
customer. Given the critical function of the supplied items, the required service level
is high. We assumed a value of P = 99.9% of demand satisfied immediately from the
shelf (‘fill rate’). From this condition, the value of ki can be calculated in the consider-
ing the following function [11]:
(
)
1
( )
i
i
u
i
R L i
P
D R
G k
(3)
(
)
1
( )
i
i
u
i
R L i
P
D R
G k
(3) where Gu(.) is the loss probability function, equal to: where Gu(.) is the loss probability function, equal to: ( )
(
) ( )d
( )
(1
( ))
u
k
G k
u
k
u
u
k
k
k
(4) (4) ( )
k
being the unit normal density function, and Φ(k) the corresponding distribu-
tion function. From the value of Gu(ki), calculated from (3), it is possible to determine
the value of ki using the tabular form of eq. (4). 2.3
Scenario Analysis Four different scenarios will be compared on the basis of the annual Expected To-
tal Relevant Costs (ETRC), which is considered composed by four components: re-
plenishment costs, holding costs, RFId implementation costs, and costs related to
thefts and misplacements. The total annual costs related to RFId implementation has
been estimated by summing the periodic amortization payment, related to hardware
and software investments, and the annual costs of the ‘one use’ UHF tags, and it is
equal to 4434 [€/year] (the detailed costs are omitted due to space limitation). The
impact of thefts on the ETRC is calculated considering a cost equal to the value of
each item stolen. The cost of items misplaced is considered equal to item value only
when item are expired and cannot be used if they are found. In the model it is as-
sumed that the 50% of misplaced items expires before the finding, and a cost equal to
the value of the item is considered; the other 50% is considered utilizable and for this
reason it does not represent a cost. p
The four scenarios considered are described in the following. Scenario ‘AS IS’. In the ‘as is’ scenario neither the ‘Network effect’ nor the ‘RFId
effect’ are present. Thus, the companies operate individually, Company B utilizes a periodic review policy, with a cost per shipment equal to A, where the products line
share the same shipment. ETRC can be estimated through: periodic review policy, with a cost per shipment equal to A, where the products line
share the same shipment. ETRC can be estimated through: (
)
2
2
i
i
R L i
i
i
i
i
i
D R
A
ETRC
k
v r
D v
R
(7) (7) In (7), the first term corresponds to replenishment costs, the second one to carrying
costs, and the last one approximate costs associated to thefts and misplacements. Scenario 1 - Network effect. Company A and B belong to the same network. Company B still adopts a Periodic Review policy, but it is possible to share the cost
per shipment with Company A. Thus, ETRC can be estimated through (7) by substi-
tuting the shipment cost A with A’=λA. Scenario 2 - RFID effect. 2.3
Scenario Analysis In this scenario, the companies still operates individual-
ly, but Company B implements a continuous review policy, which is enabled by the
RFId implementation. The cost per shipment between Company B and the Hospital is
still equal to A, because it is not shared. Each shipment contains only one product
line, due to the different times each product line reaches the respective reorder point. In this case, there are no costs related to thefts and misplacements, while the annual
cost related to RFId implementation is considered: ( )
2
i
i
i
L i
i
RFId
i
i
i
D
EOQ
ETRC
A
k
v r
C
EOQ
(8) (8) Scenario 3 - Network + RFId effects. The Network effect and the RFId effect are
simultaneously present. Thanks to RFId technology Company B can implement a
continuous review policy. At the same time, each time a product line reaches the re-
order point, the corresponding shipment can be shared with Company A, thanks to the
network effect. Thus, ETRC can be estimated through eq.(8) by considering a ship-
ment cost equal to A’=λA, instead of A. Note that even the optimal quantities EOQi
are affected by the decrease of the shipment cost (see eq. (5)). 3
Numerical experiment and discussion In scenario 1, by virtue of the option of cooperating as a
network, there is the possibility for Company B to share shipment costs with Compa-
ny A, which supplies the hospital on a daily basis. This is of course preferable with
respect to the AS IS scenario, because holding costs remain unchanged, and transpor-
tation costs are reduced by a factor equal to λ. Results related to scenario 2 show that,
even in absence of the network effect, the implementation of the RFId technology
makes the adoption of a continuous review policy more convenient. This is due to two
reasons: firstly, the RFId annual investment is lower than the annual costs related to
thefts and misplacements. Secondly, the parameters of the continuous review policy (s
and Q) are optimized for each product line, while in the periodic review policy the
review period R is the same for all product lines and it is imposed by the hospital
organization (R = 1 month). In scenario 3, the effect obtainable combining the RFId
technology with networked cooperation among enterprises is evaluated. to the numerical experiment. In scenario 1, by virtue of the option of cooperating as a
network, there is the possibility for Company B to share shipment costs with Compa-
ny A, which supplies the hospital on a daily basis. This is of course preferable with
respect to the AS IS scenario, because holding costs remain unchanged, and transpor-
tation costs are reduced by a factor equal to λ. Results related to scenario 2 show that,
even in absence of the network effect, the implementation of the RFId technology
makes the adoption of a continuous review policy more convenient. This is due to two
reasons: firstly, the RFId annual investment is lower than the annual costs related to
thefts and misplacements. Secondly, the parameters of the continuous review policy (s
and Q) are optimized for each product line, while in the periodic review policy the
review period R is the same for all product lines and it is imposed by the hospital
organization (R = 1 month). In scenario 3, the effect obtainable combining the RFId
technology with networked cooperation among enterprises is evaluated. The reduction achievable in terms of ETRC is notable, reaching almost the 48%
with respect to the AS IS scenario. 3
Numerical experiment and discussion It is noteworthy that the interaction of the two
effects brings to a cost reduction higher than the sum of the savings obtainable when
the two effects are applied separately. This is due to the fact that the Network Effect,
by allowing decreasing the cost per shipment, has a much more great impact on poli-
cies with frequent of shipments (s, Q) then on policies with low number of shipments
(R, S). Thus, only the simultaneous adoption of the RFId technology and the collabo-
rative network model allows maximizing the expected savings. 3
Numerical experiment and discussion The values utilized in the experiments are related to a hospital placed in a city in
the south of the Umbria region, in Italy: cost per roundtrip between Company B and
the Hospital A = 50 [€], network coefficient λ = 0.1158, inventory carrying charge r =
0.25 [€/€/year], lead time L = 2 days, required service level (demand satisfied directly
from the shelf) P = 99.9%. The annual demand data of the four item lines considered
are related to the surgeries done in the hospital during the year 2012. Each product
line represents a specific surgical discipline custom pack of non-woven drapes. De-
mand is assumed to be exponentially distributed, and the annual average values Di
and the value vi of each item are reported in Table 2. The value of ki for both the periodic and the continuous review policies have been
derived using the procedures described in Section 5. Table 3 shows the results related Product
line
Description
Average Demand
[units/year]
Item value
[€/unit]
1
Surgery
560
208
2
Otorhinolaringologist
20
198
3
Orthopaedics
673
220
4
Obstetrician e genecology
454
247
Table 2. Data related to the 4 product lines
Scenarios data
Annual Costs
Scen. RFId
effect
Network
effect
Repl. Policy
Unitary
shipment
cost
Transp. Costs
[€/y]
Holding
Costs
[€/y]
RFId
Invest. [€/y]
Thefts
mispl. [€/y]
ETRC
[€/y]
Saving
AS IS
NO
NO
(R, S)
A
595
6700
-
4568
11863
/
1
NO
YES
(R, S)
λA
69
6700
-
4568
11337
4.4%
2
YES
NO
(s, Q)
A
2817
3466
4434
-
10717
9.7%
3
YES
YES
(s, Q)
λA
969
1766
4434
-
7170
39.6%
Table 3. Results of the numerical experiment Table 2. Data related to the 4 product lines
Scenarios data
Annual Costs
Scen. RFId
effect
Network
effect
Repl. Policy
Unitary
shipment
cost
Transp. Costs
[€/y]
Holding
Costs
[€/y]
RFId
Invest. [€/y]
Thefts
mispl. [€/y]
ETRC
[€/y]
Saving
AS IS
NO
NO
(R, S)
A
595
6700
-
4568
11863
/
1
NO
YES
(R, S)
λA
69
6700
-
4568
11337
4.4%
2
YES
NO
(s, Q)
A
2817
3466
4434
-
10717
9.7%
3
YES
YES
(s, Q)
λA
969
1766
4434
-
7170
39.6%
Table 3. Results of the numerical experiment Table 2. Data related to the 4 product lines Table 3. Results of the numerical experiment Table 3. Results of the numerical experiment to the numerical experiment. Conclusions In the paper a methodology to evaluate possible savings of a new business model
of collaborative supply network in the healthcare sector is described. The case study
show that an integrated supplying service for the operating room can be less expen- sive than traditional models, while maintaining an adequate service level to the pa-
tient. In fact, the presence of RFId technology allows the implementation of a contin-
uous review policy, which is known to reduce the uncertainty period with respect to
periodic review policies. Consequently, relevant savings related to holding costs are
achievable. At the same time, the collaborative network of suppliers allows sharing
transportation costs. In this way, the costs connected to shipments, which are typically
higher in continuous review policy, are limited. It is reasonable to assume that the economic benefits achievable in reality may in-
crease as the number of different products handled and the number of companies in-
volved increase. In fact, when there are more than four products considered in this
work, it is correct to assume that, even by adopting a continuous review policy, the
replenishment instant may be the same for more products simultaneously. In the same
way, shipment costs can be lowered even in the case where more than two companies
are considered, by optimizing the routing from Company A to the Hospital. In order to generalize the results obtainable by the proposed approach, future im-
provements consists in performing a sensitivity analysis on the parameters that can
have a direct influence on total costs, starting from the network coefficient λ. Finally,
a discrete event simulation model could be designed to accurately evaluate the impact
of thefts and misplacement on real costs and service level, in order to better quantify
the benefits connected to RFId implementation. References 1. Roberts, V.: Managing strategic outsourcing in the healthcare industry. J Healthc Manag 46, 239-249
(2001) 2. Baffo, I., Confessore, G., Liotta, G., Stecca, G.: A Cooperative Model to Improve Hospital Equipments
and Drugs Management. Leveraging Knowledge for Innovation in Collaborative Networks 307, 43-50
(2009) 3. Reymondon, F., Pellet, B., Marcon, E.: Optimization of hospital sterilization costs proposing new
grouping choices of medical devices into packages. Int J Prod Econ 112, 326-335 (2008) 4. van de Klundert, J., Muls, P., Schadd, M.: Optimizing sterilization logistics in hospitals. Health Care
Management Science 11, 23-33 (2008) 5. de Vries, J.: The shaping of inventory systems in health services: A stakeholder analysis. Int J Prod
Econ 133, 60-69 (2011) 6. Saetta, S., Tiacci, L., Cagnazzo, L.: The innovative model of the Virtual Development Office for
collaborative networked enterprises: the GPT network case study. Int J Comput Integ M 26, 41-54
(2013) 7. Choi, T.M.: Pre-season stocking and pricing decisions for fashion retailers with multiple information
updating. Int J Prod Econ 106, 146-170 (2007) 8. Sarac, A., Absi, N., Dauzere-Peres, S.: A literature review on the impact of RFID technologies on
supply chain management. Int J Prod Econ 128, 77-95 (2010) 9. Ustundag, A., Tanyas, M.: The impacts of Radio Frequency Identification (RFID) technology on
supply chain costs. Transport Res E-Log 45, 29-38 (2009) 10. Nicholson, L., Vakharia, A.J., Erenguc, S.S.: Outsourcing inventory management decisions in
healthcare: Models and application. European Journal of Operational Research 154, 271-290 (2004) 11. Silver, E.A., Pyke, D.F., Peterson, R.: Inventory Management and Production Planning and
Scheduling. John Wiley & Sons Inc (1998)
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Costing the outpatient rehabilitation services: time-driven activity-based costing approach
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Cost effectiveness and resource allocation
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© The Author(s) 2022. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which
permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the
original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or
other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line
to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory
regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this
licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativeco
mmons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data. Abstract Background: Considering the importance of healthcare services costing in resource allocation, the aim of this study
is to calculate the cost of rehabilitation services in an outpatient rehabilitation clinic in Tehran, Iran. Methods: The data for this study were categorised as financial data and information about the process of rehabilita-
tion services. The first category was extracted from the financial documents and the second was obtained by observa-
tion of patient flow and interviews with the clinic staff in 2016. The cost of rehabilitation services has been estimated
using the time-driven activity-based costing approach. Results: The findings show that the cost of physical occupational therapy in the Asma rehabilitation center was
$18.79 per unit of service. This amount for speech therapy services was $17.23 to $19.40, taking into account the dif-
ference in the quality of the service delivered. The cost of mental health occupational therapy service was between
$19.46 and $23.57. Comparing the cost of these services with the government’s tariffs makes it clear that there is a
huge gap. Conclusion: The limited number of patients referred to the center makes the cost of one unit of rehabilitation
services much higher than the official tariffs. This is true for almost all similar institutions and makes the profitability of
small rehabilitation institutions extremely unstable. Therefore, proper marketing for rehabilitation services by promot-
ing patient referral links with larger healthcare centers and reallocation of resources to the formation of integrated
rehabilitation complexes can play a significant role in their profitability. Keywords: Time-driven activity based costing, Rehabilitation services, Costing, Outpatient services organisations face increasing diversity and complexity of
services as well as budgetary limits [3]. Awareness of the
cost structure through utilisation of an effective costing
framework is essential for healthcare providers in order
to survive in a competitive economic environment as well
as for policy makers for healthcare resources allocation
[4–6]. Mohammadpour et al.
Cost Effectiveness and Resource Allocation (2022) 20:31
https://doi.org/10.1186/s12962-022-00366-z Mohammadpour et al. Cost Effectiveness and Resource Allocation (2022) 20:31
https://doi.org/10.1186/s12962-022-00366-z Mohammadpour et al. Cost Effectiveness and Resource Allocation (2022) 20:31
https://doi.org/10.1186/s12962-022-00366-z Cost Effectiveness and
Resource Allocation *Correspondence: Me.basakha@uswr.ac.ir
2 Department of Social Welfare Management, School of Education Sciences
and Social Welfare, Social Determinants of Health Research Center, University
of Social Welfare and Rehabilitation Sciences, Tehran 1985713834, Iran
Full list of author information is available at the end of the article Background One of the main challenges in the sustainability of health-
care providers is the development of a cost information
system that is suitable for pricing decisions, strategic
management and resources allocation [1, 2]. Healthcare
managers should be aware of all feasible costing meth-
ods to provide affordable and high-quality services as Different costing methods have been used for health-
care services, and over time, the accuracy of these meth-
ods have been enhanced. The traditional approaches,
where there are no solid connections between the activi-
ties and the amount of resources used, can be only be
employed in cases with limited activities and confined *Correspondence: Me.basakha@uswr.ac.ir 2 Department of Social Welfare Management, School of Education Sciences
and Social Welfare, Social Determinants of Health Research Center, University
of Social Welfare and Rehabilitation Sciences, Tehran 1985713834, Iran
Full list of author information is available at the end of the article *Correspondence: Me.basakha@uswr.ac.ir Mohammadpour et al. Cost Effectiveness and Resource Allocation (2022) 20:31 Page 2 of 8 costs [7]. Due to this problem, the Activity-Based Cost-
ing (ABC) method has been developed. Nevertheless,
setting up an ABC system is time consuming and the sys-
tem should be updated regularly, which would increase
the cost of accounting considerably [2, 8]. The constraints
of this approach have led to a move towards the Time
Driven Activity-Based Costing (TDABC) approach. This
method was developed by Kaplan and Anderson [9, 10] in
order to help healthcare organisations to identify unused
capacity and enable them to reduce the cost of services
resulting in more efficient service delivery and profitable
schemes [11, 12]. system is still underestimated and the government and
social insurers have drastically reduced their spend-
ing in recent years [25]. This makes access to rehabilita-
tion services more difficult for many poorer groups and
exacerbates the social cost of disability. Regrettably, most
rehabilitation services are not covered by social insur-
ances resulting in reduced utilisation of services among
these groups of people. Accordingly, direct financing and
imposing healthcare expenditure on households has led
to the spread of the catastrophic expenditure [26]. Rehabilitation service providers in Iran include pub-
lic, private, and charitable organisations. Their tariffs
are set annually by the MOHME. The Asma Rehabilita-
tion Centre (ARC) is affiliated to the University of Social
Welfare and Rehabilitation Sciences and is funded by the
MOHME. Therefore, the ARC is an educational thera-
peutic center and provides internship opportunities for
the students of rehabilitation sciences as well as provid-
ing rehabilitative services. The ARC has a range of spe-
cialised departments, including speech therapy, physical
occupational therapy, mental health occupational ther-
apy, psychology, audiology, neuro-feedback, hand occu-
pational therapy, and physiotherapy.h Due to the importance of human resources in provid-
ing healthcare, personnel costs have a significant share
in the costs of these services [13]. Different healthcare
costing methods attribute different shares to personnel
costs. Some studies have identified personnel costs as the
largest part of healthcare costs 58 [14–16], while other
studies place a lower proportion of the total cost on per-
sonnel [17]. Regardless of these differences, it is agreed
that the hidden costs of unused human resources could
be one potential reason for unaffordable healthcare ser-
vices in developing countries [15, 18]. Iranian healthcare and rehabilitation services profileh Iranian healthcare and rehabilitation services profile
The Ministry of Health and Medical Education
(MOHME) is responsible for public health in Iran. Healthcare services are accessible through a number of
different public and private providers. A significant por-
tion of health services in Iran are financed by the Min-
istry of Welfare and Social Security through specialised
insurer organisations including Social Security Organi-
sation, the Army Medical Insurance Organisation and
Health Insurance Organisation [19]. The coverage rate
of social insurance in Iran is high (more than 90% of Ira-
nian people have insurance), but these insurance policies
do not provide adequate financial coverage and out-of-
pocket (OOP) payments to offset a high proportion of
healthcare expenditure [20]. The OOP health payments
have the largest contribution in healthcare financing
in Iran, accounting for over 31.4% of total healthcare
expenditure and 37.6% of rehabilitation services expendi-
ture [21]. Therefore, the pre-
sent study has tried to calculate the more accurate costs
of providing rehabilitation services and to determine the
unused capacity of human resources with the aim of pav-
ing the way for the reallocation of resources in healthcare
sector. The present study used TDABC [11, 27] to calculate
the cost of speech therapy services, physical occupational
therapy, and mental health occupational therapy ser-
vices at the ARC. By calculating the unused capacity of
each department, the management of the ARC is able to
derive the appropriate decisions for developing a profit-
able business. This study intends to calculate the cost of
most repeated services based on their contribution to the
workload and earnings of the ARC. The implicit purpose
of this study is to raise public awareness of the sustain-
ability of rehabilitation services. Methodsh There are two main approaches to healthcare cost-
ing; highly detailed bottom-up costing and top-down
approach. If detailed information is available, the bot-
tom-up approach is recommended [28]. However, access
to this information is limited in public organisations in
developing countries, including Iran. Inescapably, the
present study uses top-downapproach in costing the
selected rehabilitation services in the ARC. The top-
down method is suitable for low-volume, low-cost proce-
dures and it is based on average costs [28].h The data needed for this research can be divided into
two categories: financial data and information about
the process of providing the rehabilitation services. The
first category includes personnel costs, depreciation cost
for office equipment and medical equipment, rent, and
overhead costs. These were collected from the financial
documents of the ARC in 2016. The second part of data Despite the challenge of chronic disease in the present
century, the increase in the elderly population and the
significant relationship between the need for rehabilita-
tion services and catastrophic expenditures [22–24], the
role of rehabilitation services in the Iranian healthcare Mohammadpour et al. Cost Effectiveness and Resource Allocation (2022) 20:31 Page 3 of 8 was gathered by observing the services processes and by
conducting informal interviews with the staff of the ARC
after obtaining the necessary permissions. In TDABC
method, estimation of two parameters are necessary:
cost of a unit of resources, and the time required for each
activity [17, 29]. More precisely, the TDABC process has
been performed based on the following steps [27]: Subsequently, the practical capacity of each group
was considered to be 85% of the theoretical capac-
ity (Kaplan and Anderson, 2007) equal to 99,781 min
in a year. The practical capacity of medical and non-
medical equipment and machinery was also consid-
ered in terms of the useful life of the equipment. Subsequently, the practical capacity of each group
was considered to be 85% of the theoretical capac-
ity (Kaplan and Anderson, 2007) equal to 99,781 min
in a year. The practical capacity of medical and non-
medical equipment and machinery was also consid-
ered in terms of the useful life of the equipment. 4. Calculating the unit cost of each resource group:
After calculating the total cost and practical capac-
ity for each cost group, the cost of each unit was
obtained by dividing these two variables into each
other. 1. Methodsh Identifying the various departments: First, a map
of the rehabilitation services process was drawn up
by observing the process of activities in different
departments and talking with the authorities in each
department. Figure 1 represents the process map
of these three services. Next, the various resource
groups were identified. 5. Identifying the time equation: Once a patient has
been referred to a unit, the time taken for them
receive the service must be calculated. This time
was measured by observation and timing for four
patients, allowing time equations for rehabilitation
services to be determined [2]. i
2. Estimating the total cost of each resource group: The
cost groups were identified through interviews with
the Finance and Property Departments. Cost groups
include buildings, overheads, human resources,
and equipment (including medical equipment and
office equipment). Through the aggregation of these
costs, the total cost of each section was determined. Then, direct and indirect costs were calculated for
each department. Costs that could not be catego-
rised in the above categories (such as educational
and research expenses, printing and purchasing of
periodicals, the cost of materials and supplies, and
the cost of transport and communications) were
included as other overhead costs. The area (squared
meter) occupied by each department was considered
as basis of cost sharing for the building, and mainte-
nance of other assets. i
2. Estimating the total cost of each resource group: The
cost groups were identified through interviews with
the Finance and Property Departments. Cost groups
include buildings, overheads, human resources,
and equipment (including medical equipment and
office equipment). Through the aggregation of these
costs, the total cost of each section was determined. Then, direct and indirect costs were calculated for
each department. Costs that could not be catego-
rised in the above categories (such as educational
and research expenses, printing and purchasing of
periodicals, the cost of materials and supplies, and
the cost of transport and communications) were
included as other overhead costs. The area (squared
meter) occupied by each department was considered
as basis of cost sharing for the building, and mainte-
nance of other assets. 6. Aggregating the costs and calculating the final price
of each service: This step was acceded by multiply-
ing the unit cost of each resource group in time equa-
tions. The cost of rehabilitation servicesh The number of rehabilitation sessions required by each
patient varies according to the severity of the disability
and the type of service required. Sometimes, due to the
financial hardship, the patient does not attend all the ses-
sions. Based on the time equations, the total personnel
costs of each department were obtained per unit of ser-
vice (Table 1). 3. Estimating the practical capacity of resource groups:
At this stage, the practical capacity of each group was
calculated. Staff hours are from 8:00 am to 2:30 pm
from Saturday to Wednesday, and from 8:00 am to
1:00 pm on Thursdays. Therefore, the total work-
ing time is 1956.5 h per year (117,390 min per year). For departments where services are provided by a
workforce with varying degrees of expertise (includ-
ing speech therapy and mental health occupational
therapy), rehabilitation activities were divided in terms
of quality. High quality (HQ) services were defined as
those delivered by rehabilitation specialists with a Ph.D. Figure 1 Outpatient rehabilitation services process map in ARC Figure 1 Outpatient rehabilitation services process map in ARC Figure 1 Outpatient rehabilitation services process map in ARC Mohammadpour et al. Cost Effectiveness and Resource Allocation (2022) 20:31 Page 4 of 8 Table 1 Personnel cost for a regular 10-session rehabilitation
Time
(Minutes)
Cost per
minute
($)
Cost ($)
MQ
HQ
MQ
HQ
Reception
1.52
0.08
0.08
0.12
0.12
Counseling
28
0.18
0.18
5.04
5.04
Speech therapy
31.3
0.11
0.18
3.44
5.63
Evaluation
12
0.18
0.18
2.16
2.16
Cashier
1.3
0.08
0.08
0.10
0.10
Total cost of a regular 10-session Speech Therapy
4
6.18
Reception
1.52
0.08
0.08
0.12
0.12
Counseling
28
0.18
0.18
5.04
5.04
Mental health occupational
therapy
30
0.08
0.21
2.4
6.3
Evaluation
12
0.18
0.18
2.16
2.16
Cashier
1.3
0.08
0.08
0.10
0.10
Total cost of a regular 10-session Mental health occupa-
tional therapy
2.95
7.07
Reception
1.52
0.08
0.08
0.12
0.12
Counseling
28
0.18
0.18
5.04
5.04
Physical occupational therapy
53.6
0.09
-
48.24
-
Evaluation
12
0.18
0.18
2.16
2.16
Cashier
1.3
0.08
0.08
0.10
0.10
Total cost of a regular 10-session Physical occupational
therapy
5.34
− Table 1 Personnel cost for a regular 10-session rehabilitation per minute for the rehabilitation specialists (HQ) and
rehabilitation (MQ) experts in to the time equations,
the cost of HQ and MQ services can be calculated. The cost of rehabilitation servicesh In
order to estimate the average rehabilitation session for
each patient, we have considered a regular 10-session
course of treatment for these services. Given that, the
counseling and evaluation of the general practitioner
are provided only twice, so this item is counted only
at the beginning and the end of a regular 10-session
rehabilitation.h The non-personnel costs of each department are also
admeasured according to the number of visits or the
area occupied by the department. For this purpose, the
cost of depreciation of equipment, rent of the building,
repair and maintenance costs, and administrative costs
were calculated for the different departments according
to the contribution of each department to the activities
of the institute. The cost of rehabilitation services, categorised by
personnel and non-personnel costs, of each depart-
ment is also presented in Table 2. The highest non-
personnel costs in the physical occupational therapy
and speech therapy sectors were related to the “other
overhead cost”; while in the mental health occupational
therapy department, the cost of renting was the high-
est and accounted for the highest proportion of non-
personnel costs. Given the small scale of the ARC, the
cost of repair and maintenance of office equipment has
been the lowest non-personnel cost for all three depart-
ments. Of the total cost of a speech therapy, mental
health occupational therapy, and physical occupational in a relevant field while medium quality (MQ) services
were delivered by rehabilitation experts with a bache-
lor’s or master’s degree in that field. The cost of rehabilitation servicesh By placing the cost Table 2 Cost of resources for rehabilitation services (US $)
The numbers in parentheses represent the share of each cost in the total cost
Speech Therapy
Mental Health Occupational
Therapy
Physical
occupational
Therapy
Total non-personnel costs
18,663.57
17,145.43
10,032.19
Rent
8049.95
8017.94
4345.06
Utilities
442.51
440.76
238.84
Medical equipment depreciation
134.76
302.65
98.79
Office equipment depreciation
324.54
214.18
186.85
Outsourcing contract services
3661.70
2413.78
1911.31
Repair and Maintenance of equipment
58.59
38.61
30.58
Repair and maintenance of other assets
5248.75
5227.88
2833.06
Other overhead cost
742.77
489.63
387.70
Non-personnel cost of a rehabilitation session
8.37
10.43
9.56
Personnel cost of a MQ rehabilitation session
4.20
3.15
5.54
Personnel cost of a HQ rehabilitation session
6.37
7.26
-
Non-technical personnel cost
4.66
5.88
3.69
Total cost of a MQ rehabilitation session
17.23
19.46
18.79
Total cost of a HQ rehabilitation session
19.40
23.57
- Table 2 Cost of resources for rehabilitation services (US $) Mohammadpour et al. Cost Effectiveness and Resource Allocation (2022) 20:31 Page 5 of 8 therapy session, 8.37 $, 10.43 $ and 9.56 $ were related
to non-personnel costs, respectively. of an individual and the number of personnel in each
department, the practical capacity of that department is
specified.h A closer look at the cost components shows that the
shares of employee compensation and benefit in the total
cost of speech therapy, physical occupational therapy,
and mental health occupational therapy services were
4.20$, 3.15$ and 5.54$, respectively. i
The comparison of unused capacity shows that the
clinic’s cashier has the highest rate of idle time (Table 4). Total cashier activities in the clinic account for only
14.2% of his practical capacity. This percentage was less
than 17% for receptionists. Rehabilitation specialist staffs
also have a high rate of unused capacity. Meanwhile,
mental health occupational therapists have the highest
work less time (83% of total practical capacity) among the
different departments. Interestingly, general practitioners
in the clinic are the group whose activity time and practi-
cal capacity are very similar.h Profitability of the rehabilitation serviceshf The government’s tariffs for a session of speech therapy,
physical occupational therapy, and mental health occupa-
tional therapy in 2017 are shown in Table 3. The govern-
ment’s tariffs did not cover the entire costs of any of these
services for the ARC. The comparison of the tariffs for
rehabilitation services and their cost shows that it is clear
that the ARC has suffered losses for the provision of the
services in 2017. The gap in the delivery cost and govern-
ment tariffs for some health services has been reported
in various studies [30, 31]. The largest gross loss in the
clinical activities was due to the high-quality health men-
tal occupational therapy. The unused capacity of human resources in the ARC
shows that a new combination of work reassignments
and better management of human resources could lead
to more efficient workforce utilisation and lower average
cost of personnel. For example, if the clinic has plans to
expand rehabilitation activities, given the unused capac-
ity calculated, it only requires more general practitioners
to be appointed. Therefore, the development of rehabili-
tation activities at the ARC not only does not have high
costs, but also reduces per capita indirect costs and ulti-
mately reduces the cost of the services. Unused human capital capacityh The practical capacity of personnel was calculated
throughout the year. By multiplying the practical capacity Table 3 Profitability of a regular session for rehabilitation
services ($)
Rehabilitation service
Tariffs Cost
Gross profit
(Lost)
MQ
HQ
MQ
HQ
Speech therapy
7.01
17.23 19.40 −10.22 −12.39
Mental health occupational
therapy
6.17
19.46 23.57 −13.29 −17.40
Physical occupational therapy
7.85
18.79
−
−10.94
− Table 3 Profitability of a regular session for rehabilitation
services ($) Conclusion In the present study, firstly, costs are calculated using a
more accurate method based on the allocated time for
each activity. Then, through mapping the process, all
stages of the rehabilitation service have been identified
for the ARC. This framework facilitates the identification
of cost drivers of providing rehabilitation services at the
ARC. The findings indicate a significant gap between the
cost of services and government tariffs. One of the main
reasons for this gap is the existence of unused human
resource capacity in the ARC. Thereupon, if the ARC’s staff operate in a situation
where their utilised capacity increases, fixed costs per
unit of service will be reduced and result in lower prices. One consequence of the high cost of rehabilitation ser-
vices at the ARC was the formation of the gap between
the cost of service and government tariffs. As a result of
this gap, the ARC activities have been financially detri-
mental. However, a more accurate costing framework
may contribute to lower the costs and increase revenues
for rehabilitation activities.h The highest non-personnel costs are due to "other over-
head costs”; the most important of which is the build-
ing leasing cost. Therefore, avoiding the leasing costs
(through resources reallocation like purchasing a build-
ing or integration with other rehabilitation institutions)
can play an important role in the profitability of the insti-
tution’s services. The rent and cost of buildings deprecia-
tion in Iran is burdensome [16, 32], and so the provision
of rehabilitation services in joint settings, avoiding geo-
graphical dispersion, can help to reduce service provid-
er’s costs and make their services more profitable. This
matter emphasises the importance of resource man-
agement and the production scale in the ARC. In other
words, due to the low number of patients, overhead costs
were divided among a few patients and this contributed
significantly to the high cost of rehabilitation services. With that in mind, it is expected that an increase in the
number of patients at the ARC could significantly reduce
the unit cost of the rehabilitation services and make its
activities profitable. This finding can be extended to all
rehabilitation clinics that operate on a small scale. This study attempts to apply a more accurate method
for costing rehabilitation services, in addition to sensiti-
sation about the loss of rehabilitation activities for small
institutions. Discussionh The literature lacks case studies of TDABC applica-
tion in different rehabilitation services settings [15],
which makes the cost of rehabilitation services non-
transparent for providers, social insurance organisa-
tions and regulatory entities. This lack of transparency
challenges the pricing of these services and negatively
affects resources productivity and healthcare service
utilization. Following the purpose of the study, it was
observed that the cost of providing the rehabilitation Table 4 Different capacities for rehabilitation services (min)
The numbers in parentheses represent the share of each capacity in practical capacity
Practical capacity
Used capacity
Unused capacity
Secretary
117,390
(100%)
19,537
(16.64%)
97,853
(83.36%)
General practitioner
224,640
(100%)
161,364
(71.83%)
63,276
(28.17%)
Speech therapist
255,060
(100%)
69,799
(27.36%)
185,261
(72.63%)
Mental health occupational therapist
272,220
(100%)
44,100
(16.20%)
228,120
(83.80%)
Physical occupational therapist
234,780
(100%)
62,390
(26.57%)
172,390
(73.43%)
Cashier
117,390
(100%)
16,709
(14.23%)
100,681
(85.77%) Table 4 Different capacities for rehabilitation services (min) Mohammadpour et al. Cost Effectiveness and Resource Allocation (2022) 20:31 Mohammadpour et al. Cost Effectiveness and Resource Allocation (2022) 20:31 Mohammadpour et al. Cost Effectiveness and Resource Allocation (2022) 20:31 Page 6 of 8 Page 6 of 8 Page 6 of 8 services at the ARC is much higher than the govern-
ment’s tariffs for these services. Although the ARC is a
public institution and its losses are offset by the gov-
ernment budget, it is very likely that other rehabilita-
tion centers will be in a similar situation [14, 32, 33]. The calculations showed that the cost of high-quality
services for speech therapy and mental health occu-
pational therapy was 2.76 and 3.82 times of the tariffs
of these services, respectively. This ratio was 2.39 for
physical occupational therapy services. The highest
share of the cost of providing rehabilitation services,
especially high-quality services, is related to human
resource costs. Among the various types of personnel
costs, the compensation of the rehabilitation specialists
has the highest share. Indeed, the reason for this high
cost should be inquired in the high work less time of
rehabilitation specialists. Conclusion Long-term losses for rehabilitation clin-
ics will limit the future of such services and will put the
welfare community at a greater disadvantage. This study
aimed to show that the government tariffs for rehabili-
tation services are significantly lower than the costs of
providing these services. Second, most of rehabilitation
services are not covered by Iranian social insurances, and
tariffs are not affordable for families in need of rehabili-
tation services. In addition to inspire advocacy of social
insurance provision for low-income families, this study
sought to suggest an improved costing method for reha-
bilitation providers. Evidently, TDABC method may pro-
vide a more realistic cost structure information and other
valuable information, such as a realistic profit/lost over-
view, unused human capacity and a basis for improved
resources management for health care providers. All
of this may enhance the availability and accessibility of
rehabilitation services.h Healthcare is one of the services that has a high diver-
sity of human resources with cost variations of more than
10:1[29]. In this regard, the use of the TDABC in this sec-
tor could be effective in determining the exact contribu-
tion of each type of human resources to the total cost. Studies in Iran have often considered lump sum person-
nel costs regardless of the time required to provide health
care services [32, 34], that is why the personnel cost
makes up a large portion of total costs and makes health
care services so expensive. Therefore, use of the TDABC
method can be a remedy for controlling costs and price
inflation in the health sector. Application of this method
could improve human resources management for health-
care providers and ensure affordable rehabilitation
services. The research has been accompanied by a few limita-
tions. One of the limitations of the research was that
not all rehabilitation activities cost has been calculated. This selection of activities was based on the number of
patients referred to departments. Time and money con-
straints made it impossible for calculations to be made
for all departments. In addition, it should be stated that
all information was provided by the ARC and the accu-
racy of this information has not been independently
verified. Another issue is the lack of links between the
cost and value of rehabilitation services for patients. Mohammadpour et al. Declarations 14. Beyranvand R, Asar FEF, Emamgholipour S, Arab M. Unit-cost calculation
of delivered services based on activity based costing method compared
with approved tariffs in physiotherapy department of Sina hospital. Hospital. 2016;15(2):49–58 . Consent to publication
Not applicable. 17. Kaplan A, Agarwal N, Setlur N, Tan H, Niedzwiecki D, McLaughlin N, et al. Measuring the cost of care in benign prostatic hyperplasia using time-
driven activity-based costing (TDABC). Healthcare. 2015. https://doi.org/
10.1016/j.hjdsi.2014.09.007. Not applicable. Availability of data and materials y
The datasets generated and analysed during the current study are not publicly
available due to the confidentiality of organizational data; but are available
from the corresponding author on reasonable request. 13. Cannavacciuolo L, Illario M, Ippolito A, Ponsiglione C. An activity-based
costing approach for detecting inefficiencies of healthcare processes. Bus
Process Manag J. 2015;21(1):55–79. Abbreviations
ABC A i i
b 5. Ensor T, Firdaus H, Dunlop D, Manu A, Mukti AG, ayu Puspandari D, et al. Budgeting based on need: a model to determine sub-national alloca-
tion of resources for health services in Indonesia. Cost Eff Resour Alloc. 2012;10(1):1–13. ABC: Activity based costing; ARC: The Asma Rehabilitation Center; TDABC:
Time-driver activity based costing; HQ: High quality service; MQ: Medium
quality service. Conclusion Cost Effectiveness and Resource Allocation (2022) 20:31 Page 7 of 8 The actual value of the utility that rehabilitation ser-
vices given to clients may be more or less than the esti-
mated cost. Ultimately, these calculations were related
to a small-scale rehabilitation center and the findings
cannot be generalised to all active businesses in the
rehabilitation services. Funding 11. Rakotondrajoa P, Rakotomamonjy T, Baptiste RJ, Demers L, Kileo P, Anholt
M, et al. Achieving self-sustainability of service delivery in an eye care
program in Madagascar using time-driven activity based costing. BMC
Health Serv Res. 2020;20(1):1–9. This research conducted as a master thesis without any direct financial sup-
ports. University of Social Welfare and Rehabilitation Sciences provided us
with data and logistic supports. 12. Hoang HT, Pham TL, Vo TT, Nguyen PK, Doran CM, Hill PS. The costs of
traumatic brain injury due to motorcycle accidents in Hanoi Vietnam. Cost Eff Resource Allocation. 2008;6(1):1–7. References 1. Neriz L, Núñez A, Ramis F. A cost management model for hospital food
and nutrition in a public hospital. BMC Health Serv Res. 2014;14(1):542. 1. Neriz L, Núñez A, Ramis F. A cost management model for hospital food
and nutrition in a public hospital. BMC Health Serv Res. 2014;14(1):542. 2. Demeere N, Stouthuysen K, Roodhooft F. Time-driven activity-based
costing in an outpatient clinic environment: development, relevance and
managerial impact. Health Policy. 2009;92(2–3):296–304. 2. Demeere N, Stouthuysen K, Roodhooft F. Time-driven activity-based
costing in an outpatient clinic environment: development, relevance and
managerial impact. Health Policy. 2009;92(2–3):296–304. 3. Tibor LC, Schultz SR, Menaker R, Weber BD, Ness J, Smith P, et al. Improv-
ing efficiency using time-driven activity-based costing methodology. J
Am Coll Radiol. 2017;14(3):353–8. 3. Tibor LC, Schultz SR, Menaker R, Weber BD, Ness J, Smith P, et al. Improv-
ing efficiency using time-driven activity-based costing methodology. J
Am Coll Radiol. 2017;14(3):353–8. 4. Dejnega O. Method time driven activity based costing. J Appl Econ Sci
(JAES). 2011;6(15):9–15. Acknowledgements 6. Jakovljević M, Ranković A, Rančić N, Jovanović M, Ivanović M, Gajović O,
et al. Radiology services costs and utilization patterns estimates in South-
eastern Europe - a retrospective analysis from Serbia. Value in health
regional issues. 2013;2(2):218–25. 6. Jakovljević M, Ranković A, Rančić N, Jovanović M, Ivanović M, Gajović O,
et al. Radiology services costs and utilization patterns estimates in South-
eastern Europe - a retrospective analysis from Serbia. Value in health
regional issues. 2013;2(2):218–25. In this way, the authors appreciate the cooperation of the personnel of the
Asma Rehabilitation Centre. Also, the information presented by the Deputy
of Treatment and the Department of Finance of the University of Welfare and
Rehabilitation Sciences has been very valuable and has contributed to this
study. 7. Siguenza-Guzman L, Auquilla A, Van den Abbeele A, Cattrysse D. Using
time-driven activity-based costing to identify best practices in academic
libraries. J Acad Librariansh. 2016;42(3):232–46. 7. Siguenza-Guzman L, Auquilla A, Van den Abbeele A, Cattrysse D. Using
time-driven activity-based costing to identify best practices in academic
libraries. J Acad Librariansh. 2016;42(3):232–46. 8. Pernot E, Roodhooft F, Van den Abbeele A. Time-driven activity-based
costing for inter-library services: a case study in a university. J Acad
Librariansh. 2007;33(5):551–60. 8. Pernot E, Roodhooft F, Van den Abbeele A. Time-driven activity-based
costing for inter-library services: a case study in a university. J Acad
Librariansh. 2007;33(5):551–60. Author contributions MB and FM conceptualized and designed 338 the study. MB, FM and NA col-
lected and analyzed the data. MB and SHMK wrote the manuscript. FM and NA
critically reviewed the analysis and provided feedback on the manuscript. All
authors read and approved the final manuscript. 9. Kaplan RS, Anderson SR. The innovation of time-driven activity-based
costing. J Cost Manag. 2007;21(2):5–15. 9. Kaplan RS, Anderson SR. The innovation of time-driven activity-based
costing. J Cost Manag. 2007;21(2):5–15. 10. Kaplan RS, Anderson SR. Time-driven activity-based costing: a simpler and
more powerful path to higher profits. Boston: Harvard business press; 2007 10. Kaplan RS, Anderson SR. Time-driven activity-based costing: a simpler and
more powerful path to higher profits. Boston: Harvard business press; 2007 Competing interests The authors report no conflict of interest concerning this study or the findings
specified in this paper. 18. French KE, Albright HW, Frenzel JC, Incalcaterra JR, Rubio AC, Jones
JF, et al. Measuring the value of process improvement initiatives in a
preoperative assessment center using time-driven activity-based costing. Healthcare. 2013;1(3):136–42. Ethical approvals and consent to participate Consent from the participants was not required, as this study is an organi-
zational study and did not use human or animal data. The financial and
organisational data from Asma Rehabilitation Centre provided to researchers
and they are required to ensure the data confidentiality. This research has
been approved by the Research Ethics Committee IR.USWR.REC.1396.111 at
the University of Social Welfare and Rehabilitation Sciences, Tehran, Iran. p
15. Campanale C, Cinquini L, Tenucci A. Time-driven activity-based costing
to improve transparency and decision making in healthcare: a case study. Qual Res Account Manage. 2014;11(2):165–86. 15. Campanale C, Cinquini L, Tenucci A. Time-driven activity-based costing
to improve transparency and decision making in healthcare: a case study. Qual Res Account Manage. 2014;11(2):165–86.f 16. Javid M, Hadian M, Ghaderi H, Ghaffari S, Salehi M. application of the
activity-based costing method for unit-cost calculation in a hospital. Global J Health Sci. 2015;8(1):165–72. Received: 8 September 2021 Accepted: 25 June 2022 Author details 1 Student Research Community, University of Social Welfare and Rehabilitation
Sciences, Tehran, Iran. 2 Department of Social Welfare Management, School
of Education Sciences and Social Welfare, Social Determinants of Health
Research Center, University of Social Welfare and Rehabilitation Sciences,
Tehran 1985713834, Iran. 3 Department of Social Welfare Management,
School of Education Sciences and Social Welfare, Social Welfare Management
Research Center, University of Social Welfare and Rehabilitation Sciences,
Tehran, Iran. 4 University of Social Welfare and Rehabilitation Sciences, Pediatric
Neurorehabilitation Research Center, Tehran, Iran. 19. Ibrahimipour H, Maleki M-R, Brown R, Gohari M, Karimi I, Dehnavieh R. A qualitative study of the difficulties in reaching sustainable universal
health insurance coverage in Iran. Health Policy Plan. 2011;26(6):485–95. 19. Ibrahimipour H, Maleki M-R, Brown R, Gohari M, Karimi I, Dehnavieh R. A qualitative study of the difficulties in reaching sustainable universal
health insurance coverage in Iran. Health Policy Plan. 2011;26(6):485–95. 20. Davari M, Haycox A, Walley T. The Iranian health insurance system; past
experiences, present challenges and future strategies. Iran J Public
Health. 2012;41(9):1–9. 20. Davari M, Haycox A, Walley T. The Iranian health insurance system; past
experiences, present challenges and future strategies. Iran J Public
Health. 2012;41(9):1–9. 21. Statistical Center of Iran. Iranian National Health Accounts. Tehran: 2020. Retrieved from: https://amar.org.ir/Portals/0/Files/abstract/1397/G_
Hesab_Melli_Salamat_97_V2.pdf?ver=EBYR_0680cZSRTzNnoRl2g%3d%
3d. Received: 8 September 2021 Accepted: 25 June 2022 22. Piroozi B, Moradi G, Nouri B, Bolbanabad AM, Safari H. Catastrophic health
expenditure after the implementation of health sector evolution plan: a
case study in the west of Iran. Int J Health Policy Manag. 2016;5(7):417. 22. Piroozi B, Moradi G, Nouri B, Bolbanabad AM, Safari H. Catastrophic health
expenditure after the implementation of health sector evolution plan: a
case study in the west of Iran. Int J Health Policy Manag. 2016;5(7):417. Page 8 of 8 Mohammadpour et al. Cost Effectiveness and Resource Allocation (2022) 20:31 23. Soltani S, Hafshejani AM, Salehiniya H. Trend of disability preva-
lence in Iran: an evidence to improve disability data. J Res Med Sci. 2015;20(5):531–2. 23. Soltani S, Hafshejani AM, Salehiniya H. Trend of disability preva-
lence in Iran: an evidence to improve disability data. J Res Med Sci. 2015;20(5):531–2. 24. Jakovljevic MM, Netz Y, Buttigieg SC, Adany R, Laaser U, Varjacic M. Popu-
lation aging and migration–history and UN forecasts in the EU-28 and its
east and south near neighborhood–one century perspective 1950–2050. Glob Health. 2018;14(1):1–6. 25. Basakha M. Author details Rehabilitation services in the Iranian health care and eco-
nomic system (2002–2017). Archives of Rehabilitation. 2021. https://doi.
org/10.32598/RJ.22.3.3131.1. g
26. Arani AA, Atashbar T, Antoun J, Bossert T. Iran’s health reform plan: meas-
uring changes in equity indices. Iran J Public Health. 2018;47(3):390. 27. Everaert P, Bruggeman W, Sarens G, Anderson SR, Levant Y. Cost modeling
in logistics using time-driven ABC: experiences from a wholesaler. Int J
Phys Distrib Logist Manag. 2008;38(3):172–91. 28. Gruen R, Howarth A. Financial management in health services. Berkshire:
Open University Press. 2005. 28. Gruen R, Howarth A. Financial management in health services. Berkshire:
Open University Press. 2005. 29. Kaplan RS, Witkowski M, Abbott M, Guzman AB, Higgins LD, Meara JG,
et al. Using time-driven activity-based costing to identify value improve-
ment opportunities in healthcare. J Healthc Manag. 2014;59(6):399–412. 30. Tabibi J, Maleki M, Nourozi T. Computation cost price of clinical laborato-
ries services in valiasr hospitals in Tehran in 1387 by using of ABC model. J
Hospital. 2010;8(3):5–17. 30. Tabibi J, Maleki M, Nourozi T. Computation cost price of clinical laborato-
ries services in valiasr hospitals in Tehran in 1387 by using of ABC model. J
Hospital. 2010;8(3):5–17. 31. Markazi Moghaddam N, Goudarzi R, Meshkani Z. Surveying activity based
costing of final units (a case study in one of the armed forces hospitals). J
Hospital. 2016;15(1):41–50. 32. Janati A, Khosravi MF, Imani A, Javadzadeh A, Gharamaleki MM. Cost
analysis of eye surgeries and comparison with approved governmental
tariffs. Health Scope. 2017. https://doi.org/10.5812/jhealthscope.39948. f
33. Golmohammad A, EbadifardAzar F, Abutorabi A. The cost of services
provided in the physiotherapy department of Shafa Yahyaian Hospital. Health Based Res. 2020;5(4):355–67. 34. Bayati M, Ahari AM, Badakhshan A, Gholipour M, Joulaei H. Cost analysis
of MRI services in Iran: an application of activity based costing technique. Iran J Radiol. 2015. https://doi.org/10.5812/iranjradiol.18372v2. 34. Bayati M, Ahari AM, Badakhshan A, Gholipour M, Joulaei H. Cost analysis
of MRI services in Iran: an application of activity based costing technique. Iran J Radiol. 2015. https://doi.org/10.5812/iranjradiol.18372v2. Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in pub-
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Semantic segmentation of PolSAR image data using advanced deep learning model
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Scientific reports
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cc-by
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Semantic segmentation of PolSAR
image data using advanced deep
learning model
OPEN Rajat Garg1, Anil Kumar1*, Nikunj Bansal1, Manish Prateek2 & Shashi Kumar3 Urban area mapping is an important application of remote sensing which aims at both estimation and
change in land cover under the urban area. A major challenge being faced while analyzing Synthetic
Aperture Radar (SAR) based remote sensing data is that there is a lot of similarity between highly
vegetated urban areas and oriented urban targets with that of actual vegetation. This similarity
between some urban areas and vegetation leads to misclassification of the urban area into forest
cover. The present work is a precursor study for the dual-frequency L and S-band NASA-ISRO
Synthetic Aperture Radar (NISAR) mission and aims at minimizing the misclassification of such highly
vegetated and oriented urban targets into vegetation class with the help of deep learning. In this
study, three machine learning algorithms Random Forest (RF), K-Nearest Neighbour (KNN), and
Support Vector Machine (SVM) have been implemented along with a deep learning model DeepLabv3+
for semantic segmentation of Polarimetric SAR (PolSAR) data. It is a general perception that a large
dataset is required for the successful implementation of any deep learning model but in the field of
SAR based remote sensing, a major issue is the unavailability of a large benchmark labeled dataset
for the implementation of deep learning algorithms from scratch. In current work, it has been shown
that a pre-trained deep learning model DeepLabv3+ outperforms the machine learning algorithms for
land use and land cover (LULC) classification task even with a small dataset using transfer learning. The highest pixel accuracy of 87.78% and overall pixel accuracy of 85.65% have been achieved with
DeepLabv3+ and Random Forest performs best among the machine learning algorithms with overall
pixel accuracy of 77.91% while SVM and KNN trail with an overall accuracy of 77.01% and 76.47%
respectively. The highest precision of 0.9228 is recorded for the urban class for semantic segmentation
task with DeepLabv3+ while machine learning algorithms SVM and RF gave comparable results with a
precision of 0.8977 and 0.8958 respectively. Synthetic Aperture Radar (SAR) is a type of active sensor that generates its energy which is transmitted in the
form of electromagnetic waves and then receives a part of this energy after interaction with the earth’s surface1. In SAR based remote sensing, wavelength plays a crucial role since it determines how the wave interacts with the
earth’s surface. www.nature.com/scientificreports www.nature.com/scientificreports www.nature.com/scientificreports www.nature.com/scientificreports/ individual classification algorithms and the overall accuracy obtained is 88%. Another comparative study by
Camargo et al.8 using SAR imagery for land-cover classification on Brazilian Savana Forest showed that machine
learning algorithms SVM, RF, and Multi Layer Perceptron (MLP) give better results compared to Naïve Bayes
and J48 with SVM clocking the highest overall accuracy. On contrary, a similar study done by Lapini et al.9 for
the Mediterranean Forest area showed that the RF classifier achieves higher accuracy compared to the SVM
classifier reason could be the imbalanced number of samples among classes. individual classification algorithms and the overall accuracy obtained is 88%. Another comparative study by
Camargo et al.8 using SAR imagery for land-cover classification on Brazilian Savana Forest showed that machine
learning algorithms SVM, RF, and Multi Layer Perceptron (MLP) give better results compared to Naïve Bayes
and J48 with SVM clocking the highest overall accuracy. On contrary, a similar study done by Lapini et al.9 for
the Mediterranean Forest area showed that the RF classifier achieves higher accuracy compared to the SVM
classifier reason could be the imbalanced number of samples among classes. i
g
One of the core components in the image segmentation task is feature extraction. Texture descriptor matrices
measure information about spatial positioning or intensity due to which they are extensively used to extract
spatial features of the SAR image10. Texture analysis is generally divided into three categories: transform-domain
analysis, statistical analysis, and model-based analysis11. In the transform domain analysis, wavelet transforms
are used to analyze SAR images at different orientations. Because of its geometric and stochastic properties the
Discrete Fourier Transform (DFT) allows for an efficient multiresolution representation of SAR images12 and
the Gabor transform is a variant of Fourier transform, defined as the Fourier transform multiplied by a Gaussian
function13. The commonly used statistical analysis methods include Grey-Level Co-occurrence Matrix (GLCM)
and Multilevel Local Pattern Histogram (MLPH). The GLCM computes image properties related to second-order
statistics like energy, entropy, contrast, homogeneity, and correlation14. The MLPH outlines the size distribu-
tions of dark, bright, and homogenous patterns appearing in a moving window at various contrasts15. In the
model-based analysis, the Markov Random Field (MRF) is widely used to analyze spatial information between
neighboring pixels. To represent the spatial logic relationships, the conditional random field model is integrated
with a multiscale region connection calculus model16. www.nature.com/scientificreports/ In the current work, we have used the Gabor filter, Median
filter, Gaussian filter, and Canny edge detector to extract the SAR image features. These features combined with
the RGB bands of the false-color composite image are used to train the machine learning models for the task of
semantic segmentation.i g
Optical multispectral remote sensing has successfully demonstrated its potential in feature identification and
land use/ land cover classification17–20. The major limitation of optical remote sensing is its dependency on the
top surface color of an object. The portion of the electromagnetic spectrum which is used in optical multispec-
tral remote sensing is the reflection of light in the visible range (0.4–0.7 μm) and reflected infrared (0.7–3 μm). This range for optical multispectral remote sensing is limited to the top surface color information of the objects
and the short wavelength that is easily blocked by the atmospheric cloud. The active imaging microwave remote
sensing is carried in the 1 mm to 100 cm wavelength range of the electromagnetic spectrum, and this range is
sensitive to the structural and electrical properties of an object. Synthetic aperture Radar remote sensing has the
advantages of scattering-based object characterization to identify structural and electrical properties and has
several other advantages in data acquisition in the darkened environment and active imaging that can acquire
data for SAR-based earth observation at night time too21. Polarimetric Synthetic Aperture Radar (PolSAR) is an
advanced technique of SAR remote sensing in which fully polarimetric properties of the transmitted and received
electromagnetic waves are used to characterize the scattering behaviour of different objects/scatterers within a
SAR resolution cell22. SAR backscatter is a coherent sum of scattering contributed by all the scatterers within a
resolution cell, and the information retrieval of different scatterers within a resolution cell is not possible with
single or dual-polarised data. All the four possible polarimetric combinations of PolSAR data provide necessary
and required scattering information through mathematical modelling of the interaction of electromagnetic waves
with different types of objects. Several polarimetric decomposition models have been developed to provide at
least three scattering elements within a resolution cell23–25.hh The polarimetric feature is another important feature descriptor for PolSAR image segmentation. The polari-
metric features are strongly dependent on scattering indexed values that are captured after a single bounce, double
bounce, and volumetric scattering. www.nature.com/scientificreports/ The PolSAR decomposition is used to describe and classify the scattering
from man-made, natural targets, and landscapes by splitting the received signal into a sum of different scattering
mechanisms representing specific polarimetric signatures23,26. The KNN is one of the popular classifiers used
for PolSAR image segmentation. The KNN is highly sensitive to the value of ‘K’ (number of neighbors). It is not
efficient for a large volume of training data. A large number of polarimetric features can make it a lazy learner27. In Table 1, it can be observed that its training and inference time both are higher than all the other models. Overall, the KNN model is less sensitive for all the labels are shown in Fig. 1 and Fig. 2 in comparison to other
models. The RF model is more robust to handle outliers and noise. The main disadvantage of the RF model is
that a large number of trees and selection of other parameters can make the model too slow and may be inef-
fective for real-time predictions8,28. In Table 1, it can be observed that its inference time is more than SVM and
Deeplabv3+ model. From Fig. 1 and Fig. 2, it can be observed that the RF model has good accuracies for urban
and ground classification but less sensitive for water and forest. Support Vector Machine (SVM) algorithm is
also a nonparametric classification model, which is insensitive to the distribution of the underlying dataset. The
selection of suitable kernel, optimum kernel parameters, and the relatively complex mathematics of the SVM
model restricts the effectiveness. The large training data size can also affect the performance of model29. From
Fig. 1 and Fig. 2, it can be observed that the SVM model providing better segmentation for the water and urban
class labels due to the kernel size and its sensitivity as compared to RF and KNN model. But it is less than the
results of the DeepLabv3+ model.h The Deep Neural Network (DNN) models include deep Boltzmann machines30, Convolutional Neural
Networks31,32, Deep Belief Networks (DBNs)33, and Stacked Auto Encoders (SAEs)34. It has been proved that
DNN models can learn higher and more abstract level of features, which can amplify the discrimination and
suppress irrelevant variations in the input data35. Therefore, the framework of DNN improves the state-of-the-
art in many computer vision tasks as well as in remote sensing applications36,37. Semantic segmentation of PolSAR
image data using advanced deep
learning model
OPEN The longer is the wavelength, the higher is the penetration depth2. Also, the SAR sensor collects
signals in different polarizations. By analyzing these different polarization signals, one can identify the structure
of the imaged surface with good accuracy based upon the dominant scattering-type – odd bounce, even bounce,
and volume scattering. Target decomposition methods are used for classifying the PolSAR data into different
scattering types3. The urban land cover mapping is becoming increasingly important since rapid urbanization
has caused steady degradation of urban vegetation4. So, accurate classification of urban land cover is required for
better urban planning and to avoid overstressing nature. While the decomposition methods are used to generate
a false-color composite image based on the backscatter values, they often misclassify some urban areas as vegeta-
tion due to the diffused scattering type from oriented urban targets. This misclassification can be corrected with
the help of semantic segmentation tasks using advanced machine learning algorithms. Semantic Segmentation
involves assigning a class label to every pixel in the image5,6.fi g
g
y p
g
A comparative study by Gupta et al.7 using SAR imagery between different classification algorithms like
texture-based, SAR observables based, probability density function (pdf) based, and color based is done and
then all of these are fused using the RF classifier. The results of this fusion based RF classifier outperform the 1School of Computer Science, University of Petroleum and Energy Studies, Dehradun, Uttarakhand 248007,
India. 2Dev Bhoomi Group of Institutions, Dehradun, Uttarakhand 248007, India. 3Photogrammetry and
Remote Sensing Department, Indian Institute of Remote Sensing (IIRS), ISRO, 04 Kalidas Road, Dehradun,
Uttarakhand 248001, India. *email: anil.kumar@ddn.upes.ac.in | https://doi.org/10.1038/s41598-021-94422-y Scientific Reports | (2021) 11:15365 www.nature.com/scientificreports/ www.nature.com/scientificreports/ www.nature.com/scientificreports/ Table 1. The results of performance evaluation of traditional machine learning algorithms and DeepLabv3+
algorithm. a It is considered only the impact of the training set of size N, however, there are other factors
(number of features, dimensionality, etc.) that can also affect the algorithm’s time complexity42,92. b In RF,
the variable V = (ntree x mtry), where ‘ntree’ is the number of trees to build and ‘mtry’ represents how many
variables need to sample at each node28. In KNN, ‘D’ is the distance between the training set observation and
new observation, and ‘K’ represents the number of neighbors27. The variable ‘N’ represents the number of
training set size used in SVM29 and other listed algorithms. Parameter
RF
KNN
SVM
DeepLabv3+
Pixel accuracyPatch 1
74.74%
78.68%
74.44%
83.51%
Pixel accuracyPatch 2
81.09%
74.31%
79.59%
87.78%
Overall pixel accuracy
77.92%
76.48%
77.02%
85.65%
F1 score
0.7784
0.7762
0.7646
0.8520
Precision (Urban Class)
0.8958
0.7984
0.8977
0.9228
Training time
4204 s
41,091 s
2803 s
13411 s
Inference time (per scene)
3.04 s
864.94 s
0.46 s
0.31 s
Algorithm complexity
O
Vx NlogN
b
O(KND)b
O
N2
O(N)a Table 1. The results of performance evaluation of traditional machine learning algorithms and DeepLabv3+
algorithm. a It is considered only the impact of the training set of size N, however, there are other factors
(number of features, dimensionality, etc.) that can also affect the algorithm’s time complexity42,92. b In RF,
the variable V = (ntree x mtry), where ‘ntree’ is the number of trees to build and ‘mtry’ represents how many
variables need to sample at each node28. In KNN, ‘D’ is the distance between the training set observation and
new observation, and ‘K’ represents the number of neighbors27. The variable ‘N’ represents the number of
training set size used in SVM29 and other listed algorithms. Figure 1. Represents the ground truth of Houston City, Texas (patch 1) and respective segmentation
results of various classifiers (a) Google Earth image of test patch 1 (b) False color composite image for G4U
decomposition on UAVSAR data of a part of Houston City, Texas (USA) and the corresponding image
segmentation results for (c) RF classifier, (d) KNN classifier, (e) SVM classifier, and (f) Deeplab V3 respectively. Figure 1. www.nature.com/scientificreports/ Previously, Lv et al.38 develop a
DBN for land cover mapping in urban areas using the SAR data. After that, Liu et al.39 designed a Wishart DBN
to preliminarily classify and adopt local spatial information to adjust the classified results. Gong et al.40 applied a Scientific Reports | (2021) 11:15365 | https://doi.org/10.1038/s41598-021-94422-y www.nature.com/scientificreports/ Represents the ground truth of Houston City, Texas (patch 1) and respective segmentation
results of various classifiers (a) Google Earth image of test patch 1 (b) False color composite image for G4U
decomposition on UAVSAR data of a part of Houston City, Texas (USA) and the corresponding image
segmentation results for (c) RF classifier, (d) KNN classifier, (e) SVM classifier, and (f) Deeplab V3 respectively DNN to produce a change detection map directly from two images, which demonstrates an improvement in the
detection performance compared with other traditional algorithms. Chen et al.41 proposed a Deep Convolutional
Network (DCN) with sparsely connected layers for target recognition in the SAR data. This study explores some
commonly used machine learning techniques along with a comparatively new semantic segmentation model
DeepLabv3+42 to resolve the issue of misclassification up to a certain extent. To achieve the task of semantic
segmentation, the DeepLabv3+ model uses an encoder-decoder network with Xception as a backbone which
consists of convolution, pooling, and filtering layers. In this model, features are extracted from the backbone https://doi.org/10.1038/s41598-021-94422-y Scientific Reports | (2021) 11:15365 | www.nature.com/scientificreports/ Figure 2. Represents the ground truth of Houston City, Texas (patch 2) and respective segmentation results
of various classifiers (a) Google Earth image of test patch 2 (b) False color composite of UAVSAR image of a
part of Houston City, Texas (USA) of test patch 2 and the corresponding image segmentation results for (c) RF
classifier, (d) KNN classifier, (e) SVM classifier, and (f) DeepLabv3+ respectively. Figure 2. Represents the ground truth of Houston City, Texas (patch 2) and respective segmentation results
of various classifiers (a) Google Earth image of test patch 2 (b) False color composite of UAVSAR image of a
part of Houston City, Texas (USA) of test patch 2 and the corresponding image segmentation results for (c) RF
classifier, (d) KNN classifier, (e) SVM classifier, and (f) DeepLabv3+ respectively. network Xception and atrous convolution are used in the last stage of the backbone to control the size of the
feature map40. Here, Xception has been chosen as the backbone because it performs better compared to other
architectures like RESNET-101 for the benchmark datasets like ImageNet43. Overall, the DeepLabv3+ model can
retrieve complex textural patterns and polarimetric informative features from PolSAR image data. A detailed
comparison of the models is illustrated in Table 1. www.nature.com/scientificreports/ One of the strong limitations of the DeepLabv3+ model is its
high dependency on the amount of training data, i.e., ground truth. Although this work solved this limitation
to some extent with the support of the transfer learning technique.ti pp
g
q
After the improved performance of deep learning methods in the field of computer vision, researchers from
the remote sensing community have made a great effort to implement land use land cover classification using
deep learning. Land use land cover maps of an area helps users and remote sensing community to understand
the current landscape. It enables the monitoring of temporal dynamics of forest conversions, agricultural eco-
system, surface water bodies, biomass estimation, helps to minimize the human and economic loss from floods,
tsunamis, and other natural calamities. Since a large amount of data is captured by various satellite sensors on
regular basis, it creates a repository of big data. To extract the information from this big data, and classify the
data as per requirements, advanced deep learning models are required that must be computationally fast and
cost-efficient. The objective of this work is the semantic segmentation of PolSAR data using a deep learning
technique, and this work is a part of the NASA-ISRO Synthetic Aperture Radar (NISAR) mission’s L and S-band
Airborne SAR Research Announcement (RA) project on Implementation of Evolutionary Computing Algorithm
for Polarimetric SAR Data Processing and Classification (TEC-07)44. gi
Conclusively, this study aims to create a new dataset for semantic segmentation of PolSAR images captured
from Uninhabited Aerial Vehicle Synthetic Aperture Radar (UAVSAR) for Land Use Land Cover applications
and effectively implement machine learning and advanced deep learning algorithms. This has been achieved
using a small dataset with the help of transfer learning. Another aim of this study is to address the problem of
oriented urban targets with the help of advanced machine learning techniques and DeepLabv3+ has addressed
this issue quite well. Resultsh Further, area C contains
a small forest as clear from the decomposed SAR image, but it has been very sparsely captured by RF and KNN
algorithms while it is almost missed by the SVM algorithm as depicted in (Fig. 1c–e). However, the forest has been
correctly captured by DeepLabv3+ which is visible in Fig. 1f. It is shown in Fig. 2, area D and area E correspond
to oriented urban buildings which are misclassified as vegetation (green color) in the decomposed image. This
affects the prediction of traditional machine learning algorithms as well and KNN is worst affected resulting in
maximum misclassification of the oriented urban targets as vegetation. However, it is clear from Fig. 2f that the
DeepLabv3+ can correctly map the oriented urban targets under the urban class with minimal misclassification. Many performance evaluation matrices are being used to evaluate the image segmentation task like Accu-
racy, Kappa coefficient, F1 score, and so on. In this work, a pixel accuracy measure has been used to evaluate the
performance of the semantic segmentation task. In addition to pixel accuracy, the F1 score has been reported for
the resulting land cover maps. The Precision metric for the urban class has also been reported since one of the
aims of this work is to address the issue of oriented urban targets which are generally misclassified as vegetation. Figure 3 is representing the performance measures of the implemented algorithms. It is shown in Fig. 3a for
the test patch 1 or scene 1, the highest pixel accuracy of 83.51% has been achieved by the DeepLabv3+ algorithm
and the KNN classifier has achieved the highest pixel accuracy of 78.68% among machine learning algorithms
with both Random forest and SVM classifiers recording a pixel accuracy of below 75% as reported in Table 1. For test patch 2 or scene 2 as shown in Fig. 2b, the highest pixel accuracy of 87.78% has been achieved by the Many performance evaluation matrices are being used to evaluate the image segmentation task like Accu-
racy, Kappa coefficient, F1 score, and so on. In this work, a pixel accuracy measure has been used to evaluate the
performance of the semantic segmentation task. In addition to pixel accuracy, the F1 score has been reported for
the resulting land cover maps. Resultsh The results of the semantic segmentation task for patch 1 and patch 2 are presented through Figs. 1 and 2
respectively where Figs. 1a and 2a presents the Google Earth images and Figs. 1b and 2b represent the false-color
composite images for the selected patches. It can be observed that the DeepLabv3+ generates very smooth and Scientific Reports | (2021) 11:15365 | https://doi.org/10.1038/s41598-021-94422-y www.nature.com/scientificreports/ Figure 3. Represents the performance measures. (a) and (b) represents the pixel accuracy for scene 1 and scene
2 respectively; (c) represents overall pixel accuracy for both scenes/patches; (d) represents F1 score for both
scenes/patches for RF, KNN, SVM, and DeepLabv3+ algorithms. Figure 3. Represents the performance measures. (a) and (b) represents the pixel accuracy for scene 1 and scene
2 respectively; (c) represents overall pixel accuracy for both scenes/patches; (d) represents F1 score for both
scenes/patches for RF, KNN, SVM, and DeepLabv3+ algorithms. accurate land cover maps compared to traditional machine learning algorithms. In Fig. 1, areas A and B cor-
responds to a river that falls under the water class but all the traditional algorithms have pointed a small ground
patch in these two areas while the DeepLabv3+ has predicted it as water class correctly. Further, area C contains
a small forest as clear from the decomposed SAR image, but it has been very sparsely captured by RF and KNN
algorithms while it is almost missed by the SVM algorithm as depicted in (Fig. 1c–e). However, the forest has been
correctly captured by DeepLabv3+ which is visible in Fig. 1f. It is shown in Fig. 2, area D and area E correspond
to oriented urban buildings which are misclassified as vegetation (green color) in the decomposed image. This
affects the prediction of traditional machine learning algorithms as well and KNN is worst affected resulting in
maximum misclassification of the oriented urban targets as vegetation. However, it is clear from Fig. 2f that the
DeepLabv3+ can correctly map the oriented urban targets under the urban class with minimal misclassification. Many performance evaluation matrices are being used to evaluate the image segmentation task like Accu-
racy, Kappa coefficient, F1 score, and so on. In this work, a pixel accuracy measure has been used to evaluate the
performance of the semantic segmentation task. In addition to pixel accuracy, the F1 score has been reported for
the resulting land cover maps. Resultsh The Precision metric for the urban class has also been reported since one of the
aims of this work is to address the issue of oriented urban targets which are generally misclassified as vegetation. Figure 3 is representing the performance measures of the implemented algorithms. It is shown in Fig. 3a for
the test patch 1 or scene 1, the highest pixel accuracy of 83.51% has been achieved by the DeepLabv3+ algorithm
and the KNN classifier has achieved the highest pixel accuracy of 78.68% among machine learning algorithms
with both Random forest and SVM classifiers recording a pixel accuracy of below 75% as reported in Table 1. For test patch 2 or scene 2 as shown in Fig. 2b, the highest pixel accuracy of 87.78% has been achieved by the accurate land cover maps compared to traditional machine learning algorithms. In Fig. 1, areas A and B cor-
responds to a river that falls under the water class but all the traditional algorithms have pointed a small ground
patch in these two areas while the DeepLabv3+ has predicted it as water class correctly. Further, area C contains
a small forest as clear from the decomposed SAR image, but it has been very sparsely captured by RF and KNN
algorithms while it is almost missed by the SVM algorithm as depicted in (Fig. 1c–e). However, the forest has been
correctly captured by DeepLabv3+ which is visible in Fig. 1f. It is shown in Fig. 2, area D and area E correspond
to oriented urban buildings which are misclassified as vegetation (green color) in the decomposed image. This
affects the prediction of traditional machine learning algorithms as well and KNN is worst affected resulting in
maximum misclassification of the oriented urban targets as vegetation. However, it is clear from Fig. 2f that the
DeepLabv3+ can correctly map the oriented urban targets under the urban class with minimal misclassification. f
l
b
d
l
h
k l k accurate land cover maps compared to traditional machine learning algorithms. In Fig. 1, areas A and B cor-
responds to a river that falls under the water class but all the traditional algorithms have pointed a small ground
patch in these two areas while the DeepLabv3+ has predicted it as water class correctly. www.nature.com/scientificreports/ DeepLabv3+ algorithm and the Random Forest classifier has recorded the highest pixel accuracy of 81.09%
among machine learning algorithms with SVM and KNN classifiers trailing with a pixel accuracy of 79.59%
and 74 31% respectively DeepLabv3+ algorithm and the Random Forest classifier has recorded the highest pixel accuracy of 81.09%
among machine learning algorithms with SVM and KNN classifiers trailing with a pixel accuracy of 79.59%
and 74.31% respectively.h p
y
The highest overall pixel accuracy of 85.51% is recorded by the DeepLabv3+ algorithm shown in Fig. 3c while
the machine learning algorithms Random forest, KNN, and SVM recorded overall pixel accuracies of 77.92%,
76.48%, and 77.02% respectively. It is observed that the performance of RF is improved in the case of patch 2
that contains more of the urban region as compared to patch 1 that has a good contribution from all the classes
because it fails to map the river water accurately in patch 1. Also, the performance of the KNN algorithm drops
in the case of patch 2, mainly because it fails to correctly pick up the oriented urban targets and mislabel them as
vegetation. In terms of the F1 score, the DeepLabv3+ recorded the highest F1 score of 0.8520 while the machine
learning algorithms RF, KNN, and SVM recorded the F1 score of 0.7784, 0.7762, and 0.7646 respectively as
illustrated in Fig. 3d. To evaluate the performance of all the algorithms, specifically in the case of urban targets,
we also calculated the overall precision for urban class and DeepLabv3+ recorded the highest precision of 0.9228
as shown in Table 1, while all the machine learning algorithms recorded a precision value of less than 0.90 for
the urban class for the same region. This shows that the DeepLabv3+ model can correctly classify the oriented
urban targets which are misclassified by the decomposition algorithms. Challenges and limitations of SAR data. A radar instrument, especially SAR, has several advantages
over the optical multispectral sensor. Since the SAR sensors do not depend on Sun’s illumination for Earth
observation, imaging could be done day and night. The longer wavelength is an added advantage that could
provide information for land/ocean features in the cloudy environment also. Apart from complements, SAR
has various challenges and limitations. The main challenge in SAR data processing for land use/land cover clas-
sification and other thematic applications is to ensure distortion-free backscatter image45. www.nature.com/scientificreports/ Mainly three types
of distortions affect the SAR data quality: radiometric, geometric, and polarimetric distortions. Appropriate
calibration approaches are implemented to minimize the effect of distortions in the SAR imagery46. Radiometric
calibration is performed with internal and external calibrators to find the actual return of the radar signals from
the objects present on the earth’s surface46–48. The backscatter image represents the radar cross-section obtained
after scattering from all the objects within the resolution cell49–51. The concerned space agencies generally pro-
vide the radiometric calibration formula to ensure the correct radar return from the different object classes in
the SAR data because it is not possible for all the researchers and users to evaluate the radiometric properties
with the help of active and passive calibrators. Before implementing any classification approach or modelling for
thematic applications, the radiometric calibration is performed to the Single Look Complex (SLC) or intensity/
amplitude data52,53. Geometric distortions in spaceborne SAR occur mainly due to the undulating topography
of the imaged surface54. Due to side-looking imaging characteristics of a SAR system, there is the possibility
to occur layover, shadow, and foreshortening in SAR image during data acquisition of any hilly or undulating
terrain. The geometric distortions mainly affect the SAR image in the range 51direction. The undulating terrain
results in geometric distortions and affects the radiometric quality of the SAR data. The precise radiometric
calibration of the SAR data requires the angle of incidence information of the incident electromagnetic waves
transmitted by the SAR system on the terrain surface. Generally, the angle of incidence information is provided
with SAR metadata, but it will be effective only if the topography of the surface is flat. If the terrain is undulating,
then the actual angle of incidence will be different from the angle provided with SAR metadata55,56. To find the
actual incidence angle for radiometric calibration and to minimize the geometric distortions from the SAR data,
high-resolution digital elevation models are required54,57. The side-looking property of the SAR sensor not only
gives geometric distortions in the undulating terrain but this also creates slant-range ambiguity50. Due to slant-
range ambiguity, the actual shape and size of the ground targets could not be represented in the SAR imagery. The slant to ground range conversion of the data helps in providing actual ground information to the features
imaged by the SAR system. Resultsh The Precision metric for the urban class has also been reported since one of the
aims of this work is to address the issue of oriented urban targets which are generally misclassified as vegetation. i
Figure 3 is representing the performance measures of the implemented algorithms. It is shown in Fig. 3a for
the test patch 1 or scene 1, the highest pixel accuracy of 83.51% has been achieved by the DeepLabv3+ algorithm
and the KNN classifier has achieved the highest pixel accuracy of 78.68% among machine learning algorithms
with both Random forest and SVM classifiers recording a pixel accuracy of below 75% as reported in Table 1. For test patch 2 or scene 2 as shown in Fig. 2b, the highest pixel accuracy of 87.78% has been achieved by the Scientific Reports | (2021) 11:15365 | https://doi.org/10.1038/s41598-021-94422-y www.nature.com/scientificreports/ Discussion
Th The present study provides an extensive analysis of popular machine learning classifiers Random Forest, K-Near-
est Neighbor, and Support Vector Machine and deep learning model DeepLabv3+ for semantic segmentation of
Uninhabited Aerial Vehicle Synthetic Aperture Radar (UAVSAR) data captured on a part of Houston City, Texas
(USA). This fully polarimetric data with a high resolution of 2 m provides concrete information for the train-
ing of machine learning models. Another advantage of using the UAVSAR dataset is that pre-processing steps
like calibration and multi-looking are not required to be performed since the data available on the NASA-JPL
platform is already radiometrically calibrated and multi-looked. As mentioned earlier that the major hindrance
in the large-scale accurate land cover mapping is the unavailability of a common benchmark dataset in a suf-
ficient amount that could be used for training the deep learning model. Even if the data is available, the ground
truth is unavailable most of the time and it is not possible to validate the results obtained without the availability
of proper ground truth learning to the limitation of its usage. Also, labeling a large dataset for training a deep
learning model from scratch is a very time-consuming and cumbersome task that can take up to hundreds of
man-hours. This issue could be overcome with help of the transfer learning method by using a small dataset as
shown in this work. The results obtained by the transfer learning method using a pre-trained DeepLabv3+ model
are better than those obtained from the popular traditional machine learning algorithms. p p
g
g
Apart from the smooth overall image segmentation results, the deep learning model is also able to correctly
classify the oriented-urban targets while the traditional machine learning algorithms failed to pick them up and
misclassified them into vegetation class. This is because deep neural networks can fetch textural features better
as compared to traditional algorithms. Upon close observation of the PolSAR data and the false color-composite
images, in particular, it can be observed that although the color of oriented urban targets is similar to that of
vegetation/forest region, they are texturally different from vegetated areas which are more smooth in terms of
image, unlike urban features which have patterns due to the streets running between the urban blocks. www.nature.com/scientificreports/ The precise terrain correction algorithms are implemented with external high-reso-
lution DEMs for the minimization of radiometric and geometric distortions from the SAR image58,59. The use of
external DEM also helps in creating a simulation-based layover-shadow mask for the orthorectified SAR data of
the undulating terrain60,61. The layover-shadow mask provides detailed information for the undulating terrain’s
portion affected by the geometric distortions due to layover and shadow effect. The radiometric normalisation
and Orthorectification process successfully minimize the radiometric and geometric distortions from the SAR
data54. To retrieve all the scattering information contributed by different objects in a small area, fully polarimet-
ric quad-pol data are used because retrieval of all the scattering elements within a resolution cell is mathemati-
cally and practically rigorous with single or dual polarised SAR data62,63. The remote sensing community has
widely used the fully polarimetric quad-pol SAR data to implement model-based decomposition approaches in
the retrieval of scattering parameters64–66. The accuracy in polarimetric SAR model-based scattering retrieval is
affected by the polarimetric distortion of the SAR data67,68. The polarimetric distortions are cross talk, channel
imbalance, and Faraday rotation69,70. Out of these three PolSAR distortions, Faraday rotation is highly effec-
tive in low-frequency spaceborne SAR data and this distortion could be removed by implementing appropriate
approach71. Several algorithms have been developed to minimize the effect of cross talk and channel imbalance
from the PolSAR data72. After minimising radiometric geometric and polarimetric distortions the scattering
retrieved from the mathematical modelling and decomposition of the SAR data shows appropriate scattering
for different objects46,73,74. The smooth surfaces like barren land and water body could be characterised as sur-
face scatterers with a difference in the surface scattering power24. The forest vegetation shows a dominance of
volume scattering in the PolSAR decomposition and the urban settlements show a very high amount of double-
scattering power26,75. Since, distortion-free polarimetric SAR data helps in identifying the scattering of different
features of the imaged area, hence the implementation of classification approaches on these data gives a fruitful https://doi.org/10.1038/s41598-021-94422-y Scientific Reports | (2021) 11:15365 | www.nature.com/scientificreports/ result with reliable accuracy. www.nature.com/scientificreports/ This work implemented the land use land cover classification on fully polarimetric
quad-pol UAVSAR data after implementing G4U decomposition that targeted the vegetation covers as a forest
class and the urban class is representing by the combination of dense and sparse building areas that includes the
rural areas, industrial plants and inner-city areas with high rise buildings. The achieved accuracy of urban class
using DeepLabv3+ model is 92.28% that is a major significance of this work. Discussion
Th The
deep learning encoder based on Xception architecture can highlight this dissimilarity much better compared to
traditional manual feature extraction methods resulting in the better performance of the deep learning model
compared to traditional machine learning algorithms. The transfer learning method has a drawback of nega-
tive transfer because of the difference in the datasets used while training the model and the dataset used while
transfer learning. It works best only when the two datasets are similar enough. Since the pre-trained model used
in this study is trained on an ImageNet dataset that consists of real-life camera images, there could be some
negative transfer due to the dissimilarity of the ImageNet dataset from the PolSAR data. But currently, there is
no measure to determine the same. In the future, with the availability of a large amount of open-source PolSAR
data, the training dataset can be increased to train a deep learning model from scratch and possibly achieve even
higher accurate results. Conclusions Land Use Land Cover mapping is important to address the ever-increasing environmental concerns like climate
change, soil degradation, deforestation, and water pollution. But this need for highly accurate land cover maps is
hindered by the unavailability of a common benchmark labeled dataset used to train the deep learning models. The present work demonstrated and proved that the transfer learning associated with deep learning models can
be effectively used to generate accurate land cover maps and their classification even with a small training dataset. The transfer learning algorithms not only address the issue of unavailability of a large amount of labeled dataset
in the field of SAR based remote sensing but also takes lesser computational time and resources compared to
training a deep learning model from scratch. In both the targeted test patches, DeepLabv3+ clocked the high-
est pixel accuracy of 83.51% and 87.78% while among the machine learning algorithms RF classifier achieved
the highest overall pixel accuracy of 77.92% for the segmentation task. It has also been validated through these
experiments that the KNN classifier is rightly known as the lazy learner since it has taken a maximum training
time of around 41,091 s for the overall training dataset and inference time per scene of around 864.94 s. One of
the focused areas of this work was to reduce the misclassification of oriented urban targets as vegetation. This
could be successfully achieved by using DeepLabv3+, an advanced deep learning model. It can be noted that the
current state-of-the-art DeepLabv3+ model works better than the traditional machine learning methods even
with small datasets contrary to the popular belief that large datasets are required for deep learning models to
achieve better results as compared to traditional machine learning algorithms. In the future, this work can be
extended to training and validating the DeepLabv3+ model from scratch subject to the availability of a common
benchmark dataset in a sufficient amount. Methods
D t
T Data. The data used in this research is taken from the open access platform of NASA-JPL76. It’s fully polari-
metric L-band data from airborne sensor UAVSAR which has a resolution of 2 m. The target area of Houston
City shown in Fig. 4 has been chosen as it provides a variety of land cover features. Houston is a large metropolis
city in the state of Texas, USA. Most of its area consists of nearly level, clayey and loamy, prairie soils. The L-band
Uninhabited Aerial Vehicle Synthetic Aperture Radar data was used to test the potential of machine learning
algorithms for semantic segmentation tasks. A part of the Houston metropolis was imaged by the UAVSAR fully https://doi.org/10.1038/s41598-021-94422-y Scientific Reports | (2021) 11:15365 | www.nature.com/scientificreports/ w.nature.com/scientificreports/
Figure 4. Represents the location of the study area compiled using ArcGIS v10.6 (URL: https://desktop.arcgis.
com/en/arcmap/) (a) the boundary of Texas state (obtained from URL: https://gis-txdot.opendata.arcgis.com/)
(b) the G4U decomposition-based false color composite image of UAVSAR data for part of Houston city, Texas
(USA) generated using an open source remote sensing tool PolSARPro v6.0 (open access at URL: https://step.
esa.int/main/download/polsarpro-v6-0-biomass-edition-toolbox-download/). Table 2. Details of UAVSAR data and instrument93. SAR system parameters
Details
Platform
Airborne
Flight
Uninhabited Aerial Vehicle Synthetic Aperture Radar (UAVSAR)
Date of acquisition
2 Sep 2017
Acquisition mode
PolSAR
Frequency
1.257 GHz
Wavelength
23.84035 cm
Bandwidth
80 MHz
Pulse duration
40 µs
Transmit power
3.1 kW
Look angle range
25°–65°
Data type
Ground Range Projected (equiangular) and Multi-looked Data
(GRD)
Polarisation
Fully polarimetric quad-pol (HH + HV + VH + VV)
Swath width
16 km
Range resolution (m)
4.99 m (MLC product)
Azimuth resolution (m)
7.2 m (MLC product) Figure 4. Represents the location of the study area compiled using ArcGIS v10.6 (URL: https://desktop.arcgis.
com/en/arcmap/) (a) the boundary of Texas state (obtained from URL: https://gis-txdot.opendata.arcgis.com/)
(b) the G4U decomposition-based false color composite image of UAVSAR data for part of Houston city, Texas
(USA) generated using an open source remote sensing tool PolSARPro v6.0 (open access at URL: https://step.
esa.int/main/download/polsarpro-v6-0-biomass-edition-toolbox-download/). SAR system parameters
Details Figure 4. Represents the location of the study area compiled using ArcGIS v10.6 (URL: https://desktop.arcgis.
com/en/arcmap/) (a) the boundary of Texas state (obtained from URL: https://gis-txdot.opendata.arcgis.com/)
(b) the G4U decomposition-based false color composite image of UAVSAR data for part of Houston city, Texas
(USA) generated using an open source remote sensing tool PolSARPro v6.0 (open access at URL: https://step.
esa.int/main/download/polsarpro-v6-0-biomass-edition-toolbox-download/). www.nature.com/scientificreports/ In the implementation of Canny edge detector81,82, firstly the image undergoes Gaussian filtering and then i
,
(
≤, y ≤)i
In the implementation of Canny edge detector81,82, firstly the image undergoes Gaussian filtering and then
Gradient magnitude and direction is calculated using below Eq. (4) i
yi
In the implementation of Canny edge detector81,82, firstly the image undergoes Gaussian filtering and then
Gradient magnitude and direction is calculated using below Eq. (4) In the implementation of Canny edge detector
, , firstly the image undergoes Gaussian filtering and then
Gradient magnitude and direction is calculated using below Eq. (4) In the implementation of Canny edge detector
, firstly the image undergoes Gauss
Gradient magnitude and direction is calculated using below Eq. (4) p
y
g
,i
y
Gradient magnitude and direction is calculated using below Eq. (4) (4)
G
i, j
=
G2
X
i, j
+ G2
Y
i, j
,
θ
i, j
= arctanGx
x, y
Gy
x, y (4) where Gx
i, j
and Gy
i, j
are the partial-derivative at point
i, j
in x-direction and y-direction respectively. Machine learning methods. Machine Learning is a process of enabling a computer to take independent,
intelligent decisions with the help of supervised or unsupervised learning. The commonly used machine learn-
ing algorithms for classification tasks are Random Forest, K Nearest Neighbour, and Support Vector Machine.ii Machine learning methods. Machine Learning is a process of enabling a computer to take independent,
intelligent decisions with the help of supervised or unsupervised learning. The commonly used machine learn-
ing algorithms for classification tasks are Random Forest, K Nearest Neighbour, and Support Vector Machine. d
f
l
fi
fi
d b
28
b
d
d
83 i
Random forest classifier was first proposed by Breiman28 in 2001. It is based on Bagging predictors83 pro-
posed by Breiman himself in 1996. In random forests, all the trees work independently of each other, and thus,
the algorithm can be run in parallel. Random Forest classifier is very robust towards outliers and noise but it
requires a large amount of training dataset. Assuming a dataset {r1, r2,…, rn} ∈ RL×n, where L is the number of
features and n is the number of samples. ri represents the position of sample i in the space RL×n, while z donates
the relationship between ri and rj, where z ∈ Z = {1,-1}. www.nature.com/scientificreports/ polarimetric quad-pol SAR data. Figure 4b shows a false-color composite image of G4U decomposition-based
output for the study area. The green color highlights the features responsible for volume scattering. Double-
bounce or even-bounce scatters which contribute toward high backscatter are shown in red color and the surface
scattering or odd-bounce scattering is represented in blue color. The details about the UAVSAR instrument and
the data used are mentioned in Table 2. Methodology. The UAVSAR Quad-Pol Ortho-Rectifying data is provided as the covariance matrix (C3)
which is converted to a coherency matrix (T3). Generally, the SAR dataset is influenced by speckle noise which
creates problems in object detection and classification. To minimize speckle from the PolSAR data various spe-
cialized filters are used which are mainly developed to minimize the speckle effect from polarimetric SAR data. Several filters have been developed for speckle filtering of PolSAR data where the Lee filter is one of the most
famous and effective speckle filters which is used in this work for polarimetric speckle filtering of UAVSAR data. After speckle-filtering, PolSAR decomposition is applied to generate a false-color composite image which is
used to create a training dataset for our ML models after breaking it into smaller patches. One of the first widely
accepted model-based decompositions was proposed by Freeman and Durden63. This model decomposed the
SAR backscatter among three different scattering types namely odd-bounce scattering, double-bounce scatter-
ing, and volume scattering. Later, an improved model with an additional scattering type, Helix scattering was
proposed by Yamaguchi77. Based on Yamaguchi decomposition, Singh et al.78 proposed a general 4-component
decomposition method with a unitary transformation that makes use of full polarimetric information in decom-
position. In previous models, the T13 component of the Coherency matrix was not being used but this method
allowed the usage of the same. It also included an extended volume scattering model which discriminates vol-
ume scattering between dihedral and dipole scattering structures caused by the cross-polarized HV component. This lead to an enhanced double-bounce scattering from urban targets compared to the existing model-based
decompositions. This is the reason why the G4U decomposition method is used in the present work. ph
y
p
p
Four component decomposition is expressed in Eq. (1) h
Four component decomposition is expressed in Eq. www.nature.com/scientificreports/ (1) (1)
< [T] >= Ps[T]s + Pd[T]d + Pv[T]v + Pc[T]helix (1) < [T] >= Ps[T]s + Pd[T]d + Pv[T]v + Pc[T]helix where Ps, Pd, Pv, and Pc are scattering powers to be determined. [T]s, [T]d, [T]v, and [T]helix are expansion matrices
corresponding to surface, double-bounce, and helix scattering respectively.h This false-color composite image is sub-divided into smaller chunks of 500 * 500 pixels and 20 patches are
labeled using the Gimp tool to create a dataset for training and testing the machine learning algorithms and
the DeepLabv3+ model. From these 20 patches, 18 patches were used for training while 2 patches were kept for
testing and validation. After generating the required dataset, manual feature extraction is carried out for the
implementation of machine learning models by using Gabor filter, Gaussian filter, Canny edge detector, and
Median filter while in the case of DeepLabv3+ feature extraction is automatically carried out by the Xception
based encoder. The complete workflow adopted for the task of semantic segmentation is presented in Fig. 5 and
the google image, decomposed false-color composite, and the corresponding annotated label for the test patches is
shown in Fig. 6. The details about the training and working of different algorithms are discussed ahead separately. Th G b
filt
i
t d b E
(2)
hi h
i i
ll
i
b G b
79 gh
g
gf
g
The Gabor filter is represented by Eq. (2) which was originally given by Gabor79. (2)
g
x, y, T, ∅
= hx(x; T, ∅) · hy
y; ∅
=
exp
x2
∅
2σ 2x
cos
2πx∅
T
·
exp
−y2
∅
2σ 2y
(2) where hx—Bandpass filter, hy—Gaussian filter. The Gaussian filter80 is represented by Eq. (3) (3)
G
x, y
=
1
√
2πσ
exp
−
x2 + y2
/2σ 2 (3) where σ 2 is the variance of Gaussian filter, and l(−l ≤x, y ≤l) is the size of the filter kernel. In the implementation of Canny edge detector81,82, firstly the image undergoes Gaussian filtering and then
Gradient magnitude and direction is calculated using below Eq. (4) where σ 2 is the variance of Gaussian filter, and l(−l ≤x, y ≤l) is the size of the filter kernel. Methods
D t
T Table 2. Details of UAVSAR data and instrument93. SAR system parameters
Details
Platform
Airborne
Flight
Uninhabited Aerial Vehicle Synthetic Aperture Radar (UAVSAR)
Date of acquisition
2 Sep 2017
Acquisition mode
PolSAR
Frequency
1.257 GHz
Wavelength
23.84035 cm
Bandwidth
80 MHz
Pulse duration
40 µs
Transmit power
3.1 kW
Look angle range
25°–65°
Data type
Ground Range Projected (equiangular) and Multi-looked Data
(GRD)
Polarisation
Fully polarimetric quad-pol (HH + HV + VH + VV)
Swath width
16 km
Range resolution (m)
4.99 m (MLC product)
Azimuth resolution (m)
7.2 m (MLC product) Table 2. Details of UAVSAR data and instrument93. Table 2. Details of UAVSAR data and instrument93. https://doi.org/10.1038/s41598-021-94422-y Scientific Reports | (2021) 11:15365 | www.nature.com/scientificreports/ www.nature.com/scientificreports/ If ri and rj belong to the same class, then z = 1, and if ri
and rj belong to different classes, then z = −1. For the mth tree, the ensemble is fp(r) = f(r,θm), and a tree f(r,θm) Scientific Reports | (2021) 11:15365 | https://doi.org/10.1038/s41598-021-94422-y www.nature.com/scientificreports/ www.nature.com/scientificreports/ Figure 5. Represents the work flow of the methodology adopted for image segmentation using traditional
machine learning algorithms and DeepLabv3+ model. Figure 5. Represents the work flow of the methodology adopted for image segmentation using traditional
machine learning algorithms and DeepLabv3+ model. Figure 5. Represents the work flow of the methodology adopted for image segmentation using traditional
machine learning algorithms and DeepLabv3+ model. grows along with the training set and the random vector θm, which captures the various stochastic elements of
the tree. {θm} are independent and identically distributed84.hi grows along with the training set and the random vector θm, which captures the various stochastic elements of
the tree. {θm} are independent and identically distributed84. The estimated probability for predicting class z for a sample is defined in Eq. (5), { m}
p
y
The estimated probability for predicting class z for a sample is defined in Eq. (5), { m}
p
y
The estimated probability for predicting class z for a sample is defin (5)
P(z|r) = 1
M
M
m=0
Pm(z|r) (5) where Pm(z|r) is the estimated density of the class labels of the mth tree and M is the number of trees in the forest. The decision function of the forest is defined in Eq. (6) where Pm(z|r) is the estimated density of the class labels of the mth tree and M is the number of trees in the forest. The decision function of the forest is defined in Eq. (6) https://doi.org/10.1038/s41598-021-94422-y https://doi.org/10.1038/s41598-021-94422-y https://doi.org/10.1038/s41598-021-94422-y Scientific Reports | (2021) 11:15365 | www.nature.com/scientificreports/ Figure 6. Represents the ground truth image, false-color composite image, and labeled image of the patches of
Houston City, Texas(USA) (a) Google Earth image, (b) the false-color composite image, and (c) Ground truth
label for Patch1, (d) Google Earth image, (e) the false-color composite image of G4U decomposition, and (f)
ground truth label for Patch2. Figure 6. C(r) = arg max
j∈Z P(j|r) (6) The margin function for a random forest is defined in Eq. (7) The margin function for a random forest is defined in Eq. (7) (7)
ml(r, z) = P(z|r) −max
j∈Z Pm(j|r) (7) where j ≠ z and if ml(r,z) > 0, we can obtain a correct result. K-Nearest Neighbor has proved to be a powerful nonparametric classifier27. As per the Nearest Neighbor
rule, if a set of n pairs (x1,θ1),…., (xn, θn) is considered, where the xi’s take values in a metric space X upon which
is defined a metric d, and the θi’s take values in the set {1, 2,…., M}. Every value of the θ set is considered as the
index of the category to which ith individual belongs, and every corresponding xi is the outcome of the set of
measurements made upon that individual. Given a new pair (x, θ), where x is the measurable quantity and θ
needs to be estimated with the help of information available from the set of correctly classified points. Then x’ ∈
{x1, x2,…., xn} is called the nearest neighbor to x if it satisfies the Eq. (8), (8)
min d(xi, x) = d(x
′
n, x)
i = 1, 2, . . . , n. min d(xi, x) = d(x
′
n, x)
i = 1, 2, . . . , n. (8) The Nearest Neighbor rule predicts that x belongs to the category θn′ of its nearest neighbor xn′. A mistake
occurs if θn′ ≠ θ. The Nearest Neighbor rule utilizes only the classification of the nearest neighbor. The n-1
remaining classification θi are ignored.ii The Nearest Neighbor rule predicts that x belongs to the category θn′ of its nearest neighbor xn′. A mistake
occurs if θn′ ≠ θ. The Nearest Neighbor rule utilizes only the classification of the nearest neighbor. The n-1
remaining classification θi are ignored.ii gi
i
g
Support Vector Machine classifier acts as a parametric classifier when used as a linear SVM while advanced
SVMs used to classify complex non-linear data are non-parametric. The complex dataset can be projected as
linear in a high-dimensional feature space using kernels like radial basis function (RBF), but the computation
is not carried out in that high dimensional feature space. By using kernels, all necessary computations are per-
formed directly in the input space29. There are three types of kernels mainly used with non-parametric SVMs
– polynomial kernel, RBF kernel, and sigmoid kernel as represented by Eqs. (9), (10), and (11). p y
Polynomial Kernel (k), www.nature.com/scientificreports/ Represents the ground truth image, false-color composite image, and labeled image of the patches of
Houston City, Texas(USA) (a) Google Earth image, (b) the false-color composite image, and (c) Ground truth
label for Patch1, (d) Google Earth image, (e) the false-color composite image of G4U decomposition, and (f)
ground truth label for Patch2. The margin function for a random forest is defined in Eq. (7) l
l
l (k) Polynomial Kernel (k), (9)
k (x, y) = (x · y)d k (x, y) = (x · y)d (9) https://doi.org/10.1038/s41598-021-94422-y Scientific Reports | (2021) 11:15365 | www.nature.com/scientificreports/ Figure 7. Encoder-Decoder based structure of DeepLabv3+42. Figure 7. Encoder-Decoder based structure of DeepLabv3+42. Figure 7. Encoder-Decoder based structure of DeepLabv3+42. corresponding to a map Φ in the space spanning all products of exactly d dimensions of RN. RBF Kernel (k), corresponding to a map Φ in the space spanning all products of exactly d dimensions of RN. RBF Kernel (k), (10)
k
x, y
= exp
−
x −y
2/
2σ2 (10) where 1/2σ2 = γ and γ is the free parameter. Sigmoid Kernel (k), where 1/2σ2 = γ and γ is the free parameter. Sigmoid Kernel (k), (11)
k
x, y
= tanh
κ
x · y
+ θ k
x, y
= tanh
κ
x · y
+ θ (11) where κ is the gain and θ is the offset value. where κ is the gain and θ is the offset value. Deep learning methods. In Deep Learning, there are different approaches to implement Semantic Seg-
mentation. The most commonly used is based on Fully Convolutional Networks (FCN). Unlike classical CNN,
which has fixed fully connected networks, FCN has only convolution and pooling layers that allow it to work
with arbitrarily sized inputs85. y
p
A general Semantic Segmentation architecture consists of an encoder-decoder network. An encoder network
can be a classification network like VGG/RESNET/Xception. A decoder network is used to project the low-
resolution result of the encoder network to a high-resolution pixel space by upsampling. An encoder-decoder
network has been successfully used for the semantic segmentation task86–88. DeepLabv3+ DeepLabv3+ is an extension of the DeepLabv3 model of the DeepLab series. The overall encoder-decoder struc-
ture of DeepLabv3+ is represented in Fig. 7. The function of the encoder module is to encode the multi-scale
contextual information with help of atrous convolutions, while the decoder module refines the image segmen-
tation results along the object boundaries. The DeepLabv3+ uses a modified Xception model as an encoder as
shown in Fig. 8. The earlier DCNN’s had a limitation that the repeated use of max-pooling and striding at every
step of these networks, significantly reduced the spatial resolution of the output feature maps88. To overcome this
problem, atrous convolution, which was originally developed for computing undecimated wavelet transform89,
is used. It allows the computation of responses at any desired resolution88. Convolution operation can be defined
with the help of three different parameters—kernel size, stride, and padding while an atrous convolution also
known as dilated convolution has an additional parameter called dilation rate (r) which is the spacing between Scientific Reports | (2021) 11:15365 | https://doi.org/10.1038/s41598-021-94422-y www.nature.com/scientificreports/ Figure 8. The modified Xception architecture used in DeepLabv3+: (1) has higher number of layers, (2) all max
pooling layers are replaced by depthwise seperable convolutions with striding and (3) extra batch normalization
and ReLU are added after each 3 × 3 depthwise convolution42. Figure 8. The modified Xception architecture used in DeepLabv3+: (1) has higher number of layers, (2) all max
pooling layers are replaced by depthwise seperable convolutions with striding and (3) extra batch normalization
and ReLU are added after each 3 × 3 depthwise convolution42. the kernel values. If r = 1, this special case of atrous convolution becomes equivalent to normal convolution. For a two dimensional signal, for every location i on the feature map y and the convolution filter w, the atrous
convolution is applied over the input feature map x as per the Eq. (12)42 (12)
y[i] =
k
x[i + r.k]w[k] (12) where r = atrous rate, it determines the stride with which the input is sampled. l
ll
f
d
fi ld f
h
l
b Atrous convolution allows for a wider field of view at the same computational cost. A comparison between
normal convolution and atrous convolution is presented in Fig. References 1. Elachi, C., Bicknell, T., Jordan, R. L. & Wu, C. Spaceborne synthetic-aperture imaging radars: applications, techniques, and tech-
nology. Proc. IEEE 70, 1174–1209 (1982). 2. Singh, A., Meena, G. K., Kumar, S. & Gaurav, K. Evaluation of the penetration depth of L- and S-band (NISAR mission) microwave
SAR signals into ground. In: 2019 URSI Asia-Pacific Radio Science Conference (AP-RASC) 1 (2019). https://doi.org/10.23919/
URSIAP-RASC.2019.8738217.i 3. van Zyl, J. J. Unsupervised classification of scattering behavior using radar polarimetry data. IEEE Trans. Geosci. Remote Sens. 27
36–45 (1989). 4. Gomez-Chova, L. et al. Urban monitoring using multi-temporal SAR and multi-spectral data. Pattern Recognit. Lett. 27, 234–243
(2006). 5. Khoshboresh-Masouleh, M., Alidoost, F. & Arefi, H. Multiscale building segmentation based on deep learning for remote sensing
RGB images from different sensors. J. Appl. Remote Sens. 14, 1–21 (2020).i f
6. Wang, X., Cao, Z., Cui, Z., Liu, N. & Pi, Y. PolSAR image classification based on deep polarimetric feature and contextual informa-
tion. J. Appl. Remote Sens. 13, 1–17 (2019).fii 7. Gupta, S., Singh, D., Singh, K. P. & Kumar, S. An efficient use of random forest technique for SAR data classification. In: 2015 IEEE
International Geoscience and Remote Sensing Symposium (IGARSS), pp. 3286–3289 (2015). https://doi.org/10.1109/IGARSS.
2015.7326520. 8. Camargo, F. F., Sano, E. E., Almeida, C. M., Mura, J. C. & Almeida, T. A comparative assessment of machine-learning techniques
for land use and land cover classification of the brazilian tropical savanna using ALOS-2/PALSAR-2 polarimetric images. Remote
Sens. 11, 1600 (2019).i 9. Lapini, A. et al. Comparison of machine learning methods applied to SAR images for forest classification in mediterranean areas
Remote Sens. 12, 369 (2020).i (
)
10. Geng, J., Wang, H., Fan, J. & Ma, X. Deep supervised and contractive neural network for SAR image classification. IEEE Trans. Geosci. Remote Sens. 55, 2442–2459 (2017). 1. He, C., Zhuo, T., Zhao, S., Yin, S. & Chen, D. Particle filter sample texton feature for SAR image classification. IEEE Geosci. Remote
Sens. Lett. 12, 1141–1145 (2015). 2. Planins̆ic̆, P., Singh, J. & Gleich, D. SAR Image categorization using parametric and nonparametric approaches within a dual tree
CWT. IEEE Geosci. Remote Sens. Lett. 11, 1757–1761 (2014).i 3. Jia, S., Shen, L. & Li, Q. Gabor feature-based collaborative representation for hyperspectral imagery classification. IEEE Trans
Geosci. Remote Sens. 53, 1118–1129 (2015). 14. De-yong, H., Xiao-juan, L., Wen-ji, Z. & Hui-li, G. www.nature.com/scientificreports/ It has been reported that by using depthwise separable convolution, the computational complexity in terms
of Multiply-Adds is reduced by 33% to 41% while maintaining a similar performance which results in improved
speed and accuracy by adapting Xception as a backbone90,91.h y y
g
The Xception model used as a backbone architecture in the current work has 14 blocks whose details are
given in the Appendix. To better understand the working of this deep learning model, a visualization of features
maps corresponding to the first hidden layer of each block has been generated. Figure 10 shows the feature maps
extracted from Block 1, Block 7, and Block 14 respectively. The features extracted from all 14 blocks are given in
the Appendix. It can be noted that the initial layers work on simple and coarser features while the higher layers
work on finer details.h i
This model has implemented using the python programming language, the supporting libraries like numpy,
scipy, sklearn, opencv, pandas, and Tensorflow framework that executed using Anaconda (version 4.9.2) on a
workstation with NVIDIA Quadro P4000 GPU and 48 GB RAM. It is easy to implement transfer learning using
the TensorFlow in Python with a pre-trained model available on the Github page of DeepLabv3+42. Since the
pre-trained model is trained on the ImageNet dataset which has a much higher number of classes compared to
our dataset, few changes have been made in the original DeepLabv3+ code for implementing this model using
transfer learning on our custom dataset as discussed in the Appendix. Received: 13 February 2021; Accepted: 6 July 2021 Received: 13 February 2021; Accepted: 6 July 2021 References Texture analysis and its application for single-band SAR thematic information
extraction. In: IGARSS 2008 - 2008 IEEE International Geoscience and Remote Sensing Symposium, vol. 2, pp. II-935–II-938
(2008).i (
)
5. Dai, D., Yang, W. & Sun, H. Multilevel local pattern histogram for SAR image classification. IEEE Geosci. Remote Sens. Lett. 8
225–229 (2011).ii 225–229 (2011). 16. Su, X., He, C., Feng, Q., Deng, X. & Sun, H. A Supervised classification method based on conditional random fields with multiscale
i
ti
l
l
d l f
SAR i
IEEE G
i R
t S
L tt 8 497 501 (2011) 6. Su, X., He, C., Feng, Q., Deng, X. & Sun, H. A Supervised classification method based on conditional random fields with multiscale
region connection calculus model for SAR image. IEEE Geosci. Remote Sens. Lett. 8, 497–501 (2011). g
g
(
)
17. Chust, G., Ducrot, D. & Pretus, J. L. L. Land cover discrimination potential of radar multitemporal series and optical multispectral
images in a Mediterranean cultural landscape. Int. J. Remote Sens. 25, 3513–3528 (2004). g
p
(
)
8. Dibs, H., Hasab, H. A., Al-Rifaie, J. K. & Al-Ansari, N. An optimal approach for land-use/land-cover mapping by integration and
fusion of multispectral landsat OLI images: case study in Baghdad. Iraq. Water Air Soil Pollut. 231, 488 (2020). p
g
y
g
q
19. Li, X., Ling, F., Foody, G. M. & Du, Y. A superresolution land-cover change detection method using remotely sensed images with
different spatial resolutions. IEEE Trans. Geosci. Remote Sens. 54, 3822–3841 (2016).i f
p
20. Xu, Y. et al. Advanced multi-sensor optical remote sensing for urban land use and land cover classification: outcome of th
IEEE GRSS data fusion contest. IEEE J Sel. Top. Appl. Earth Obs. Remote Sens. 12, 1709–1724 (2019). te Facility. What is SAR? (2021). https://asf.alaska.edu/informatio 22. Kumar, S., Garg, R. D., Govil, H. & Kushwaha, S. P. S. PolSAR-decomposition-based extended water cloud mode
aboveground biomass estimation. Remote Sens. 11, 1–27 (2019). g
3. Cloude, S. R. & Pottier, E. A review of target decomposition theorems in radar polarimetry. IEEE Trans. Geosci. Remote Sens. 34
498–518 (1996). 24. M E, B. P. & Kumar, S. PolInSAR decorrelation-based decomposition modelling of spaceborne multifrequency SAR data. Int. J. Remote Sens. 42, 1398–1419 (2021). 25. Yamaguchi, Y., Yajima, Y. & Yamada, H. A four-component decomposition of POLSAR images based on the coherency matrix. IEEE Geosci. DeepLabv3+ 9.f For capturing the contextual information at multiple scales, parallel atrous convolution with different rates
which are known as Atrous Spatial Pyramid Pooling (ASPP) was integrated in DeepLabv3. The useful semantic
information is present within the last feature map but the information related to object boundaries is missed due Scientific Reports | (2021) 11:15365 | https://doi.org/10.1038/s41598-021-94422-y www.nature.com/scientificreports/ www.nature.com/scientificreports/ Figure 9. Represents the typical and atrous convolution (a) a typical convolution of kernel size = 3, stride = 1
and padding is used to retain the input image size; (b) an atrous convolution which has an additional parameter
called dilation rate which deletes every alternate row and column. Figure 9. Represents the typical and atrous convolution (a) a typical convolution of kernel size = 3, stride = 1
and padding is used to retain the input image size; (b) an atrous convolution which has an additional parameter
called dilation rate which deletes every alternate row and column. Figure 10. Represents the feature maps extracted from 1st hidden layer of Block1, Block7 and Block14. Feature
Maps from all 14 Blocks are presented in Appendix. Figure 10. Represents the feature maps extracted from 1st hidden layer of Block1, Block7 and Block14. Feature
Maps from all 14 Blocks are presented in Appendix. Figure 10. Represents the feature maps extracted from 1st hidden layer of Block1, Block7 and Block14. Feature
Maps from all 14 Blocks are presented in Appendix. to the convolution operation with striding. This problem can be resolved by applying the atrous convolution to
extract denser feature maps but this becomes computationally expensive and inefficient. Whereas in the case of
encoder-decoder models no features are dilated in the encoder path and they gradually recover the sharp object
boundaries in the decoder path leading to faster computations. To combine the advantages of both methods,
DeepLabv3+ extends the DeepLabv3 model by adding a simple but effective decoder module for recovering the
sharp object boundaries. https://doi.org/10.1038/s41598-021-94422-y Scientific Reports | (2021) 11:15365 | www.nature.com/scientificreports/ Received: 13 February 2021; Accepted: 6 July 2021 References Remote Sens. Lett. 3, 292–296 (2006). 26. Lee, J.-S. & Pottier, E. Polarimetric Radar Imaging From Basics to Applications (CRC Press, 2009). https://doi.org/10.1038/s41598-021-94422-y Scientific Reports | (2021) 11:15365 | www.nature.com/scientificreports/ T. & Hart, P. Nearest neighbor pattern classification. IEEE Trans. g
pi
fh
y
28. Breiman, L. Random Forests. Mach. Learn. 45, 5–32 (2001). g
pi
28. Breiman, L. Random Forests. Mach. Learn. 45, 5–32 (2001). 28. Breiman, L. Random Forests. Mach. Learn. 45, 5–32 (2001). A
S T O
l
S h lk
f
S
h
ll S
h
A 29. Hearst, M. A., Dumais, S. T., Osuna, E., Platt, J. & Scholkopf, B. Support vector machines. IEEE Intell. Syst. their Appl. 13
(1998). (
)
30. Salakhutdinov, R. & Statistics, G. H. B. T.-P. of the T. I. C. on A. I. and. Deep Boltzmann Machines. 448–455 (2009). 30. Salakhutdinov, R. & Statistics, G. H. B. T.-P. of the T. I. C. on A. I. and. Deep Boltzmann Machines. 448–455 (2009). 31 L C
Y K
k
l
K & F
b t C C
l ti
l
t
k
d
li
ti
i
i i
I
P
di
f 2010 IEEE I 31. LeCun, Y., Kavukcuoglu, K. & Farabet, C. Convolutional networks and applications in vision. In: Proceedings of 2010 IEEE I
national Symposium on Circuits and Systems, pp. 253–256 (2010). https://doi.org/10.1109/ISCAS.2010.5537907. y
p
y
pp
p
g
32. Chen, X., Xiang, S., Liu, C. & Pan, C. Vehicle detection in satellite images by hybrid deep convolutional neural networks. IEEE
Geosci. Remote Sens. Lett. 11, 1797–1801 (2014). . Hinton, G. E., Osindero, S. & Teh, Y.-W. A fast learning algorith 33. Hinton, G. E., Osindero, S. & Teh, Y.-W. A fast learning algorithm for deep belief nets. Neural Comput. 18, 1527–1554 (2006). 34. Ma, X., Geng, J. & Wang, H. Hyperspectral image classification via contextual deep learning. EURASIP J. Image Video Process. 2015, 20 (2015). Bengio, Y. & Hinton, G. Deep learning. Nature 521, 436–444 (201 . LeCun, Y., Bengio, Y. & Hinton, G. Deep learning. Nature 521, 4
l
f d
l
l g
p
g
36. Liu, C., Yin, J., Yang, J. Application of deep learning to polarimetric SAR classification. In: IET International Radar Conference
2015, pp. 1–4 (2015). https://doi.org/10.1049/cp.2015.1182. 36. Liu, C., Yin, J., Yang, J. Application of deep learning to polarimetric SAR classificatio
2015, pp. 1–4 (2015). https://doi.org/10.1049/cp.2015.1182. pp
p
g
p
7. References Zhang, L., Zhang, L. & Du, B. Deep learning for remote sensing data: a technical tutorial on the state of the art. IEEE Geosci. Remote
Sens. Mag. 4, 22–40 (2016).i g
38. Lv, Q. et al. Urban land use and land cover classification using remotely sensed SAR data through deep belief networks. J. Sens. 2015, 538063 (2015).i (
)
39. Liu, F., Jiao, L., Hou, B. & Yang, S. POL-SAR image classification based on wishart DBN and local spatial information. IEEE Trans. Geosci. Remote Sens. 54, 3292–3308 (2016). 0. Gong, M., Zhao, J., Liu, J., Miao, Q. & Jiao, L. Change detection in synthetic aperture radar images based on deep neural networks
IEEE Trans. Neural Netw. Learn. Syst. 27, 125–138 (2016).i y
1. Chen, S., Wang, H., Xu, F. & Jin, Y. Target classification using the deep convolutional networks for SAR images. IEEE Trans. Geosci
Remote Sens. 54, 4806–4817 (2016).f 42. Chen, L.-C., Zhu, Y., Papandreou, G., Schroff, F., Adam, H. Encoder–decoder with atrous separable convolution for semanti
segmentation. In: Computer Vision and Pattern Recognition (2018). g
p
g
43. Russakovsky, O. et al. ImageNet large scale visual recognition challenge. Int. J. Comput. Vis. 115, 211–252 (2015). 44. Kumar, A., Garg, R., Prateek, M. & Kumar, S. Implementation of Evolutionary Computing Algorithm for Polarimetric SAR Data
Processing and Classification (TEC-07): L&S band Airborne SAR Research Announcement (RA) project under the NASA-ISRO
Synthetic Aperture Radar (NISAR) mission. (Space Applications Centre, Indian Space Research Organisation, Ahmedabad, 2021). 44. Kumar, A., Garg, R., Prateek, M. & Kumar, S. Implementation of Evolutionary Computing Algorithm for Polarimetric SAR
Processing and Classification (TEC-07): L&S band Airborne SAR Research Announcement (RA) project under the NASA
h
d
(
)
(
l
d
h
h
d b d 44. Kumar, A., Garg, R., Prateek, M. & Kumar, S. Implementation of Evolutionary Computing Algorithm for Polarimetric SAR Data
Processing and Classification (TEC-07): L&S band Airborne SAR Research Announcement (RA) project under the NASA-ISRO
Synthetic Aperture Radar (NISAR) mission (Space Applications Centre Indian Space Research Organisation Ahmedabad 2021) g
fi
(
)
(
) p
j
Synthetic Aperture Radar (NISAR) mission. (Space Applications Centre, Indian Space Research Organisation, Ahmedabad, 2 45. Wood, J. W., White, R. G. & Oliver, C. J. Distortion free SAR imagery and change detection. In: Proceedings of the 1988 IEE
National Radar Conference, pp. 95–99 (1988). https://doi.org/10.1109/NRC.1988.10937. g
y
ar Conference, pp. 95–99 (1988). References & Ottersten, B. Orthorectified polar format algorithm fo
SAR imaging with DEM. IEEE Trans. Geosci. Remote Sens. 59, 3999–4007 (2021). i
p
SAR imaging with DEM. IEEE Trans. Geosci. Remote Sens. 59, 3999–4007 (2021). & Schubert, A. Guide to ASAR Geocoding (University of Zürich, 200 59. Small, D. & Schubert, A. Guide to ASAR Geocoding (Universit ,
,
g (
y
,
)
60. Chen, X., Sun, Q. & Hu, J. Generation of complete SAR geometric distortion maps based on DEM and neighbor gradient algorithm. Appl. Sci. 8, 2206 (2018). 61. Cigna, F., Bateson, L. B., Jordan, C. J. & Dashwood, C. Simulating SAR geometric distortions and predicting Persistent Scatterer
densities for ERS-1/2 and ENVISAT C-band SAR and InSAR applications: Nationwide feasibility assessment to monitor the
landmass of Great Britain with SAR imagery. Remote Sens. Environ. 152, 441–466 (2014). g
y
62. Kumar, S. et al. Polarimetric calibration of spaceborne and airborne multifrequency SAR data for scattering-based characteriz
of manmade and natural features. Adv. Space Res. https://doi.org/10.1016/j.asr.2021.02.023 (2021). 63. Freeman, A. & Durden, S. L. A three-component scattering model for polarimetric SAR data. IEEE Trans. Geosci. Remote Sens. 36, 963–973 (1998). 64. Shafai, S. S. & Kumar, S. PolInSAR coherence and entropy-based hybrid decomposition mode. Earth Space Sci. 7, 1–17 (202
65 Van Z J & Kim Y Synthetic Aperture Radar Polarimetry (Wile
2011) 64. Shafai, S. S. & Kumar, S. PolInSAR coherence and entropy-based hybrid decomposition mode. Earth S 64. Shafai, S. S. & Kumar, S. PolInSAR coherence and entropy-based hybrid decomposition mode. Earth Space Sci. 7, 1–17 (2020). 65. Van, Z. J. & Kim, Y. Synthetic Aperture Radar Polarimetry (Wiley, 2011). py
y
p
p
65. Van, Z. J. & Kim, Y. Synthetic Aperture Radar Polarimetry (Wiley, 2011). & Kim, Y. Synthetic Aperture Radar Polarimetry (Wiley, 2011). . Van, Z. J. & Kim, Y. Synthetic Aperture Radar Polarimetry (Wile y
p
y
y
6. Yamaguchi, Y., Sato, A., Boerner, W., Sato, R. & Yamada, H. Four-component scattering power decomposition with rotation o
coherency matrix. IEEE Trans. Geosci. Remote Sens. 49, 2251–2258 (2011). 67. Sarabandi, K., Pierce, L. E. & Ulaby, F. T. Calibration of a polarimetric imaging SAR. IEEE Trans. Geosci. Remote Sens. 30, 540–549
(1992).fil 68. Sun, G., Huang, L., Chen, K. & Han, C. An efficient polarimetric SAR calibration algorithm using corner reflectors. Can. J. Remote
Sens. 43, 286–296 (2017). (
)
69. Jung, Y. T. References https://doi.org/10.1109/NRC.19 pp
p
g
46. Freeman, A. SAR calibration: an overview. IEEE Trans. Geosci. Remote Sens. 30, 1107–1121 (1992). 47. Touzi, R., Hawkins, R. K. & Cote, S. High-precision assessment and calibration of polarimetric RADARSAT-2 SAR using tran-
sponder measurements. IEEE Trans. Geosci. Remote Sens. 51, 487–503 (2013). 48. Wang, F., Liu, A., Xu, H. & Jiang, T. A Method for estimating and validating polarimetric distortion parameters using co
reflectors and its applicability analysis. IEEE J Sel. Top. Appl. Earth Obs. Remote Sens. 12, 5345–5359 (2019). l
y
y
p
pp
49. Agrawal, S., Raghavendra, S. & Kumar, S. Geospatial data for the himalayan region: requirements, availability, and challenges. In
Remote Sensing of Northwest Himalayan Ecosystems (eds Navalgund, R. R. & Kumar, A. S.) 471–500 (Springer, Singapore, 2018). 50. Richards, J. A. Remote Sensing with Imaging Radar (Springer, 2009). . Richards, J. A. Remote Sensing with Imaging Radar (Springer, 20 g
g g
p
g
1. Woodhouse, I.F. Introduction to Microwave Remote Sensing. (CRC Press, Boca Raton, 2006). https://doi.org/10.1201/9781315272
573. 52. El-Darymli, K., McGuire, P., Gill, E., Power, D. & Moloney, C. Understanding the significance of radiometric calibration for syn-
thetic aperture radar imagery. In: 2014 IEEE 27th Canadian Conference on Electrical and Computer Engineering (CCECE), pp. 1–6 (2014). https://doi.org/10.1109/CCECE.2014.6901104.i p
g
53. Yang, J., Qiu, X., Ding, C. & Lei, B. Identification of stable backscattering features, suitable for maintaining absolute synthetic
aperture radar (SAR) radiometric calibration of sentinel-1. Remote Sens. 10, 1010 (2018). 4. Loew, A. & Mauser, W. Generation of geometrically and radiometrically terrain corrected SAR image products. Remote Sens
Environ. 106, 337–349 (2007).i 55. Huang, L., Li, Z. & Tian, B. Local incidence angle referenced classification on polarimetric synthetic aperture radar images in
mountain glacier areas. J. Appl. Remote Sens. 10, 1–14 (2016).f 6. Warner, T., Bell, R. & Singhroy, V. Local incidence angle effects on X- and C-band radar backscatter of boreal forest communities
Can. J. Remote Sens. 22, 269–279 (1996). 57. Shibayama, T., Yamaguchi, Y. & Yamada, H. Polarimetric scattering properties of landslides in forested areas and the dependence
on the local incidence angle. Remote Sens. 7, 15424–15442 (2015).i g
58. Hu, R., Rao, B. S. M. R., Alaee-Kerahroodi, M. & Ottersten, B. Orthorectified polar format algorithm for generalized spot
SAR imaging with DEM IEEE Trans Geosci Remote Sens 59, 3999–4007 (2021) g
58. Hu, R., Rao, B. S. M. R., Alaee-Kerahroodi, M. www.nature.com/scientificreports/ A Computational approach to edge detection. IEEE Trans. Pattern Anal. Mach. Intell. 6, 679–698 (1986). 83. Breiman, L. Bagging predictors. Mach. Learn. 24, 123–140 (1996). 83. Breiman, L. Bagging predictors. Mach. Learn. 24, 123–140 (19 , L. Bagging predictors. Mach. Learn. 24, 123–140 (1996). gg
g p
84. Dong, Y., Du, B. & Zhang, L. Target detection based on random forest metric learning. IEEE J. Sel. Top. Appl. Earth Obs. Remote
Sens. 8, 1830–1838 (2015). 5. Shelhamer, E., Long, J. & Darrell, T. Fully convolutional networks for semantic segmentation. IEEE Trans. Pattern Anal. Mach
Intell. 39, 640–651 (2017). 86. Ronneberger, O., Fischer, P. & Brox, T. U-Net: convolutional networks for biomedical image segmentation BT. Medical Image
Computing and Computer-Assisted Intervention – MICCAI 2015. in (eds. Navab, N., Hornegger, J., Wells, W. M. & Frangi, A. F.)
234–241 (Springer, 2015). p
g
7. Badrinarayanan, V., Kendall, A. & Cipolla, R. SegNet: a deep convolutional encoder-decoder architecture for image segmentation
IEEE Trans. Pattern Anal. Mach. Intell. 39, 2481–2495 (2017). 88. Chen, L.-C., Papandreou, G., Kokkinos, I., Murphy, K. & Yuille, A. L. DeepLab: semantic image segmentation with deep convo-
lutional nets, atrous convolution, and fully connected CRFs. IEEE Trans. Pattern Anal. Mach. Intell. 40, 834–848 (2018). y
9. Holschneider, M., Kronland-Martinet, R., Morlet, J. & Tchamitchian, P. A Real-Time Algorithm for Signal Analysis with the Help
of the Wavelet Transform. (Springer, Berlin, 1990). https://doi.org/10.1007/978-3-642-75988-8_28. ception: deep learning with depthwise separable convolutions. In: 90. Chollet, F. Xception: deep learning with depthwise separable convolutions. In: 2017 IEEE Conference on Computer Vision
Pattern Recognition (CVPR), pp. 1800–1807 (2017). https://doi.org/10.1109/CVPR.2017.195.f 1. Chen, L.-C., Papandreou, G., Schroff, F. & Adam, H. Rethinking atrous convolution for semantic image segmentation. in Computer
Vision and Pattern Recognition (2017).i g
2. Rebentrost, P., Mohseni, M. & Lloyd, S. Quantum support vector machine for big data classification. Phys. Rev. Lett. 113, 130503
(2014).hi 3. Hensley, S. et al. The UAVSAR instrument: Description and first results. In: 2008 IEEE Radar Conference, pp. 1–6 (2008). https://
doi.org/10.1109/RADAR.2008.4720722. 93. Hensley, S. et al. The UAVSAR instrument: Description and first results. In: 2008 IEEE Radar Conference, pp. 1–6 (2008). https://
doi.org/10.1109/RADAR.2008.4720722. Acknowledgementsh g
The authors are grateful to the L&S band Airborne SAR Research Announcement (RA) project on Implementa-
tion of Evolutionary Computing Algorithm for Polarimetric SAR Data Processing and Classification (TEC-07)
under the NASA-ISRO Synthetic Aperture Radar (NISAR) mission for providing financial support to carry out
this study. The authors would like to thank NASA/JPL for providing UAVSAR data and it is open access to all at
the URL https://uavsar.jpl.nasa.gov/cgi-bin/data.pl. www.nature.com/scientificreports/ www.nature.com/scientificreports/ 72. Maiti, A., Kumar, S., Tolpekin, V. & Agrawal, S. A computationally efficient hybrid framework for polarimetric calibration of
quad-pol SAR data. Earth Space Sci. 8, 1–22 (2021). 3. Li, L., Zhu, Y., Hong, J., Ming, F. & Wang, Y. Design and implementation of a novel polarimetric active radar calibrator for Gaofen-3
SAR. Sensors 18, 2620 (2018). (
)
4. Shimada, M. Model-based polarimetric SAR calibration method using forest and surface scattering targets. In: 2011 IEEE Inter- (
)
74. Shimada, M. Model-based polarimetric SAR calibration method using forest and surface scattering target
national Geoscience and Remote Sensing Symposium, pp. 3736–3739 (2011). https://doi.org/10.1109/IGA 74. Shimada, M. Model-based polarimetric SAR calibration method using forest and surface scattering targets. In: 2011 IEEE Inter-
national Geoscience and Remote Sensing Symposium pp 3736 3739 (2011) https://doi org/10 1109/IGARSS 2011 6050037 national Geoscience and Remote Sensing Symposium, pp. 3736–3739 (2011). https://doi.org/10.1109/IGARSS.2011.605003 g y
Polarimetric SAR Imaging Theory and Applications (CRC Press, 202 . Yamaguchi, Y. Polarimetric SAR Imaging Theory and Application g
g gh
y
pp
76. Uninhabited Aerial Vehicle Synthetic Aperture Radar (UAVSAR). (2021). https://uavsar.jpl.nasa.gov/cgi-bin/data.pl. 76. Uninhabited Aerial Vehicle Synthetic Aperture Radar (UAVSAR). (2021). https://uavsar.jpl.nasa.gov/cgi bin/data.pl. 77. Yamaguchi, Y., Moriyama, T., Ishido, M. & Yamada, H. Four-component scattering model for polarimetric SAR image decomposi- 77. Yamaguchi, Y., Moriyama, T., Ishido, M. & Yamada, H. Four-component scattering model for polarimetric SAR image decom
tion. IEEE Trans. Geosci. Remote Sens. 43, 1699–1706 (2005). (
)
78. Singh, G., Yamaguchi, Y. & Park, S. General four-component scattering power decomposition with unitary transformation of
coherency matrix. IEEE Trans. Geosci. Remote Sens. 51, 3014–3022 (2013).h y
79. Gabor, D. Theory of communication. Part 1: the analysis of information. J. Inst. Electr. Eng.—Part III Radio Commun. Eng
429–441 (1946). 80. Deng, G. & Cahill, L. W. An adaptive Gaussian filter for noise reduction and edge detection. In: 1993 IEEE Conference Record
Nuclear Science Symposium and Medical Imaging Conference, vol. 3, pp. 1615–1619 (1993). https://doi.org/10.1109/NSSMIC.
1993.373563. 81. Dong, Y., Li, M. & Li, J. Image retrieval based on improved Canny edge detection algorithm. In: Proceedings 2013 International
Conference on Mechatronic Sciences, Electric Engineering and Computer (MEC), pp. 1453–1457 (2013). https://doi.org/10.1109/
MEC.2013.6885296. 82. Canny, J. A Computational approach to edge detection. IEEE Trans. Pattern Anal. Mach. Intell. 6, 679–698 (1986). 83 B i
L B
i
di
M
h L
24 123 140 (1996) 82. Canny, J. References & Park, S.-E. Comparative analysis of polarimetric SAR calibration methods. Remote Sens. 10, 2060 (2018). g
p
y
p
70. Villa, A., Iannini, L., Giudici, D., Monti-Guarnieri, A. & Tebaldini, S. Calibration of SAR Polarimetric images by means of a covari-
ance matching approach. IEEE Trans. Geosci. Remote Sens. 53, 674–686 (2015). g pp
(
)
1. Kim, J. S., Papathanassiou, K. P., Scheiber, R. & Quegan, S. Correcting distortion of polarimetric SAR data induced by ionospheric
scintillation. IEEE Trans. Geosci. Remote Sens. 53, 6319–6335 (2015). https://doi.org/10.1038/s41598-021-94422-y Scientific Reports | (2021) 11:15365 | Author contributions A.K., R.G., and S.K. carried out the whole experiment and prepared the manuscript with equal contribution. N.B. worked on the annotation of the dataset. A.K., S.K., and M.P. supervised the research work. All the authors
contributed to review the manuscript. contributed to review the manuscript. Competing interests
The authors declare no competing interests. Additional information
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Strategic Planning, Implementation, and Evaluation Processes in Hospital Systems: A Survey From Iran
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Global journal of health science
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Global Journal of Health Science; Vol. 7, No. 2; 2015
ISSN 1916-9736 E-ISSN 1916-9744
Published by Canadian Center of Science and Education Global Journal of Health Science; Vol. 7, No. 2; 2015
ISSN 1916-9736 E-ISSN 1916-9744
Published by Canadian Center of Science and Education Abstract Aim & Background: Strategic planning has been presented as an important management practice. However,
evidence of its deployment in healthcare systems in low-income and middle-income countries (LMICs) is
limited. This study investigated the strategic management process in Iranian hospitals. Methods: The present study was accomplished in 24 teaching hospitals in Tehran, Iran from September 2012 to
March 2013. The data collection instrument was a questionnaire including 130 items. This questionnaire
measured the situation of formulation, implementation, and evaluation of strategic plan as well as the
requirements, facilitators, and its benefits in the studied hospitals. Results: All the investigated hospitals had a strategic plan. The obtained percentages for the items “the rate of
the compliance to requirements” and “the quantity of planning facilitators” (68.75%), attention to the stakeholder
participation in the planning (55.74%), attention to the planning components (62.22%), the status of evaluating
strategic plan (59.94%) and the benefits of strategic planning for hospitals (65.15%) were in the medium limit. However, the status of implementation of the strategic plan (53.71%) was found to be weak. Significant
statistical correlations were observed between the incentive for developing strategic plan and status of evaluating
phase (P=0.04), and between status of implementation phase and having a documented strategic plan (P=0.03). Conclusion: According to the results, it seems that absence of appropriate internal incentive for formulating and
implementing strategies led more hospitals to start formulation strategic planning in accordance with the legal
requirements of Ministry of Health. Consequently, even though all the investigated hospital had the documented
strategic plan, the plan has not been implemented efficiently and valid evaluation of results is yet to be achieved. rds: strategic planning, strategic implementation, strategic evaluation, strategic control, hospital, Iran Keywords: strategic planning, strategic implementation, strategic evaluation, strategic control, hospital, Iran
1. Introduction Strategic Planning, Implementation, and Evaluation Processes in
Hospital Systems: A Survey From Iran Jamil Sadeghifar1, Mehdi Jafari1, Shahram Tofighi2, Hamid Ravaghi1,3 & Mohammad Reza Maleki1
1 Department of Health Services Management, School of Health Management and Information Sciences, Iran
University of Medical Sciences, Tehran, Iran 2 Health Management Research Centre, Baqiyatallah University of Medical Sciences, Tehran, Iran
3 Health Management and Economics Research Center, Iran University of Medical Sciences, Tehran, Iran
Correspondence: Mehdi Jafari, Department of Health Services Management, School of Health Management and
Information Sciences, Iran University of Medical Sciences, No 6, Rashid Yasemi st., Vali-e-asr Ave., Tehran
1995614111, Iran. E-mail: mjafari@iums.ac.ir Health Management and Economics Research Center, Iran University of Medical Sciences, Tehran, Iran
Correspondence: Mehdi Jafari, Department of Health Services Management, School of Health Management and
Information Sciences, Iran University of Medical Sciences, No 6, Rashid Yasemi st., Vali-e-asr Ave., Tehran
1995614111, Iran. E-mail: mjafari@iums.ac.ir Received: July 12, 2014 Accepted: September 1, 2014 Online Published: September 28, 2014
doi:10.5539/gjhs.v7n2p56 URL: http://dx.doi.org/10.5539/gjhs.v7n2p56 1. Introduction In recent years, improving the quality of health services has attracted the attention of many scientific
investigations (Arah et al., 2003). The phases that healthcare organizations routinely follow for improvement of
services provision quality are setting priorities, establishing sustainable processes and determining an appropriate
framework to implement the initiative programs (Glickman, Baggett, Krubert, Peterson, & Schulman, 2007;
Rütten, Röger, Abu-Omar, & Frahsa, 2009). On the other hand, increasing global competition has led these
organizations to re-engineering of business processes as a means to ensure efficiency, effectiveness and
ultimately their success (Jafari, Bastani, Ibrahimipour, & Dehnavieh, 2012). One of the most effective strategies
for the success of organizations is running the strategic planning. It is one of the most common managerial
practices in healthcare provider organizations, largely in the form of research articles that have not been
evaluated. Evidence-based management seems inevitable in these organizations to conduct investigations on
such common practice (Kaissi, Begun, & Welson, 2008). Strategic planning is the systematic process whereby an organization creates a document indicating the way it 56 Global Journal of Health Science Vol. 7, No. 2; 2015 www.ccsenet.org/gjhs plans to progress from its current situation to the desired future situation (Perera & Peiró, 2012). According to
Swayne, Duncan, and Ginter (2006), strategic planning is a set of processes, which help in identifying the future
desired by the organization and to developing guidelines for making the decisions leading to such a future
(Swayne, Duncan, & Ginter, 2006). Strategic planning integrates main objectives, policies and associated
activities in an individual organization as a whole. A strategy based on the shortcomings and the competence
within the enterprise can anticipate changes in the environment, and can be helpful for allocation of enterprise
resources in a unique and valuable way (Mintzberg, Quinn, & Ghoshal, 1998). Successful strategic planning necessitates development of the plan in right manner, as well as appropriate
implementation, accurate and on-time evaluation of the results, possibly through the Strategic Control System
(SCS). The SCS involves tracking strategies to action, identifying the problems or changes in necessary
strategies and reforms. Senior manager must constantly ask himself/herself whether the organization is moving
in the right direction or not, and if the assumptions about the intended major trends and changes in the
environment are correct. Such questions need to set the strategic controls (Pearce & Robinson, 2007). 2.1 Sample The research was conducted on the teaching hospitals affiliated with Tehran University of Medical Sciences
(TUMS) and Iran University of Medical Sciences (IUMS) in Tehran (N = 26). There are three large medical
universities in Tehran that cover medical services through governmental and teaching hospitals. The TUMS and
IUMS have 17 and 10 teaching hospitals, respectively. Three hospitals refused to participate in the study; thus,
the study was done on 24 hospitals. From the studied hospitals, a total of 8 hospitals were general and 16
hospitals were specialized. 1. Introduction Evidence of strategic planning in low-income and middle-income countries (LMICs) is very low (El-Jardali,
Jamal, Abdallah, & Kassak, 2007). Compared with high-income countries, healthcare environment in LMIC is
more complex, dynamic and challenging (Mills, Brugha, Hanson, & McPake, 2002) where resources are
generally more limited. Thus, the need for strategic planning in these countries should be understood to a larger
degree. Saleh et al. (2013) in research on strategic planning processes and their relation to the financial
performance of hospitals in Lebanon examined six dimensions including having a plan, plan development, plan
implementation, responsibility of planning activities, governing board involvement, and physicians’ involvement
as components of the strategic planning process (Saleh, Kaissi, Semaan, & Natafgi, 2013). In a research study,
among hospitals in Texas, Kaissi et al. (2008) demonstrated that 87% of the hospitals had a strategic plan, and
concluded that three dimensions including having a strategic plan, assigning the Chief Executive Officer (CEO)
for the plan, and involving the board are positively associated with financial performance (Kaissi et al., 2008). Iran as a LMIC is an ancient country located in the Middle East, a region between Asia, Europe, and Africa. The
Iranian healthcare system is pluralistic and fragmented because of the public-private mixture in financing and
provision of health services. At the national level, Ministry of Health is exercising the governance,
policy-making, planning, financing and steering the programs. At the provincial level, the Universities of
Medical Sciences and Health Services are responsible for provision of health services, including the
environmental health (Mehrdad, 2009). It should be noted that according to the Iranian national accreditation system (effective from 2010); hospitals are
required to have a strategic plan that indicates future directions of the hospital (Jafari et al., 2010). Although
having a strategic plan is an overarching national health initiative, this study went beyond the requirement of
having a strategic plan to assess the actual process and identify the stakeholders involved in the strategic
planning within hospitals. The goal of this study was to explore the process of formulation, implementation and
evaluation of strategic plans in all the teaching hospitals affiliated of Iran and Tehran Universities of Medical
Sciences. 2.2 Data Collection The data gathering tool was a questionnaire developed by the authors based on the literature review (Kaissi et al.,
2008; Poister & Streib, 2005) and expert opinion. The questionnaire consisted of 130 questions and its validity
was confirmed by seven experts in the field of strategic planning. The questionnaire included the following
sections and questions: - Demographic variables (9 items): Specialty of hospital, number of bed, number of employees, hospital age,
grade evaluation, field of study and education degree of hospital manager, the number and composition of the
strategic planning committee. 57 Global Journal of Health Science Vol. 7, No. 2; 2015 www.ccsenet.org/gjhs - Requirements and Facilitators of Strategic management (7 items): management systems deployed in hospital,
using a consultant in strategic planning, having a strategic planning committee, activation of strategic planning
committee, having a documented strategic plan, review of the strategic plan, and incentive for developing
strategic plan. - The strategic planning phase: extent of stakeholders’ contribution (chief of hospital, hospital manager,
assistants and matron, clinical departments officials, officials of the supportive sections, staff at operational
levels, external stakeholders, representatives of patient/donor, representative of university) in the strategic
planning process in 5 dimensions including participation in meetings, provision of the required information,
provision of the initial ideas, provision of reformed and completive suggestions for plan development,
presentation of gathering and documentation of plan (45 items), and the extent of attention to various
components of the strategic planning (15 items). - The strategic implementation phase: the components of the budget allocation based on strategic priorities (6
items) and taking action based on the strategic plan (7 items). - The strategic implementation phase: the components of the budget allocation based on strategic priorities (6
items) and taking action based on the strategic plan (7 items). The Strategic evaluation phase: status of using indicators for achieving goals (15 items). - The Strategic evaluation phase: status of using indicators for achieving goals (15 items). - The benefits of the strategic planning (25 items) and a question to determine the level of strategic planning
usage in hospitals. The scale used for the questions relating to the requirements and facilitator of strategic management was
“yes/no”, with a range of weak (0-6), to moderate (7-9) and good (12-10). 2.2 Data Collection For the remaining questions, the
5-degree scale (5: very good to 1: very low) and triple range from weak (0-2.50), to moderate (2.51-4) and good
(4.01-5) were used to analyze and interpret the answers. In order to unifying the scorings, the calculated scores in
both the requirements and the strategic management process have been changed based on 100% and classified as
following, Low: 0 to ≤ 50- Moderate: greater than 50% to ≤ 80 - Good: greater than 80%. Data were collected by the researchers at the studied hospitals and the questionnaire was completed by the
investigator in the form of interview. In each hospital, the key person/persons with the greatest involvement and
awareness of the hospital's strategic plan were interviewed. Job status of persons that participated in this study in
the investigated hospitals included quality improvement officer (13 hospitals), hospital affairs expert (4
hospitals), clinical governance officer (2 hospitals), hospital manager, Research and Development executive
(R&D), clinical supervisor, and systems and procedures officer. Objectives of the study were explained to the
participants, and to confirm the accuracy of answers, the documents available in the hospitals were also studied
if further review required. 2.4 Ethical Issues This study was approved by Ethics Committee of Iran University of Medical Sciences Research. The main
ethical issue was respondents’ right to self-determination, anonymity and confidentiality. The questionnaires
were distributed among participants with a participant information sheet, explaining the nature of study. The
consent was taken verbally from the participants. The questionnaire data were kept confidential and the
respondents were assured of their right to withdraw at any time. The respondents’ names were not recorded on
the questionnaire; thus, the data were rendered anonymously. 2.3 Data Analysis Data analysis was performed using the Statistical Package for the Social Sciences (SPSS) software, version 18.0. In this study, the strategic management requirements included 10 variables (defined in Table 2) as the
independent variables, that all of them have a two-way scale. Furthermore, the strategic management process
(including planning, implementation and evaluation) has been considered as the dependent variables. Therefore,
in order to compare the mean of the differences between the dimensions of strategic management with against
the requirements, we used the t-test (Table 4). 3. Results All the studied hospitals were medical and teaching as national referral hospitals in Tehran providing medical
and educational services. More than two-thirds of the hospitals were specialized and most of them had one
evaluation degree. Establishment age of most of the hospitals was more than 30, half of them had more than 200
beds and about one-third had more than 500 employees. Most hospital managers had a Master's degree in health
services management. 58 Global Journal of Health Science Vol. 7, No. 2; 2015 www.ccsenet.org/gjhs Table 1. Characteristics of hospitals and hospital managers
Variables
n
%
Type of hospital
General
7
29.2
Specialized
17
70.8
Evaluation degree
Excellent degree
6
25
One degree
18
75
Number of beds
Less than 200
12
50.0
201 to 500
10
41.7
More than 501
2
8.3
Hospital age
Less than 30
2
8.3
31 to 50
9
37.5
More than 51
13
54.2
Number of staff
Less than 500
15
62.5
More than 501
9
37.5
Manager's level of education
BSc. 2
8.3
MSc. 11
45.8
Professional Doctorate
4
16.7
Ph.D. 7
29.2
Manager's field of education
Health Services Management
14
58.3
Others
10
41.7 From all the surveyed hospitals, about one-third had carried out the quality management system i.e. the
International Organization for Standardize (ISO 9000) and European Fundamental for Quality Management
(EFQM). All the hospitals are currently implementing national programs of accreditation and clinical governance
requirements. The Balanced Scorecard method (BSC) was not considered in 15 hospitals (62.5%), while it is
running in 9 hospitals (37.5%). More than half of the hospitals had a consultant for strategic planning. The
majority of hospitals had a strategic planning committee; that is more than half of them have an active committee
with monthly meeting. In more than half of the hospitals, members of strategic planning committee are between
5 to 9 persons. All the hospitals have a documented strategic plan and in the majority of them, plan review was carried out. Most hospitals developed the strategic plan as a legal requirement of the Ministry of Health, while a limited
number introduced improvement in performance and future prediction as an incentive for developing strategic
plan. 59 Global Journal of Health Science Vol. 7, No. 2; 2015 www.ccsenet.org/gjhs Table 2. 3. Results Situation of strategic management process requirements and facilitators
Variables
n
%
Employing consultant
Yes
14
58.3
No
10
41.7
Employing ISO 9001
Yes
7
29.2
No
17
70.8
Employing EFQM
Yes
8
33.3
No
16
66.7
Having a strategic planning committee
Yes
20
83.3
No
4
16.7
Active strategic planning committee
Yes
12
60.0
No
8
40.0
Strategic planning committee members
5 to 9
11
55.0
More than 10
9
45.0
Having a documented strategic plan
Once
11
45.8
More than once
13
54.2
Having revision in strategic plan
Yes
19
79.2
No
5
20.8
Incentive for developing strategic planning
Legal driven
15
62.5
Improvement driven
9
37.5
Employing Balanced Scorecard (BSC)
Yes
9
37.5
No
15
62.5 In relation to the requirements and facilitators of strategic planning, most hospitals (n=15) have a moderate
status. About developing strategic plan, two distinct dimensions were studied. They were stakeholder
participation in strategic planning with an average score of 55.7%, and attention to the strategic planning
components with an average score of 62.2% (moderate). Implementation of strategic plan consisted of two
components. They were budget allocation based on the strategic priorities and action based on the strategic plan. Status of the studied hospitals with an average score of 53.71% was much weaker than other areas and half of the
hospitals were weak in this area. Regarding the evaluation of strategic plan, using indicators for objectives
achievement was studied and the average score of 59.94% reflected moderate status of the studied hospitals. 60 Global Journal of Health Science Vol. 7, No. 2; 2015 www.ccsenet.org/gjhs Table 3. 3. Results Situation of strategic planning process, requirements, facilitators and benefits
Variables
n
%
Mean
SD
Requirements and facilitators of the strategic planning
Weak
4
16.7
68.75
15.59
Moderate
15
62.5
Good
5
20.8
Responsibility for strategic plan
Weak
9
37.5
55.74
12.27
Moderate
14
58.3
Good
1
4.2
Documenting the strategic plan
Weak
2
8.3
62.22
10.85
Moderate
20
83.3
Good
2
8.3
Implementing the strategic plan
Weak
12
50.0
53.71
17.08
Moderate
11
45.8
Good
1
4.2
Evaluating the strategic plan
Weak
6
25.0
59.94
17.94
Moderate
14
58.3
Good
4
16.7
Benefits of the strategic planning
Weak
3
12.5
65.15
14.20
Moderate
17
70.8
Good
4
16.7 The results of the statistical analysis indicate a significant correlation between the incentive for developing of
strategic plan and evaluation of strategic plan (P<0.04); that is the hospitals with incentive such as performance
improvement attempted to develop a strategic plan and evaluate strategic plan more effectively. Also, a
significant correlation was observed between having a documented strategic plan and implementation of plan
(P<0.03). Among other requirements and facilitators, the strategic planning process and planning,
implementation and evaluation showed no significant statistical correlation. 61 Global Journal of Health Science Vol. 7, No. 2; 2015 www.ccsenet.org/gjhs Table 4. 3. Results Relationship between strategic planning (SP) requirements and facilitators with planning,
implementation, and evaluation phases
Variables
Planning
phase
Implementation
phase
Evaluation
phase
Totally
M±SD
F
Sig M±SD
F
Sig M±SD
F
Sig M±SD
F
Sig
Employing consultant
No
60.3±12.5
.97
.33
54.3±17.5
.00
.97
56.6±15.0
1.2 .27
58.7±11.9
.00 .94
Yes 63.5±9.7
53.2±17.4
62.2±19.9
61.8±10.9
Employing ISO 9001
No
60.8±10.3
.23
.63
50.7±15.7
.32
.57
59.8±14.8
2.8 .10
59.1±10.2
1.9 .18
Yes 65.5±12.0
60.8±19.2
60.1±25.3
63.9±13.5
Employing
EFQM
No
60.1±10.5
.00
.94
51.0±15.4
.33
.56
57.3±16.8
.12 .73
58.2±10.6
.18 .67
Yes 66.4±10.9
59.0±19.9
65.1±20.1
65.1±11.7
Having a SP committee
No
59.0±4.1
2.9
.09
41.9±21.1
.16
.68
47.0±14.4
.27 .60
54.4±5.3
2.8 .10
Yes 62.8±11.7
56.0±15.7
62.5±17.7
61.7±11.8
Active SP committee
No
56.9±9.0
.05
.81
54.1±19.9
2.4
.13
55.8±18.5
.00 .98
56.3±10.3
.13 .71
Yes 67.5±10.1
53.3±14.5
64.0±17.1
64.8±10.8
Having revision in SP
No
57.9±5.2
2.2
.14
47.0±14.9
1.0
.31
53.8±22.7
.86 .36
55.6±8.4
1.1 .29
Yes 63.3±11.7
55.4±17.5
61.5±16.8
61.8±11.7
Incentive for
developing of SP
No
60.2±9.6
.64
.43
49.4±15.3
.47
.49
54.3±13.5
4.4 .04
57.6±9.1
2.7 .11
Yes 65.5±12.4
60.8±18.3
69.3±21.0
65.5±13.1
Having a
documented SP
No
58.6±9.2
1.3
.26
47.9±12.2
5.1
.03
58.3±15.4
.99 .32
57.0±7.7
2.9 .10
Yes 65.2±11.5
58.5±19.4
61.3±20.3
63.5±12.5 4. Discussion Making a vision/study to forecast the future, assess the strength and weakness points and check the threats and
opportunities have attracted the highest attention. However, assessing the feasibility of proposed strategies,
competitive differentiation, understanding the concerns and needs of stakeholders, clarifying the rules and
regulations of organizations and understanding customers' demands and community needs was considered the
least. The status of strategic plan implementation in the form of budget allocation based on the strategic priorities and
doing action according to the strategic plan was poor. Accordingly, in most of the studied hospitals, the
university did not review annual budget based on the hospital's strategic objectives. Moreover, hospital managers
and authorities did not request budget based on the strategic plan. There was relatively minor attempt to identify
and attract new financial resources to achieve the hospital's strategic objectives. This is largely associated with
the allocation of governmental budgets to hospitals. Although the administrators and departments authorities in the studied hospitals are responsible for
implementation of certain goals associated with the strategic plan, annual evaluation is not practiced based on the
achievement of strategic objectives in most of the hospitals, and annual reward in most of the hospitals is not
adjusted based on the rate of participation of different wards/individuals in achieving the strategic objectives. In
majority of the hospitals, the responsibility for implementing the strategic plan is not assigned to the hospital
manager and the annual evaluation is not done based on the achievement of strategic objectives. Unfortunately,
hospitals in Iran, only in the formulation of strategic plan efforts to be acted based on existing scientific models
and frameworks and in connection with the implementation of the plan are treated merely as traditional. In
evaluations of MOH on the hospital's strategic plan, the implementation of the action plan is not considered
significantly. In most of the studied hospitals, the rates of goals and projects progress derived from the strategic plan are
regularly evaluated, and indicators of goal achievement are reviewed at certain time intervals and when
necessary. In some hospitals, cause and effect relationship and balance between the indicators are considered. Analysis of measured values obtained from the indicators is done in limited range. The comparison the measured
values with previous values, specified standards, and values of similar hospitals rarely done. 4. Discussion In the present study, status of the formulation, implementation and evaluation of strategic plan in all the teaching
hospitals affiliated with two major Medical Universities in Iran was investigated. The results showed that all the
studied hospitals had strategic plan as a requirement of the national accreditation system; however, the strategic
management was not conceptualized in these centers. Consequently, strategy implementation and particular
activities related to the strategic control is not seen systematically. Ideally, the strategic planning process involves all levels of managerial and operational of organization. Undoubtedly, the board of trustees in every organization has the primary responsibility to carry out the strategic
planning. Through establishing key policy targets, the board should play a critical role in complex and extensive
planning process (Cleverley & Cameron, 2007). In the present study, influential stakeholders, including hospital
chief as a representative of physicians’ community, staff of operational levels, external stakeholders,
representatives of patient/donor, and the representative of university had very little participation in the
formulation of strategic plan. Due to the changing environment of healthcare delivery, physicians not only
required to learn strategic planning and be involved in formulating it, but also they should, by engaging actively
in the implementation of programs, have an effective role in achieving the organizational objectives (Schwartz,
& Pogge, 2000). The study of Khajavi et al. (2009) in Iran showed that physicians’ skills in strategic thinking
and planning are in a low level (Khajavi, Vatankhah, Maleki, Barati, Alami, & Heyrani, 2012). Schwartz and
Pogge believed that the acquiring such skills requires a systematic and ongoing training (Schwartz & Cohn,
2002). Executive administrator, assistants, matron, supervisors of clinical and supportive departments had appropriate
participation in the formulation of strategic plan. It seems essential that key informants at various levels of
within and outside of the organization have effective and adequate participation in formulating a strategic plan. In the study by Saleh et al. (2013) at Lebanon hospitals, the extent of participation of doctors and broad in
formulating strategic plan was determined as moderate. Also, in the Amer et al. study at Texas hospitals, the
board involvement in formulating strategic plan was reported to be medium (Kaissi et al., 2008). 62 Vol. 7, No. 2; 2015 Global Journal of Health Science www.ccsenet.org/gjhs Based on the findings, attention to various elements of strategic planning was at medium and high levels. 4. Discussion Reporting the
indicator values to the university, the community and stakeholders as well as design and performing appropriate
interventions for improvement of performance are limited. Benchmarking of goal achievement indicators to
ensure the effectiveness of strategic projects is limited in other hospitals. In the Mihic et al. study (2012), it is
also indicated that healthcare organizations in Serbia attempt to formulate a strategic plan in appropriate manner,
however, the monitoring and control of strategies implementation are not based on an scientific method (Mihic,
Obradovic, Todorovic, & Petrovic, 2012). The present results indicate that in cases that hospitals have attempted to establish standards of ISO 9001, status
of evaluation strategic plan is more appropriate because of regular and systematic processes and activities as well
as observance of documentation principles. According to Rusjan and Alic (2010), where ever the BSC model has
been established as the strategic management tool, employing the quality management system (ISO 9001 QMS),
has a positive impact on the strategic objectives of organization in four perspectives including customer
satisfaction, financial results, internal processes, and learning and growth, (Rusjan & Alic, 2010). Also, using of
BSC model in combination with EFQM, as an organizational excellence model, can lead to improvement in
developing and implementing strategies in the healthcare provider organizations (Groene, Brandt, Schmidt, &
Moeller, 2009). Both of these models can be considered as quality management tools, in the same way that it
proposed for Spanish hospitals as an integrated management approach (Tejedor, 2009). It is essential to these
excellence and quality management systems to be integrated within the organization strategic management. This
initiative can be an interesting issue for future studies in the field of strategic management in hospital systems. Finally, most of the studied hospitals something such as focus of hospital instructions on strategic issues,
formation of an authentic sense of the hospital missions in community, clear definition of hospital priorities,
providing training and development opportunities for all employees and provide high quality services have
brought up as most important benefits of strategic management. Stating these benefits is in the condition which
the studied hospitals mainly have worked well in the strategic planning, while implementation and evaluation of
strategies in these hospitals is seriously impaired. Author’s Contribution Study concept and design: Sadeghifar, Jafari, Tofighi, Ravaghi, and Maleki. Statistical analysis and interpretation
of data: Sadeghifar, Tofighi, and Jafari. Drafting of the manuscript: Sadeghifar and Jafari. Critical revision of the
manuscript: Tofighi, Ravaghi and Maleki. 6. Limitation This study had some potential limitations that may affect the results. The study was limited to hospitals of two
universities in a single city. Therefore, generalizability of the results can be considered as a limitation of the
present study. The findings were solely results of a research study and possibly more specialized investigation of
these hospitals for strategic planning process will show the most precise results. Another limitation of this study
is lack of literature particularly at international level to compare the results. In comparison to other Iranian
hospitals, the studied hospitals have a higher proportion of governmental ownership, which limits generalizations
of results. 5. Conclusion MOH requires Iranian hospitals have documented strategic plan in order to obtain points of accreditation. Hence,
a strategic plan leads to performance improvement and increase in quality of care in hospitals. This is supported 63 Global Journal of Health Science Vol. 7, No. 2; 2015 www.ccsenet.org/gjhs by our finding that the majority of studied hospitals had documented strategic plan. However, levels of
development, implementation and evaluation of plans are moderate. The movement toward excellence, success,
and favorable results depends on progress in these fields. The inappropriate status of three dimensions of
strategic management in the studied hospitals can be attributed to insufficient knowledge about the terminology
and process of strategic management, shortage of time to participate, poor beliefs on strategic management,
administrative structure characterized by aversion plan, elitism sub-culture, and serious defect in teamwork,
distrust in the external environment, and the centralized structure of MOH in notification of the programs. It seems for resolving these problems and acquiring the benefits of strategic management in hospital systems in
middle income countries, such as Iran, and low income countries, the authorities should attempt in short and long
terms levels. A basic action to reduce many of these problems is creating the culture of program-based
strategizing the organization, started in the high levels of the Ministry of Health, and then be flooded within the
hospital systems. In the short term, the potentials of the Hospitals’ Accreditation National Program can be
employed, and provide sufficient and appropriate training on the concept and on the process of strategic
management then provide appropriate financial and non-financial incentives, in order to move hospitals towards
centralized planning and strategic thinking. To resolve these problems, the focus of future studies on the identification of infrastructure required for
strategizing hospitals and being successful in implementing strategic management system, and on identifying the
potential barriers for deployment strategies and evaluating results is recommended. The authors declare no conflict of interest. The authors declare no conflict of interest. Acknowledgement This study was part of a PhD thesis supported by Iran University of Medical Sciences (grant No.:
IUMS/SHMIS-2012/527). We would like to extend our gratitude to the participants in the teaching hospitals of
IUMS and TUMS, and Sayyed Morteza Hosseini Shokouh for his valuable assistance in data analysis. Jafari, G., et al. (2010). Hospital accreditation standards in Iran. Tehran, Iran: Seda publication. Physician leadership: essential skills in a changing environment. The
American journal of surgery, 180(3), 187-192. Swayne, L. E., Duncan, W. J., & Ginter, P. M. (2006). Strategic management of health care organizations. Blackwell Publishing: Malden, MA. Swayne, L. E., Duncan, W. J., & Ginter, P. M. (2006). Strategic management of health care organizations. Blackwell Publishing: Malden, MA. Tejedor, J. P. (2009). On the ultimate goal of management in Spanish hospitals. Gaceta Sanitaria, 23(2), 148-157. http://dx.doi.org/10.1590/S0213-91112009000200014 Tejedor, J. P. (2009). On the ultimate goal of management in Spanish hospitals. Gaceta Sanitaria, 23(2), 148-157. http://dx.doi.org/10.1590/S0213-91112009000200014 Tejedor, J. P. (2009). On the ultimate goal of management in Spanish hospitals. Gaceta Sanitaria, 23(2), 148-157. http://dx.doi.org/10.1590/S0213-91112009000200014 Jafari, G., et al. (2010). Hospital accreditation standards in Iran. Tehran, Iran: Seda publication. Jafari, G., et al. (2010). Hospital accreditation standards in Iran. Tehran, Iran: Seda publication Jafari, M., Bastani, P., Ibrahimipour, H., & Dehnavieh, R. (2012). Attitude of health information system
managers and officials of the hospitals regarding the role of information technology in reengineering the
business procedures: A qualitative study. Health MED, 6(1), 208-215. Kaissi, A. A., Begun, J. W., & Welson, T. (2008). Strategic planning processes and hospital financial
performance. Journal of Healthcare Management, 53(3), 197-208. Khajavi, A., Vatankhah, S., Maleki, M. R., Barati, A., Alami, A., & Heyrani, A. (2012). Conceptual skill in
physicians: An overlooked basic competency. HealthMed, 6(10). Mehrdad, R. (2009). Health system in Iran. JMAJ, 52(1), 69-73. Mihic, M. M., Obradovic, V. L., Todorovic, M. L., & Petrovic, D. C. (2012). Analysis of implementation of the
strategic management concept in the healthcare system of Serbia. Health Med, 6(10). Mills, A., Brugha, R., Hanson, K., & McPake, B. (2002). What can be done about the private health sector in
low-income
countries? Bulletin
of
the
World
Health
Organization,
80(4),
325-330. http://dx.doi.org/10.1590/S0042-96862002000400012 Mintzberg, H., Quinn, J. B., & Ghoshal, S. (1998). The strategy process. Revised European edition, Englewood
Cliffs, NJ: Prentice Hall. Pearce, J. A., & Robinson, R. B. (2007). Strategic management: Formulation, implementation, and control. The
University of Oklahoma, Irwin. Perera, F. P. R., & Peiró, M. (2012). Strategic Planning in Healthcare Organizations. Revista Española de
Cardiología (English Edition), 65(8): 749-754. http://dx.doi.org/10.1016/j.rec.2012.04.004 Poister, T. H., & Streib, G. (2005). Elements of strategic planning and management in municipal government:
Status
after
two
decades. Public
administration
review,
65(1),
45-56. http://dx.doi.org/10.1111/j.1540-6210.2005.00429.x Rusjan, B., & Alic, M. (2010). Capitalising on ISO 9001 benefits for strategic results. International Journal of
Quality & Reliability Management, 27(7), 756-778. Rütten, A., Röger, U., Abu-Omar, K., & Frahsa, A. (2009). Assessment of organizational readiness for health
promotion policy implementation: test of a theoretical model. Health Promotion International, 24(3),
243-251. http://dx.doi.org/10.1093/heapro/dap016 Saleh, S., Kaissi, A., Semaan, A., & Natafgi, N. M. (2013). Strategic planning processes and financial
performance among hospitals in Lebanon. The International Journal of Health Planning and Management,
28, 34-45. http://dx.doi.org/10.1002/hpm.2128 Schwartz, R. W., & Cohn, K. H. (2002). The necessity for physician involvement in strategic planning in
healthcare organizations. The American journal of surgery, 184(3), 269-278. Schwartz, R. W., & Pogge, C. (2000). Physician leadership: essential skills in a changing environment. The
American journal of surgery, 180(3), 187-192. Schwartz, R. W., & Pogge, C. (2000). References Arah, O. A., Klazinga, N., Delnoij, D., Ten Asbroek, A., & Custers, T. (2003). Conceptual frameworks for health
systems performance: a quest for effectiveness, quality, and improvement. International Journal for Quality
in Health Care, 15(5), 377-398. http://dx.doi.org/10.1093/intqhc/mzg049 Cleverley, W. O., & Cameron, A. E. (2007). Essentials of Healthcare Finance. Jones & Bartlett Learning:
Sudbury, Massachusetts. El-Jardali, F., Jamal, D., Abdallah, A., & Kassak, K. (2007). Human resources for health planning and
management in the Eastern Mediterranean region: facts, gaps and forward thinking for research and policy. Human Resources for Health, 5(1), 9. http://dx.doi.org/10.1186/1478-4491-5-9 Glickman, S. W., Baggett, K. A., Krubert, C. G., Peterson, E. D., & Schulman, K. A. (2007). Promoting quality:
the health-care organization from a management perspective. International Journal for Quality in Health
Care, 19(6), 341-348. http://dx.doi.org/10.1093/intqhc/mzm047 Groene, O., Brandt, E., Schmidt, W., & Moeller, J. (2009). The Balanced Scorecard of acute settings:
development process, definition of 20 strategic objectives and implementation. International Journal for
Quality in Health Care, 21(4), 259-271. http://dx.doi.org/10.1093/intqhc/mzp024 64 Global Journal of Health Science Vol. 7, No. 2; 2015 www.ccsenet.org/gjhs Copyrights Copyright for this article is retained by the author(s), with first publication rights granted to the journa Copyright for this article is retained by the author(s), with first publication rights granted to the journal. This is an open-access article distributed under the terms and conditions of the Creative Commons Attribution
license (http://creativecommons.org/licenses/by/3.0/). This is an open-access article distributed under the terms and conditions of the Creative Commons Attribution
license (http://creativecommons.org/licenses/by/3.0/). 65
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Eight Weeks Later—The Unprecedented Rise of 3D Printing during the COVID-19 Pandemic—A Case Study, Lessons Learned, and Implications on the Future of Global Decentralized Manufacturing
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Received: 18 May 2020; Accepted: 14 June 2020; Published: 16 June 2020 Abstract: The eruption of the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)
(corona virus disease, COVID-19) in Wuhan, China, and its global spread has led to an exponentially
growing number of infected patients, currently exceeding over 6.6 million and over 390,000 deaths as
of the 5th of June 2020. In this pandemic situation, health systems have been put under stress, and the
demand for personal protective equipment (PPE) exceeded the delivery capabilities of suppliers. To address this issue, 3D printing was identified as a possible solution to quickly produce PPE items
such as face shields, mask straps, masks, valves, and ear savers. Around the world, companies,
universities, research institutions, and private individuals/hobbyists stepped into the void, using their
3D printers to support hospitals, doctors, nursing homes, and even refugee camps by providing
them with PPE. In Germany, the makervsvirus movement took up the challenge and connected
thousands of end users, makers, companies, and logistic providers for the production and supply of
face shields, protective masks, and ear savers. The Karlsruhe Institute of Technology (KIT) also joined
the makervsvirus movement and used its facilities to print headbands for face shield assemblies
and ear savers. Within this paper, the challenges and lessons learned from the quick ramp up of a
research laboratory to a production site for medium-sized batches of PPE, the limitations in material
supply, selection criteria for suitable models, quality measures, and future prospects are reported and
conclusions drawn. Keywords: COVID-19; pandemic; 3D FFF printing; personal protective equipment (PPE); zero
lead-time; customized mass production; quality assessment; makervsvirus applied
sciences applied
sciences Eight Weeks Later—The Unprecedented Rise of 3D
Printing during the COVID-19 Pandemic—A Case
Study, Lessons Learned, and Implications on the
Future of Global Decentralized Manufacturing Tobias Mueller
, Ahmed Elkaseer *
, Amal Charles
, Janin Fauth, Dominik Rabsch,
Amon Scholz, Clarissa Marquardt, Katja Nau and Steffen G. Scholz j
* Correspondence: ahmed.elkaseer@kit.edu; Tel.: +49-0721-608-25754 1. Introduction The industry for additive manufacturing (AM)/3D printing has grown rapidly in recent years,
with increasing numbers of companies adopting various AM technologies for their production and
with research in AM growing in output every year. However, researchers in the AM field rarely
have the opportunity, as they do now, to truly and immediately contribute towards a topic that is
genuinely affecting almost everyone in the world at this moment: the 2020 coronavirus virus disease
(COVID-19) pandemic. A novel strain of the coronavirus family, SARS-CoV-2, was detected in the city of Wuhan in China
in December of 2019. This recent coronavirus strain causes the infectious disease COVID-19, which has A novel strain of the coronavirus family, SARS-CoV-2, was detected in the city of Wuhan in China
ecember of 2019. This recent coronavirus strain causes the infectious disease COVID-19, which has Appl. Sci. 2020, 10, 4135; doi:10.3390/app10124135 Appl. Sci. 2020, 10, 4135 Appl. Sci. 2020, 10, 4135 2 of 14 since then spread all over the world, infecting over 6.6 million people as of the 5th of June 2020 and
causing the death of over 390,000 people worldwide [1]. Having been identified in 215 countries and
areas, this disease resulted in the shutdown of most travel, global business, and recreational activities. Amidst this, rising demands, panic buying, and disruption of established global supply chains
have resulted in massive shortages in some countries of the personal protective equipment (PPE) that is
essential for healthcare workers to protect themselves and their patients from the highly infectious virus. PPE includes gloves, medical masks, respirators, goggles, face shields, ear savers, etc., with supplies
expected to take months to reach the healthcare professionals that are currently in desperate need
of it. The World Health Organization (WHO) estimated that in order to meet the global demand for
the current crisis, industries need to increase their current production levels by 40% [2]. However,
covering this increased demand is hindered by many factors, with most personnel either working from
home or on leave, thereby creating a large gap between the demand and the supply due to the high
ramp-up time of traditional manufacturing techniques. This, incidentally, created an opportunity for the AM community to step up and try to fulfill local
demands. 1. Introduction Different movements popped up all over the world with university laboratories, companies,
as well as individual hobbyists and makers answering the call to action to supply local hospitals,
emergency departments, and those in need with the required PPE. Similar to other European countries such as Belgium, Switzerland, Denmark, and Austria,
in Germany, a coalition of enthusiastic makers called makervsvirus [3] was set up as a response to the
COVID-19 crisis in order to connect and establish a nationwide network of production hubs ensuring
closed connectivity, communication, and mutual fulfilment of PPE demands whenever and wherever
required. Anyone with access to maker equipment such as 3D printers, either privately or as part
of an organization, was able to register as a potential maker and get involved in the movement to
immediately start producing PPE as per the requirements given by the hub, see Figure 1. All those in
need of personal protection equipment could equally approach the makervsvirus community/hubs
(as indicated by a blue symbol in the map below) by signing up on the website to place their request
for equipment such as face shields or ear savers. Figure 1. Network of hubs (blue symbols) connected via makervsvirus.org with those requiring
personal protective equipment (PPE) [3]. Figure 1. Network of hubs (blue symbols) connected via makervsvirus.org with those requiring
personal protective equipment (PPE) [3]. Appl. Sci. 2020, 10, 4135 3 of 14 As a Karlsruhe Institute of Technology (KIT) research group in AM technologies working on
the optimization of the fused filament fabrication (FFF) printing process [4,5], we made the decision
to participate in this makersvsvirus movement, and our FFF lab that had been closed due to the
COVID-19 crisis re-opened within 24 h with a total of 14 FFF-printers supporting the production of
PPE, see Figure 2. After a short ramp-up time required to test the different PPE models with the
required process parameters, the lab was fully operational to run 24/7 for several weeks, producing the
needed PPE in alternating shifts, thereby also minimizing the potential risk to our researchers who
were working in the lab. Figure 2. The 3D-printing setup at the Karlsruhe Institute of Technology (KIT) Institute for Automation
and Applied Informatics. Figure 2. The 3D-printing setup at the Karlsruhe Institute of Technology (KIT) Institute for Automation
and Applied Informatics. Most of the group members committed all of their available working hours to the makersvsvirus
project. 1. Introduction The intention of this paper is not to present major scientific progress in AM as a result of these 3D
printing activities, but rather to share opinions and discussions on the lessons learned when converting
a research lab into a production line, pumping out PPE parts as quickly as possible, as opposed to our
normal practices of scientific research. The paper, therefore, journeys through the research groups’
experiences of the last 8 weeks of being part of the makersvsvirus movement, concluding with an
approach to extrapolate the lessons learned during this time period to provide a vision for the future of
decentralized production and its challenges as envisioned by Industry 4.0 principles. 2. Accessibility of 3D Printing for Everyone Along with the European Commission’s call [6] to provide support in the fight against the
COVID-19 pandemic, a number of online crowd initiatives and platforms bundling the 3D printing
community were set up as a technological strategy to control the pandemic in a cross-border, fast,
and effective way. This has resulted in the evolution of a global online network of volunteers and
experts from the 3D printing community that works to ensure the optimal exploitation of regional 3D
printing capabilities towards a trans-regional response to the primary product shortages and supply
chain disruptions; the aim of the network is to supply the right products at the right time in the right
place and for the right people. Needs and requests from society are collected in a centralized manner
and converted into appropriate measures, which are then communicated via collective online calls for
help and can thus be processed by various volunteers and experts from the community. In the case of
the COVID-19 crisis, the main requested products for 3D printing were headbands for face shields
and straps for surgical masks. This distributed problem-solving format provides an optimal platform
to exchange recent information and findings, make open access files available, and share relevant Appl. Sci. 2020, 10, 4135 4 of 14 guidelines, data models, and more while reacting to the day-by-day needs and arising challenges to
cope with the novelty of required solutions and uncertainty in fighting the pandemic. This recent development is based on a crowd-based organizational model leveraging the collective
intelligence of the crowd, while integrating ideas and contributions from outside the traditional
organizational boundaries, exploiting technologies like peer-to-peer platforms, and transferring
value-creating activities to the crowd [7]. However, this applies not only to the opening of idea and
solution generation processes, but also especially to the opening of access to urgently needed goods and
services from the crowd. The background idea behind this concept is a shared economy, where access
is given to underutilized goods and services [8] in the form of renting, sharing, swapping, borrowing,
or other forms of offering goods and services [9]. The concept of a shared economy that is normally
used to achieve more sustainable consumption was used here as a means of providing access to highly
needed goods and services to be able to implement the support services resulting from the online
community. 3. 3D Printing: Capabilities and Challenges The term additive manufacturing encompasses different manufacturing processes that allow a
layer-wise building of 3D models, which is why a more commonly used term for additive manufacturing
is 3D printing. Within the COVID-19 crisis, the capabilities of 3D printing have made it possible to
quickly react to the outbreak by producing different types of medical or sanitary equipment, of which
there were shortages throughout the whole world, by starting production with nearly no ramp-up time. g
g
y
g p
y
p
p
One essential aspect of 3D printing compared to conventional manufacturing processes is its
opportunity for a short response time [10]. Due to its ability to print a functional part directly from an
existing Computer-aided design (CAD) model, there is only a short lead-time compared to traditional
manufacturing techniques. The lead-time is mainly needed for preparation of the individual print
settings and the setting of the printer itself. The huge variety of available 3D printing materials makes it
easy to select the appropriate material for a specific product application or task, such as sterilization of
medical equipment. Printing itself can be done with only a minimum or even no material waste at all,
which also makes 3D printing an eco-friendly alternative to subtractive manufacturing methods [11]. Only a small fraction of the used material, such as support structures and brims, is removed in the
post-processing of the printed part in cases where such structures are necessary to print the model due
to its complex geometry or for increased adhesion on the print bed [12]. The design and relevance
of support structures is a complete research field on its own due to the fact that the use of supports
significantly increases print time and energy consumption but also reduces surface quality and is
therefore to be avoided whenever possible. p
Another advantage of Additive Manufacturing (AM) is its ability to print complex parts directly
in one step instead of having to assemble individual parts after manufacturing. Besides that, the part
characteristics can be exactly predefined. The defined characteristics such as mechanical strength can
be directly influenced by material choice, infill density, infill pattern, and many additional parameters. As these can be changed after each produced part, optimization routines are also much faster than in
traditional manufacturing. With all these properties of 3D printing at hand, some drawbacks also have to be considered. 2. Accessibility of 3D Printing for Everyone An essential part of this concept in the recent crisis was the idea of infrastructure sharing:
making infrastructure, such as 3D printers, available for external purposes and use cases to cover
the demand for emergency products in the appropriate places. As 3D printing devices are currently
available to the public, this infrastructure sharing enables individuals to join in such activities and
support their communities in times of critical shortages to cover extraordinary demands. 3. 3D Printing: Capabilities and Challenges Due to the layer-wise building approach and the current technologies available, AM is typically slower
than mass-production techniques such as injection molding. The limited adhesion between layers also
introduces failures that reduce the mechanical properties of 3D printed parts in comparison to fully
dense materials used for subtractive methods or generated by molding or direct extrusion, as those
parts exhibit a larger surface area and pores that act as inhibitors for failure or contact points for 5 of 14 Appl. Sci. 2020, 10, 4135 aggressive media [13]. Finally, the printing parameters have a huge impact on the quality of the final
parts. Small changes in print temperature or printer calibration can lead to totally different outcomes
and even a total failure of the whole print. Particular interest lies in the influence of printing parameters
on the mechanical properties of printed parts [14,15]. This research shows that the parameters of
building direction, layer height, and printing temperature have particular influence. On the other
hand, infill patterns become a less relevant parameter when a certain threshold of infill percentage
has been passed. However, the studies indicate that printing parameters have a high influence on
the quality of printed parts and their properties. This indicates that a near 100% quality assurance is
necessary for a fast ramp-up of a small-to-medium production, as is the case in a pandemic situation
such as the current COVID-19 crisis. Especially in the production of medical equipment, it is crucial to
closely monitor the manufacturing processes. The challenge for printing face shields, especially in this crisis, lies in finding the most efficient
means of production, as the printing time of the part increases exponentially with the demand for
the highest possible quality of the part. The goal for the selection of optimal printing parameters
is to achieve the best possible quality in the shortest possible printing time to efficiently cover the
time-sensitive high demand for face shields. Therefore, the capabilities of 3D printing such as fast ramp-up, freedom of geometry, and material
choice make this technology the ideal tool to respond to a rapidly emerging demand within a very
short time without the need for machines or tooling specially developed for this specific purpose. 4. Design for 3D Printing in a Pandemic Situation A major advantage for 3D printing is the fast way iterations of specific designs can be brought
into a physical form for testing and evaluation. While this is beneficial in the development phase
of a product and shortens the time to market, in the case of a pandemic situation, this also can lead
to problems. With the outbreak of the COVID-19, different makers and companies immediately sprung to
action and released CAD designs for different medical appliances to overcome shortages in different
areas. These included surgical face shields [16,17], respiratory masks, and ventilator valves [18] as
some examples. As all of these are crucial products for personal protection, the number of different
CAD designs released posed some challenges for makers willing to help. First of all, most of the CAD designs, particularly those for respiratory masks, were not tested
and proven beforehand. This resulted in minor issues such as masks not being comfortable to wear,
or more severe issues with the masks not functioning properly or even harming the user (patient) by
not providing sufficient air flow or lacking viral protection. Some designs also required a large amount
of post-production assembly of additional parts, which in itself undermines the use of 3D printing for
its ability to create complex parts without the need for additional manufacturing steps. There are some
more intricate designs available for respiratory masks [19], but these often have highly individualized
parts, making use of 3D scanning techniques to adjust them to the user. Face shields and surgical mask straps are the most commonly produced items in the current
pandemic situation. Even for those rather simple products, a variety of different designs were published
with the original face shield design (Figure 3a) by Josef Prusa [20] being the most commonly used. To satisfy the high demand, print-time optimized models of the face shields were quickly generated
and published as well as stacked versions of this model, making use of the whole z-axis of higher
volume printers (Figure 3b). Similar efforts were being made for surgical mask straps. A wide variety of CAD designs is
available at the moment, ranging from simple, easy, and fast to print types to very intricate ones with a
quick release feature (Figure 4 a–c). 6 of 14 Appl. Sci. 2020, 10, 4135 Figure 3. 5.1. Raw Materials The materials used for the printing activities carried out in context of the makervsvirus movement
were selected according to the type of item to be printed and the preferences of the individual hubs in
Karlsruhe and Ulm with which the KIT was cooperating. As an immediate reaction to the shortage of PPE, polylactic acid (PLA) became the material of
choice for the makers due to its general popularity for the fused filament fabrication process [23]. PLA is a thermoplastic and a so-called biopolymer, because it is produced from renewable resources
such as corn starch, tapioca roots, or sugar cane, which makes it environmentally friendlier than classic
polymers. It is also biodegradable under certain aerobic conditions such as in industrial composting. It can
be printed at relatively low temperatures (190–220 ◦C) and only requires the print bed to be moderately
heated to 50–60 ◦C to ensure a secure attachment of the print to the platform. Post-processing is easy,
and PLA is perfect for complicated geometries and has excellent coloring options. Therefore, it is
favored for many prototyping applications and provides sufficient strength in combination with good
aesthetic qualities for most applications. In turn, PLA has its drawbacks, such as its relatively low
temperature resistance [24]: it begins to soften at around 50 ◦C. It is also not considered food safe [25],
mainly because bacteria can build up during the printing process itself or in crevices due to defects in
the printed parts, which is always a concern. As a consequence of PLA’s drawbacks, polyethylene terephthalate glycol (PETG) was subsequently
selected as the material of choice for printing most of the PPE equipment. PETG, like PLA, belongs to
the polyester group of plastics and is a popular 3D printing material for applications requiring high
impact resistance and ductility [26]. PETG is a more specialized filament, with a more sensitive process
window compared to PLA. However, for most applications where physical properties of a component
are stressed, a material such as PETG is preferred over PLA. Parts made of PETG have a much better
temperature resistance than PLA, with some varieties showing stability up to 250 ◦C. In general, most
PETG parts remain stable up to a temperature of 70 ◦C, facilitating its use in products intended for
temperature-based sterilization processes. PETG is also able to better handle UV-light and other
weather-based influences compared to PLA, favoring its outdoor usage. 4. Design for 3D Printing in a Pandemic Situation Headband designs for protective face shields; (a) simplified design for faster printing,
(b) Prusa design, (c) final face shield in use. Figure 3. Headband designs for protective face shields; (a) simplified design for faster printing,
(b) Prusa design, (c) final face shield in use. Figure 4. Surgical mask straps; simple, (a) fast printing model, (b) complex quick-release model top,
(c) in use. Figure 4. Surgical mask straps; simple, (a) fast printing model, (b) complex quick-release model top,
(c) in use. Appl. Sci. 2020, 10, 4135 7 of 14 As most of these PPE designs are being published by private persons on various 3D printing
community websites such as thingiverse [21] or myminifactory [22], they did not undergo any of the
official functional testing, approval, or certification processes usually required for PPE products and
even more importantly for medical devices. There are a limited number of certified products available,
as the testing and certification process is time consuming. Despite the time constraints, Prusa Research
had their design and face shield assembly certified by the Czech Ministry of Health. Often, the makers
had their printed parts tested by hospitals or doctors individually for their applicability and sterilization
properties. To avoid legal issues, the shields are delivered with a notice attached that these are not
certified medical products and have to be tested for their intended use beforehand. As a consequence, makers have to make an educated decision on which designs to put into production
in times of supply shortages. The designs have to fulfil a number of key properties: functionality as
intended for the specific purpose, reliability/durability in use, printability, and short printing time are
some of the points to consider when choosing a model. •
being sturdy and mechanically sound enough to withstand continuous usage for long amounts
of time; 5.2. Quality Control of Final Printed Parts As for any 3D printed component, a number of issues were faced in terms of quality that needed
to undergo process optimization in order to establish a standardized process. Some of the issues were
typical errors that can occur for other geometries as well, some were specific to the models used and
represent the aforementioned issue of community-based designs often not being tested properly to
function as intended. 5.1. Raw Materials PETG is not biodegradable,
but can be recycled into new filament or other products without loss in quality. Finally, it is considered
to be food safe, but as every 3D printed part will contain numerous nooks, crannies, cracks, holes, etc. that bacteria can thrive in, a proper cleaning or sterilization before usage is crucial [27]. The application of 3D printing for the production of PPE such as the face shields brings a number
of requirements that have to be fulfilled: •
being sturdy and mechanically sound enough to withstand continuous usage for long amounts
of time; Appl. Sci. 2020, 10, 4135 8 of 14 •
being flexible enough to be assembled together with elastic components that will stress the part
especially because of the head bands; •
being flexible enough to be assembled together with elastic components that will stress the part,
especially because of the head bands; •
being flexible enough to be assembled together with elastic components that will stress the part,
especially because of the head bands; •
being light weight and not feeling like a burden when being worn; •
being light weight and not feeling like a burden when being worn; •
being light weight and not feeling like a burden when being worn; having the ability to be sterilized so they can be used under safe conditions in a medical environment •
having the ability to be sterilized so they can be used under safe condition Considering these requirements, both PLA and PETG satisfy these criteria and can be used for the
production of PPE. However, since PETG is more resistant to elevated temperatures (sterilization) and
because of its higher impact resistance, it was the favored material for PPE in the makervsvirus hubs. PLA allows inexperienced makers to quickly produce good printing results due to its ease of use, but
is not as mechanically strong and temperature resistant. 5.2. Quality Control of Final Printed Parts 5.2. Quality Control of Final Printed Parts 5.2.1. Issues That Occurred during the Printing Process The following quality issues were observed and will be discussed further in the following
paragraphs: insufficient adhesion, stringing, within-stack lack of separation, and breaking of parts. Insufficient adhesion is as result of a cold build platform, a cold preceding layer, or insufficient
calibration of the Z-axis. Consequently, the filament does not attach to the surface of the bed or the
previous layer, instead, it detaches from the whole part or the surface due to insufficient bonding
between layers. Figure 5 shows an example of mid-print failure due to insufficient layer adhesion. Detachment of the first layer can cause the part to be stuck to the heated nozzle, which can result in
material build-up at the hot end and in turn fatal damage to the heaters, thermistors, or even the whole
printer. Therefore, close monitoring of the first layer is crucial for a successful print. Figure 5. Insufficient adhesion between layers on a part made from polylactic acid (PLA). Figure 5. Insufficient adhesion between layers on a part made from polylactic acid (PLA). Stringing is a more common issue with PETG filaments. Due to overheating of the nozzle, small
stringy filaments are attached to the actual parts, see Figure 6. These small stringy filaments are particular 9 of 14 Appl. Sci. 2020, 10, 4135 visible in areas with rapid printhead movements, where the material is stretched out as the retraction
of the filament is not sufficient. A solution for this issue is to either print with a lower printing
temperature or to tweak the retraction settings. The optimized settings for avoiding major stringing
issues with PETG are given in Table 1. Figure 6. Image of 8 head bands that were bonded together and the surface shows stringing of the
PETG filament. Figure 6. Image of 8 head bands that were bonded together and the surface shows stringing of the
PETG filament. Table 1. Optimized setting for 3D printing of polyethylene terephthalate glycol (PETG). Table 1. Optimized setting for 3D printing of polyethylene terephthalate glycol (PETG). Nozzle
Temperature (◦C)
Print Speed
Perimeters (mm/s)
Filament
Retraction (mm)
Retraction
Speed (mm/s)
Fan Speed (%)
255
50
0.8
35
50 Another major issue was observed during the printing of stacks of the face shields. During the
stack printing approach, multiple face shields would unintentionally attach to each other, preventing
later separation of the individual parts (Figure 6). 5.2.2. Quality Control of Printed Parts As the printed PPE parts were delivered to system-critical infrastructures, a proper quality testing
methodology was developed in order to test the individual components and their suitability for use as
PPE. Features to be tested included mechanical strength and integrity, flexibility, as well as defects in
the final parts. The mechanical strength and integrity of the headbands was tested by using the thumb and index
finger to press in the middle of the headband, the relevant section where the shield is attached and
where the band touches the forehead. Pushed together, the band should not snap, crack, or delaminate. A second test was carried out by taking both ends and twisting the headband (pulling one end towards
you, the other away from you). The band should not break, crack, or delaminate. Flexibility is particularly crucial for the assembly process of face shields, where the actual shielding
foil and the rubber band were attached to the headband. To test the flexibility of the generated part,
both ends of the headbands (where the foil is attached to) were pushed forward until the headband
was almost a straight line. If this could be done, flexibility was fine. In addition, both ends of the
headband were pushed together to see if any failure occurred when the parts are mishandled. All parts
were tested with this methodology before tagging and packaging the parts for delivery. Residual
stringing filaments could be removed via heat treatment with a heat gun, and as a final step, the inside
surface of the headband, which is in contact with a user’s head, was sanded in order to make sure of a
smooth surface. 5.2.1. Issues That Occurred during the Printing Process The printing of stacked parts is especially useful, as it
maximizes the daily output of the headbands (one hour printing time per headband) and allows for a
continuous printing process overnight. However, some prints showed insufficient separation between
the individual headbands. This was due to imperfect bridging parameters in the gaps between two
parts. After optimizing the printing parameters by increasing the bridging speed and lowering the
bridging temperature these issues could be solved, and stacked prints were possible. Breaking of parts during the removal process was another common issue. This issue occurred
especially in the initial stages of ramping up the production and was even exacerbated due to issues
of increased adhesion to the bed or to other parts (such as the aforementioned bonding in stacks). Establishing a standardized practice for part removal solved this problem, see Figure 7. The issues mentioned in the sections above were mainly specific to the printing of headbands
during the production period. However, as in any production environment, general 3D printing issues
were experienced occasionally, such as the clogging of the nozzles or warping of printed parts. 10 of 14 Appl. Sci. 2020, 10, 4135 Figure 7. Part broken while being separated from the stack. Figure 7. Part broken while being separated from the stack. Figure 7. Part broken while being separated from the stack. 6. Lessons Learned In a situation of nearly zero lead-time printing, as occurred in the current COVID-19 crisis, various
obstacles had to be overcome that came along with running 3D printers 24 hours per day, 7 days per
week. During the process of printing over 1350 headbands for face shields, around 800 surgical mask
straps, and over 100 parts for different applications such as door opening assistance, we experienced a
number of issues. Maintenance: Some of the heat beds showed clear signs of wear during later printing periods,
which resulted from printing the same part at the exact same spot repeatedly. This can result in poor
bed adhesion, which in turn leads to warping issues and ultimately failing prints. A possible solution
for further zero lead-time printing is to process numerous g-codes of the same CAD file, only differing
in model orientation, which consequently will reduce heat bed wear. In addition to this more severe
issue, it was necessary to also do some minor maintenance work including cleaning clogged nozzles,
lubricating rods and bearings, and removing plastic fragments that accumulated around the printers. Monitoring: We recognized early that monitoring the printing of the first layers is very important. Many of the PLA-based prints failed because of insufficient adhesion between the part and the printing Appl. Sci. 2020, 10, 4135 11 of 14 platform. However, once the first layers were laid down properly, the printers did not need much
surveillance, and there was a very high chance that the print would proceed as expected. Only printer
specific issues occurred, such as filament loading problems with the Multi-Material-Unit of the Prusa
i3 MK3S, but these could usually be solved quickly. This, however, shows that simply starting a print
without supervision will only be viable if the setup is proven to run smoothly. In a research lab that
is quickly transformed into a production site, this is often not the case, since the printers undergo
frequent modifications, material changes, and parameter changes. Print Quality: We experienced noticeable variation in the quality of printed parts produced
by different printers, even from those that are similar and came from the same manufacturer. Small differences such as variations in axis calibration, wear of the print bed, or nozzle wear required
printer-specific solutions. p
p
Material: There were noticeable differences in the filament of the same materials (PETG or PLA)
from different suppliers or of different color. 6. Lessons Learned Printing parameters for achieving a high-quality print
were often very different depending on the filament’s brand or even the pigmentation. For example,
the recommended printing temperature of some filaments was not sufficient to fuse layers perfectly,
which resulted in delamination issues and forced us to raise the temperature by around 40 ◦C (up to
265 ◦C) for this particular kind of PETG. In contrast, other PETG filament was easily printed using the
temperature suggested by the supplier, which was 250 ◦C in this case. Waste: The varying quality also resulted in a high amount of waste, as many face shield headbands
either cracked or delaminated during separation of stacked prints or during quality assurance testing. However, the quality improved after we switched to filament from a single brand. Once an adequate
set of printing parameters for this particular PETG was elaborated, the amount of waste dropped
noticeably. Consequently, it is highly desirable to only use a single filament type with well-known
printing parameters when it comes to zero lead-time production using FFF printers. Another option
would be to increase the stress on manufacturers for more standardized or even certified filaments. Quality Control: Finally, since the main products printed in this crisis were medical appliances,
a good quality was crucial to make the parts usable and to avoid any harm to the staffwearing the PPE. This could only be maintained by setting up 100% quality control for the printed parts. Every printed
headband had to be checked for cracks, stringing, material accumulation that could cause hot spots
while wearing the face shield, and more. This also included post-processing, such as sanding, to achieve
the best possible quality. In comparison to well-dialed mass-production processes, this is certainly a
drawback in the 3D printing approach, but one that is also counterweighted by the possibility for a fast
set up and flexible manufacturing process chain, able to quickly react to changing demands. 7. Conclusions and Future Prospects This experience has, however, reinforced one of the main benefits of AM technology: its ability to react
and adapt to change as quickly as possible, a prerequisite for the enabling of an agile manufacturing
environment. This became immediately evident to us as the time taken for the complete deployment
of all printers for this effort was only a matter of days from when the decision was made to support the
project until full production capabilities were reached with two shifts deployed. This effort proved
beneficial as it was an efficient solution that met the requirements for PPEs from the start of the crisis
and until others were able to mass-produce the face shields or ear savers using conventional methods. Therefore, 3D printing was validated as an efficient agile production technology, supported
by the fact that it is relatively inexpensive to adapt towards changes that may occur in design or
parameters, while also enabling the ability for continuous improvement. In contrast, other production
processes such as injection molding require significant investment for the research, development,
and production of tools, after which the design is pretty much locked. However, as 3D printing becomes a more industrially-relevant manufacturing technique, the support
of printer manufacturers, reliability of the printers themselves, and the consistency and quality of
materials has to evolve as well, providing a much more robust production alternative to classic
subtractive or molding techniques. In our case, the FFF process proved to be effective and reliable to provide good quality parts from
the moment the need for more PPE arose until mass production systems were able to start fulfilling the
burden. It is also to be noted that many different AM processes do exist, all with different production
and quality standards; significant research as well as policy efforts are needed in all these different
AM processes in order to be able to react quickly when the next pandemic or crisis situation arrives. Since AM was able to fill the gap this time, next time it might be able to provide mass production
capabilities right from the start. As stated beforehand, the flexibility of 3D printing combined with the freedom in geometry
allowing very complex shapes and even assembly-free designs is a huge advantage. Three-dimensional
FFF has proven itself to be mature enough for 24/7 production and application in the area of Industry
4.0. 7. Conclusions and Future Prospects This paper has reported on our experience as a research group (PIA (Process optimization,
Information Management and Applications) at KIT, Karlsruhe, Germany) participating in a German
campaign against the COVID-19 crisis by using our 3D FFF printing facilities along with our expertise
and being part of a larger manufacturing/supplier hub for the production of medical and sanitary
equipment with zero lead time. The fused filament fabrication technology proved to be the most convenient technology in this
situation, as it is relatively easy to quickly set up a manufacturing environment. Due to the low
costs of printers and material, the widespread use of FFF also enables a lot of makers to join forces
and produce a large number of parts almost without any lead time. Open software applications and
platforms also allow for sharing individual models, making it possible for hobbyists with no access to
sophisticated CAD or modelling software to print complex designs and support movements such as
the makervsvirus coalition. One can conclude that infrastructure sharing has proven itself in the context of a sharing economy
as a promising measure for rapid and targeted access to urgently needed infrastructures and in its
capacity to cope with crisis situations. Appl. Sci. 2020, 10, 4135 12 of 14 Supplying 3D printed PPE for hospitals, medical staffat doctors’ practices, and even in refugee
camps with no hands-on or in-depth background in actual mass-production runs has given us the
opportunity to experience the chances and challenges of zero lead-time additive mass manufacturing
firsthand. It allows us to give feedback on the requirements that have to be taken into account when
adopting AM for manufacturing processes. The experiences described above show that a connected manufacturing environment that includes
constant feedback loops and communication between designers, material suppliers, production
engineers, and logistics is crucial for AM-based manufacturing approaches. While this might be
easy to implement for industries already operating in a just-in-time fashion, such as the automotive
industry, it might be more difficult for small enterprises that are facing other challenges such as the
implementation of internet-of-things (IoT)-approaches or higher degrees of automation at the same
time. The need for stocking spare parts and having an in-depth knowledge of each printers’ individual
drawbacks and failure-prone parts can be challenging if only limited staffcan be assigned to the
adoption of AM. Author Contributions: Conceptualization, S.G.S.; methodology, T.M., A.E., A.C., and S.G.S.; validation, T.M., A.E.,
A.C., D.R., and A.S.; formal analysis, A.E., T.M., and A.C.; investigation, A.E., T.M., and A.C.; resources, S.G.S.;
data curation, A.E., T.M., and A.C.; writing—original draft preparation, T.M., A.C., A.E., J.F., D.R., A.S., and A.E.;
writing—review and editing, A.E., C.M., and S.G.S.; visualization, A.E., T.M., and A.C.; project administration,
S.G.S. and K.N.; funding acquisition, S.G.S. All authors have read and agreed to the published version of
the manuscript. References 1. John Hopkins Corona Virus Resource Center. Available online: https://coronavirus.jhu.edu/map.html
(accessed on 5 June 2020). 1. John Hopkins Corona Virus Resource Center. Available online: https://coronavirus.jhu.edu/map.html
(accessed on 5 June 2020). 2. World Health Organization. Available online: https://www.who.int/news-room/detail/03-03-2020-shortage-
of-personal-protective-equipment-endangering-health-workers-worldwide (accessed on 14 May 2020). 2. World Health Organization. Available online: https://www.who.int/news-room/detail/03-03-2020-shortage-
of-personal-protective-equipment-endangering-health-workers-worldwide (accessed on 14 May 2020). 3. MakervsVirus.org. Available online: makervsvirus.org (accessed on 6 June 2020). 4. Elkaseer, A.; Schneider, S.; Scholz, S.G. Experiment-Based Process Modeling and Optimization for
High-Quality and Resource-Efficient FFF 3D Printing. Appl. Sci. 2020, 10, 2899. [CrossRef] 4. Elkaseer, A.; Schneider, S.; Scholz, S.G. Experiment-Based Process Modeling and Optimization for
High-Quality and Resource-Efficient FFF 3D Printing. Appl. Sci. 2020, 10, 2899. [CrossRef] 5. Elkaseer, A.; Mueller, T.; Charles, A.; Scholz, S. Digital Detection and Correction of Errors in As-built Parts:
A Step Towards Automated Quality Control of Additive Manufacturing. In Proceedings of the World
Congress on Micro and Nano Manufacturing, Portorož, Slovenia, 18–20 September 2018; Valentincic, J., Ed.;
Research Publishing Services: Singapore, 2018; pp. 389–392. 5. Elkaseer, A.; Mueller, T.; Charles, A.; Scholz, S. Digital Detection and Correction of Errors in As-built Parts:
A Step Towards Automated Quality Control of Additive Manufacturing. In Proceedings of the World
Congress on Micro and Nano Manufacturing, Portorož, Slovenia, 18–20 September 2018; Valentincic, J., Ed.;
Research Publishing Services: Singapore, 2018; pp. 389–392. 7. Täuscher, K. Leveraging Collective Intelligence: How to Design and Manage Crowd-Based Business Models. Available online: https://doi.org/10.1016/j.bushor.2016.11.008 (accessed on 8 May 2020). 7. Täuscher, K. Leveraging Collective Intelligence: How to Design and Manage Crowd-Based Business Models. Available online: https://doi.org/10.1016/j.bushor.2016.11.008 (accessed on 8 May 2020). 8. Habibi, M.R.; Davidson, A.; Laroche, M. What managers should know about the sharing economy. Bus. Horiz. 2017, 60, 113–121. [CrossRef] 9. Kurtis, S.K.; Mont, O. Sharing economy business models for sustainability. J. Clean. Prod. 2020. [CrossRef] g
y
y
10. Pour, M.A.; Zanardini, M.; Bacchetti, A.; Zanoni, S. Additive Manufacturing Impacts on Productions and
Logistics Systems. IFAC-Papers 2016, 49, 1679–1684. [CrossRef] 11. Liu, Z.; Jiang, Q.; Zhang, Y.; Li, T.; Zhang, H.C. Sustainability of 3D printing: A critical review and
recommendations. In Proceedings of the ASME 2016 International Manufacturing Science and Engineering
Conference, Blacksburg, VA, USA, 27 June–1 July 2016. MSEC2016. [CrossRef] g
y
12. Jiang, J.; Xu, X.; Stringer, J. Support Structures for Additive Manufacturing: A Review. J. Manuf. Mater. Process. 2018, 2, 64. [CrossRef] 13. Erokhin, K.S.; Gordeev, E.G.; Ananikov, V.P. 7. Conclusions and Future Prospects Coupled with automated handling (e.g., robots removing prints from the print bed) and monitoring
(e.g., visual surveillance with automated print parameter adaption) approaches, additive manufacturing
has the potential to become the first choice as a solution in an ever more flexible production environment
and accomplish the goal for mass production of highly customizable products. Appl. Sci. 2020, 10, 4135 13 of 14 13 of 14 Funding: This work was carried out with the support of the Karlsruhe Nano Micro Facility (KNMF, www.knmf. kit.edu), Project ID: 2020-024-029069, a Helmholtz Research Infrastructure at Karlsruhe Institute of Technology
(KIT, www.kit.edu) and under the Helmholtz Research Program STN (Science and Technology of Nanosystems)
at KIT. The authors acknowledge the support provided by the KIT-Publication Fund of the Karlsruhe Institute
of Technology. Acknowledgments: The authors would like to gratefully acknowledge Prof. Dr. Veit Hagenmeyer, Head of
the Institute for Automation and Applied Informatics, KIT, for the institutional support to conduct this project. The authors also acknowledge the support of Harald Molle of Newtec GmbH and all the people involved in the
makervsvirus movement, in particular the hubs in Karlsruhe and Ulm. Conflicts of Interest: The authors declare no conflict of interest. References Revealing interactions of layered polymeric materials at
solid-liquid interface for building solvent compatibility charts for 3D printing applications. Sci. Rep. 2019,
9, 20177. [CrossRef] 14. Alafaghani, A.; Qattawi, A.; Alrawi, B.; Guzman, A. Experimental Optimization of Fused Deposition
Modelling Processing Parameters: A Design-for-Manufacturing Approach. Procedia Manuf. 2017, 10, 791–803. [CrossRef] 15. Popescu, D.; Zapciu, A.; Amza, C.; Baciu, F.; Marinescu, R. FDM process parameters influence over the
mechanical properties of polymer specimens: A review. Polymer Testing 2018, 69, 157–166. [CrossRef]
16. Flanagan, S.T.; Ballard, D.H. 3D Printed Face Shields: A Community Response to the COVID-19 Global
P
d
i
A
d R di l
[C
R f] [P bM d] 15. Popescu, D.; Zapciu, A.; Amza, C.; Baciu, F.; Marinescu, R. FDM process parameters influence over the
mechanical properties of polymer specimens: A review. Polymer Testing 2018, 69, 157–166. [CrossRef] 6. Flanagan, S.T.; Ballard, D.H. 3D Printed Face Shields: A Community Response to the COVID-19 Gl
Pandemic. Acad. Radiol. 2020. [CrossRef] [PubMed] 17. Sapoval, M.; Gaultier, A.L.; Del Giudice, C.; Pellerin, O.; Kassis-Chikhani, N.; Lemarteleur, V.; Fouquet, V.;
Tapie, L.; Morenton, P.; Tavitian, B.; et al. 3D-printed face protective shield in interventional radiology:
Evaluation of an immediate solution in the era of COVID-19 pandemic. Diagn. Interv. Imaging 2020. [CrossRef] [PubMed] 18. Ishack, S.; Lipner, S.R. Applications of 3D Printing Technology to Address COVID-19 Related Supply
Shortages. Am. J. Med. 2020. [CrossRef] [PubMed] Appl. Sci. 2020, 10, 4135 14 of 14 19. Swennen, G.R.J.; Pottel, L.; Haers, P.E. Custom-made 3D-printed face masks in case of pandemic crisis
situations with a lack of commercially available FFP2/3 masks. IJOMS 2020. [CrossRef] [PubMed] 20. Report on Prusas Activities Surrounding the Printing of Face Shields. Available online: https://www.prusa3d. com/covid19/ (accessed on 4 May 2020). 21. Thingiverse – Digital Designs for Physical Objects. Available online: www.thingiverse.com (accessed on
16 May 2020). y
22. MyMiniFactory.com. Available online: www.myminifactory.com (accessed on 16 May 2020). 23. Pan, A.Q.; Huang, Z.F.; Guo, R.J.; Liu, J. Effect of FDM Process on Adhesive Strength of Polylactic Acid(PLA)
Filament. Key Eng. Mater. 2015, 667, 181–186. [CrossRef] 24. Macincinova-Benabidillah, K.; Boustta, M.; Coudane, J.; Vert, M. Can the Glass Transition Temperature of
PLA Polymers Be Increased. In Polymers from Renewable Resources: Biopolyesters and Biocatalysts; Symposium
Series; ACS: Washington, DC, USA, 2000; Volume 764, pp. 200–220. [CrossRef] 25. Is PLA food safe – The Truth. Available online: https://all3dp.com/2/is-pla-food-safe-what-you-really-need-
to-know/ (accessed on 2 June 2020). 26. References Szykiedans, K.; Credo, W.; Osi´nski, D. Selected Mechanical Properties of PETG 3D Prints. Procedia Eng. 2017,
177, 455–461. [CrossRef] 27. Oth,O.; Dauchot,C.; Orellana,M.; Glineur,R.HowtoSterilize3DPrintedObjectsforSurgicalUse? AnEvaluation
of the Volumetric Deformation of 3D-Printed Genioplasty Guide in PLA and PETG after Sterilization by
Low-Temperature Hydrogen Peroxide Gas Plasma. Open Dent. J. 2020, 14, 1874–2106. [CrossRef] © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/).
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Ion Channel
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Definitions
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Ion Channel National Cancer Institute National Cancer Institute Qeios · Definition, February 2, 2020 Open Peer Review on Qeios Open Peer Review on Qeios Open Peer Review on Qeios Qeios ID: OJN3V1 · https://doi.org/10.32388/OJN3V1 Source National Cancer Institute. Ion Channel. NCI Thesaurus. Code C16754. A transmembrane pore that presents a hydrophilic channel for ions to cross a lipid bilayer
down their electrochemical gradients. Some degree of ion specificity is usually observed
and typically a million ions per second may flow. Channels may be permanently open, like
the potassium leak channel or they may be voltage gated, like the sodium channel or
ligand gated like the acetylcholine receptor. Qeios ID: OJN3V1 · https://doi.org/10.32388/OJN3V1 1/1
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Qeios · Definition, February 8, 2020 Open Peer Review on Qeios Open Peer Review on Qeios CD2-Associated Protein National Cancer Institute Qeios ID: TSVDQO · https://doi.org/10.32388/TSVDQO Source National Cancer Institute. CD2-Associated Protein. NCI Thesaurus. Code C97249. CD2-associated protein (639 aa, ~71 kDa) is encoded by the human CD2AP gene. This
protein plays a role in both cell division and protein-protein binding. Qeios ID: TSVDQO · https://doi.org/10.32388/TSVDQO 1/1
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Increased frequency of systemic pro-inflammatory Vδ1+ γδ T cells in HIV elite controllers correlates with gut viral load
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Increased frequency of systemic
pro-inflammatory Vδ1+ γδ T cells in
HIV elite controllers correlates with
gut viral load Received: 15 February 2018
Accepted: 17 October 2018
Published: xx xx xxxx Gregory S. Olson 1, Sarah W. Moore1, James M. Richter2, John J. Garber2,
Brittany A. Bowman 1, Crystal A. Rawlings1, Meaghan Flagg1, Björn Corleis 1 &
Douglas S. Kwon 1 Gregory S. Olson 1, Sarah W. Moore1, James M. Richter2, John J. Garber2,
Brittany A. Bowman 1, Crystal A. Rawlings1, Meaghan Flagg1, Björn Corleis 1 &
Douglas S. Kwon 1 γδ T cells predominate in the intestinal mucosa and help maintain gut homeostasis and mucosal
immunity. Although HIV infection significantly alters these cells, what drives these perturbations is
unclear. Growing evidence suggests that impaired intestinal immune function in HIV leads to chronic
immune activation and disease progression. This occurs even in HIV controllers – individuals with
undetectable HIV viremia without antiretroviral therapy (ART). We show that Vδ1+ cells, a subset
of γδ T cells described as being important in intestinal barrier function, increase in frequency in HIV-
infected individuals, including HIV controllers. These cells resemble terminally differentiated effector
memory cells, producing the pro-inflammatory cytokines IFNγ, TNFα, and MIP-1β upon stimulation. Importantly, pro-inflammatory Vδ1+ cell frequency correlates with levels of HIV RNA in intestinal
tissue but not in plasma. This study supports a model in which local viral replication in the gut in HIV
controllers disrupts the phenotype and function of Vδ1+ cells, a cell type involved in the maintenance of
epithelial barrier integrity, and may thereby contribute to systemic immune activation and HIV disease
progression. A small proportion of individuals infected with human immunodeficiency virus type 1 (HIV-1, hereafter HIV)
maintain low or undetectable viremia in the absence of antiretroviral therapy (ART). Despite this, these so-called
“HIV controllers” still demonstrate increased morbidity and mortality associated with chronic systemic inflam-
mation1–5. In addition, they have detectable viral replication in the gut and impaired gut barrier function6. Studies
of HIV controllers therefore provide an opportunity to explore the impact of HIV on intestinal immune function
in the absence of the confounding effects of ART. f
Current models of HIV disease progression suggest that HIV-associated disruption of the gastrointestinal
tract results in microbial translocation across a compromised intestinal epithelial barrier and subsequent chronic
immune activation, disease progression, and increased mortality in HIV disease7,8. However, the cell types
involved with the compromised intestinal barrier and subsequent chronic inflammation are not well understood. www.nature.com/scientificreports www.nature.com/scientificreports www.nature.com/scientificreports 1The Ragon Institute of MGH, MIT and Harvard, Cambridge, Massachusetts, United States of America. 2Division
of Gastroenterology, Massachusetts General Hospital, Boston, Massachusetts, United States of America.
Correspondence and requests for materials should be addressed to D.S.K. (email: dkwon@mgh.harvard.edu) Results
I Increased frequency of peripheral Vδ1+ cells in HIV controllers. Because the Vδ1+ cell subset is
incompletely characterized in HIV controllers, we first used flow cytometry to analyze Vδ1+ cell subsets in
PBMCs from HIV-uninfected control subjects and HIV-infected subjects from the following cohorts: HIV con-
trollers (further subdivided into elite controllers (EC; HIV viral load (VL) undetectable) and viremic controllers
(VC; HIV VL <2000 copies/ml)), ART treated, and ART untreated individuals (Table 1). These cells were defined
as CD3+ Vδ1+ Vδ2− (Fig. 1a and see Supplementary Fig. S9). Although Vδ2+ cells represent the majority of
circulating γδ T cells in healthy white individuals9,11,23,24, the ratio of Vδ2+ to Vδ1+ cells in healthy individuals is
inverted among some self-reported racial groups25,26. Initial analyses were therefore conducted on subsets defined
by self-reported race.i We found that the frequency of Vδ1+ cells among total T cells significantly increased in the blood of all white
HIV-infected subjects compared to uninfected controls (Fig. 1). This increase was seen even in HIV-infected
subjects with undetectable viremia. The Vδ1+ cell frequencies in EC (median 3.25%, range 0.38–9.87%), CT
subjects (median 2.60%, range 0.22–11.3%), VC (median 5.78%, range 4.00–9.18%), and CU subjects (median
4.51%, range 2.61–12.3%) were all significantly higher than that in uninfected controls (median 0.85%, range
0.18–3.17%).f Interestingly, African American subjects showed a different pattern, with an increased Vδ1+ cell frequency
only observed within the CU group (see Supplementary Fig. S1 and Supplementary Table 1). Due to this observa-
tion, the known variations in γδ cell subsets across self-reported racial groups25,26, and limited access to intestinal
samples from other self-reported racial groups, further phenotypic analysis of peripheral Vδ1+ cells was only
performed in white subjects.iff p
j
To confirm that the differences in gender composition in our cohorts did not explain the differences in Vδ1+
cell frequency observed, we repeated the analysis after excluding female subjects. Because the Vδ1+ cell fre-
quencies in male EC remained significantly increased compared to male uninfected controls (p < 0.05 and see
Supplementary Fig. S2), we did not segment by gender in analyses.l Previous reports have shown that the increased frequency of Vδ1+ cells in HIV infection reflects increased
absolute counts as well16–18. We used clinical CD4+ T cell counts to approximate absolute numbers of Vδ1+ cells in
our HIV-infected cohorts. Increased frequency of systemic
pro-inflammatory Vδ1+ γδ T cells in
HIV elite controllers correlates with
gut viral load CD4+ T cell count and plasma VL not determined for HIV negative cohort. Table 1. Clinical characteristics of white subjects. Values for age, CD4+ T cell count, and days since diagnosis
represent mean ± standard deviation. aHCV (#) represents the number of subjects co-infected with Hepatitis C
virus. CD4+ T cell count and plasma VL not determined for HIV negative cohort. differently, becoming more likely to produce the pro-inflammatory cytokines IFNγ, TNFα13,19, IL-17A14, and
MIP1β15,20. Whether Vδ1+ cells are disturbed in HIV controllers is currently unknown. To better understand HIV-associated alterations in Vδ1+ populations and their potential role in gut dysfunc-
tion, we characterized Vδ1+ cell phenotype and function in HIV-infected individuals, including HIV controllers. Since local viral replication in the gut has been implicated in the disruption of resident immune subsets and the
impairment of intestinal barrier integrity21,22, we hypothesized that Vδ1+ cells in HIV controllers would resemble
those in chronic progressive HIV infection, and that the alterations in Vδ1+ cell frequency and phenotype would
be associated with local viral replication within intestinal tissue and not with replication in the blood. Increased frequency of systemic
pro-inflammatory Vδ1+ γδ T cells in
HIV elite controllers correlates with
gut viral load Gamma delta (γδ) T cells are an ‘innate’ T cell type that expresses a semi-invariant T cell receptor (TCR). The
differential usage of the Vδ1 or Vδ2 genes in the rearranged TCR differentiate two main subsets of human γδ T
cells9. The recognition of both microbial products and stressed host cells allows γδ T cells to play an important
role in immune responses against infections in general and viruses in particular10–12. While Vδ2+ cells primar-
ily circulate in blood, Vδ1+ cells primarily localize within the mucosa of the gut as intraepithelial lymphocytes
(IELs) and help to maintain epithelial function11. Their connection to HIV-associated gut dysfunction remains
incompletely characterized. p
y
Progressive HIV infection drastically changes peripheral γδ T cell subsets13–19, including a depletion of Vδ2+
cells and an expansion of Vδ1+ cells in circulating blood16–18. Controlling viremia with ART does not fully cor-
rect the inversion of the normal ratio of peripheral γδ T cell subsets16,17. The expanded Vδ1+ cells also behave 1The Ragon Institute of MGH, MIT and Harvard, Cambridge, Massachusetts, United States of America. 2Division
of Gastroenterology, Massachusetts General Hospital, Boston, Massachusetts, United States of America. Correspondence and requests for materials should be addressed to D.S.K. (email: dkwon@mgh.harvard.edu) SCIenTIfIC RepOrTS | (2018) 8:16471 | DOI:10.1038/s41598-018-34576-4 1 www.nature.com/scientificreports/ HIV
Negative
Elite
Controller
Chronic
Treated
Viremic
Controller
Chronic
Untreated
# subjects
17
15
13
4
11
Age (years)
43 ± 11
49 ± 9
45 ± 5
53 ± 8
40 ± 8
Male (%)
53
93
69
100
64
Hispanic/Latino (#)
1
0
0
0
2
CD4 + T Cells (/μL)
948 ± 228
679 ± 359
733 ± 172
464 ± 169
Plasma VL (copies/mL)
undetectable
undetectable
163 ± 53
44,559 ± 36,903
Days since diagnosis
6,386 ± 3,845
4,873 ± 2,549
8,133 ± 891
5,371 ± 2,441
HCV (#)a
0
2
4
0
2
Table 1. Clinical characteristics of white subjects. Values for age, CD4+ T cell count, and days since diagnosis
represent mean ± standard deviation. aHCV (#) represents the number of subjects co-infected with Hepatitis C
virus. CD4+ T cell count and plasma VL not determined for HIV negative cohort. Table 1. Clinical characteristics of white subjects. Values for age, CD4+ T cell count, and days since diagnosi
represent mean ± standard deviation. aHCV (#) represents the number of subjects co-infected with Hepatitis
virus. Results
I There was a significant correlation between the Vδ1+ cell frequency of CD3+ cells and
the absolute count (R2 = 0.6536, p < 0.0001). In addition, the patterns of Vδ1+ cells in EC and other HIV-infected
cohorts remained unchanged (see Supplementary Figure S3), suggesting that the increased frequencies of Vδ1+
cells during HIV infection represent an expansion in absolute numbers of these cells. Peripheral Vδ1+ cells display an effector memory phenotype in HIV controllers. To further char-
acterize the phenotype of the Vδ1+ cell population, expression of cell surface markers CD45RA and CD27 were
used to distinguish four subsets of γδ T cells27–29, that correspond to memory subsets of αβ T cells30. Double
positive cells (CD45RA+CD27+) demonstrate characteristics of naïve T cells, CD45RA−CD27+ cells resemble
central memory cells, while CD45RA−CD27− cells resemble effector memory cells. CD45RA+CD27− γδ cells are
the proposed equivalent of terminally differentiated effector memory cells27,28. p
p
q
yff
y
We observed shifts in peripheral Vδ1+ cells away from a CD45RA+CD27+ naïve phenotype towards a
CD45RA+CD27− terminally differentiated phenotype in all HIV-infected cohorts, including those with con-
trolled viremia (Fig. 2a–c). Specifically, the proportion of Vδ1+ cells displaying the CD45RA+CD27+ naïve
phenotype was significantly reduced in EC (median 6.03%, range 1.73–25%) and VC (median 2.24%, range SCIenTIfIC RepOrTS | (2018) 8:16471 | DOI:10.1038/s41598-018-34576-4 2 www.nature.com/scientificreports/ www.nature.com/scientificreports/ Figure 1. Vδ1+ cells expanded in HIV-infected white subjects, despite controlled viremia. PBMCs were
assessed by flow cytometry and viable CD3+ cells were analyzed for expression of Vδ1 and Vδ2. (a)
Representative flow plots from an HIV- uninfected subject (Neg) and an elite controller (EC) are shown. The
numbers in the quadrants represent the percentage of total CD3+ cells. (b) Summary data showing the median
percentage of viable CD3+ cells that are Vδ1+ for Neg (n = 17), EC (n = 15), chronic treated (CT; n = 13),
viremic controller (VC; n = 4), and chronic untreated (CU; n = 11) subjects. The medians of the cohorts were
significantly different (p < 0.0001) as assessed by the Kruskal-Wallis test. Dunn’s multiple comparison tests were
used to assess differences between Neg and each HIV- infected group. *p < 0.05; **p < 0.01; ***p < 0.001. Figure 1. Vδ1+ cells expanded in HIV-infected white subjects, despite controlled viremia. PBMCs were
assessed by flow cytometry and viable CD3+ cells were analyzed for expression of Vδ1 and Vδ2. (a)
Representative flow plots from an HIV- uninfected subject (Neg) and an elite controller (EC) are shown. The
numbers in the quadrants represent the percentage of total CD3+ cells. (b) Summary data showing the median
percentage of viable CD3+ cells that are Vδ1+ for Neg (n = 17), EC (n = 15), chronic treated (CT; n = 13),
viremic controller (VC; n = 4), and chronic untreated (CU; n = 11) subjects. The medians of the cohorts were
significantly different (p < 0.0001) as assessed by the Kruskal-Wallis test. Dunn’s multiple comparison tests were
used to assess differences between Neg and each HIV- infected group. *p < 0.05; **p < 0.01; ***p < 0.001. Figure 1. Vδ1+ cells expanded in HIV-infected white subjects, despite controlled viremia. PBMCs were
assessed by flow cytometry and viable CD3+ cells were analyzed for expression of Vδ1 and Vδ2. (a)
Representative flow plots from an HIV- uninfected subject (Neg) and an elite controller (EC) are shown. The
numbers in the quadrants represent the percentage of total CD3+ cells. (b) Summary data showing the median
percentage of viable CD3+ cells that are Vδ1+ for Neg (n = 17), EC (n = 15), chronic treated (CT; n = 13),
viremic controller (VC; n = 4), and chronic untreated (CU; n = 11) subjects. www.nature.com/scientificreports/ The medians of the cohorts were
significantly different (p < 0.0001) as assessed by the Kruskal-Wallis test. Dunn’s multiple comparison tests were
used to assess differences between Neg and each HIV- infected group. *p < 0.05; **p < 0.01; ***p < 0.001. 1.31–4.89%) compared to uninfected controls (median 38.60%, range 5.73–70%) (Fig. 2a,b). Strikingly, almost all
of the Vδ1+ cells displayed a terminally differentiated CD45RA+CD27− phenotype in HIV-infected cohorts. The
proportions of Vδ1+ cells that were CD45RA+CD27− in both EC (median 78.50%, range 30.00–96.20%) and VC
(median 88.05%, range 76.80–92.90%) were significantly higher than that in uninfected controls (median 23.30%,
range 2.17–81.60%) (Fig. 2c).h We next assessed if Vδ1+ cells displayed additional evidence of activation. The percentage of Vδ1+ cells
expressing both activation markers CD38 and HLA-DR31–33 increased significantly relative to uninfected controls
only in cohorts with detectable viremia (Fig. 2d). Although cohorts with undetectable plasma VL trended towards
increased median percentages of CD38+HLA-DR+ Vδ1+ cells, the increase did not reach statistical significance
(Fig. 2d). g
To determine if direct viral infection could explain the activation, we measured CD4 expression on Vδ1+
cells. Because the median frequency of CD4 on Vδ1+ cells was less than 10% in each cohort (see Supplemental
Figure S4,), we did not pursue direct infection as a driver for the population level activation changes observed. Increased frequencies of peripheral Vδ1+ cells producing pro-inflammatory cytokines in HIV
controllers. We also characterized whether these Vδ1+ cells had altered patterns of cytokine production in
addition to increased markers of activation. Based on recent reports of γδ T cell function13–15,19, we measured the
production of the pro-inflammatory cytokines IFNγ, TNFα, MIP-1β, and IL-17A by T cell subsets in response
to various stimuli using intracellular cytokine staining. Because IL-17A production in γδ T cells was not detected
after any condition—although it was in αβ T cells (see Supplementary Fig. S5)—we restricted subsequent analyses
to IFNγ, TNFα, and MIP-1β.if γ,
,
β
Vδ1+ cells from HIV-infected individuals produced significantly different cytokine signatures than those
from uninfected controls upon stimulation with PMA/ionomycin, a potent non-specific activator of T cells. Frequencies of Vδ1+ cells producing IFNγ, TNFα, and MIP-1β (IFNγ+TNFα+MIP-1β+ Vδ1+ cells, hereafter SCIenTIfIC RepOrTS | (2018) 8:16471 | DOI:10.1038/s41598-018-34576-4 3 www.nature.com/scientificreports/ www.nature.com/scientificreports/ Figure 2. Vδ1+ cells in HIV controllers display an activated, effector-like phenotype. PBMCs were
characterized by flow cytometry and the phenotypes of viable CD3+Vδ1+ cells were assessed. (a) Representative
flow plots from an HIV-uninfected subject (Neg) and an elite controller (EC). The numbers in each quadrant
represent the percentage of CD3+Vδ1+ cells. (b–d) Summary data of median percentages of Vδ1+ cells that are
CD45RA+CD27+ (b), CD45RA+CD27− (c), or HLA-DR+CD38+ (d) for Neg (n = 17), EC (n = 15), CT (n = 13),
VC (n = 4), and CU (n = 11) subjects. The medians of the cohorts were significantly different for all three (b-d)
summary graphs (p < 0.0001) as assessed by the Kruskal-Wallis test. Dunn’s multiple comparison tests were
used to assess differences between HIV− and HIV+ groups. *p < 0.05; **p < 0.01; ***p < 0.001. Figure 2. Vδ1+ cells in HIV controllers display an activated, effector-lik
characterized by flow cytometry and the phenotypes of viable CD3+Vδ1
flow plots from an HIV-uninfected subject (Neg) and an elite controller
represent the percentage of CD3+Vδ1+ cells. (b–d) Summary data of me
CD45RA+CD27+ (b), CD45RA+CD27− (c), or HLA-DR+CD38+ (d) fo
VC (n = 4), and CU (n = 11) subjects. The medians of the cohorts were
summary graphs (p < 0.0001) as assessed by the Kruskal-Wallis test. Du
used to assess differences between HIV− and HIV+ groups. *p < 0.05; * Figure 2. Vδ1+ cells in HIV controllers display an activated, effector-like phenotype. PBMCs were
characterized by flow cytometry and the phenotypes of viable CD3+Vδ1+ cells were assessed. (a) Representative
flow plots from an HIV-uninfected subject (Neg) and an elite controller (EC). The numbers in each quadrant
represent the percentage of CD3+Vδ1+ cells. (b–d) Summary data of median percentages of Vδ1+ cells that are
CD45RA+CD27+ (b), CD45RA+CD27− (c), or HLA-DR+CD38+ (d) for Neg (n = 17), EC (n = 15), CT (n = 13),
VC (n = 4), and CU (n = 11) subjects. The medians of the cohorts were significantly different for all three (b-d)
summary graphs (p < 0.0001) as assessed by the Kruskal-Wallis test. Dunn’s multiple comparison tests were
used to assess differences between HIV− and HIV+ groups. *p < 0.05; **p < 0.01; ***p < 0.001. Figure 2. Vδ1+ cells in HIV controllers display an activated, effector-like phenotype. PBMCs were
characterized by flow cytometry and the phenotypes of viable CD3+Vδ1+ cells were assessed. www.nature.com/scientificreports/ (a) Representative
flow plots from an HIV-uninfected subject (Neg) and an elite controller (EC). The numbers in each quadrant
represent the percentage of CD3+Vδ1+ cells. (b–d) Summary data of median percentages of Vδ1+ cells that are
CD45RA+CD27+ (b), CD45RA+CD27− (c), or HLA-DR+CD38+ (d) for Neg (n = 17), EC (n = 15), CT (n = 13),
VC (n = 4), and CU (n = 11) subjects. The medians of the cohorts were significantly different for all three (b-d)
summary graphs (p < 0.0001) as assessed by the Kruskal-Wallis test. Dunn’s multiple comparison tests were
used to assess differences between HIV− and HIV+ groups. *p < 0.05; **p < 0.01; ***p < 0.001. “pro-inflammatory Vδ1+ cells”) were increased approximately ten-fold in HIV-infected individuals, even in the
absence of detectable viremia (Fig. 3). Specifically, both EC (median 0.84% of CD3+ cells; range 0.19–3.92%) and
CT subjects (median 1.18%; range 0.09–3.20%) had significantly higher frequencies of pro-inflammatory Vδ1+
cells than uninfected controls (median 0.10%; range 0.05–0.56%) (Fig. 3a,b). “pro-inflammatory Vδ1+ cells”) were increased approximately ten-fold in HIV-infected individuals, even in the
absence of detectable viremia (Fig. 3). Specifically, both EC (median 0.84% of CD3+ cells; range 0.19–3.92%) and
CT subjects (median 1.18%; range 0.09–3.20%) had significantly higher frequencies of pro-inflammatory Vδ1+
cells than uninfected controls (median 0.10%; range 0.05–0.56%) (Fig. 3a,b). g
g
Vδ1+ cells did not consistently produce any of the cytokines measured upon incubation with other stimuli. Stimulation with gag peptide pools resulted in no specific cytokine production in γδ T cells (see Supplementary
Fig. S6), although responses were seen in CD8+ T cells in HIV-infected individuals (see Supplementary Fig. S7). Contrary to previous reports14, C. albicans stimulation did not lead to increased cytokine production in Vδ1+ cells
(see Supplementary Fig. S6). (
pp
y
g
)
Having shown that pro-inflammatory Vδ1+ cells increased as a percentage of CD3+ cells in HIV infec-
tion (Fig. 3b), we investigated the proportion of cells within the Vδ1+ subset that produced pro-inflammatory
cytokines. We found that a greater proportion of Vδ1+ cells from HIV-infected individuals produced the SCIenTIfIC RepOrTS | (2018) 8:16471 | DOI:10.1038/s41598-018-34576-4 4 ificreports/
Figure 3. Vδ1+ cells in HIV controllers produce inflammatory cytokines. PBMCs were stimulated with
PMA/ionomycin for 6 hours and cytokine production was measured by intracellular cytokine staining. Viable
CD3+Vδ1+ cells were analyzed for production of IFNγ, TNFα, MIP1β, and IL-17A. www.nature.com/scientificreports/ (d) Spearman’s rank correlation between
the frequency of pro-inflammatory IFNγ+TNFα+MIP1β+ Vδ1+ cells of total CD3+ cells and the frequency
of activated (HLA-DR+CD38+) CD8+ T cells out of total CD8+ T cells; Spearman’s ρ = 0.7107, p < 0.0001; the
same subjects as in c, without CT (30 total subjects). Figure 3. Vδ1+ cells in HIV controllers produce inflammatory cytokines. PBMCs were stimulated with
PMA/ionomycin for 6 hours and cytokine production was measured by intracellular cytokine staining. Viable
CD3+Vδ1+ cells were analyzed for production of IFNγ, TNFα, MIP1β, and IL-17A. (a) Representative flow
plots from an HIV-uninfected subject (Neg) and an elite controller (EC) showing percentages of Vδ1+ cells
expressing IFNγ and TNFα. (b) Summary data showing the median percentage of viable CD3+ cells that are
IFNγ+TNFα+MIP1β+ Vδ1+ for Neg (n = 9), EC (n = 14), CT (n = 11), and CU (n = 7) subjects. The medians
were significantly different (p = 0.0008) as assessed by the Kruskal-Wallis test. Dunn’s multiple comparison
tests were used to assess differences between HIV− and HIV+ groups. (c) The median distribution of Vδ1+
cells producing the indicated number of cytokines in each cohort. The distributions in HIV-infected cohorts
were significantly different than that of HIV-uninfected subjects as assessed by the permutation analysis in
SPICE (n = 10,000 iterations). *p < 0.05; **p < 0.01; ***p < 0.001. (d) Spearman’s rank correlation between
the frequency of pro-inflammatory IFNγ+TNFα+MIP1β+ Vδ1+ cells of total CD3+ cells and the frequency
of activated (HLA-DR+CD38+) CD8+ T cells out of total CD8+ T cells; Spearman’s ρ = 0.7107, p < 0.0001; the
same subjects as in c, without CT (30 total subjects). Figure 3. Vδ1+ cells in HIV controllers produce inflammatory cytokines. PBMCs were stimulated with
PMA/ionomycin for 6 hours and cytokine production was measured by intracellular cytokine staining. Viable
CD3+Vδ1+ cells were analyzed for production of IFNγ, TNFα, MIP1β, and IL-17A. (a) Representative flow
plots from an HIV-uninfected subject (Neg) and an elite controller (EC) showing percentages of Vδ1+ cells
expressing IFNγ and TNFα. (b) Summary data showing the median percentage of viable CD3+ cells that are
IFNγ+TNFα+MIP1β+ Vδ1+ for Neg (n = 9), EC (n = 14), CT (n = 11), and CU (n = 7) subjects. The medians
were significantly different (p = 0.0008) as assessed by the Kruskal-Wallis test. Dunn’s multiple comparison
tests were used to assess differences between HIV− and HIV+ groups. www.nature.com/scientificreports/ (a) Representative flow
plots from an HIV-uninfected subject (Neg) and an elite controller (EC) showing percentages of Vδ1+ cells
expressing IFNγ and TNFα. (b) Summary data showing the median percentage of viable CD3+ cells that are
IFNγ+TNFα+MIP1β+ Vδ1+ for Neg (n = 9), EC (n = 14), CT (n = 11), and CU (n = 7) subjects. The medians
were significantly different (p = 0.0008) as assessed by the Kruskal-Wallis test. Dunn’s multiple comparison
tests were used to assess differences between HIV− and HIV+ groups. (c) The median distribution of Vδ1+
cells producing the indicated number of cytokines in each cohort. The distributions in HIV-infected cohorts
were significantly different than that of HIV-uninfected subjects as assessed by the permutation analysis in
SPICE (n = 10,000 iterations). *p < 0.05; **p < 0.01; ***p < 0.001. (d) Spearman’s rank correlation between
the frequency of pro-inflammatory IFNγ+TNFα+MIP1β+ Vδ1+ cells of total CD3+ cells and the frequency
of activated (HLA-DR+CD38+) CD8+ T cells out of total CD8+ T cells; Spearman’s ρ = 0.7107, p < 0.0001; the
same subjects as in c, without CT (30 total subjects). www.nature.com/scientificreports/ Figure 3. Vδ1+ cells in HIV controllers produce inflammatory cytokines. PBMCs were stimulated with
PMA/ionomycin for 6 hours and cytokine production was measured by intracellular cytokine staining. Viable
CD3+Vδ1+ cells were analyzed for production of IFNγ, TNFα, MIP1β, and IL-17A. (a) Representative flow
plots from an HIV-uninfected subject (Neg) and an elite controller (EC) showing percentages of Vδ1+ cells
expressing IFNγ and TNFα. (b) Summary data showing the median percentage of viable CD3+ cells that are
IFNγ+TNFα+MIP1β+ Vδ1+ for Neg (n = 9), EC (n = 14), CT (n = 11), and CU (n = 7) subjects. The medians
were significantly different (p = 0.0008) as assessed by the Kruskal-Wallis test. Dunn’s multiple comparison
tests were used to assess differences between HIV− and HIV+ groups. (c) The median distribution of Vδ1+
cells producing the indicated number of cytokines in each cohort. The distributions in HIV-infected cohorts
were significantly different than that of HIV-uninfected subjects as assessed by the permutation analysis in
SPICE (n = 10,000 iterations). *p < 0.05; **p < 0.01; ***p < 0.001. www.nature.com/scientificreports/ (c) The median distribution of Vδ1+
cells producing the indicated number of cytokines in each cohort. The distributions in HIV-infected cohorts
were significantly different than that of HIV-uninfected subjects as assessed by the permutation analysis in
SPICE (n = 10,000 iterations). *p < 0.05; **p < 0.01; ***p < 0.001. (d) Spearman’s rank correlation between
the frequency of pro-inflammatory IFNγ+TNFα+MIP1β+ Vδ1+ cells of total CD3+ cells and the frequency
of activated (HLA-DR+CD38+) CD8+ T cells out of total CD8+ T cells; Spearman’s ρ = 0.7107, p < 0.0001; the
same subjects as in c, without CT (30 total subjects). pro-inflammatory cytokines tested compared with uninfected controls (Fig. 3c). Although Vδ1+ cells not
producing any cytokine upon PMA/ionomycin stimulation were the majority in uninfected controls (median
55.80%; range 20.23–74.09%), they were only a small fraction of total Vδ1+ cells in EC (median 15.45%; range
5.71–30.85%), CT subjects (median 11.37%; range 2.12–47.89%), and CU subjects (median 10.98%; range 2.79–
30.56%) (Fig. 3c). pro-inflammatory cytokines tested compared with uninfected controls (Fig. 3c). Although Vδ1+ cells not
producing any cytokine upon PMA/ionomycin stimulation were the majority in uninfected controls (median
55.80%; range 20.23–74.09%), they were only a small fraction of total Vδ1+ cells in EC (median 15.45%; range
5.71–30.85%), CT subjects (median 11.37%; range 2.12–47.89%), and CU subjects (median 10.98%; range 2.79–
30.56%) (Fig. 3c).l We next determined whether pro-inflammatory Vδ1+ cells might be associated with chronic immune activa-
tion observed during HIV infection31. We found the frequency of peripheral pro-inflammatory Vδ1+ cells sig-
nificantly correlated with chronic immune activation as measured by the percentage of CD38+HLA-DR+ among
Vδ1−Vδ2−CD8+ T cells) (Spearman’s ρ = 0.7107; p < 0.0001) (Fig. 3d). To avoid the confounding effects intro-
duced by the interaction of ART and chronic immune activation, we excluded CT subjects from this analysis. Vδ1+ cells are present in the intestinal mucosa in HIV controllers. Because phenotypic and func-
tional perturbations of peripheral Vδ1+ cells are seen even in cohorts with undetectable viremia, we hypothesized
that the perturbations might rather be associated with local viral replication in intestinal tissues where Vδ1+ cells
reside. To confirm that γδ T cells localize in the intestinal mucosa of HIV controllers, we used IHC to determine
the percentage of γδ cells within the colonic epithelial layer. We found that 84% (265/317) of γδ T cells were SCIenTIfIC RepOrTS | (2018) 8:16471 | DOI:10.1038/s41598-018-34576-4 5 www.nature.com/scientificreports/ www.nature.com/scientificreports/ Figure 4. www.nature.com/scientificreports/ Total populations of mucosal-associated T cells were first identified as
CD3+CD103+ cells34 and then the frequency of Vδ1+Vδ2− cells was measured (Fig. 4b). Vδ1+ cells constituted a
large percentage of intestinal CD3+CD103+ cells and predominated in the colon of viremic controllers (median ntraepithelial in the colonic mucosa of EC (Fig. 4a), similar to the distribution in uninfected controls (79%
6/122 cells).il We further confirmed that γδ T cells reside in the gut mucosa of HIV controllers by flow cytometry of samples
isolated from intestinal pinch biopsies. Total populations of mucosal-associated T cells were first identified as
CD3+CD103+ cells34 and then the frequency of Vδ1+Vδ2− cells was measured (Fig. 4b). Vδ1+ cells constituted a
large percentage of intestinal CD3+CD103+ cells and predominated in the colon of viremic controllers (median
38.0%; range 27.1–60.10%), elite controllers (median 27.4%; range 0.83–30.0%) and uninfected controls (median
16.10%; range 6.55–28.10%) (Fig. 4c). Frequency of pro-inflammatory Vδ1+ correlate with relative gut VL in HIV controllers. We next
addressed whether frequencies of peripheral pro-inflammatory Vδ1+ cells were related to systemic or local gut
viral replication in HIV controllers. Relative gut viral load (VL) was quantified from pinch biopsies and Vδ1+
cell functional analysis was performed on 12 EC, 2 VC, and 3 uninfected controls. Similar to a previous report6,
we were able to detect HIV viral RNA in multiple gut compartments of the majority of HIV controllers, despite
undetectable viral RNA in PBMCs and an undetectable clinical plasma VL (see Supplementary Table S2).il p
pp
y
Significantly more peripheral pro-inflammatory Vδ1+ cells were present in subjects with detectable viral
RNA in any gut compartment than in those with no detectable virus (p = 0.0464) (Fig. 5a). To confirm that
the expansion of pro-inflammatory Vδ1+ cells was not explained by peripheral viral burden, we repeated the
dichotomization using detectable virus measured either by PBMC-associated viral RNA (measured in the same
manner as gut-associated virus) or plasma viremia (measured in the clinical setting). No significant difference
was found in the frequencies of peripheral pro-inflammatory Vδ1+ cells between individuals dichotomized by
PBMC-associated viral RNA (Fig. 5b) or between HIV-infected individuals dichotomized by plasma VL (see
Supplementary Figure S8). Furthermore, Spearman’s ranked correlation coefficient showed that the frequency
of peripheral pro-inflammatory Vδ1+ cells significantly correlated with the average relative gut VL (Spearman’s
ρ = 0.5812, p = 0.0144) (Fig. 5c). www.nature.com/scientificreports/ Thus, the frequency of peripheral pro-inflammatory Vδ1+ cells was closely
associated with intestinal but not peripheral levels of HIV. www.nature.com/scientificreports/ A large proportion of CD3+CD103+ mucosal-associated T cells in colon are Vδ1+. (a) A
representative 20X image of a colon pinch biopsy stained with a monoclonal antibody against the γδ TCR. Note
the intraepithelial location of the γδ+ cells (arrowheads). (b) Cells isolated from fresh intestinal pinch biopsies
were analyzed by flow cytometry and viable CD3+ cells were gated for CD103 expression and subsequently
analyzed for Vδ1 and Vδ2 expression. (c) Summary data showing the median percentage of CD3+CD103+
cells that are Vδ1+ in the transverse colon, duodenum, and terminal ileum of HIV-uninfected (Neg) subjects
(n = 3) or HIV controllers (viremic controllers (n = 3), elite controllers (n = 3)). Figure 4. A large proportion of CD3+CD103+ mucosal-associated T cells in colon are Vδ1+. (a) A Figure 4. A large proportion of CD3+CD103+ mucosal-associated T cells in colon are Vδ1+. (a) A
representative 20X image of a colon pinch biopsy stained with a monoclonal antibody against the γδ TCR. Note
the intraepithelial location of the γδ+ cells (arrowheads). (b) Cells isolated from fresh intestinal pinch biopsies
were analyzed by flow cytometry and viable CD3+ cells were gated for CD103 expression and subsequently
analyzed for Vδ1 and Vδ2 expression. (c) Summary data showing the median percentage of CD3+CD103+
cells that are Vδ1+ in the transverse colon, duodenum, and terminal ileum of HIV-uninfected (Neg) subjects
(n = 3) or HIV controllers (viremic controllers (n = 3), elite controllers (n = 3)). Figure 4. A large proportion of CD3+CD103+ mucosal-associated T cells in colon are Vδ1+. (a) A
representative 20X image of a colon pinch biopsy stained with a monoclonal antibody against the γδ TCR. Note
the intraepithelial location of the γδ+ cells (arrowheads). (b) Cells isolated from fresh intestinal pinch biopsies
were analyzed by flow cytometry and viable CD3+ cells were gated for CD103 expression and subsequently
analyzed for Vδ1 and Vδ2 expression. (c) Summary data showing the median percentage of CD3+CD103+
cells that are Vδ1+ in the transverse colon, duodenum, and terminal ileum of HIV-uninfected (Neg) subjects
(n = 3) or HIV controllers (viremic controllers (n = 3), elite controllers (n = 3)). intraepithelial in the colonic mucosa of EC (Fig. 4a), similar to the distribution in uninfected controls (79%,
96/122 cells). We further confirmed that γδ T cells reside in the gut mucosa of HIV controllers by flow cytometry of samples
isolated from intestinal pinch biopsies. Discussion The expansion of Vδ1+ cells in EC and
VC seen in this study indicates that alterations in Vδ1+ cells occur even with immunologic control of HIV. Interestingly, we did not observe an expansion of Vδ1+ cells in a cohort of African American ECs, emphasizing
the need raised by previous reports to account for race in studies on γδ subsets25,26.h alterations and prior studies of chronically HIV-infected cohorts16,17,35. The expansion of Vδ1+ cells in EC and
VC seen in this study indicates that alterations in Vδ1+ cells occur even with immunologic control of HIV. Interestingly, we did not observe an expansion of Vδ1+ cells in a cohort of African American ECs, emphasizing
the need raised by previous reports to account for race in studies on γδ subsets25,26.h The origin of the expanded Vδ1+ population remains unknown and is a promising area of future investigation. Vδ1+ populations acting as IELs differ from those in the lamina propria in their ontogeny, TCR repertoire, and
their propensity to circulate in vasculature at steady state36,37. Deeper characterization of changes in cell localiza-
tion during HIV infection and the application of next generation TCR sequencing of Vδ1+ clones in the gut and
blood of HIV-infected individuals would help differentiate the possible source of the expanded Vδ1+ population
in our cohorts. Direct infection of γδ cells has been reported in the literature38,39, but the rates of infection in these cells are
very low and unlikely to fully account for the drastic phenotypic changes seen in the majority of Vδ1+ cells. Although a direct assessment of HIV infection was not conducted in this study, few Vδ1+ cells from each cohort
expressed CD4 (see Supplemental Figure S4). Interestingly, HIV-infected individuals did have significantly
decreased percentages of Vδ1+ cells that expressed CD4. Future studies to explore the possibility of depletion of
CD4+ Vδ1+cells by direct infection might add to the growing appreciation of γδ cells as HIV targets38.htlhi The observed shift of peripheral Vδ1+ cells towards a pro-inflammatory Th1 profile in HIV-infected individ-
uals is consistent with prior findings13,14,19, but has never, to our knowledge, been shown in a cohort with viral
suppression in the absence of ART. Contrary to previous reports14,40, we did not detect specific IL-17A expression
in peripheral γδ T cells stimulated with C. albicans or PMA/ionomycin. Discussion In this study, we found that peripheral Vδ1+ cells are increased in frequency in HIV controllers and produce
multiple pro-inflammatory cytokines, similar to ART-treated and -untreated individuals infected with HIV. These perturbations are correlated with VL in the gut, but are independent of peripheral viral burden. We believe
the increased frequency of Vδ1+ cells seen in this study represents a true expansion based on the phenotypic 6 SCIenTIfIC RepOrTS | (2018) 8:16471 | DOI:10.1038/s41598-018-34576-4 www.nature.com/scientificreports/ Figure 5. Levels of pro-inflammatory Vδ1+ cells correlate with gut-associated, but not plasma-associated,
relative viral load. HIV gag RNA was quantified in PBMCs and intestinal pinch biopsies by qRT-PCR for
HIV-uninfected (Neg) (n = 3), EC (n = 12), and VC (n = 2) subjects. Relative viral load (VL) was determined
after normalizing the copies of gag to copies of RPS9. The average gut VL represents the mean VL across three
intestinal compartments (transverse colon, duodenum, and terminal ileum). Subjects were divided into groups
with detectable or undetectable viral load in any gut compartment or in the blood. (a,b) Summary data showing
the percentage of pro-inflammatory (IFNγ+TNFα+MIP1β+) Vδ1+ cells out of total CD3+ cells, grouped by gut
VL (a) or PBMC VL (b). Horizontal lines represent the median. A two-tailed Mann-Whitney test was used to
compare the medians. (c) Spearman’s rank correlation between the average gut VL and the percentage of CD3+
cells that are pro-inflammatory Vδ1+. Figure 5. Levels of pro-inflammatory Vδ1+ cells correlate with gut-associated, but not plasma-associated,
relative viral load. HIV gag RNA was quantified in PBMCs and intestinal pinch biopsies by qRT-PCR for
HIV-uninfected (Neg) (n = 3), EC (n = 12), and VC (n = 2) subjects. Relative viral load (VL) was determined
after normalizing the copies of gag to copies of RPS9. The average gut VL represents the mean VL across three
intestinal compartments (transverse colon, duodenum, and terminal ileum). Subjects were divided into groups
with detectable or undetectable viral load in any gut compartment or in the blood. (a,b) Summary data showing
the percentage of pro-inflammatory (IFNγ+TNFα+MIP1β+) Vδ1+ cells out of total CD3+ cells, grouped by gut
VL (a) or PBMC VL (b). Horizontal lines represent the median. A two-tailed Mann-Whitney test was used to
compare the medians. (c) Spearman’s rank correlation between the average gut VL and the percentage of CD3+
cells that are pro-inflammatory Vδ1+. alterations and prior studies of chronically HIV-infected cohorts16,17,35. Methods
S
d Study participants. The study was approved by the Massachusetts General Hospital Institutional Review
Board and was performed in accordance with the approved guidelines. All participants provided written
informed consent. HIV elite controllers (EC) were defined by ≥3 undetectable plasma HIV-1 RNA (plasma VL)
measurements spanning ≥12 months without ART. Chronic treated (CT) subjects were defined by undetecta-
ble plasma VL measurements while on ART for ≥12 months prior to sample date. Viral blips <200 copies/mL
were not exclusion criteria in either of these groups if the plasma VL became undetectable within a year. HIV
viremic controllers (VC) were defined by detectable low levels of viremia, plasma VL of <2000 copies/mL, for
≥12 months without ART. Chronic untreated (CU) subjects had plasma VL >2000 copies/mL for ≥12 months
without ART. Subject characteristics, including ethnicity and sex, were self-reported on intake forms. Flow cytometry analysis. Peripheral blood mononuclear cells (PBMCs) from venous blood collected in
acid citrate dextrose tubes were separated by centrifugation on a Histopaque gradient and cryopreserved in liq-
uid nitrogen. Cryopreserved PBMCs were thawed and 5 × 106 cells were stained for viability with LIVE/DEAD
Fixable Violet Dead Cell Stain Kit (Life Technologies). Surface markers were identified with the following mouse
monoclonal antibodies (mAbs): FITC anti-Vδ1 (clone TS8.2, Thermo Fisher Scientific), PE anti-Vδ2 (B6, BD
Biosciences), PE-CF594 anti-CD3 (UCHT1, BD Biosciences), Brilliant Violet 605 (BV605) anti-CD4 (RPA-T4,
BD Biosciences), v500 anti-CD8 (SK1, BD Biosciences), APC-H7 anti-CD27 (M-T271, BD Biosciences), PE-Cy5
anti-CD45RA (HI100, BD Biosciences), Alexa Fluor 700 (AF700) anti-HLA-DR (G46-6, BD Biosciences),
AF647 anti-CD38 (HIT2, Biolegend), PE-Cy7 anti-CD103 (Ber-ACT8, Biolegend), V450 anti-CD19 (HIB19, BD
Biosciences), and Pacific Blue anti-CD14 (M5E2, BD Biosciences). Stained cells were fixed with 2% paraform-
aldehyde before running on an LSRII flow cytometer (BD Biosciences). Flow data were analyzed with FlowJo
(TreeStar). Intracellular cytokine staining analysis. Cryopreserved PBMCs were thawed and rested over-
night at 37 °C, 5% CO2 at 2 × 106 cells/mL of R+ media (RPMI-1640 Medium (Sigma-Aldrich) supplemented
with 10 mM HEPES buffer, 2mM L-glutamine, 50 IU/mL Penicillin, 50 μg/mL Streptomycin) with 10% (v/v)
FBS (Sigma-Aldrich). Cells were resuspended at 4 × 106/mL in R+ with 10% FBS, GolgiPlug (1.0 μg/mL, BD
Biosciences), and soluble anti-CD28/CD49d mAbs (BD Biosciences). Stimuli included media only, a pool of gag
overlapping peptides (2 μg/mL), C. albicans (106 bodies/mL), or phorbol 12-myristate 13-acetate (PMA; 50 ng/
mL) with ionomycin (1 μg/mL) (PMA/ionomycin, Ebioscience). Discussion This might be explained by the different
approaches; our study assayed ex vivo cytokine production using short incubation times (6 hours), rather than
following an extended (>1 week) in vitro expansion phase. SCIenTIfIC RepOrTS | (2018) 8:16471 | DOI:10.1038/s41598-018-34576-4 7 www.nature.com/scientificreports/ Chronic inflammation has been linked to disease progression and increased morbidity in HIV infection in
general41,42 and in ECs in particular1,4,5. A disrupted intestinal epithelial barrier is thought to lead to micro-
bial translocation from the gut into the periphery and subsequent immune activation, thereby exacerbating the
chronic inflammation in HIV infection8. Multiple reports support large perturbations of Vδ1+ cell populations at
mucosal surfaces, although the specifics of these changes differ: some groups report they expand in the rectum35
and duodenum43,44 of HIV-infected individuals, while others report they decrease in the duodenum29 and the
vaginal mucosa45 during infection. These changes of Vδ1+ cells in the intestinal mucosa, their ability to robustly
respond to stressed epithelial cells, and their role in maintaining intestinal barrier integrity support their possible
involvement in the proposed immune activation that drives disease progression11,24,44. In fact, a study in rhesus
macaques linked levels of microbial translocation in Simian Immunodeficiency Virus (SIV) infection with the
expansion of Vδ1+ cells39. Another report connected microbial translocation, Vδ1+ cell expansion, and disease
progression in the setting of acute HIV infection28. Our data add an additional component to support a model
in which Vδ1+ cells might be involved in chronic inflammation in HIV resulting from loss of the intestinal bar-
rier integrity. Specifically, we propose that local viral replication in intestinal tissues rather than systemic viral
burden leads to the increased frequency, activated phenotype, and pro-inflammatory function of Vδ1+ cells in
HIV-infected individuals. While a perturbed Vδ1+ subset might contribute to impaired gut function and chronic
inflammation in EC and other HIV-infected subjects, further work is needed to explore the origins and mechanis-
tic role of these cells in this process. Investigating this link will yield insight into the mechanisms of HIV-induced
impairment of the intestinal immune system and potentially lead to novel interventions to decrease HIV-related
chronic inflammation by targeting Vδ1+ cells. Methods
S
d After 6 hours at 37 °C, cells were stained with
LIVE/DEAD Fixable Violet Dead Cell Stain Kit (Life Technologies) before intracellular cytokine staining with the
Cytofix/Cytoperm Kit (BD Biosciences) according to the manufacturer’s instructions. i
Cells were stained prior to permeabilization with the following mouse mAbs: FITC anti-Vδ1 (clone TS8.2,
Thermo Fisher Scientific), PerCP anti-Vδ2 (B6, Biolegend), BV785 anti-PD-1 (EH12.2H7, Biolegend), BV510
anti-CD3 (UCHT1, BD Biosciences), BV605 anti-CD4 (RPA-T4, BD Biosciences), and APC-H7 anti-CD8 (SK1,
BD Biosciences). Intracellular antigens were detected using mouse mAbs: AF647 anti-IL-17A (BL168, Biolegend), AF700
anti-TNFα (mAb11, BD Biosciences), PE anti-MIP-1β (D21-1351, BD Biosciences), and PE-Cy7 anti-IFNγ (B27,
BD Biosciences).l Data acquisition was performed with an LSRII flow cytometer (BD Biosciences) and analyzed with FlowJo
software (TreeStar). No background subtraction was performed on cytokine-producing subsets. Cytokine expres-
sion analysis was performed using SPICE version 5.1, from http://exon.niaid.nih.gov46. Candida albicans preparation. Candida was prepared as previous reported14. Briefly, C. albicans (Ca) was
grown in RPMI 1640 medium for 2 days, washed twice in PBS, autoclaved, and used at a final concentration of
106 bodies/mL. 8 SCIenTIfIC RepOrTS | (2018) 8:16471 | DOI:10.1038/s41598-018-34576-4 www.nature.com/scientificreports/ Mononuclear cell isolation from intestinal tissue. Ten intestinal pinch biopsies from each site were
collected by colonoscopy (transverse colon and terminal ileum) and upper endoscopy (duodenum) and placed
immediately into 4 °C gut-wash (R+ supplemented with 222 μg/mL piperacillin, 28 μg/mL tazobactam, and 2.5 μg/
mL amphotericin B) and kept on ice <2 hours until processing by an adapted collagenase type II protocol47. Briefly, tissue was mechanically disrupted by passage through a 16-gauge needle before a 20 minute incubation at
37 °C with 0.50 mg/mL collagenase type II (Clostridium histolyticum, Sigma-Aldrich). The cells in the supernatant
were filtered through a 70 μm cell strainer and resuspended in gut-wash with 10% FBS. This process was repeated
on the remaining tissue and the combined cells from both rounds were kept on ice until further analysis. Immunohistochemical (IHC) staining and quantification of γδ cells in intestinal tissue. Serial
sections (4 μm) of formalin-fixed paraffin-embedded pinch biopsies were stained for the TCR γ chain by an
adapted protocol48. Briefly, epitope retrieval in 10 mM sodium citrate buffer (pH6.5) for 2 minutes in a Decloaking
Chamber (Biocare Medical) preceded staining with anti-TCRγ mouse mAb (clone γ3.20, Thermo Scientific)
and the DAB Envision+ system (Dako). References 1. Pereyra, F. et al. Increased coronary atherosclerosis and immune activation in HIV-1 elite controllers. AIDS (London, England) 26
2409–2412, https://doi.org/10.1097/QAD.0b013e32835a9950 (2012). 2. Ling, B. et al. The large intestine as a major reservoir for simian immunodeficiency virus in macaques with long-term,
nonprogressing infection. The Journal of infectious diseases 202, 1846–1854, https://doi.org/10.1086/657413 (2010). 2. Ling, B. et al. The large intestine as a major reservoir for simian immunodeficiency virus in macaques with long-term,
nonprogressing infection. The Journal of infectious diseases 202, 1846–1854, https://doi.org/10.1086/657413 (2010). p
g
gh
f
f
p
g
3. Hatano, H. et al. Prospective antiretroviral treatment of asymptomatic, HIV-1 infected controllers. PLoS pathogens 9, e1003691,
https://doi.org/10.1371/journal.ppat.1003691 (2013). p
g
gh
f
f
p
g
3. Hatano, H. et al. Prospective antiretroviral treatment of asymptomatic, HIV-1 infected controllers. PLoS pathogens 9, e1003691
https://doi.org/10.1371/journal.ppat.1003691 (2013). 4. Hunt, P. W. et al. Relationship between T cell activation and CD4+ T cell count in HIV-seropositive individuals with undetectable
plasma HIV RNA levels in the absence of therapy. The Journal of infectious diseases 197, 126–133, https://doi.org/10.1086/524143
(2008).i 4. Hunt, P. W. et al. Relationship between T cell activation and CD4+ T cell count in HIV-seropositive individuals with undetectable
plasma HIV RNA levels in the absence of therapy. The Journal of infectious diseases 197, 126–133, https://doi.org/10.1086/524143
(2008).i 5. Sanchez, J. L. et al. Lymphoid fibrosis occurs in long-term nonprogressors and persists with antiretroviral therapy but may be
reversible with curative interventions. The Journal of infectious diseases 211, 1068–1075, https://doi.org/10.1093/infdis/jiu586
(2015). 5. Sanchez, J. L. et al. Lymphoid fibrosis occurs in long-term nonprogressors and persists with antiretroviral therapy but may be
reversible with curative interventions. The Journal of infectious diseases 211, 1068–1075, https://doi.org/10.1093/infdis/jiu586
(2015). 6. Hatano, H. et al. Comparison of HIV DNA and RNA in gut-associated lymphoid tissue of HIV-infected controllers and
noncontrollers. AIDS (London, England) 27, 2255–2260, https://doi.org/10.1097/QAD.0b013e328362692f (2013). 7. Dandekar, S. Pathogenesis of HIV in the gastrointestinal tract. Current HIV/AIDS reports 4, 10–15 (2007). 8. Klatt, N. R., Funderburg, N. T. & Brenchley, J. M. Microbial translocation, immune activation, and HIV disease. Trends in
microbiology 21, 6–13, https://doi.org/10.1016/j.tim.2012.09.001 (2013). microbiology 21, 6–13, https://doi.org/10.1016/j.tim.2012.09.001 (2013). 9. Pang, D. J., Neves, J. F., Sumaria, N. & Pennington, D. J. Understanding the complexity of gammadelta T-cell subsets in mouse and
human. Immunology 136, 283–290, https://doi.org/10.1111/j.1365-2567.2012.03582.x (2012). gy
p
g
j
9. Pang, D. J., Neves, J. F., Sumaria, N. & Pennington, D. J. Methods
S
d Identification of DAB+ cells in 20X images (TissueFAXS scanning sys-
tem; Tissuegnostics) was assisted by HistoQUEST (Tissuegnostics) image analysis software and the percentage of
intraepithelial γδ T cells was quantified for 2 slides per biopsy. Detecting and quantifying HIV viral load by qRT-PCR. Pinch biopsies of intestinal tissue were
mechanically homogenized using a roto-stator (VWR) and a QIAshredder column. RNA was extracted using
the RNeasy kit (Qiagen). Quantitative reverse transcription-PCR (qRT-PCR) was performed on a Roche
LightCycler 480 system using the Brilliant II SYBR Green qRT-PCR kit (Agilent Technologies) according to
the manufacturer’s instructions with HIV-1 gag SK462 (AGTTGGAGGACATCAAGCAGCCATGCAAAT)
and SK431 (TGCTATGTCACTTCCCCTTGGTTCTCT). Relative HIV RNA copy numbers (viral load, VL)
were normalized to levels of ribosomal S9 (RPS9) protein as determined by a separate qRT-PCR (forward:
AAGGCCGCCCGGGAACTGCTGAC, reverse: ACCACCTGCTTGCGGACCCTGATA). Average relative gut
VL was calculated as the mean VL across each measured gut compartment (transverse colon, terminal ileum, and
duodenum). The limit of detection (10−7 relative copies) was used for compartments in which no HIV RNA was
detected. Subjects were dichotomized into “undetectable” and “detectable” groups separately for PBMCs and for
the gut. An individual with HIV viral load below the limit of detection in all measured gut compartments was
placed in the “undetectable” group, otherwise they were categorized as “detectable”. Statistical analysis. Nonparametric tests were used to compare medians between groups. The
Mann-Whitney test was used for comparisons of 2 groups and the Kruskal-Wallis test followed by Dunn’s post
tests for >2 groups. Spearman rank order correlation coefficients were used to assess associations between con-
tinuous variables. Differences were considered significant at p < 0.05. Graphpad Prism 5 was used for all analyses
except comparison of distributions of cytokine production, which was performed in SPICE using a partial per-
mutation test for 10,000 iterations as described46. Data Availability
All data generated or analyzed during this study are included in this published article (and its Supplementary
Information files). y
All data generated or analyzed during this study are included in this published article (and its Supplementary
Information files). www.nature.com/scientificreports/ Harris, L. D. et al. Mechanisms underlying gammadelta T-cell subset perturbations in SIV-infected Asian rhesus macaques. Blood
116, 4148–4157, https://doi.org/10.1182/blood-2010-05-283549 (2010). p
g
0. Maher, C. O. et al. Candida albicans stimulates IL-23 release by human dendritic cells and downstream IL-17 secretion by Vdelta1 T
cells. J Immunol 194, 5953–5960, https://doi.org/10.4049/jimmunol.1403066 (2015).l p
g
j
1. Deeks, S. G. HIV infection, inflammation, immunosenescence, and aging. Annual review of medicine 62, 141–155, https://doi
org/10.1146/annurev-med-042909-093756 (2011).l g
42. Duprez, D. A. et al. Inflammation, coagulation and cardiovascular disease in HIV-infected individuals. PloS one 7, e44454, https://
doi.org/10.1371/journal.pone.0044454 (2012). g
j
p
3. Nilssen, D. E. et al. Intraepithelial gamma/delta T cells in duodenal mucosa are related to the immune state and survival time in
AIDS. J Virol 70, 3545–3550 (1996). (
)
4. Nilssen, D. E. & Brandtzaeg, P. Intraepithelial gammadelta T cells remain increased in the duodenum of AIDS patients despite
antiretroviral treatment. PloS one 7, e29066, https://doi.org/10.1371/journal.pone.0029066 (2012). p
g
j
et al. Loss of Intra-Epithelial Endocervical Gamma Delta (GD) 1 45. Strbo, N. et al. Loss of Intra-Epithelial Endocervical Gamma Delta (GD) 1 T Cells in HIV-Infected Women. American journal of
reproductive immunology 75, 134–145, https://doi.org/10.1111/aji.12458 (2016). 46. Roederer, M., Nozzi, J. L. & Nason, M. C. SPICE: exploration and analysis of post-cytometric complex multivariate datasets. Cytometry. Part A: the journal of the International Society for Analytical Cytology 79, 167–174, https://doi.org/10.1002/cyto.a.21015
(2011). (
)
47. Shacklett, B. L. et al. Optimization of methods to assess human mucosal T-cell responses to HIV infection. Journal of Immunological
Methods 279, 17–31, https://doi.org/10.1016/s0022-1759(03)00255-2 (2003).h p
g
8. Rodriguez-Pinilla, S. M. et al. TCR-gamma expression in primary cutaneous T-cell lymphomas. The American journal of surgica
pathology 37, 375–384, https://doi.org/10.1097/PAS.0b013e318275d1a2 (2013). www.nature.com/scientificreports/ 5. Hudspeth, K. et al. Engagement of NKp30 on Vdelta1 T cells induces the production of CCL3, CCL4, and CCL5 and suppresse
HIV-1 replication. Blood 119, 4013–4016, https://doi.org/10.1182/blood-2011-11-390153 (2012). 16. De Paoli, P. et al. A subset of gamma delta lymphocytes is increased during HIV-1 infection. Clinical and experimental immun
83, 187–191 (1991). ,
(
)
17. Autran, B. et al. T cell receptor gamma/delta+ lymphocyte subsets during HIV infection. Clinical and experimental immunology 75,
206–210 (1989). 18. Li, H., Chaudhry, S., Poonia, B., Shao, Y. & Pauza, C. D. Depletion and dysfunction of Vgamma2Vdelta2 T cells in HIV disease:
mechanisms, impacts and therapeutic implications. Cellular & molecular immunology 10, 42–49, https://doi.org/10.1038/
cmi.2012.50 (2013). 19. Boullier, S., Dadaglio, G., Lafeuillade, A., Debord, T. & Gougeon, M. L. V delta 1 T cells expanded in the blood throughout HIV
infection display a cytotoxic activity and are primed for TNF-alpha and IFN-gamma production but are not selected in lymph
nodes. J Immunol 159, 3629–3637 (1997). 0. Omi, K. et al. Inhibition of R5-tropic HIV type-1 replication in CD4(+) natural killer T cells by gammadelta T lymphocytes
Immunology 141, 596–608, https://doi.org/10.1111/imm.12221 (2014).h gy
p
g
21. Chun, T. W. et al. Persistence of HIV in gut-associated lymphoid tissue despite long-term antiretroviral therapy. The Journal of
infectious diseases 197, 714–720, https://doi.org/10.1086/527324 (2008).f infectious diseases 197, 714–720, https://doi.org/10.1086/527324 f
p
g
2. Yukl, S. A. et al. Differences in HIV burden and immune activation within the gut of HIV-positive patients receiving suppressive
antiretroviral therapy. The Journal of infectious diseases 202, 1553–1561, https://doi.org/10.1086/656722 (2010). pyh
J
f
f
p
g
(
)
3. Caccamo, N. et al. Mechanisms underlying lineage commitment and plasticity of human gammadelta T cells. Cellular & molecula
i
l
10 30 34 htt
//d i
/10 1038/
i 2012 42 (2013) pyh
f
f
p
g
(
)
3. Caccamo, N. et al. Mechanisms underlying lineage commitment and plasticity of human gammadelta T cells. Cellular & molecula
immunology 10, 30–34, https://doi.org/10.1038/cmi.2012.42 (2013). pyh
f
f
23. Caccamo, N. et al. Mechanisms underlying lineage commitment and
immunology 10, 30–34, https://doi.org/10.1038/cmi.2012.42 (2013). gy
p
g
24. Deusch, K. et al. A major fraction of human intraepithelial lymphocytes simultaneously expresses the gamma/delta T cell receptor,
the CD8 accessory molecule and preferentially uses the V delta 1 gene segment. European journal of immunology 21, 1053–1059,
https://doi.org/10.1002/eji.1830210429 (1991). p
g
j
5. Cairo, C. et al. www.nature.com/scientificreports/ Impact of age, gender, and race on circulating gammadelta T cells. Human immunology 71, 968–975, https://doi
org/10.1016/j.humimm.2010.06.014 (2010). 26. Hviid, L. et al. High frequency of circulating gamma delta T cells with dominance of the v(delta)1 subset in a healthy population. International immunology 12, 797–805 (2000).fflh gy
7. Dieli, F. et al. Differentiation of effector/memory Vdelta2 T cells and migratory routes in lymph nodes or inflammatory sites. The
Journal of experimental medicine 198, 391–397, https://doi.org/10.1084/jem.20030235 (2003). f
p
p
g
j
8. Li, Z. et al. gammadelta T cells are involved in acute HIV infection and associated with AIDS progression. PloS one 9, e106064
https://doi.org/10.1371/journal.pone.0106064 (2014).ff p
g
j
p
29. Cimini, E. et al. Primary and Chronic HIV Infection Differently Modulates Mucosal Vdelta1 and Vdelta2 T-Cells Differentiation
Profile and Effector Functions. PloS one 10, e0129771, https://doi.org/10.1371/journal.pone.0129771 (2015). if
p
g
j
p
0. Robinson, H. L. & Amara, R. R. T cell vaccines for microbial infections. Nature medicine 11, S25–32, https://doi.org/10.1038
nm1212 (2005). 1. Paiardini, M. & Muller-Trutwin, M. HIV-associated chronic immune activation. Immunological reviews 254, 78–101, https://doi
org/10.1111/imr.12079 (2013). g
32. Jouen-Beades, F. et al. Similarity of expression of activation markers and CD28 on gamma delta and alpha beta-receptor T cells in
HIV infection. Clinical immunology and immunopathology 79, 189–193 (1996).i gy
p
gy
33. Norazmi, M. N., Arifin, H. & Jamaruddin, M. A. Increased level of activated gamma delta lymphocytes correlates with di
severity in HIV infection. Immunology and cell biology 73, 245–248, https://doi.org/10.1038/icb.1995.40 (1995). y
gy
gy
p
g
34. Shin, H. & Iwasaki, A. Tissue-resident memory T cells. Immunological reviews 255, 165–181, https://doi.org/10.1111/imr.12087
(2013). 35. Poles, M. A. et al. Human Immunodeficiency Virus Type 1 Induces Persistent Changes in Mucosal and Blood T Cells de
Suppressive Therapy. Journal of Virology 77, 10456–10467, https://doi.org/10.1128/jvi.77.19.10456-10467.2003 (2003). h
6. Hayday, A. & Tigelaar, R. Immunoregulation in the tissues by gammadelta T cells. Nature reviews. Immunology 3, 233–242, https:/
doi.org/10.1038/nri1030 (2003). g
37. Holderness, J., Hedges, J. F., Ramstead, A. & Jutila, M. A. Comparative biology of gammadelta T cell function in humans, mice, and
domestic animals. Annual review of animal biosciences 1, 99–124, https://doi.org/10.1146/annurev-animal-031412-103639 (2013). b
l
h
l
d l
ll
l
f
f
h f
p
g
8. Soriano-Sarabia, N. et al. Peripheral Vgamma9Vdelta2 T Cells Are a Novel Reservoir of Latent HIV Infection. PLoS pathogens 11
e1005201, https://doi.org/10.1371/journal.ppat.1005201 (2015). p
g
j
pp
39. References Understanding the complexity of gammadelta T-cell subsets in mouse and
human. Immunology 136, 283–290, https://doi.org/10.1111/j.1365-2567.2012.03582.x (2012). gy
g
j
0. Hayday, A. C. Gammadelta T cells and the lymphoid stress-surveillance response. Immunity 31, 184–196, https://doi.org/10.1016/j
immuni.2009.08.006 (2009). 1. Vantourout, P. & Hayday, A. Six-of-the-best: unique contributions of gammadelta T cells to immunology. Nature reviews
Immunology 13, 88–100, https://doi.org/10.1038/nri3384 (2013). gy
p
g
2. Poccia, F. et al. Antiviral reactivities of gammadelta T cells. Microbes and infection/Institut Pasteur 7, 518–528, https://doi
org/10.1016/j.micinf.2004.12.009 (2005).hhi g
j
3. Dobmeyer, T. S. et al. Reciprocal alterations of Th1/Th2 function in gammadelta T-cell subsets of human immunodeficiency virus
1-infected patients. British journal of haematology 118, 282–288 (2002). 13. Dobmeyer, T. S. et al. Reciprocal alterations of Th1/Th2 function in gammadelta T cell subsets of human immunodeficiency virus
1-infected patients. British journal of haematology 118, 282–288 (2002). 14. Fenoglio, D. et al. Vdelta1 T lymphocytes producing IFN-gamma and IL-17 are expanded in HIV-1-infected patients and respond y
phh
gi
y
1-infected patients. British journal of haematology 118, 282–288 (2002). 14. Fenoglio, D. et al. Vdelta1 T lymphocytes producing IFN-gamma and IL-17 are expanded in HIV-1-infected patients and respond
to Candida albicans. Blood 113, 6611–6618, https://doi.org/10.1182/blood-2009-01-198028 (2009). p
j
f
gy
4. Fenoglio, D. et al. Vdelta1 T lymphocytes producing IFN-gamma and IL-17 are expanded in HIV-1-infected patients and respond
to Candida albicans. Blood 113, 6611–6618, https://doi.org/10.1182/blood-2009-01-198028 (2009). SCIenTIfIC RepOrTS | (2018) 8:16471 | DOI:10.1038/s41598-018-34576-4 9 www.nature.com/scientificreports/ Author Contributions G.S.O., S.W.M. and D.S.K. designed experiments. G.S.O., S.W.M., B.A.B., C.A.R., M.F. and B.C. conducted
and analyzed experiments. J.M.R. and J.J.G. performed all endoscopy procedures. G.S.O. and D.S.K. wrote the
manuscript. Acknowledgements g
We’d like to thank Cristina Lofton and Shillah Nakulima for technical assistance, the entire clinical core at the
Ragon Institute, and the pathology lab at Massachusetts General Hospital. SCIenTIfIC RepOrTS | (2018) 8:16471 | DOI:10.1038/s41598-018-34576-4 10 www.nature.com/scientificreports/ SCIenTIfIC RepOrTS | (2018) 8:16471 | DOI:10.1038/s41598-018-34576-4 SCIenTIfIC RepOrTS | (2018) 8:16471 | DOI:10.1038/s41598-018-34576-4 Additional Information Supplementary information accompanies this paper at https://doi.org/10.1038/s41598-018-34576-4 Competing Interests: The authors declare no competing interests. Publisher’s note: Springer Nature remains neutral with regard to jurisdictional claims in published maps and
institutional affiliations. Open Access This article is licensed under a Creative Commons Attribution 4.0 International
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copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. © The Author(s) 2018 SCIenTIfIC RepOrTS | (2018) 8:16471 | DOI:10.1038/s41598-018-34576-4 11 www.nature.com/scientificreports www.nature.com/scientificreports SCIenTIfIC RepOrTS | (2018) 8:16471 | DOI:10.1038/s41598-018-34576-4 12
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On the floristic relationships between Cuba and other Tropical regions based on the distribution of Cuban <i>Asplenium L.</i> species (Aspleniaceae, Pteridophyta)
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Anales del Jardín Botánico de Madrid/Anales del Jardín Botánico de Madrid
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Resumen REGALADO GABANCHO, L. & C. SÁNCHEZ VILLA VERDE (2003). Relaciones de afinidad florísti-
ca entre Cuba y otras regiones tropicales sobre la base de la distribución de las especies cuba-
nas de Asplenium L. (Aspleniaceae, Pteridophyta). Anales Jará. Bot. Madrid 60(2): 395-403. A partir de la distribución mundial de las especies cubanas de Asplenium se confeccionó una
matriz de presencia-ausencia de dichas especies en 17 áreas geográficas seleccionadas, sobre
la cual se evaluó el índice de similitud de Sorensen y se realizó un Análisis de Parsimonia de
Endemismos. Se presentan y discuten las relaciones de afinidad florística entre Cuba y el res-
to de las regiones tropicales, obteniendo agrupamientos similares a partir de los dos métodos
antes mencionados. Se confirma la estrecha relación existente entre las Antillas Mayores, en
cuanto a la composición florística de sus floras pteridológicas. Se corrobora el carácter conti-
nental de la pteridoflora de las Antillas Mayores. Palabras claves: Asplenium, Aspleniaceae, Cuba, fitogeografía. RELACIONES DE AFINIDAD FLORÍSTICA ENTRE CUBA Y OTRAS REGIONES
TROPICALES SOBRE LA BASE DE LA DISTRIBUCIÓN DE LAS ESPECIES
CUBANAS DE ASPLENIUM!.. (ASPLENIACEAE, PTERIDOPHYTA) por
LEDIS REGALADO GABANCHO1 & CARLOS SÁNCHEZ VILLAVERDE1
' Instituto de Ecología y Sistemática. Carretera de Varona, km 3,5. Capdevila, Boyeros. Apartado 8029. C.P. 1800 Ciudad de La Habana (Cuba)
<ledisregalado@yahoo.com>
1 Jardín Botánico Nacional. Carretera del Rocío, km 3,5. Calabazar, Boyeros. Ciudad de La Habana (Cuba)
<sanchez_villaverde@yahoo.es> por
LEDIS REGALADO GABANCHO1 & CARLOS SÁNCHEZ VILLAVERDE1
' Instituto de Ecología y Sistemática. Carretera de Varona, km 3,5. Capdevila, Boyeros. Apartado 8029. C.P. 1800 Ciudad de La Habana (Cuba)
<ledisregalado@yahoo.com>
1 Jardín Botánico Nacional. Carretera del Rocío, km 3,5. Calabazar, Boyeros. Ciudad de La Habana (Cuba)
<sanchez_villaverde@yahoo.es> Key words: Asplenium, Aspleniaceae, Cuba, phytogeography. INTRODUCCIÓN América tropical, con 3000 especies de
pteridófitos, constituye una de las regiones
más ricas del mundo, y son reconocidas cinco
áreas importantes en cuanto a número de es-
pecies. De acuerdo con TRYON (1972) y
TRYON & TRYON (1982), dichas áreas son: las
Antillas Mayores, con alrededor de 1200 es-
pecies (PRÓCTOR, inéd.), el S de México, con
900; Costa Rica, con alrededor de 700; la re-
gión andina, con 1500, y el SE de Brasil, con
600. En cada una de ellas el porcentaje de en-
demismos es de alrededor del 40%. De estas regiones, el Caribe y en especial
las Antillas han despertado el interés de los
biogeógrafos durante tres décadas al compa-
rar los patrones de distribución de distintos
grupos de animales y plantas con la historia
geológica de esta área (ROSEN, 1975; PAGE &
LYDEARD, 1994). Asplenium L. es un género cosmopolita,
con más de 700 especies descritas (Lovis,
1973; PRÓCTOR, 1985), y se encuentra repre-
sentado en todos los continentes, la mayoría
de las islas del Atlántico y en las islas del Pa-
cífico hasta Hawai. En Cuba, el género Asple-
nium ocupa el segundo lugar dentro de los
Pteridófitos en cuanto a número de especies
con 37 (SÁNCHEZ & REGALADO, 2003), las
cuales generalmente se distribuyen en zonas
húmedas de montaña a lo largo de todo el
país. Este trabajo tiene como objetivo presentar
y discutir las relaciones de afinidad florística
entre Cuba y el resto de las regiones tropica-
les, comparando los resultados obtenidos al
aplicar dos métodos de análisis, a partir de la
distribución mundial de las especies cubanas
de Asplenium. ANALES JARDÍN BOTÁNICO DE MADRID, 60(2) 2003 ANALES JARDÍN BOTÁNICO DE MADRID, 60(2) 2003 396 TABLAI
TIPOS COROLÓGICOS DE LAS ESPECIES
CUBANAS DEL GÉNERO ASPLENIUM L. [La numeración coincide con la que aparece en la matriz
básica (tabla 2) de datos y en el cladograma (fig. 3)]
Especies
1. A. abscissum Willd. 2. A. alatum Humb. & Bonpl. ex Willd. 3. A. auriculatum Sw. 4. A. auritum Sw. 5. A. corderoanum Próctor
6. A. cristatum Lam. 7. A. cuneatum Lam. 8. A. delicatulum C. Presl
9. A. delitescens (Maxon)
L.D. Gómez
10. A. dentatum L. 11. A. dimidiatum Sw. 12. A. diplosceuum Hieron. 13. A. dissectum Sw. 14. A. erosum L. 15. A. feei Kunze ex Fee
16. A. formosum Willd. 17. A. heterochroum Kunze
18. A. jenmanii Próctor
19. A. juglandifolium Lam. 20. A. laetum Sw. 21. A. auritum x monodon
22. A. monodon Liebm. 23. A. mortonii Duek
24. A. myriophyllum (Sw. )
C. Presl
25. A. praemorsum Sw. 26. A. pteropus Kaulf. 27. A. pumilum Sw. 28. A. radicans L. 29. A. rectangulare Maxon
30. A. rhomboidale Desvaux
31. A. salicifolium L. 32. A. serra Langsd. & Fischer
33. A. serratum L. 34. A. verecundum Champ. ex Fourn. 35. A. radicans x cuneatum
36. A. auriculatum x salicifolium
37. A. serra x erosum
Tipo corológico
Neotropical
Neotropical
Neotropical
Pan tropical
Macroantillano
Neotropical
Neotropical
Neotropical
Neotropical
Pancaríbeo
Surcaríbeo
Macroantillano
Neotropical
Macroantillano
Neotropical
Pantropical
Norcaríbeo
Macroantillano
Neotropical
Pantropical
Endemismo
Norcaríbeo
Endemismo
Neotropical
Pantropical
Neotropical
Pantropical
Neotropical
Macroantillano
Macroantillano
Neotropical
Pantropical
Neotropical
Norcaríbeo
Endemismo
Endemismo
Endemismo
Los híbridos se han identificado sobre la base de caracte- Abstract REGALADO GABANCHO, L. & C. SÁNCHEZ VILLA VERDE (2003). On the floristic relationships
between Cuba and other Tropical regions based on the distribution of Cuban Asplenium L. species (Aspleniaceae, Pteridophyta). Anales Jard. Bot. Madrid 60(2): 395-403 (in Spanish). REGALADO GABANCHO, L. & C. SÁNCHEZ VILLA VERDE (2003). On the floristic relationships
between Cuba and other Tropical regions based on the distribution of Cuban Asplenium L. species (Aspleniaceae, Pteridophyta). Anales Jard. Bot. Madrid 60(2): 395-403 (in Spanish). Based on the world distribution of the species of Asplenium occurring in Cuba, a presence-
absence matrix for 17 selected geographical áreas was constructed. This matrix was separate-
ly evaluated with the Similarity Index of Sorensen and Parsimony Analysis of Endemicity
(PAE). The floristic relationships between Cuba and the rest of tropical regions are presented
and discussed. Similar results were obtained using both methods. The closest relationships
among the Greater Antilles islands were confirmed from the composition of their pteridologi-
cal floras. The continental affinity of Greater Antilles flora was corroborated. L. REGALADO & C. SÁNCHEZ: DISTRIBUCIÓN DE ASPLENIUM L. REGALADO & C. SÁNCHEZ: DISTRIBUCIÓN DE ASPLENIUM 397 TOR, 1977,1985,1989, respectivamente), flo-
ra Mesoamericana (ADAMS, 1995), en las
floras de Guatemala, Ecuador y Perú (STOLZE,
1981, 1986, y TRYON & STOLZE, 1993), así
como en las floras de Venezuela (MORTON &
LELLINGER, 1966), Chiapas (SMITH, 1981) y
de Norteamérica (WAGNER & al, 1993), y el
trabajo sobre las relaciones florísticas de los
pteridófitos entre el Neotrópico y Áfnca-Ma-
dagascar (MORAN & SMITH, 2001). Los tipos
corológicos fueron definidos a partir de la cla-
sificación de BORHIDI (1996) para Cuba y fue-
ron utilizados 7 de los 12 tipos, los cuales se
relacionan a continuación: TOR, 1977,1985,1989, respectivamente), flo-
ra Mesoamericana (ADAMS, 1995), en las
floras de Guatemala, Ecuador y Perú (STOLZE,
1981, 1986, y TRYON & STOLZE, 1993), así
como en las floras de Venezuela (MORTON &
LELLINGER, 1966), Chiapas (SMITH, 1981) y
de Norteamérica (WAGNER & al, 1993), y el
trabajo sobre las relaciones florísticas de los
pteridófitos entre el Neotrópico y Áfnca-Ma-
dagascar (MORAN & SMITH, 2001). Los tipos
corológicos fueron definidos a partir de la cla-
sificación de BORHIDI (1996) para Cuba y fue-
ron utilizados 7 de los 12 tipos, los cuales se
relacionan a continuación: tropical más austral: el resto del territorio de
Brasil, Perú, Bolivia, Paraguay y el NW de
Argentina, según DE LA SOTA, 1973), África
Tropical, Madagascar, India y Ceilán. Con los datos de distribución de los táxo-
nes en dichas regiones se confeccionó una
matriz de presencia-ausencia de las especies
cubanas por área, donde 1 indica presencia, y
0, ausencia del taxon (tabla 2), a la cual se le
aplicó el método Análisis de Parsimonia de
Endemismos (PAE) (ROSEN, 1988). Este mé-
todo se basa en los principios de la Sistemáti-
ca Filogenética y permite inferir las relacio-
nes biogeográficas entre diferentes áreas a
partir del reconocimiento de patrones de dis-
tribución de sus endemismos. No tiene en
cuenta la filogenia particular de tales espe-
cies, sino que asume como atributos de las
áreas la presencia de las especies en éstas. Además, se añadió un área hipotética RA para
enraizar el árbol. - Endemismos: Elementos presentes solo
en Cuba. - Macroantillanos: Elementos que se en-
cuentran distribuidos en las Antillas Ma-
yores: Cuba, Jamaica, La Española y
Puerto Rico. MATERIALES Y MÉTODOS Para el estudio de las relaciones florísticas
entre Cuba y otros territorios a escala mundial
se tomaron en cuenta únicamente las especies
cubanas de Asplenium (tabla 1) y se utilizó la
información recogida en las floras de las An-
tillas Menores, Jamaica y Puerto Rico (PROC- Los híbridos se han identificado sobre la base de caracte-
res macro- y micromorfológicos intermedios y la presen-
cia de esporas marcadamente abortivas. ANALES JARDÍN BOTÁNICO DE MADRID, 60(2) 2003 ANALES JARDÍN BOTÁNICO DE MADRID, 60(2) 2003 398 TABLA 2
MATRIZ DE PRESENCIA/AUSENCIA DE LAS 37 ESPECIES DE ASPLENIUM,
EMPLEADA EN EL ANÁLISIS DE PARSIMONIA DE ENDEMISMOS ( P A E )
Y DE SIMILITUD DE SORENSEN, PARA DETERMINAR LAS RELACIONES
FLORÍSTICAS ENTRE CUBA Y OTROS TERRITORIOS A ESCALA MUNDIAL
RA
FLORIDA
BERMUDAS
BAHAMAS
CUBA
JAMAICA
LA ESPAÑOLA
PUERTO RICO
ANTILLAS MENORES
TRINIDAD-TOBAGO
MÉXICO
CENTROAMÉRICA
N DE AMÉRICA DEL SUR
C DE AMÉRICA DEL SUR
ÁFRICA TROPICAL
MADAGASCAR
INDIA
CEILÁN
Especies
1234567890123456789012345678901234567
0000000000000000000000000000000000000
1000010001000000100001000010000011000
0000000000000000100000010000000000000
0000000001000000000000000000000000000
1111111111111111111111111111111111111
1111011001111111011101011111011110000
1111011001111101111101011111111110000
1011111001000011101100010111011110000
1010011000000001000100000010001100000
1010011000000000001100000100000110000
1011011011000011001101001111001110000
1111011011000011001100011111001110000
1111011011101011001100011111001110000
1111011110001011001000011111001110000
0001000000000001000100001010000100000
0000000000000000000100000000000000000
0000000000000001000000000000000000000
0000000000000001000000000000000000000 Fig. 1 .-Tipos corológicos de las especies cubanas de As-
plenium: PT, pantropicales; NT, neotropicales; PC, pan-
caríbeos; NC, norcaríbeos; SC, surcaríbeos; MA, macro-
antillanos; E, endemismos. L. REGALADO & C. SÁNCHEZ: DISTRIBUCIÓN DE ASPLENIUM - Pancaríbeos: Elementos que se encuen-
tran distribuidos en el área del Caribe,
desde Colombia y Venezuela, hasta Mé-
xico, Florida y las Antillas. El análisis se llevó a cabo utilizando el pro-
grama WINCLADA versión 0.9.99Í BETA
(NKON, 1999), aplicando métodos heurísticos
de búsqueda implícitos en el programa, a partir
de un algoritmo de simplicidad (FARRIS, 1970)
que se basa en una búsqueda aleatoria de topo-
logías y determinación de árboles con el menor
número de cambios. La fiabilidad de los resul-
tados se determinó mediante los índices de
consistencia (CI) (KLUGE & FARRIS, 1969) y de
retención (RI) (FARRIS, 1989), implícitos tam-
bién en los cálculos del programa. - Norcaríbeos: Elementos que se encuen-
tran distribuidos en América Central,
México, Bahamas o Florida y en las An-
tillas, pero ausentes de Costa Rica, Pana-
má, Colombia y Venezuela. - Surcaríbeos: Elementos que se encuen-
tran distribuidos en las Antillas y el N de
Sudamérica, pero ausentes de América
Central, México y Florida. Para sintetizar las topologías obtenidas a
partir del PAE, se construyeron árboles de
consenso estricto, en los que se mantienen los
ciados más consistentes en cuanto a sus rela-
ciones florísticas. Este tipo de análisis se utili-
za en aquellos casos en los que se obtiene un
gran número de árboles con igual cantidad de
pasos, lo cual es frecuente en los grupos con
una amplia distribución. - Neotropicales: Elementos que se en-
cuentran distribuidos en las regiones de
América Central, América del Sur y las
Antillas. - Pan tropicales: Elementos que se en-
cuentran en cualquiera de estas combi-
naciones: África-Neotrópico, Asia-Neo-
trópico o Pacífico-Neotrópico. Los resultados obtenidos a partir del WIN-
CLADA fueron comparados con los origina-
dos al calcular el índice de similitud de SOREN-
SEN (1948), a la matriz inicial de datos. Con di-
cho índice se construye una matriz de simili-
tud, cuya expresión gráfica es un dendrograma. Para ello se utilizó el paquete de programas es-
tadísticos para el análisis de clusters de COYU-
LA(1991). Para el análisis se tuvieron en cuenta 17
unidades geográficas operacionales: Florida,
Bermudas, Bahamas, Cuba, Jamaica, La Es-
pañola, Puerto Rico, Antillas Menores, Trini-
dad-Tobago, México, Centroamérica, N de
América del Sur (Colombia, Venezuela, Las
Guyanas, cuenca amazónica de Brasil, Perú y
Ecuador), centro de América del Sur (franja RESULTADOS Las especies cubanas de Asplenium se cla-
sifican, según su tipo corológico, como sigue:
seis elementos pantropicales, quince neotro-
picales, uno pancaríbeo, tres norcaríbeos y
uno surcaríbeo, seis elementos macroantilla-
nos, y cinco endemismos cubanos (fig. 1; ta-
bla 1). Las relaciones de afinidad florística
obtenidas entre las unidades geográficas ope-
racionales, a partir de la aplicación del índice
de Sorensen a la matriz de presencia-ausencia
construida, se reflejan en el dendrograma que
se muestra en la figura 2. Como resultado del análisis de parsimonia
de endemismos se obtuvieron ocho árboles
igualmente parsimoniosos, con 66 pasos y un
índice de consistencia CI = 56 y de retención Fig. 1 .-Tipos corológicos de las especies cubanas de As-
plenium: PT, pantropicales; NT, neotropicales; PC, pan-
caríbeos; NC, norcaríbeos; SC, surcaríbeos; MA, macro-
antillanos; E, endemismos. L. REGALADO & C. SÁNCHEZ: DISTRIBUCIÓN DE ASPLENIUM L. REGALADO & C. SÁNCHEZ: DISTRIBUCIÓN DE ASPLENIUM 401 los cuatro híbridos estériles conocidos solo de
Cuba (A. auritum X monodon, A. auriculatum
x salicifolium, A. serra x erosum y A. radi-
cans x cuneatum) se encuentren también en
Jamaica, La Española o en los territorios con-
tinentales donde coincidan sus posibles espe-
cies progenitoras. se relacionan de manera escalonada con el gru-
po 1 (fig. 3), y es difícil la delimitación de las
afinidades florístícas existentes entre ellos. África Tropical se relaciona con los grupos
anteriores por la presencia en su territorio de
A. formosum, A. laetum, A. pumilumyA. serra. Bahamas, Bermudas, Madagascar, India-Cei-
lán y Florida se separan como grupos indepen-
dientes. Las mayores afinidades se establecen entre
Cuba, Jamaica y La Española, pues las tres is-
las presentan regiones con grandes elevacio-
nes (tabla 3), con una gran cantidad de sustra-
tos y habitat, dispuestos a manera de un mo-
saico ecológico, que ofrecen mayores posibi-
lidades a este grupo de plantas. Puerto Rico,
con menor afinidad florística, se separa del
resto de las Antillas Mayores al poseer meno-
res elevaciones y por ser mucho menos com-
pleja geológicamente. A esto se debe que el
grupo en estudio se encuentre menos repre-
sentado en esta isla. El número de especies comunes entre Cuba
y los territorios analizados, en orden decre-
ciente, se relacionan a continuación: La Espa-
ñola, con 27; Jamaica, con 26; Puerto Rico,
con 20; N de América del Sur, con 21; Centro-
américa y centro de América del Sur, con 19,
respectivamente; México, con 18; Antillas
Menores y Trinidad-Tobago, con 9, respecti-
vamente; Florida, con 8; África Tropical, con
6; Bermudas, con 2, y Bahamas, Madagascar,
India y Ceilán, con una especie cada uno. El número de especies de Asplenium en
cada área está relacionado con la elevación de
las islas y no con su extensión territorial, au-
mentando en la medida en que lo hace la altu-
ra sobre el nivel del mar (tabla 3). Esta con-
clusión se corresponde con la preferencia de
este grupo de plantas por los bosques húme-
dos de montaña como zonas más favorables
para su implantación. L. REGALADO & C. SÁNCHEZ: DISTRIBUCIÓN DE ASPLENIUM L. REGALADO & C. SÁNCHEZ: DISTRIBUCIÓN DE ASPLENIUM 399 Fig. 2.-Dendrograma obtenido al aplicar el índice de Sorensen a la matriz de presencia/ausencia de las especies. 1, Flo-
rida; 2, Bermudas; 3, Bahamas; 4, Cuba; 5, Jamaica; 6, La Española; 7, Puerto Rico; 8, Antillas Menores; 9, Trinidad-
Tobago; 10, México; 11, Centroamérica; 12, N de América del Sur; 13, C de América del Sur; 14, África Tropical;
15, Madagascar; 16, India; 17, Ceilán. Fig. 2.-Dendrograma obtenido al aplicar el índice de Sorensen a la matriz de presencia/ausencia de las especies. 1, Flo-
rida; 2, Bermudas; 3, Bahamas; 4, Cuba; 5, Jamaica; 6, La Española; 7, Puerto Rico; 8, Antillas Menores; 9, Trinidad-
Tobago; 10, México; 11, Centroamérica; 12, N de América del Sur; 13, C de América del Sur; 14, África Tropical;
15, Madagascar; 16, India; 17, Ceilán. Estos grupos pueden reconocerse al mismo
tiempo en la figura 3, aunque las relaciones que
se establecen entre las OGU no son las mismas. El primer grupo obtenido a partir del índice de
Sorensen, que relaciona Cuba, Jamaica y La
Española, aparece tal cual en el cladograma del
PAE. Viene apoyado por la distribución de
cuatro especies: A. diplosceuum, A. erosum,
AJenmanii, A. monodony A. rhomboidale. El
segundo y tercer grupos, obtenidos a partir del
índice de Sorensen, formados por los territo-
rios continentales y Puerto Rico, y por Antillas
Menores y Trinidad-Tobago, respectivamente, RI = 81. La topología de consenso estricto,
que resume las ocho topologías anteriores,
puede verse en la figura 3. RI = 81. La topología de consenso estricto,
que resume las ocho topologías anteriores,
puede verse en la figura 3. Al observar la figura 2 se distingue la for-
mación de tres grupos coherentes: el primero,
formado por Cuba, Jamaica y La Española; el
segundo, constituido por los territorios conti-
nentales, México y Puerto Rico, y el tercero,
integrado por Antillas Menores y Trinidad-
Tobago. Los tres grupos se relacionan con
África Tropical, con la Florida y, más débil-
mente, con Bahamas, Bermudas, Madagas-
car, India y Ceilán. ANALES JARDÍN BOTÁNICO DE MADRID, 60(2) 2003 400 ANALES JARDÍN BOTÁNICO DE MADRID, 60(2) 2003 ANALES JARDÍN BOTÁNICO DE MADRID, 60(2) 2003 402 TABLA 3
EXTENSIÓN TERRITORIAL Y ELEVACIÓN DE LAS ANTILLAS MAYORES EN RELACIÓN CON EL NÚMERO
DE ESPECIES DE ASPLENIUM PRESENTES EN SUS TERRITORIOS
Territorio
CUBA
JAMAICA
LA ESPAÑOLA
PUERTO RICO
Extensión territorial
(km2)
113950
10880
74000
8800
Elevación sobre
el nivel del mar (m)
1972
2250
3100
1350
Número total
de especies
37
(SÁNCHEZ &
REGALADO, 2003)
39
(PRÓCTOR, 1985)
48
(PRÓCTOR, inéd.)
24
(PRÓCTOR, 1989)
Número de especies
comunes con Cuba
—
26
27
20 TABLA 3
TENSIÓN TERRITORIAL Y ELEVACIÓN DE LAS ANTILLAS MAYORES EN RELACIÓN CON EL NÚMERO
DE ESPECIES DE ASPLENIUM PRESENTES EN SUS TERRITORIOS viento tendrán un patrón biogeográfico donde
las afinidades florísticas estén determinadas
por las características ecológicas de las islas
más que por las barreras de dispersión exis-
tentes entre éstas. migración ocurrió de África a América del
Sur. No obstante, teniendo en cuenta los drás-
ticos cambios climáticos que afectaron el con-
tinente africano durante el Pleistoceno, y que
condujeron a numerosas extinciones, es difícil
aseverar dicha dirección de migración (MO-
RAN & SMITH, 2001). Para explicar las afinidades florísticas del
Neotrópico con regiones paleotropicales
como África, Madagascar, India y Ceilán, se
proponen dos hipótesis, deriva continental y
dispersión a larga distancia (MORAN & SMITH,
2001). La primera solo tendría poder explica-
tivo en aquellos grupos que se originaron
antes de la separación de Gondwana, que
ocurrió en el Cretáceo, hace 125-130 millones
de años, con la última conexión terrestre direc-
ta hace 90 millones de años (RAVEN & AXEL-
ROD, 1974). De acuerdo con registros fósiles,
los grupos de heléchos leptosporangiados con
un anillo vertical interrumpido por el pedicelo,
como es el caso de Asplenium, se originaron
todos en el Paleoceno, hace 65 millones de
años, o en épocas más recientes (COLLINSON,
1996). Es por ello que su distribución paleo-
tropical podría explicarse por dispersión a lar-
ga distancia, favorecida por el bajo peso y la
larga vida de las esporas, las cuales son trasla-
dadas a grandes distancias por el viento, de
acuerdo con SMITH (1972), TRYON (1970) y
WAGNER (1972). La dirección de la migración
entre África y América del Sur aún está en dis-
cusión, aunque en la zona tropical prevalecen
los vientos del NE en el hemisferio Norte y del
SE en el hemisferio Sur, lo cual sugiere que la AGRADECIMIENTOS Agradecemos la colaboración de la MSc. Jac-
queline Pérez Camacho en la utilización de los mé-
todos de estudio biogeográficos; a la Arq. Yanet
Pérez Mark, por la confección de los esquemas; a
los dos revisores anónimos, por sus comentarios y
sugerencias, y al Instituto Sueco (Svenska Institu-
tet), por financiar parte de esta investigación. DISCUSIÓN Los resultados obtenidos corroboran las
afirmaciones de TRYON (1979) y SÁNCHEZ
(1996) de que la flora pteridológica de las An-
tillas Mayores presenta un carácter continen-
tal, ya que el 54% de las especies cubanas de
Asplenium son neotropicales o pantropicales. Esto se debe a la cercanía de las islas entre sí y
con las áreas continentales, por lo cual las dis-
tancias no representan barreras de aislamiento
en relación con las floras pteridológicas conti-
nentales. Los territorios continentales presentan
gran afinidad entre sí (fig. 2), lo cual se debe,
de acuerdo con GÓMEZ (1982), a la migración
de plantas que ocurrió una vez formado el ist-
mo de Panamá, producto de la interacción de
las placas Cocos y Caríbea, al S de Nicaragua
y al N de Colombia. Los adversos cambios
climáticos ocurridos durante el Pleistoceno
influyeron notablemente en las migraciones
hacia zonas con mejores condiciones climáti-
cas. En la región del istmo y en América Cen-
tral en general, prevaleció un régimen de tem-
peraturas más cálidas y grandes precipitacio-
nes bien distribuidas. Sin embargo, la existencia de seis especies
macroantillanas y cinco endemismos cubanos
(30% del total) permite inferir que el grupo ha
sido y sigue siendo objeto de un proceso de
especiación, sobre todo si se tiene en cuenta la
gran cantidad de individuos con esporas abor-
tivas que aparecen en los estudios palinológi-
cos realizados en ejemplares cubanos de As-
plenium. De hecho, de las seis especies ma-
croantillanas, A. jenmanii, que se distribuye
en Cuba, Jamaica y La Española, ha resultado
ser un híbrido estéril con esporas abortivas en
el total de los ejemplares recolectados en
Cuba Central y Oriental (SÁNCHEZ & REGA-
LADO, 2003). Por ello, es muy probable que Estos resultados corroboran la predicción
de TREJO-TORRES & ACKERMAN (2001) hecha
a partir de un análisis biogeográfico de las
Antillas, basado en la distribución de especies
de orquídeas. Estos autores postulan que cual-
quier grupo de plantas con diásporas tan pe-
queñas que puedan ser transportadas por el L. REGALADO & C. SÁNCHEZ: DISTRIBUCIÓN DE ASPLENIUM L. REGALADO & C. SÁNCHEZ: DISTRIBUCIÓN DE ASPLENIUM 403 FARRIS, J.S. (1970). Methods of computing Wagner trees. Syst. Zool. 19:83-92. SÁNCHEZ, C. & L. REGALADO (2003). Aspleniaceae. Flo-
ra de la República de Cuba 8: 1-65. Koeltz Scientific
Books, Licchtenstein. y
FARRIS, J.S. (1989). The retentíon index and the rescaled
consistency index. Cladistics 5(4): 417-419. p
Books, Licchtenstein. SMITH, A.R. (1972). Comparison of fern and flowering
plant distribution with some evolutionary interpreta-
tions for ferns. Biotropica 4:4-9. y
GÓMEZ, L.D. (1982). The origin of the pteridophyte flora
of Central America. Ann. Missouri Bot. Gard. 69:
548-556. SMITH, A.R. (1981). Pteridophytes. In: D.E. Breedlove
(ed.), Flora ofChiapas 2:35-55. California Academy
of Sciences. San Francisco. KLUGE, A.G. & J.S. FARRIS (1969). Quantitative phyloge-
netics and the evolution of Anurans. Syst. Zool. 18:
1-32. SORENSEN, T. (1948). A method for establishing groups
of equal amplitude in plant sociology based on simila-
rity of species content. Biol. Skr. 5(4): 1-34. Lovis, J.D. (1973). A biosystematic approach to phylo-
genetic problems and its applications to the Asplenia-
ceae. In: A.C. Jermy, J.A. Crabbe & B.A. Thomas
(eds.), The Phylogeny and Classification of Ferns. Bot. J. Linn. Soc. 67, Supplement 1:211-229. STOLZE, R.G. (1981). Ferns and ferns allies of Guatema-
la. II. Polypodiaceae. Fieldiana Bot. N.S. 6:59-95. STOLZE, R.G. (1986). Polypodiaceae-Asplenioideae. In:
G. Harling & G. Sparre (eds.), Flora de Ecuador 23:
1-83. University of Goteberg. MORAN, R.C. & A.R. SMITH (2001). Phytogeographic
relationships between Neotropical and African-
Madagascan pteridophytes. Brittonia 53(2): 304-351. y
g
TREIO-TORRES. J.C. & J.D. ACKERMAN (2001). Biogeo-
graphy of the Antilles based on a parsimony analysis
of orchid distributions. J. Biogeography 28: 775-794. MORTON, C.V. & D.B. LELLJNGER (1966). The Polypo-
diaceae subfamily Asplenioideae in Venezuela. Mem. New York Bot. Gard. 15: 1-49. TRYON, R.M. (1970). Development and evolution of
ferns floras of oceanic islands. Biotropica 2: 76-84. NIXON, K.C. (1999). WINCLADA ver. 0.9.99 + (BETA). Preliminary Documentaron. p
TRYON, R.M. (1972). Endemic áreas and geographic spe-
ciation in tropical American ferns. Biotropica 4:121-
131. y
PAGE, R.D.M. & CH. LYDEARD (1994). Towards a cladis-
tic biogeography of the Caribbean. Cladistics 10:
21-41. TRYON, R.M. (1979). Biogeography of the Antillean Fern
Flora. In: D. Bramwell (ed.), Plant and Islands: 55-
68. Academic Press, London, New York, Toronto,
Sydney, San Francisco. PRÓCTOR, G.R. (1977). Pteridophytes. In: R.A. Howard
(ed.), Flora of the Lesser Antilles, vol. 2. Harvard
University, Cambridge, Massachusetts. REFERENCIAS BIBLIOGRÁFICAS ADAMS, C.D. (1995). Asplenium. In: G. Davidse,
M. Sousa, S. Knapp. (eds.), Flora Mesoamericana,
Psilotaceae a Salviniaceae 1: 234-290. Universidad
Nacional Autónoma de México. México D.F. BORHIDI, A. (1996). Phywgeography and Vegetation
Ecology ofCuba. Akadémiai Kiadó. Budapest. COLLINSON, M.E. (1996). "What use are fossil ferns?" -
20 years on: with the review of the fossil history of ex-
tant pteridophyte families and genera. In: J.M. Ca-
mus, M. Gibby & RJ. Johns (eds.), Pteridology in
perspective: 349-394. Royal Botanic Gardens, Kew. COYULA, R. (1991). Cluster Analysis Program. Facultad
de Biología. Universidad de La Habana. DE LA SOTA, E. (1973). La distribución geográfica de las
pteridofitas en el cono Sur de América Meridional. Bol. Soc. Argentina Bot. 15(1): 23-34. L. REGALADO & C. SÁNCHEZ: DISTRIBUCIÓN DE ASPLENIUM Ó y
g
PRÓCTOR, G.R. (1985). Ferns of Jamaica. British
Museum of Natural History. London. y
y
TRYON, R.M. & G.R. STOLZE (1993). Pteridophyta of
Perú. 18. Aspleniaceae-21. Polypodiaceae. Part V. Fieldiana Bot. 32:1-49. PRÓCTOR, G.R. (1989). Ferns of Puerto Rico and the
Virgin Islands. Mem. New York Bot. Gard. 53:1-389. TRYON, R.M. & A.F. TRYON, (1982). Ferns and allied
plants with special reference to tropical America. Springer Verlag, New York. RAVEN, P.H. & D. AXELROD (1974). Angiosperm biogeo-
graphy and past continent movements. Ann. Missouri
Bot. Gard. 61:539-673. WAGNER W.H., Jr. (1972). Disjunctions in homosporous
vascular plants. Ann. Missouri Bot. Gard. 59: 203-
217. ROSEN, D.E. (1975). A. vicariance model of Caribbean
biogeography. Syst. Zool. 24:431-464. WAGNER W.H., Jr., F.S. WAGNER & C. TAYLOR (1993). Aspleniaceae. In: W.H. Wagner, Jr., F.S. Wagner &
C. Taylor (eds.), Flora ofNorth America 6: 228-245. Oxford University Press. New York. ROSEN, B.R. (1988). From fossils to earth history: Ap-
plied historical biogeography. In: A. Myers & P. Gi-
11er (eds.), Analytical Biogeography: An integrated
approach to the study of animal and plant distribu-
tion: 437-481. Chapman & Hall, London. SÁNCHEZ, C. (1996). La familia Hymenophyllaceae en
Cuba. Tesis en opción al grado científico de Doctor en
Ciencias Biológicas. Jardín Botánico Nacional, Uni-
versidad de La Habana. Editado por Gonzalo Nieto Feliner
Aceptado para publicación: 2-X-2003 Editado por Gonzalo Nieto Feliner
Aceptado para publicación: 2-X-2003 Editado por Gonzalo Nieto Feliner
Aceptado para publicación: 2-X-2003
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Warum nicht einfach Forschung? Gedanken zur Diskussion um Forschung an den zukünftigen pädagogischen Hochschulen
|
Beiträge zur Lehrerinnen- und Lehrerbildung
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cc-by
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Zutavern, Michael
Warum nicht einfach Forschung? Gedanken zur Diskussion um Forschung an
den zukünftigen pädagogischen Hochschulen
Beiträge zur Lehrerbildung 17 (1999) 2, S. 211-222
Quellenangabe/ Reference:
Zutavern, Michael: Warum nicht einfach Forschung? Gedanken zur Diskussion um Forschung an den
zukünftigen pädagogischen Hochschulen - In: Beiträge zur Lehrerbildung 17 (1999) 2, S. 211-222 URN: urn:nbn:de:0111-pedocs-134135 - DOI: 10.25656/01:13413
https://nbn-resolving.org/urn:nbn:de:0111-pedocs-134135
https://doi.org/10.25656/01:13413
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21 1
Warum nicht einfach Forschung?
Gedanken zur Diskussion um Forschung an den zukünftigen pädagogischen Hochschulen
Michael Zutavern
Die Formel "Forschung und Entwicklung" als Aufgabe Pädagogischer Hochschulen beeinhaltet ganz unterschiedliche Funktionen. Der folgende Beitrag analysiert
in systematischer Weise die strukturellen Unterschiede zwischen Forschung, Entwicklung und Evaluation und begründet, warum diese unterschiedlichen Funktionen nicht vermischt werden sollten.
Einleitung
Man kann sich die Diskussion ja einmal umgekehrt denken: Seit Jahrzehnten bewährte, grosse Forschungsinstitute sollen demnächst auch Lehrveranstaltungen anbieten. Entweder muss dazu jedes Mitglied des Forschungsteams einen kleinen Teil
Lehrverpflichtungen in sein Pensum integrieren oder es würde eine Dozentin angestellt. Damit sei man so ausgestattet, dass Studierende aufgenommen und durch forschendes Lehren ausgebildet werden. Gleichzeitig könne die neue Steile Lehrmittelentwicklung, Weiterbildung der Forschenden, Beratungsaufgaben und die Qualitätssicherung der Forschungsarbeit übernehmen.
Nein, die Etablierung von Forschung in den jetzt entstehenden pädagogischen
Hochschulen soll mit diesem Vexierbild keineswegs in Zweifel gezogen werden - irn
Gegenteil. Aber man gewinnt zur Zeit den Eindmck, dass dafür nicht Forschung eingeführt, sondern Forschungen erfunden werden, von der angewandten über die kooperative bis zur handelnden. Und man liest von immer neuen Aufträgen, die. die
neuen "Forschungs"ste11en einmal übernehmen sollten: Entwicklung, Quaiitätssichemng, Evaluation, Weiterbildung. Die folgenden Überlegungen verstehen sich deshalb als Einwände gegen eine Verwässemng der Forschungsaufgabe und gegen eine
Verzettelung der Funktionen der zu schaffenden Forschungsstellen.
Es sind im Kern zwei Argumente: Erstens könnten neue Forschungsstellen viel für
das Grundlagenwissen über Bildung leisten, wenn ihre Ausrichtung auf empirische
Forschung gefördert wird. Dazu muss aber die Anwendungsorientierung, die jetzt als
besondere Kennzeichnung herausgestellt wird, zurückgebunden werden auf die Phasen im Forschungsprozess, wo sie hingehört: beim Suchen von Forschungsfragen
und beim Verbreiten der Erkenntnisse.
Zweitens sollte nicht Forschung, Evaluation, Entwicklung oder Quaiitätssicherung
hinter dem Kunstwort "Forschung & Entwicklung" versteckt werden. Vielmehr stehen Entscheidungen an, welche Aufgabe (wo, von wem ) angegangen werden soll jede hat ihre hohen Ansprüche und erfordert für deren Einlösung ausreichende Ressourcen.
Die folgenden Gedanken sind aus der Perspektive eines Alltags geschrieben, in
dem unser Team seit einigen Jahren den Spagat zwischen Forschung und Lehrerbildung übt. Was im Folgenden behauptet wird, leitet sich also immer aus diesen Erfah-
212
Beiträge zur Lehrerbildung, 17 (Z), 1999
Forschung und Entwicklung in der Lehrerbildung
213
rungen ab, und was in normativen Sätzen formuliert ist, drückt Maximen aus, denen
wir zu folgen versuchen.
ihren Unterricht erforschen, können spannende Kooperationspartner für Forschungsinstitutionen sein, ersetzen sie aber nicht.
1. Konzentration auf empirische Bildungsforschung
Anwendungsorientierung ist ein zwiespältiges Etikett
Kein Mangel an Fragen für Forschung
Im Bildungswesen und im speziellen im Bereich von Schule und Lehrerinnen- und
Lehrerbildung besteht ein Bedarf an empirischer Forschung. Sicher wird manchmal
unterschätzt, manchmal gering geschätzt, was die Arbeit von Erziehungswissenschaftlern, Psychologen und Soziologen bereits an Erkenntnissen über Bildungsprozesse zusammengetragen hat. Gegen solche Fehleinschätzungen spricht z.B. die Diskussion über Standards in der Lehrerbildung, die auf wissenschaftlich abgesicherten
Erkenntnissen aufbauen (Oser, 1997) Gleichwohl existieren genügend Wissenslücken
über Lernen und Sozialisation in der Schule, um viele Forschungsstellen noch lange
zu beschäftigen. Gerade über Lehrerhandeln und die wirkungsvollen Prozesse in der
Ausbildung von Lehrerinnen und Lehrern weiss man noch recht wenig: "Die
kartographische Erfassung der Landschaft des Lehrerwissens hat sich bislang auf
einige Ausschnitte beschränkt und Gegenden vernachlässigt, die für die Bewohner
des Landes ebenfalls sehr bedeutsam sind" (Bromme, 1992, S. 140). Dieses Manko
an abgesichertem Wissen hat ja die Debatte über die Lehrerbildungsreform von Anfang an begleitet.
Die Tertiarisierung der Lehrerausbildung ist ein Bekenntnis zur Notwendigkeit einer wissenschaftlich abgesicherten Basis pädagogischen Wissens, das von pädagogischen "Profis" in ihren alltäglichen Entscheidungssituationen "verarbeitet" wird.
Gerade wenn man das Erfahrungswissen z.B. von Lehrerinnen und Lehrern ernst
nimmt, muss man die Aufgabe fördern, den Kem an wissenschaftlich geprüften
Theorien und Erkenntnissen in den zentralen Bereichen des pädagogischen,
didaktischen, fachdidaktischen Lehrerwissens zu verbreitern. Speziell als Grundlage
für die Fachdidaktiken ist dieser Bedarf gross (z.B. Sitta, 1999).
Lehrerbildungsstätten sind der richtige Ort
Wie in anderen Berufsfeldem und ihrer Ausbildung sollten auch für den
Lehrerberuf die "Wege" zu neuem Wissen besonders für die Novizen sehr kurz sein.
Ausbildungsstätten sollten deshalb auch Stätten der Erkenntnisproduktion sein.
Forschung soilte an den neuen Pädagogischen Hochschulen ihrer ureigensten
Aufgabe nachgehen können, nämlich Wissen zu schaffen. Für diese Aufgabe muss
speziell ausgebildetes Personal zur Verfügung stehen.
Damit ist gesagt, dass es bei der Schaffung von Forschungsstellen in erster Linie
eben nicht um didaktische Anliegen wie das forschende Lernen oder um engere Kooperationen mit reflektierenden Praktikern unter dem Etikett "Lehrerforschung" geht.
Beides ist unabhängig von der Forschungsaufgabe zu verwirklichen: Forschendes
Lernen ist eine Lemmethode, die durch Forschungsstellen an den Hochschulen zwar
angeregt werden kann, sie aber nicht notwendig braucht. Lehrerinnen und Lehrer, die
- Erkenntnisgewinn wird es nur durch gute Forschung geben. Anwendungsorientierung kann ein Gütekriterium sein, aber nicht für die Erkenntnis selbst, sondern allenfalls für das Vorgehen bei der Suche nach Forschungsfragen undoder bei der Verbreitung der Erkenntnisse. Gleiches gilt für Kennzeichnungen wie "berufsfeldbezogen" oder "schulbezogen". Ob sich neues Wissen im Schulalltag in veränderten Verhaltensweisen von Lehrerinnen und Lehrern niederschlägt, ist kein Kriterium, das
über den Wahrheitsgehalt der Erkenntnis entscheidet.
Das Wissen über Kontrollüberzeugungen und ihre Bedeutung für die Leistungsfähigkeit und das psychische Wohlbefinden von Schülerinnen und Schülern z. B. existiert, auch wenn Schulen erst mühsam einen Weg finden müssen, diese KontrollÜberzeugungen & Schülerinnen und Schülern zu stärken. Die Erkenntnisse Piagets
über die kognitive Entwicklung haben Jahrzehnte gebraucht, bis sie sich für die Kinder und Jugendlichen als hilfreiche Formen des Lernens und der Unterstützung ihrer
Entwicklung in Erziehung und Schulbildung niedergeschlagen haben. In den Studien
zum moralischen Urteilen eines Lawrence Kohlberg mit seinen Dilemma-Interviews
und ihren aufwändigen Auswertungsverfahren liegt ein sehr "grundlagen-theoretisches" Forschungsprograrnm vor. Und diese Theorie hat sich wie andere intensiv
geprüfte Ansätze als immens "praktisch erwiesen.
Forschung ist ein von der Gesellschaft zur Verfügung gestellter Freiraum für eine
handlungsentlastete Suche nach Wahrheit. Der Elfenbeinturm ist gewollt und hat sich
bewährt. In ihm dürfen Dinge auch scheitern. Das Wissen darum, dass etwas nicht
der Fall ist, eine Wirkung nicht nachgewiesen werden kann, braucht diesen Schonraum. Und es braucht schonungslose kritische Analysen durch andere Forschungsteams, die ebenfalls die Freiheit haben, neue Erkenntnisse schnell aufzugreifen und
kritisch zu prüfen, Gesicherte Erkenntnisse aber, wenn sie bekannt gemacht, wahrund ernst genommen werden, können starke "praktische" Wirkungen entwickeln.
Manche Methodenmode wäre Schülerinnen und Schülern erspart geblieben, wenn es
selbstverständlicher wäre, nach den gesicherten Grundlagen für ihre Wirkungsbehauptungen zu fragen. Beurteilungs- und Bewertungsvorgänge in Schule könnten
heute schon anders aussehen, wenn sich die Wahrnehmung dieser Berufsaufgabe
stärker auf Erkenntnisse, die vorliegen, stützen würde.
Orientierung am Berufsfeld eijolgt vor und nach der Erkenntnisarbeit
Selbstverständlich kann auf der anderen Seite heute kein Elfenbeinturm in einem verschwiegenen Tal Forscherinnen und Forscher von den Realitäten unserer Gesellschaft
abschotten. Natürlich unterliegen Forscherinnen und Forscher dem Zwang, ihr Erkentknisinteresse zu begründen. Dies wird schon vor Beginn der Arbeit zum einen
durch die Qualitätsaufsicht innerhalb der öffentlichen Institutionen sichergestellt. Zum
anderen sind fast keine Forschungsprojekte mehr ohne Drittmittel möglich. Es erfolgt
also eine weitere Sicherung durch das Begutachtungsverfahren bei Finanzanträgen
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beispielsweise durch den Nationalfonds. Darüber hinaus wird gerade Bildungsforschung zu Recht kritisch durch die im Bildungswesen arbeitenden Fachleute und
durch die "Klienten" wie z.B. Eltern von Schülerinnen und Schülern beobachtet.
In der Entdeckungs- und in der Umsetzungsphase ihrer Arbeit können Forscherinnen und Forscher viel dafür tun, dass die Ergebnisse ihrer Arbeit im Bildungsalltag
wahrgenommen werden. Sicher garantieren ein ausgewiesener Theoriebezug und der
Anschluss an aktuelle Forschungsfragen genauso wie das kreative Entdecken der
Lücken und offenen Fragen eines Forschungsfeldes, dass interessante Hypothesen
entstehen und spannende Ergebnisse zu erwarten sind.
Darüber hinaus jedoch kann in dieser Phase der Entdeckung von Fragen der Bezug
zum Berufsfeld und die Kooperation mit Lehrerinnen und Lehrern äusserst fruchtbar
sein. Pädagogische Hochschulen, die über die Praktika und den Einbezug von erfahrenen Lehrexinnen und Lehrern in die Ausbildung solche Kontakte pflegen, können
hier vorbildhaft wirken. So gerät speziell die Frage nach der Bewährung von Theorien unter komplexeren Rahmenbedingungen in den Blick. Lässt sich beispielsweise
die Lernwirksarnkeit der Kooperation von Lernenden auch unter den Alltagsbedingungen einer Schulklasse bestätigen? Doch nur dort, wo dieser Blick auf Fragen der
pädagogischen Praxis verbunden wird mit vorhandenem Wissen und seiner theoretischen Ordnung, wird man Forschungsfragen formulieren können, die so überprüfbar
sind, dass sie zu gesicherten Erkenntnissen werden können.
Hauptkriterium bleibt die Güte der Erkenntnis
In der Forschungsphase der Überprüfung von Annahmen kann es nur um Wahrheit
gehen. Die bewährten Kriterien von Objektivität, Reliabilität und Validität gelten als
Garanten dieses Bemühens um die Begründung von Behauptungen. Gefordert ist die
Transparenz der Verfahren. Die Gewinnung, Verdichtung und Interpretation der Daten muss von anderen rekonstruiert werden können. Wie nah oder fern die Hypothesen dem Alltagsgeschehen sind, spielt hier keine Rolle mehr. Und auch die Art des
methodischen Zugangs ändert an dieser Maxime nichts. Versuche, die Forschungsaufgaben der neuen Fachhochschulen einseitig auf eine Methodenrichtung festzulegen, sind sicher verfehlt.
Empirische Bildungsforschung findet ihre Problemstellungen meist im Schnittbereich von erziehungswissenschaftlichen Theorien mit pädagogischer und entwicklungsorientierter Psychologie und Soziologie. Ihre Hypothesen bedürfen dementsprechend auch Methoden aus diesen Bezugswissenschaften. Und empirische Forschung
im Bildungsbereich greift seit längerem sowohl auf das Repertoire erklärender Ansätze mit ihren Quantifizierungen zurück wie auf verschiedene hermeneutische Verfahren.
Objektivität
Objektivität fordert die Nachvollziehbarkeit- und möglichst oft auch den tatsächlichen
Nachvollzug - durch andere Personen. Wie beispielsweise das Verfahren der
"objektiven Hermeneutik" (Oevemann, Allert et al., 1979) zeigt, unterwerfen sich
gerade auch qualitative Verfahren diesem Kriterium. Hier würden die neuen For-
Forschung und Entwicklung in der Lehrerbildung
215
schungseinrichtungen die Chance bieten, dass auch in der Bildungsforschung haufiger kritische Reanalysen entstehen.
Reliabilität
Reliabilität fordert einen kritischen Blick auf die Verfahren, mit denen Daten gewonnen werden. Methodische Artefakte lassen sich mit den unterschiedlichsten Methoden
produzieren und müssen von den Forschenden entdeckt werden. In jedem Methodenrepertoire gibt es die Möglichkeit der falschen Anwendung, des blinden Flecks oder
einer unangemessenen Instrumentenwahl.
Validität
Schliesslich stellt sich in jeder Forschung die Frage, ob ihre Methoden den Bereich
erfasst haben, den sie erfassen wollten und wie weit die Veraligemeineningsfiüiigkeit
der Daten reicht. Zurecht weisen Kritiker der herkömmlichen Einstellungsforschung
darauf hin, dass noch so ausgeklügelte Meinungserhebungen keine validen Aussagen
über tatsächliches Verhalten darstellen oder dass eine Fallstudie über eine Junglehrerin
wohl Hypothesen mit grösserem Allgemeinheitsgrad erzeugen oder starke Hypothesen falsifizieren, aber kaum allgemeine Aussagen über den Berufseinstieg begründen kann.
Güteknterien stehen also für kritische Fragen an die Aussagekraft von Erkenntnissen, nicht aber für irgendwelche Berechnungsverfahren. Zentrales Kriterium bleibt
die Transparenz für jeden, der die Erkenntnis prüfen will. Dazu gehören natürlich
auch die "Forschungsobjekte". Hier sind Anstrengungen der Forschenden ein Gebot
der Fairness. Aber Aussagen über Einstellungen oder Verhaiten können auch gültig
sein, wenn ihnen die Befragten oder Beobachteten nicht zustimmen. Die Verabsolutierung kommunikativer Validierung wäre ein Irrweg.
Orientierung an der Praxis
Keine Rolle kann in dieser Phase eine Orientierung an der Praxis spielen. Erforderlich
ist im Gegenteil eine grösstmögliche Unabhängigkeit. Forschung ist die organisierte
Entlastung von alltäglichem Entscheidungszwang von Personen, die damit auf der
Suche nach neuem Wissen hohe Risiken des Scheiterns eingehen können. Damit ist
ein Hauptgrund genannt, weswegen Forschung, auch in den zukünftigen pädagogischen Hochschulen, "freie" Forschung sein sollte.
Dies ist auch eine klare Absage an die Handlungsforschung, die Analyse und Entscheidung eng verzahnt und so glaubt, in einer neuen Institution "Forschung und
Entwicklung" gleich zwei Aufgaben mit einem Schlag lösen zu können. Der für Erkenntnis notwendige "fremde Blick muss dabei verloren gehen. Dies bedeutet nicht
eine unkollegiale Einstellung gegenüber Lehrerinnen und Lehrern, Schülennnen und
Schülern, deren Interaktionen beobachtet und analysiert werden. Doch gerade ein
fairer Umgang zwischen Forschenden und "Erforschten" und der Respekt vor der
Autonomie der Praxis führt zu einer arbeitsteiligen Trennung von Forschung und
alltäglicher Bildungsarbeit.
Dagegen rückt die Anwendungsonentierung in der Phase der Umsetzung der Ergebnisse wieder stärker ins Zentrum. Gerade in der Bildungsforschung sollte es zu
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den Selbstverpflichtungen von Forscherinnen und Forschern gehören, ihre Erkenntnisse "in der Praxis abzuliefern" und sich verständlich zu machen. Hier kann eine eng
mit dem Berufsfeld verbundene Fachhochschule wiederum wertvolle Dienste leisten.
Über die Mitarbeit in Lehrerfortbildung, in der berufspraktischen Ausbildung, aber
auch durch Kontakte mit interessierten Lehrerinnen und Lehrern, z.B. durch Forschungspraktika,lassen sich neu gewonnene Erkenntnisse schnell verbreiten. Mit den
sich daraus ergebenden Anregungen für neue Forschungsfragen schliesst sich der
Kreis.
2. Keine Funktionsvermischung
Mit der Konzentration auf gute Bildungsforschung wäre also sicher viel gewonnen ob die neuen Institutionen auch Aufträge übernehmen können, die Entwicklung,
Evaluation, Qualitätssicherung zum Inhalt haben, muss sich auf Grund ihrer Kapazitäten und der Fachbildung ihrer Mitarbeiterinnen und Mitarbeiter erweisen. Sicher
sollte aber nicht in personell dünn ausgestatteten Stellen eine Aufgabenhäufung erzeugt werden. Dies würde auch der Qualität der anderen Funktionen, die jetzt in vielen Planungspapieren auftauchen, nicht gerecht: Entwicklung, Evaluation und Qualitätssicherung folgen einer anderen Logik als die Forschung. Sie werden in andere
Abläufe gegliedert und unterliegen anderen Gütekriterien.
Forschung in einem Themenbereich braucht Jahre, bis die Kompetenzen und Erkenntnisse so weit sind, dass sie Früchte tragen. Methoden müssen entwickelt werden. Das Personal, das dies leistet, muss im entsprechenden Bereich (z. B. Fachdidaktik oder Entwicklungspsychologie) vorgebildet sein. Fachhochschulen werden
kaum für Forschungsnachwuchs sorgen können. Sie werden keine Lizenziate vergeben und kaum Forschungspropädeutik anbieten. Das bedeutet aber auch, dass Forschungsprojekte von denjenigen Experten, die an einer pädagogischen Hochschule
arbeiten, aufgrund ihrer spezifischen Kompetenzen und Interessen entworfen werden
müssen. Inhaltliche Schwerpunktekönnen nur durch Personalpolitik gebildet werden.
Demgegenüber verfolgen Entwicklung und Evaluation andere Ziele und gehen unterschiedlichen Fragen nach. Sie folgen in der Suche nach Antworten unterschiedlichen Leitideen und finden für ihre Ergebnisseje andere Abnehmer.
Forschung und Entwicklung in der Lehrerbildung
Unterschiedliche Fragestellungen
Fnrschuno
Evaluation
Entwickluna
Erkenntnis
QualitätsprUfung
Problemlßsung
Theorie (Praxis)
Praxis
Praxis
Auftrag
selbst (frei)
fremd
selbst I fremd
Annahme
Gutachten
Vertrag I Anordnung
Vertrag I Anordnung
Ziel
Perspektive
Quelle
Abbildung 1:Unterschiedliche Fragestellungen
Forschung
Forschung fragt nach der Wahrheit von Behauptungen. Lücken in Theorien sollen
geschlossen, Wissen vermehrt werden. Der Theonebezug garantiert die Effizienz von
Forschung: Schwach begründete Bausteine verlangen forschenden Einsatz. Falsifizierte Hypothesen brauchen nicht noch einmal aufgegriffen werden. In jedem Forschungsprojekt weiss man arn Ende mehr, aber auch viel genauer, was man noch
nicht weiss - solche offenen Fragen von Theorien leiten weitere Forschungsarbeiten.
Orientierung an Theorie sichert auch das wechselseitige kritische Überprüfen von
Ergebnissen und sorgt für einen systematischen Weiterbau eines Wissenssystems,
das als Grundlage für die Analysen von Praxis, die Reflexion praktischer Handlungen
und für Planung wichtig wird. Deshalb können Probleme der Bildungspraxis
durchaus als Orientierungshilfen für die Auswahl innerhalb eines theoretischen Bereichs dienen. Sie ersetzen aber die Theorieorientierung nicht.
Vor zwei möglichen Missverständnissen soll gewarnt werden: Theorieorientierung
heisst nicht blindes Vertrauen in eingefahrene Traditionen. Forschungsprojekte müssen gerade auch so angelegt werden, dass Tabubrüche möglich sind und die Macht
von Paradigmen in Frage gestellt werden kann. Doch auch "neue" Wahrheiten oder
Methoden müssen ihren Geltungsanspruch nach den Regeln der Kunst transparent
begründen können.
Zum anderen ist mit dem Plädoyer für die Pflege des Elfenbeinturms nicht ein freischwebendes, von jeder gesellschaftlichen Verantwortung losgelöstes Interesse an
Erkenntnis gemeint. Die Auswahl von Forschungsfragen, die Durchführung von
Forachungsarbeit und die Verwendung von Forschungsergebnissen unterstehen immer auch dem Zwang einer politischen, ökonomischen und vor allem moralischen
Legitimation. Theoretische und praktische Interessen müssen transparent gemacht und
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begründet werden. Öffentlichkeit muss den Zugang zu Forschungsplänen und
Forschungsergebnissen haben. Forscherinnen und Forscher müssen auch Übersetzungsarbeit leisten, damit ihr Tun kritisierbar wird.
Da dieser Aufwand nötig ist, reicht einer Forschungsstelle "Forschung" als Aufgabe. Dabei sollte auch nicht unterschätzt werden, dass eine kritische Öffentlichkeit
durchaus für die Unterstützung der Suche nach Erkenntnis zu gewinnen ist, wenn
deren Faszination kommuniziert werden kann - selbst wenn ein unmittelbarer Nutzen
nicht erkennbar wird. Warum sollte sich das Interesse arn "Wissenwollen" nur auf
den Weltraum oder die Suche nach Atlantis beschränken und sich nicht auch auf die
Weltbilder der Kinder oder die kreative Dynamik von Jugendgmppen richten? Wenn
daran jedoch Zweifel bestehen, lassen sich statt Forschungsstellen ja Evaluationsoder Entwicklungsstellen schaffen. Deren Aufgaben müssen ebenfalls Standards genügen, die eine Haltung des "so nebenbei" verbieten.
Evaluation und Entwicklung
Evaluation sucht nicht theoriegeleitet nach neuen Erkenntnissen, sondern prüft und
bewertet Produkte, Konzepte, Verfahren. Sie untersucht die Qualität eines Ausschnittes von Bildungswirklichkeit. Entwickierinnen eines Produkts, Verantwortliche
für neue Vorschriften oder Anwender eines Systems geben den Auftrag zur Evaluation, um möglichst objektive Rückmeldungen über Brauchbarkeit und Veränderungsbedarf zu erhalten.
Ähnlich auftragsgebunden wird Entwicklung initiiert. Probleme in einem Handlungsfeld erfordern meist eine rasche Lösung. Neue Verfahren, Arbeitsmittel oder
Konzepte sind gefragt. Sie sollten schnell verfügbar sein, von den Anwendern akzeptiert werden und handhabbar sein. Sie sollen garantieren, dass die Probleme, die
die Entwicklung ausgelöst haben, beseitigt, Bedürfnisse befriedigt werden.
Für Evaluation und Entwicklung bestehen in aller Regel Aufträge. Für Forschung
wären sie Gift. Natürlich braucht es einen allgemeinen Auftrag der Gesellschaft, die
Forschung "wollen" muss. Dieser Wille materialisiert sich bislang an den Universitäten. Er sollte auch auf die Fachhochschulen für Lehrerinnen- und Lehrerbildung
übertragen werden. Die Forschungsfragen dagegen entstehen in einem thematischen,
theorieorientierten Bereich und nicht in engen Auftragsformulierungen. Theorielücken durch Forschung zu schliessen braucht auch kreative Suche nach der weiterführenden Forschungsfrage, ungezieltes brainstonning zur Hypothesenfindung, Aufgreifen von unbeachteten Ideen und Seitensträngen. Und Forschung produziert unangenehme Wahrheiten, Widerlegungen bisheriger Überzeugungen, die einem Auftraggeber vielleicht auch allzu schwer verdaulich wären. Forschende sollten sich also ihre
"Aufträge" selbst stellen können. Dazu müssen sie die Chance haben, Mittel für solche Arbeit zu bekommen - qua Institution, die eben nicht nur gebundene ("anwendungsorientierte?") Forschung erlaubt, und / oder durch Institutionen wie dem Nationalfonds, die solche Erkenntnissuche fördern, wenn ihre Vorgehensweisen einem
definierten Standard genügen.
219
Forschung und Entwicklung in der Lehrerbildung
Leitideen der Antwortsuche
Hypothesenprlifung
Falsifikation
Fragen der Auftraggeber 1
Bewertungskriterien
Zeitplan 1 Testphasen
I
-
korrekt genau
,,
.
.
,
, . .
. ... ......
Prüfung
Abbildung 2: Unterschiedliche Leitideen und Vorgangsweisen
Auch die Vorgehensweisen bei der Erfüllung der Aufgabe unterscheiden sich zwischen Forschung, Evaluation und Entwicklung stark. Forschung muss den klassischen Weg der Hypothesenprüfung nach verschiedenen Gütekriterien und unter Anwendung eines erprobten Methodenrepertoires gehen. Sie zielt auf verallgemeinerungsfahige Aussagen. Für diese Arbeit ist Kenntnis der Theorien und Erfahrung
im Methodeneinsatz notwendig. Die Verfahren müssen transparent sein und von anderen Forscherinnen und Forschern begutachtet werden können.
Qualitätskontrolle der Evaluation dagegen orientiert sich an den Fragen der Auftraggeber. Ihre Kriterien liegen in der Regel in der Nützlichkeit und Durchführbarkeit
der zu untersuchenden Verfahren und Produkte. Sie muss sich auf die Beantwortung
der gestellten Fragen konzentrieren, Blicke nach rechts und links, das Aufgreifen im
Prozess entdeckter neuer Fragestellungen lenken nur ab. Sie verwendet häufig aus der
Forschung stammende Methoden, um Nutzen und Verwendung des zu untersuchenden Produktes zu testen. Ohne Zweifel ist Evaluation ein naher "Verwandter"
von Forschung. Die technologische Theorie, die aus wissenschaftlichen Theorien
ableitbar ist, wird als ihr Gebiet betrachtet (Bortz and Döring, 1995). Bleibt im Bildungsbereich nur das ungelöste Problem von Wünsch- und Machbarkeit einer
pädagogischen "Technologie".
Im Zentrum von Entwicklungsaufgaben steht ein Plan mit verschiedenen Testdurchläufen. Hauptkriterien sind die Wirksamkeit der Lösung für das gesuchte Problem innerhalb einer vertretbaren Zeitspanne. Auch hier werden Methoden aus der
Forschung angewendet, vor allem aber gibt es diverse Traditionen des Projektmanagements und der Umsetzung des Prinzips von "Versuch und Irrtum". In Entwicklungsprojekten erweist sich eine Orientiemng an vorhandenen Erkenntnissen aus der
Forschung und an Bezugstheorien als sinnvoll, um Irrwege zu vermeiden und vorhandenes Wissen zu nutzen. Neben der theoretischen Orientiemng verlangt Entwick-
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Beiträge zur Lehrerbildung, 17 (Z), 1999
lungsarbeit Kreativität und Verständnis des Problernfeldes, für das man arbeitet. Die
Erfolgsprüfung liegt in den Händen der Auftraggeber und Anwender des entwickelten
Produktes.
Wem nützt's?
Evaluation
Medium
Entwickluna
Wiss. Publikation
Bericht an Auftraggeber Vertrieb. Kurse
Kurse, (Offentl. Medien) (öffentl. Medien, Kurse) (Medien)
Informant Forschende
(Journalisten)
Evaluateure,
Auftraggeber
Entwickler, Auftraggeber, Journalisten
Reanalysen, Folgeforschung, Praxisnutzen
Veränderung,
Zufriedenheit
Akzeptanz (Verkauf),
Probleml6sung
.................................
Fs:
Neue
Fs:
Forschungsfragen
Eva: uberprüfung der
Praxiswirkung
Unverstandenes,
KenntnislOcken
Eva: unterschätzte
Elemente
.....
..........
Fs:
Unverstandenes,
KenntnislOcken
Eva: Qualiätsprüfung
................
Entw: Umsetzungsideen Entw: Beseitigung von - Enhv: Folgeideen
Qualitätsmängeln
Abb. 3: Öffentlicher Nutzen und Vermittlung
Schliesslich sind auch die Wege der Bekanntmachung von Erkenntnis, Qualitätsergebnis und Produkt unterschiedlich. Forschung muss sich einer wissenschaftlichen
Öffentlichkeit stellen. Fachhochschulforschung muss sich - wie universitäre - in der
nationalen und internationalen Gemeinschaft der Forschenden bewähren. Forschende
sollten aber auch dafür sorgen, dass in möglichen Anwendungsfeldern ihre Ergebnisse bekannt und verstanden werden. Das Feedback kann sowohl in einer erfolgreichen Disseminationsarbeit und damit praktischem Nutzen bestehen, wird sich aber
vor allem daran messen lassen, ob die entdeckte Theorielücke geschlossen wurde und
ihre Ergebnisse kritischen Reanalysen anderer Forscherinnen und Forscher standhalten.
Evaluation schliesst mit Berichten an den Auftraggeber ab, die auch einer breiten
Öffentlichkeit zugänglich gemacht werden. Ihre Aussagen betreffen den einen irn
Auftrag umschriebenen Gegenstandsbereich und liegen in aller Regel zuerst einmal
den Auftraggebern vor, die es in der Hand haben, sie einer weiteren Öffentlichkeit zur
Verfügung zu stellen. Evaluation sieht sich dabei oft auch im Dilemma zwischen Interessen des Auftraggebers und möglichen Anwendem des untersuchten Produktes.
Evaluation und Entwicklung bekommen Feedback durch den Erfolg der Veränderungen, die sie vorschlagen. Die Zufriedenheit der Benutzer des untersuchten oder
entwickelten Produktes oder Verfahrens ist Bestätigung der Arbeit. Manchmal stellen
die Verkaufszahlen einen Gradmesser des Erfolges dar.
Forschung und Entwicklung in der Lehrerbildung
221
"Un-einheitlichkeit"macht stark
Selbstverständlich gibt es viele Nahtstellen zwischen den drei unterschiedlich arbeitenden Funktionen. Sie sind sich gegenseitig von Nutzen. Forschung liefert weiterer
Forschung offene Fragen. Aus neuen Erkenntnissen können aber auch Problemlösungen für den Alltag entwickelt und in Folge dann auf ihre Qualität geprüft werden.
Aus Evaluationsprojekten können Hinweise für offene Theoriebereicheentstehen, wie
sie auch beim Entwickeln von Produkten auftauchen könnten. Aus Evaluation
ergeben sich Aufträge an Entwickler, für jene Teile eines Produktes oder Verfahrens,
die sich als mangelhaft erwiesen haben, wie umgekehrt das fertige Produkt der Entwickler sich einer Evaluation stellen muss.
Auch Evaluation hat Berührungspunkte mit Forschung. Evaluation will einem
Auftraggeber Auskunft über die Güte eines Produktes geben. Gerade nach Evaluation
besteht zur Zeit ein grosser Bedarf. Sie sollte unabhängig von den Entwicklern des
Produktes erfolgen. Schon hier verbietet sich eine zu enge Aufgabenüberschneidung.
Evaluation erweist sich als erfolgreich, wenn die Güte getestet und allfällige Verbesserungsvorschläge gemacht wurden. Dies kann aber alles nur auf Grund von vorhandenen Erkenntnissen geschehen. Sicher werden manchmal Fragen auftauchen, die
noch nicht beantwortbar sind. Aber die Kriterien, nach denen die Güte eines Produktes beurteilt wird, sind in aller Regel aus einem Forschungsprozess entstanden. Auch
bedarf es bei der Evaluation nicht unbedingt eines Theoriebezugs, wohl aber eines
klaren Auftrages und Fragen von einem Auftraggeber.
Insofern macht es sicher Sinn, wenn Forschungsteams, Evaluationsgruppen und
Entwicklungsabteilungen einen Austausch pflegen, zumal wenn sie in einem ähnlichen Fachbereich, z. B. im Berufsfeld "Schule" arbeiten. Ihre Aufgaben und ihre
Ansprüche an die jeweilige Personen, die die Aufgaben durchführen sollen, sind jedoch so verschieden und so anspruchsvoll, dass es einen grossen Personalbestand
braucht, um wirklich parallel Forschung, Evaluation und Entwicklung zu betreiben.
Grosse Zentren könnten dem Anspruch genügen, Projekte der unterschiedlichen Art
nebeneinander zu realisieren. Sie sind aber in kleineren pädagogischen Hochschulen,
die jetzt geplant werden, kaum zu realisieren. Sind an einer Hochschule Fachleute, die
Verfahren, Methoden, Lehrmittel für den Schulbereich entwickeln wollen, dann muss
dort eine Entwicklungsabteilung entstehen. Will man sich an der Evaluation von
anderswo entwickelten Produkten beteiligen, dann muss man Evaluationsabteilungen
schaffen oder die Forschungsabteilungen so ausstatten, dass dort Evaluations- und
Forschungsprojekte nebeneinander laufen können. Schlecht wäre nur, wenn man
versuchen wollte, diesen Entscheidungszwang zu vertuschen und durch die Benennung der Stellen mit dem Etikett "Forschung" alle möglichen Funktionen zu legitimieren.
Ein zeitliches Nacheinander ist auch in kleineren Stellen möglich, aber angesichts
des grossen Aufwandes der Einarbeitung, die jedes Feld erfordert, nicht immer effizient. Da für die neuen Fachhochschulen kaum personell und materiell üppig ausgestattete Forschungs-, Evaluations- oder Entwicklungsstellen zu erwarten sind, wird
man nicht darum herum kommen zu entscheiden, wo der Schwerpunkt liegen soll und
die Kooperation mit anderen Institutionen zu suchen, wenn es die Nahtstellen der
eigenen Projekte erfordern.
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Da Forschung von Fachhochschulen gefordert wird, sollten sie sich auch auf Forschung konzentrieren. Dazu müssen ihnen Ressourcen zur Verfügung gestellt werden
und Freiräume geschaffen werden, die mit denen an den Universitäten vergleichbar
sind. Dann erst können die Vorteile der neuen Institution, besonders ihre Praxisverbundenheit, vielleicht auch ihre Überschaubarkeit und damit Einbindung von Studierenden ausgespielt werden. Selbstverständlich muss eine Qualitätskontroile für die
Forschung etabliert werden. Es sollte aber nicht dazu kommen, dass Kriterien schon
deshalb nicht erfüllt werden können, weil alle möglichen Aufgaben wie Entwicklung,
Evaluation und Qualitätssicherung der Lehre die Forschungsstellen in ihrer Arbeit
blockieren.
Sollen Forschung und Lehre personell verflochten werden, was für ein schnelles
Einfliessen von Erkenntnissen in die Lehre auch von Vorteil wäre, dann muss man
entsprechend mehr Personen an der Forschungsarbeit beteiligen. Nicht zu unterschätzen ist der Reibungsverlust, den das Leben in den Parallelwelten von Lehre und Forschung bedeutet. In den Lehrerbildungsstätten wird Lehre immer auch als ein Stück
Verpflichtung zum "in der Lehre Vorbild sein" empfunden.
Schliesslich sollten die neu entstehenden Institutionen einen grossen Handlungsspielraum in der Übernahme und Ausgestaltung der neuen Aufgaben haben. Koordination braucht es vielleicht zur Verhinderung inhaltlich allzu ähnlicher Ausrichtungen.
Zum Schluss: Es besteht jetzt eine einmalige Chance, im Bereich der Bildungsforschung Kapazitäten für die Produktion von Wissen über Erziehung und Bildung zu
schaffen, die einer professionellen Weiterentwicklung des Lehrberufs dienen kann
und damit auch der Zielgruppe der Profession, nämlich den Kindern, Jugendiichen
und erwachsenen Lernerinnen und Lernern.
Literatur
Bortz, J . & Döring N. (1995). Forschungsmethoden und Evaluation für Sozialwissenschafiler (2.,
vollst. überarb. und aktualisierte Aufl.). Berlin: Springer.
Bromme, R. (1 992). Der Lehrer als Experte. Zur Psychologie des professionellen Wissens. Bem:
Huber.
Oevermann, U., Allert, T. et al. (1979). Die Methodologie einer 'objektiven Hermeneutik' und ihre
allgemeine forschungslogische Bedeutung in den Sozialwissenschaften. In H.-G. Soeffner (Hrsg.),
Interpretative Vegahren in den Sozial- und Textwissenschaften (S. 352-434). Stuttgart: Metzler.
Oser, F. (1997). Standards in der Lehrerbildung. Teil 1: Berufliche Kompetenzen, die hohen Qualitätsmerkmalen entsprechen. Beiträge zur Lehrerbildung, 15 (I), 26-37.
Oser, F. (1997). Standards in der Lehrerbildung. Teil 2: Wie werden Standards in der schweizerischen
Lehrerbildung erworben? Erste empirische Ergebnisse. Beiträge zur Lehrerbildung, 15 (2), 210228.
Sitta, H. (1999). "Professionalität der Deutschdidaktik." Schweizer Schule, 199916.3-13.
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The Characteristic Of Biocomposite Film Of Spirulina Residue As Natural Dyes
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* Corresponding author: siti096@brin.go.id 1Research Center for Agroindustry, National Research and Innovation Agency-Indonesia, Jalan Ra
Bogor Km. 46, Cibinong, Jawa Barat, Indonesia 16911
2 Research Center for Biomass and Bioproducts, National Research and Innovation Agency-
Indonesia, Jalan Raya Bogor Km. 46, Cibinong, Jawa Barat, Indonesia 16911 Abstract. Spirulina plantesis microalgae contain active ingredients in the
form of antioxidants and pigments. Currently, the microalgae Spirulina
plantesis is used as an antioxidant in the food, pharmaceutical and cosmetic
industries. This manuscript discusses the utilization of Spirulina plantesis
microalgae pigment as a natural dye plastic. The need for color plastics for
various uses continues to increase. The use of natural dyes for plastics is
expected to produce biocomposite films that are safe for the environment or
biodegradable and safe to be used. The aim of the study was to determine
the effect of adding Spirulina residue as a natural dye on the characteristics
of biocomposite films. The variable concentration of Spirulina residue added
to the biocomposite film formula was 0.5%,1%, and 1.5%. The film
production method used was the solution casting method. In this study,
200ml of distilled water was added with Spirulina residue (SR), then stirred
for 30 minutes, and after that successively added 1% Glycerol and stirred
for 15 minutes; Carrageenan 1% and stirred for 15 minutes. The solution
was heated at 70oC then Polyvinyl Alcohol (PVA) with concentrations of
3%, 4%, and 5%, and Tapioca (3%) were added until complete gelatinization
occurred. The solution was poured into a 30 cm x 20 cm mold and dried at
30oC for 48 hours to form a film. Biocomposite films were analyzed for
tensile strength and elongation at break based on ASTM D 638, color, and
morphology. The results showed that the highest tensile strength and
elongation at break of biocomposites were found in biocomposite films with
the addition of 0.5% Spirulina residue, namely 96.40±6.04 kgf/m2 and
47.64±7.48%, respectively. Analysis of the color of the biocomposite films
showed the highest greenish and yellowish colors in the biocomposite films
with the addition of 1.5% Spirulina residue and 5% PVA. Spirulina residue
can be utilized as the plastic dyes. E3S Web of Conferences 503, 08002 (2024)
ISAC-ICCME 2023 E3S Web of Conferences 503, 08002 (2024)
ISAC-ICCME 2023 https://doi.org/10.1051/e3sconf/202450308002 © The Authors, published by EDP Sciences. This is an open access article distributed under the terms of the Creative Commons
Attribution License 4.0 (https://creativecommons.org/licenses/by/4.0/). Siti Agustina1,*, Aton Yulianto1, Fajriyan1, Ahmad Kamil1, Eddy Sapto Hartanto1, Firda
Aulya Syamani2 Siti Agustina1,*, Aton Yulianto1, Fajriyan1, Ahmad Kamil1, Eddy Sapto Hartanto1, Firda
Aulya Syamani2 1Research Center for Agroindustry, National Research and Innovation Agency-Indonesia, Jalan Raya
Bogor Km. 46, Cibinong, Jawa Barat, Indonesia 16911
2 Research Center for Biomass and Bioproducts, National Research and Innovation Agency-
Indonesia, Jalan Raya Bogor Km. 46, Cibinong, Jawa Barat, Indonesia 16911 1 INTRODUCTION The need for bioplastics is increasing, especially for the packaging industry, and also for the
textile industry, automotive industry, and food industry. In the health sector, plastic is used E3S Web of Conferences 503, 08002 (2024)
ISAC-ICCME 2023 https://doi.org/10.1051/e3sconf/202450308002 for packaging medical equipment and hospital waste bags. However, after its use, plastic
causes environmental problems and creates waste, because it cannot degrade naturally. One
way to reduce plastic waste is to use biodegradable plastic (bioplastic). Bioplastics can be
produced from cassava starch (1),(2). Then, to improve the performance of starch-based
bioplastics, modified starch derived from nuts, glycerol, distilled water, and vinegar is used
(3). Apart from that, dragon fruit and turmeric have been used as natural dyes in making
bioplastics (4). Additional materials in the form of natural dyes from pine flower waste can
be used as bioplastic dyes for food packaging because they do not harm the environment (5). p
y
p
g g
y
( )
Other potential materials, such as microalgae are used to make bioplastic because they
grow quickly and are not intended as food, which results in their availability (6). Microalgae
can be used directly as biomass to produce bioplastics or indirectly using the poly
hydroxybutyrate (pHBs) extraction process and also by combining starch with microalgae or
it can also be done by producing a mixture of microalgae and polymer through hot molding,
melt mixing, solvent casting processes, injection molding or twin screw extrusion (7). Other than starch, bioplastics can be produced from microalgae that are high in protein,
such as the Spirulina plantesis microalgae. Spirulina, or blue-green algae, is high in protein
(between 50 and 60 percent), antioxidants, vital fatty acids, and other nutrients, it is being
used as a nutritional supplement all over the world. Spirulina protein has a higher amino acid
content than soy protein, making it one of the best in the plant kingdom (8). The byproduct
of Spirulina platensis extraction is a solid residue. The analytical results of Spirulina Residue
were for components C (41.36 wt%), H (6.60 wt%), and N (7.17 wt%), O (35.33 wt%), while,
for the proximate analysis, the lipids (0.09 wt%) were very low (9). The Spirulina residue
has been utilized as bio-oil for renewable energy (9), protein source for Cordyceps militaris
culture (10), and so on. Bioplastics produced from mixing polyvinyl alcohol (PVA) and Spirulina can reduce the
costs and the use of non-biodegradable materials. 1 INTRODUCTION Bioplastics from Spirulina plantesis have
mechanical properties that are almost the same as commercial bioplastics (11). Bioplastic
film from Spirulina plantesis has stronger tensile strength than commercial plastic bags, but
its elongation at break is low. This bioplastic can be used for food, pharmaceutical, and
cosmetic packaging materials (12). Bioplastic can also be produced from spirulina residue by
adding polyvinyl alcohol (13). Bioplastic made from 95% Poly Lactic Acid (PLA) and 5%
algae shows good mechanical properties, especially for tensile strength (81 MPa) and
elongation at break (4%), this bioplastic can be decomposed in 45 days (14). Biodegradation of plastic depends on the physical properties, chemical structure of the
polymer bonds, both functional groups and crystallization properties, and also on the
environment, such as water content, oxygen, temperature, and pH. One method of using
natural materials to make bioplastic is using vegetable waste, which can be converted into
bioplastic film with mechanical properties similar to other bioplastics (15). This research aims to determine the effect of adding spirulina residue as a natural dye on
the characteristics of biocomposite films based on polyvinyl alcohol, starch, glycerol and
carrageenan. Spirulina residue is residue from the spirulina extraction process using CO2
extraction to obtain carotenoids. 2.3 Characterization of biocomposite films The biocomposite films formed were analysis for mechanical properties (tensile strength and
elongation at break), colour analysis, and morphology. 2.2 Biocomposite film manufacturing process method In this stage, the process of making a biocomposite film is carried out, with variable
concentrations of spirulina residue (0.5%, 1.0% and 1.5%) and variable concentrations of
polyvinyl alcohol (3%, 4% and 5%). 200 ml of distilled water was added with spirulina
residue (0.5%, 1.0% and 1.5%) stirred until homogeneous for 30 minutes, then 1% glycerol
was added, stirred for 15 minutes, then 1% carrageenan was added for 15 minutes, after that
the solution was heated at 70oC. added polyvinyl alcohol (3%, 4% and 5%). Then add 3%
tapioca and then heat until complete gelatinization occurs. After that, pour the solution into
a mould measuring 30 cm x 20 cm. Dry at 30oC for 48 hours. Cool at 27oC, remove the film
from the mould and store in a desiccator. The biocomposite film formula made in this
research is presented in Table 1. Table 1. Bicomposite films formulation and code. Code
PVA
Spirulina Residue
F1
3%
0.5%
F2
4%
0.5%
F3
5%
0.5%
F4
3%
1%
F5
4%
1%
F6
5%
1%
F7
3%
1.5%
F8
4%
1.5%
F9
5%
1.5% Table 1. Bicomposite films formulation and code. 2.1 Material This research used materials consisting of spirulina residue (residue from the carotenoid
extraction process from Spirulina plantesis using supercritical CO2), tapioca flour (Orang 2 E3S Web of Conferences 503, 08002 (2024)
ISAC-ICCME 2023 https://doi.org/10.1051/e3sconf/202450308002 Tani brand), polyvinyl alcohol (Bratachem), glycerol (Bratachem), Carragenan (Swallow
brand). Tani brand), polyvinyl alcohol (Bratachem), glycerol (Bratachem), Carragenan (Swallow
brand). 2.3.1 Analysis of mechanical properties and morphology Mechanical properties and morphology structure Parameters observed were tensile strength
and elongation, using UTM, based on ASTM. The film sample was measured into 20 mm
long and 2 mm wide, given a 500 N load with the speed of 1 mm/minute and range of 10
mm. The analysis was done 5 times. The morphology structure was observed using Scanning
Electron Microscope (SEM). 2.3.2 Colour analysis Colour intensity analysis with chromameter based on the Harder’s lab colorimetric system
Hunter’s colour notation system is expressed in three values, namely L (lightness),
a*(redness), and b* (yellowness). Lightness value, while = 100, green =0, a* value (+a*= 3 3 E3S Web of Conferences 503, 08002 (2024)
ISAC-ICCME 2023 https://doi.org/10.1051/e3sconf/202450308002 red, -a*= green), while b* (+b* = clear, -b* = blue). Before use, the tool needs to be calibrated
using a while calibration plate. The sample is in the form of 25 gram of powder. red, -a*= green), while b* (+b* = clear, -b* = blue). Before use, the tool needs to be calibrated
using a while calibration plate. The sample is in the form of 25 gram of powder. 3.2 Mechanical Properties of Biocomposite films Analysis of the mechanical properties of biocomposite films is to determine the homogeneity
of the mixture of materials used in making biocomposites, consisting of tensile strength and
elongation at break. The results of tensile strength analysis show that the biocomposite film
uses Spirulina residue 0.5% and PVA 4% is stronger than a biocomposite film with Spirulina
residue concentration of 1.0% and 1.5% and PVA concentration of 3% and 5%, as seen in
Figure 1. Spirulina residue containing fiber (calculated as carbohydrate) can effect the tensile
strength of the biocomposite film. The analysis of elongation at break of biocomposite films, shows that biocomposite films
using Spirulina residue with a concentration of 0.5% and PVA with a concentration of 3%
produce biocomposite film with higher elongation at break compared to biocomposite films
using Spirulina residue 1.0% and 1.5% in PVA 4% and 5% (Figure 2). This shows that the
higher the concentration of Spirulina residue will result in a lower elongation at break. It’s
interesting to observe that the elongation value for biocomposite film of RS 0.5% in PVA
3% and 4% show similar value. It shows that in lower concentration, Spirulina residue can
help the stress tranfer in PVA matrice with concentration of 3% and 4%. It also shows that
Spirulina residue can affect the elongation at break properties of biocomposite films. Based
on the composition of the residue, Spirulina contains ash, usually in the form of minerals
which can affect the flexibility of the biocomposite film. y
p
To increase the flexibility of the plastic produced from Spirulina plantesis, glycerol was
added at different concentrations (15-30%). Higher tensile strengths and lower elongations
were observed from this bioplastic with addition of 30% glycerol compared to commercial
plastic bags. These results showed that this bioplastic can be used for food packaging in
pharmaceutical applications or cosmetics, where high elongation is not needed (9). The use
of a compatibilizer also increased the elongation capability of the plastic and enabled
smoother surface (8). The microalgae biomass particles which have particles diameter of 5
micrometers did not show efficient strengthening ability. The smaller particles were able to
blend with the other materials more efficiently (17). Composite film surface appears to be
rough and uneven. In addition, rigidity of the composite film by means of elasticity could
affect the tensile strength (18). 3.1 Environmentally Friendly Plastic Formulation In this research, the method used is the solution casting method, where Spirulina residue
functions as a natural colour additive. Spirulina residue is obtained from the by-product of
the Spirulina plantesis extraction process using a super critical CO2 extractor to obtain
carotenoids (16). The composition of Spirulina residue can be seen in Table 2. It shows that
Spirulina residue contains quite high total carbohydrate levels (59.94/100g). In the process
of making biocomposite films, water is used as a solvent, because spirulina residue can
dissolve well in water. It is also easy to get the water, and it is safe as well as environmentally
friendly solvent. The spirulina residue used was in concentrations of 0.5%, 1.0% and 1.5%. Stirring was done for 30 minutes, this aimed to obtain Spirulina residue dissolved
homogeneously in water. The plasticizer used is glycerol, 1% glycerol is used because
glycerol can dissolve well in water. Fiber in biocomposites can function as reinforcement by
using 1% carrageenan and 3% tapioca starch. The biocomposite matrix uses polyvinyl
alcohol polymer with variables, namely 3%, 4% and 5%, because polyvinyl alcohol is a
synthetic polymer that can dissolve in water, so it can mix homogeneously with Spirulina
residue and tapioca starch and carrageenan. Polyvinyl alcohol is easily decomposed, so the
resulting biocomposite film will decompose easily and is environmentally friendly. Making
bicomposites will produce biocomposite films that can be used for packaging. Table 2. Spirulina residue composition. Table 2. Spirulina residue composition. No
Parameter
Analysis Results
1
Moisture
14.65 g/100g
2
Total ash
12.47 g/100g
3
Protein
3.16 g/100g
4
Total carbohydrate
59.94 g/100g
5
AEAC
14.78 g/100g
6
IC 50
0.32 mg vit C/g sampel
7
Inhibition value
27.25 mg/ml
8
Total fat
2.08 %
9
Vitamin B1
132.49 mg/kg
10
Vitamin B2
-
11
Vitamin B6
80.27 mg/kg
12
Na, Sodium
2840.33 mg/kg
13
K, Potassium
43.93 mg/kg
14
Ca, Calcium
12172.95 mg/kg
15
Mg, Magnesium
4655.96 mg/kg
16
P, Phospor
11624.80 mg/kg
17
Zn, Zinc
55.03 mg/kg
18
Mn, Manganese
3.77 mg/kg 4 https://doi.org/10.1051/e3sconf/202450308002 E3S Web of Conferences 503, 08002 (2024)
ISAC-ICCME 2023 3.2 Mechanical Properties of Biocomposite films Bioplastic film produced from Spirulina plantesis and PVA
mixture which has the most similar mechanical properties is bioplastic which uses 6 wt%
compatibilizer (8). Fig. 1. Tensile strength of biocomposite film at spirulina residue concentration and poly vinyl alcohol
concentration. 96.40
43.52
91.71
0
20
40
60
80
100
120
RS 0.5%
RS 1.0%
RS 1.5%
Tensile strength (kgf/m2)
PVA 3%
PVA 4%
PVA 5% Fig. 1. Tensile strength of biocomposite film at spirulina residue concentration and poly vinyl alcohol
concentration. 5 5 https://doi.org/10.1051/e3sconf/202450308002 E3S Web of Conferences 503, 08002 (2024)
ISAC-ICCME 2023 Fig. 2. Elongation at break of biocomposite film at Spirulina residue concentration and poly vinyl
alcohol concentration
47.64
25.14
41.79
0.00
10.00
20.00
30.00
40.00
50.00
60.00
RS 0.5%
RS 1.0%
RS 1.5%
Elongation (%)
PVA 3%
PVA 4%
PVA 5% Fig. 2. Elongation at break of biocomposite film at Spirulina residue concentration and poly vinyl
alcohol concentration 3.3 Colour Analysis of Biocomposite Films In this research, the use of Spirulina residue did not only affect the mechanical properties of
the biocomposite film, but also give colour to the biocomposite film. In general, Spirulina
contains bioactive ingredients which have colours; the green from chlorophyll, the blue
colour from phycocyanin, and the orange colour from carotenoids. After the extraction using
a CO2 supercritical process, in order to obtain carotenoids and chlorophyll, spirulina residue
still has colour or pigment. This color or pigment is the color of the biocomposite film. The
color of the biocomposites observed with the naked eye does not show any real differences,
as presented in Figure 3. Therefore, the color differences between the biocomposites
produced were analyzed using the Color Reader tool. Fig. 3. Biocomposite films of PVA filled with Spirulina residue Fig. 3. Biocomposite films of PVA filled with Spirulina residue Based on colour analysis using a Minolta CR 400 Chromameter, it shows that the
variable values "L" (Lightness) and "b" (yellowness) and "a" (Greenness). The colour
brightness (L) value shows that the highest 'L" value is in the residue concentration 0.5%
spirulina and 3% polyvinyl alcohol concentration of 76.18. This shows that the higher the
concentration of spirulina residue will produce a lower "L" colour brightness and the higher
the poly vinyl alcohol concentration indicates that the "L" colour brightness value is lower.,
as shown in Figure 4. The greenish colour value "a" shows that the highest greenish colour
value is at a spirulina residue concentration of 1.5% and a 5% poly vinyl alcohol
concentration of 6.95. This shows the higher the spirulina residue concentration will produce
a higher greenness value and the higher the concentration of poly vinyl alcohol will produce
a higher greenness value, as seen in Figure 5. In the yellowness value "b" indicates that the
highest yellowness value was at a spirulina residue concentration of 1.5% and a poly vinyl
alcohol concentration of 5% at 29.97. This shows that the higher the concentration of
spirulina residue will produce a higher yellowness value and the higher the poly vinyl alcohol 6 E3S Web of Conferences 503, 08002 (2024)
ISAC-ICCME 2023 https://doi.org/10.1051/e3sconf/202450308002 will produce a higher yellowness value, as can be seen in Figure 6. These results indicate that
the level of colour change that occurs is quite significant and relevant to visual observation. 3.3 Colour Analysis of Biocomposite Films There was a colour change when the concentration of spirulina residue is increased and the
concentration of poly vinyl alcohol is increased. will produce a higher yellowness value, as can be seen in Figure 6. These results indicate that
the level of colour change that occurs is quite significant and relevant to visual observation. There was a colour change when the concentration of spirulina residue is increased and the
concentration of poly vinyl alcohol is increased. A comparison was conducted from the same natural dyes –carmine, turmeric, indigo and
annatto- with and without encapsulation. Injected into the same PVC matrix (19), the
possibility of reducing the UV transparency of two commercial and very common food
packages after smart coating with commercial and green materials such as P-Coumatic acid
and quinine for PLA matrix (20). Dyeing polyethylene (PE) plastic waste with bioactive
photoacid phycocyanobilin (PCB) extracted from the pigment of spirulina blue-green algae
the populations of long living photoproduct X*, which are pertinent to deprotonated phyrole
species (anionic species) (21). Fig. 4. Colour lightness value "L" of biocomposite film at spirulina residue concentration and
polyvinyl alcohol concentration
Fig. 5. Greenish colour value "a" of biocomposite film at spirulina residue concentration and
polyvinyl alcohol concentration
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polyvinyl alcohol concentration 7 7 https://doi.org/10.1051/e3sconf/202450308002 E3S Web of Conferences 503, 08002 (2024)
ISAC-ICCME 2023 Fig. 6. Yellowness value "b" in spirulina residue concentration and polyvinyl alcohol concentration
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Wsϱй Fig. 6. Yellowness value "b" in spirulina residue concentration and polyvinyl alcohol concentration 3.4 Morphology residue Spirulina in Polyvinyl alcohol matrix Characteristic of polyvinyl alcohol as a matrix for residue spirulina rheology aimed to
observed the form of the polyvinyl alcohol matrix particle. Morphology was analysis by
Scanning Electron Microscope (SEM). Figure 7 describes the SEM result with magnification
for 500x times and 4000 x times. The particles are isotropic, wavy-round shape, and the
particle bond with the matrix. Residue spirulina was very well furthermore, polyvinyl alcohol
matrix can protect residue spirulina as natural dyes. The morphology of residue spirulina-
polyvinyl alcohol is soft and homogeny. Based on SEM result, the biocomposite film with
concentration Spirulina residue of 1.5% in PVA 5%, shows homogeneously shaped and
spreading depressively. 3a 3b 3a
3b
Fig. 7. SEM Analysis of polyvinyl alcohol 5 % - residue spirulina 1.5 % with magnification 500x (3a)
and analysis of polyvinyl alcohol 5 % - residue spirulina 1.5 % with magnification 4000x (3b) 3b 3a Fig. 7. SEM Analysis of polyvinyl alcohol 5 % - residue spirulina 1.5 % with magnification 500x (3a)
and analysis of polyvinyl alcohol 5 % - residue spirulina 1.5 % with magnification 4000x (3b) References 1. Gökçe E. Rethinking sustainability: A research on starch based bioplastic. J Sustain
Constr Mater Technol. 3(3):249–60. 2018 2. Asrofi M, Sapuan SM, Ilyas RA, Ramesh M. Characteristic of composite bioplastics
from tapioca starch and sugarcane bagasse fiber: Effect of time duration of
ultrasonication (Bath-Type). Mater Today Proc [Internet]. 46(xxxx):1626–30. Available from: https://doi.org/10.1016/j.matpr.2020.07.254.2020 3. Mojibayo I, Samson AO, Johnson OY, Joshua lagunju O, S.A A. A Preliminary
Investigation Of Cassava Starch Potentials As Natural Polymer In Bioplastic
Production. Am J Interdiscip Innov Res.02(09):31–9.2020 4. Putra EPD, Thamrin ES, Saputra H. Effect of Dragon Fruit Skin Extract (Hylocereus
costaricensis) on Bio-plastic Physical and Mechanical Properties of Cassava Starch
and Polyvinyl Alcohol. IOP Conf Ser Earth Environ Sci. 258(1). 2019 5. Nasihin ZD, Masruri M, Warsito W, Srihardyastutie A. Preparation of Nanocellulose
Bioplastic with a Gradation Color of Red and Yellow. IOP Conf Ser Mater Sci
Eng.833(1).2020 6. Rahman A, Miller CD. Microalgae as a Source of Bioplastics [Internet]. Algal Green
Chemistry: Recent Progress in Biotechnology. Elsevier B.V.; 121–138 p. Available
from: http://dx.doi.org/10.1016/B978-0-444-63784-0.00006-0. 2017 7. Cinar SO, Chong ZK, Kucuker MA, Wieczorek N, Cengiz U, Kuchta K. Bioplastic
production from microalgae: A review. Int J Environ Res Public Health. 17(11):1–
21. 2020 8. Priyanka S, Varsha R, Verma R, Ayenampudi SB. Spirulina: A Spotlight on Its
Nutraceutical Properties And Food Processing Applications. J Microbiol Biotech
Food Sci / Priyanka et al. 2023:12 (6) e4785. https://doi.org/10.55251/jmbfs.4785 9. Jamilatun S, Rahayu A, Pradana YS, Budhijanto, Rochmadi, Budiman A. Bio-Oil
Characterizations of Spirulina platensis Residue (SPR) Pyrolysis Products for
Renewable Energy Development. Key Engineering Materials Vol. 849, pp 47-52 10. Iamtham S, Kaewkam A, Chanprame S, Pan-utai W. Effect of Spirulina biomass
residue on yield and cordycepin and adenosine production of Cordyceps militaris
culture. Bioresource Technology Reports Vol 17, February 2022, 100893. https://doi.org/10.1016/j.biteb.2021.100893 11. Dianursanti, Noviasari C, Windiani L, Gozan M. Effect of compatibilizer addition in
Spirulina platensis based bioplastic production. AIP Conf Proc. 2092(April). 2019 11. Dianursanti, Noviasari C, Windiani L, Gozan M. Effect of compatibilizer addition in
Spirulina platensis based bioplastic production. AIP Conf Proc. 2092(April). 2019
12
Dianursanti, Gozan M, Noviasari C. The effect of glycerol addition as plasticizer in p
p
p
p
( p
)
12
Dianursanti, Gozan M, Noviasari C. The effect of glycerol addition as plasticizer in
Spirulina platensis based bioplastic. E3S Web Conf. 67:11–4. 2018 13. Zhang C, Wang C, Cao G, Wang D, Ho SH. 4 CONCLUSION Spirulina plantesis microalgae residue from the CO2 extraction process can be used as a
natural dye in biocomposite films. The method used to make biocomposites is the solution
casting method. The results of the research showed that the highest tensile strength showed
in biocomposite of 0.5% Spirulina residue and 4% polyvinyl alcohol, which was 96.40
kgf/m2. Meanwhile, the highest elongation at break of the biocomposite made from 0.5%
Spirulina residue and3% polyvinyl alcohol was 47.64%. Biocomposite color analysis showed
the highest greenish color (6.95) in the biocomposite film of 1.5% spirulina residue dan 5% 8 8 8 https://doi.org/10.1051/e3sconf/202450308002 E3S Web of Conferences 503, 08002 (2024)
ISAC-ICCME 2023 polyvinyl alcohol and the highest yellowish color (29.97) in the biocomposite film of 1.5%
spirulina residue dan 5% polyvinyl alcohol. Morphology shows homogeneous dispersion of
Spirulina residue in polyvinyl alcohol matrice. polyvinyl alcohol and the highest yellowish color (29.97) in the biocomposite film of 1.5%
spirulina residue dan 5% polyvinyl alcohol. Morphology shows homogeneous dispersion of
Spirulina residue in polyvinyl alcohol matrice. References A sustainable solution to plastics
pollution: An eco-friendly bioplastic film production from high-salt contained
Spirulina sp. residues. J Hazard Mater [Internet]. 388(October):121773. Available
from: https://doi.org/10.1016/j.jhazmat.2019.121773.2020 14. Simonic M, Zemljic F. Production of bioplastic material from algal biomass. Chem
Ind Chem Eng Q. 27(1):79–84. 2021 15
Perotto G, Ceseracciu L, Simonutti R, Paul UC, Guzman-Puyol S, Tran TN, et al. Bioplastics from vegetable waste: Via an eco-friendly water-based process. Green
Chem. 20(4):894–902. 2018 16. ( )
16. Agustina S, Aidha NN, Oktarina E, Haruminda JH. Optimasi Proses Ekstraksi 9 https://doi.org/10.1051/e3sconf/202450308002 E3S Web of Conferences 503, 08002 (2024)
ISAC-ICCME 2023 Karoten Dan Klorofil Dari Spirulina Platensis Dengan Teknologi Karbon Dioksida
(CO2) Superkritis Menggunakan Metode Permukaan Tanggap. J Kim dan Kemasan. 41(2):95.2019 Karoten Dan Klorofil Dari Spirulina Platensis Dengan Teknologi Karbon Dioksida
(CO2) Superkritis Menggunakan Metode Permukaan Tanggap. J Kim dan Kemasan. 41(2):95.2019 17. Ciapponi R, Turri S, Levi M. Mechanical reinforcement by microalgal biofiller in
novel thermoplastic biocompounds from plasticized gluten. Materials (Basel). 12(9). 2019 18. Guru Moorthy A, Abdul-Latif NIS, Ong MY, Shamsuddin AH, Nomanbhay S. Enhancement of biodegradability and tensile characteristics of composite plastic film
with spirulina algal biomass. IOP Conf Ser Earth Environ Sci. 2020;476(1). 19. Velho SRK, Brum LFW, Petter CO, dos Santos JHZ, Šimunić Š, Kappa WH. Development of structured natural dyes for use into plastics. Dye Pigment. 136:248–
54. 2017 20. Virgili T, Pasini M, Guizzardi M, Tizro N, Bollani M. Natural Dyes Used as Organic
Coatings UV Protecting for Food Packages. Coatings.12(3):1–9.2022 21. Alhefeiti M, Chandra F, Gupta RK, Saleh N. Dyeing Non-Recyclable Polyethylene
Plastic with Photoacid Phycocyanobilin from Spirulina Algae: Ultrafast
Photoluminescence Studies. Polymers (Basel). 14(22). 2022 10
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English
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Experimental assessments of the cross‐reactivity of IgE from patients sensitised with acid‐hydrolysed wheat protein in a cosmetic soap
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Clinical and translational allergy
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cc-by
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1National Institute of Health Sciences, Tokyo, Japan
Full list of author information is available at the end of the article Shinobu Sakai1*, Ryosuke Nakamura1, Reiko Adachi1, Yuma Fukutomi2, Yoshiro Saito1, Tomoko Nishimaki-Mogami1,
Reiko Teshima1 From Food Allergy and Anaphylaxis Meeting 2014
Dublin, Ireland. 9-11 October 2014 Even after prolonged hydrolysis, acid-HWPs still retained
the ability to activate mast cells, with only slightly
decreased activity levels. The alkaline and enzymatic
hydrolysis samples are currently under investigation to
assess cross-reactivity. In conclusion, we showed that aller-
genic HWP had specific molecular properties given by
hydrolysis. These results showed that it may be possible to
reduce the risk of HWP-caused allergy by the regulation
of hydrolysis procedures. Hydrolysed wheat protein (HWP), which has high emulsi-
fying property and water retentivity, is added to various
foods and cosmetics to improve their texture. Recently,
several studies showed that a specific HWP formula could
induce IgE-mediated hypersensitivity by skin contact
and/or food ingestion. In Japan, a number of HWP-caused
systemic wheat allergy cases were reported, including
wheat-dependent exercise-induced anaphylaxis after sensi-
tisation to acid-hydrolysed gluten additive [Glupearl 19S®
(Glp19S)] in a cosmetic soap. These allergic manifestations
are believed to result from deamidated peptides in high-
molecular weight fractions of Glp19S. However, relation-
ships between the properties of HWP and its allergenicity
remain unknown. Here, we experimentally assessed the
cross-reactivity of IgE from Glp19S-sensitised patients’
sera by examining the IgE-binding capacity to various
HWPs generated under different conditions and the ability
to elicit mast cell activation. We prepared three different
HWP types by acidic hydrolysis (0.1M HCl treatment at
100°C), alkaline hydrolysis (1M NaOH treatment at 100°C)
and enzymatic hydrolysis (Neutrase® digestion at 50°C) for
0.5, 1, 3, 6, 9, 12 and 24 h, respectively. POSTER PRESENTATION Open Access Sakai et al. Clinical and Translational Allergy 2015, 5(Suppl 3):P16
http://www.ctajournal.com/content/5/S3/P16 Sakai et al. Clinical and Translational Allergy 2015, 5(Suppl 3):P16
http://www.ctajournal.com/content/5/S3/P16 Authors’ details
1 1National Institute of Health Sciences, Tokyo, Japan. 2Sagamihara National
Hospital, Sagamihara, Japan. 1National Institute of Health Sciences, Tokyo, Japan. 2Sagamihara National
Hospital, Sagamihara, Japan. Published: 30 March 2015 Published: 30 March 2015 doi:10.1186/2045-7022-5-S3-P16
Cite this article as: Sakai et al.: Experimental assessments of the cross-
reactivity of IgE from patients sensitised with acid-hydrolysed wheat
protein in a cosmetic soap. Clinical and Translational Allergy 2015
5(Suppl 3):P16. We examined the capacity of IgE binding to various
acid-HWPs and native gluten using Western blotting. After 0.5-1 h of acid hydrolysis, IgE immunoblotting with
a patient’s serum showed smears at around 40-70-kDa
proteins. However, after 3 h of acid hydrolysis, IgE binding
to 40-70-kDa proteins time-dependently decreased. Regarding mast cell activation by acid-HWPs, a 0.5-h
hydrolysis sample showed dramatically increased mast cell
activation, whereas native gluten had little effect on it. © 2015 Sakai et al; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons
Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in
any medium, provided the original work is properly cited. The Creative Commons Public Domain Dedication waiver (http://
creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Submit your next manuscript to BioMed Central
and take full advantage of: • Convenient online submission
• Thorough peer review
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• Immediate publication on acceptance
• Inclusion in PubMed, CAS, Scopus and Google Scholar
• Research which is freely available for redistribution
Submit your manuscript at
www.biomedcentral.com/submit • Convenient online submission 1National Institute of Health Sciences, Tokyo, Japan
Full list of author information is available at the end of the article © 2015 Sakai et al; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons
Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in
any medium, provided the original work is properly cited. The Creative Commons Public Domain Dedication waiver (http://
creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
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Pesquisa sistemática positiva e relação com conhecimento da população de assentamento e reassentamento de ocupação recente em área de Triatoma sordida (Hemiptera, Reduviidae) no Estado de São Paulo, Brasil
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Cadernos de Saúde Pública
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A b s t r a c t Após o controle do Tr i at oma infestans do Esta-
do de São Pa u l o, a vigilância entomológica do
Pro g rama de Co n t role da Doença de Chagas
(PCDCh) foi dirigida às espécies ditas secundá-
rias 1, através das atividades de pesquisa siste-
mática casa-a-casa, direcionadas às áreas com
infestação triatomínica comprovada e do aten-
dimento às notificações de triatomíneos en-
c aminhadas pelos mora d o re s. A atividade de
atendimento às notificações triatomínicas tem
sido pri o rizada em relação à pesquisa sistemá-
tica. Isso ocorre desde o ano de 1983, quando
as atividades educativas do PCDCh incorpora-
ram o treinamento das equipes de campo, para
que as mesmas pudessem sensibilizar os mo-
ra d o res da importância de sua participação na
busca de tri a t o m í n e o s, ensinando-os e ori e n-
tando-os quanto aos locais mais habituais de
e n c o n t ro dos mesmos 2. Desde então, a part i c i-
pação da população na detecção de colônias
t riatomínicas passou a ser explorada e incenti-
vada no Estado, corro b o rando o pre c o n i z a d o
por Dias 3 s o b re a participação da população
na detecção de colônias triatomínicas e por Vi-
nhaes & Si l ve i ra 4 s o b re a sustentabilidade do
PCDCh através dessa part i c i p a ç ã o. En t re t a n t o,
p a ra que a população participe do PCDCh, é
p reciso que a mesma tenha os conhecimentos
n e c e s s á rios para suspeitar que um inseto que
i n vada seu domicílio seja de espécie ve t o ra da This study aims to analyze the effect of domicil-
i a ry infestation by triatomine bugs on the de-
g ree to which inhabitants are aware of potential
vector transmission of Chagas disease. 1 La b o ratório de
Im u n o e p i d e m i o l o g i a ,
Superintendência de
C o n t role de En d e m i a s ,
São Pa u l o, Bra s i l .
2 Se rviço Regional de
Presidente Pr u d e n t e ,
Superintendência de
C o n t role de En d e m i a s ,
Presidente Pr u d e n t e , Bra s i l .
3 La b o ratório de Pa ra s i t o s e s
por Fl a g e l a d o s ,
Superintendência
de Controle de En d e m i a s ,
Mogi Gu a ç u , Bra s i l . A b s t r a c t Such re-
cently constructed dwellings comprise housing
g roups classified as settlements and re - s e t t l e-
m e n t s , selected re s p e c t i vely in the municipali-
ties of Euclides da Cunha Paulista and Pa u l i-
c é i a , São Paulo St a t e , Bra z i l . Both municipali-
ties are under the jurisdiction of the Pre s i d e n t e
Prudente Health Ad m i n i s t ra t i ve Re g i o n . Of the
319 re s i d e n t s , some 100 (76.0% of whom were
re-settlement residents) knew about triatomine
b u g s . Housing units infested with triatomines
w e re inhabited by 93 people. In 79.2% of the in-
fested houses, 26.8% of the residents knew about
Chagas disease and its ve c t o r s , but in 50.0% of
the households, some people did not know what
to do in case of triatomine infestation. Po p u l a-
tion samples from settlements and re - s e t t l e-
m e n t s , re g a rdless of sex , a g e , and the State of
o r i g i n ,s h owed no difference in attitudes tow a rd s
the pre vention of Chagas disease or know l e d g e
of the disease ve c t o r. C o r re s p o n d ê n c i a
Rubens Antonio da Si l va
La b o ratório de
Im u n o e p i d e m i o l o g i a ,
Superintendência de
C o n t role de En d e m i a s . Rua Paula Souza 166,
5o a n d a r, São Pa u l o, S P,
0 1 0 2 7 - 0 0 0 , Bra s i l . r u b e n s @ s u c e n . s p. g ov. Pesquisa sistemática positiva e relação com
conhecimento da população de assentamento
e reassentamento de ocupação recente em áre a
de Triatoma sord i d a (Hemiptera, Reduviidae)
no Estado de São Paulo, Brasil Pesquisa sistemática positiva e relação com
conhecimento da população de assentamento
e reassentamento de ocupação recente em áre a
de Triatoma sord i d a (Hemiptera, Reduviidae)
no Estado de São Paulo, Brasil Pesquisa sistemática positiva e relação com
conhecimento da população de assentamento
e reassentamento de ocupação recente em áre a
de Triatoma sord i d a (Hemiptera, Reduviidae)
no Estado de São Paulo, Brasil Pesquisa sistemática positiva e relação com
conhecimento da população de assentamento
e reassentamento de ocupação recente em áre a
de Triatoma sord i d a (Hemiptera, Reduviidae)
no Estado de São Paulo, Brasil Investigation into the effect of household
triatomine infestation on awareness among
inhabitants of settlements and re-settlements
in areas infested with Triatoma sord i d a
in São Paulo State, Brazil Rubens Antonio da Si l va 1
Susy Ma ry Perpétuo Sampaio 2
Marisa Poloni 2
Paulo Hi roshi Koyanagui 2
Maria Esther de Ca rvalho 1
Ve ra Lúcia Cortiço Corrêa Rodrigues 3 Rubens Antonio da Si l va 1
Susy Ma ry Perpétuo Sampaio 2
Marisa Poloni 2
Paulo Hi roshi Koyanagui 2
Maria Esther de Ca rvalho 1
Ve ra Lúcia Cortiço Corrêa Rodrigues 3 C o r re s p o n d ê n c i a
Rubens Antonio da Si l va
La b o ratório de
Im u n o e p i d e m i o l o g i a ,
Superintendência de
C o n t role de En d e m i a s .
Rua Paula Souza 166,
5o a n d a r, São Pa u l o, S P,
0 1 0 2 7 - 0 0 0 , Bra s i l .
r u b e n s @ s u c e n . s p. g ov. b r Cad. Saúde Pública, Rio de Janeiro, 20(2):555-561, mar- a b r, 2004 5 5 5
A RTIGO A RT I C L E 5 5 5
A RTIGO A RT I C L E 5 5 5
A RTIGO A RT I C L E Material e métodos O Município de Euclides da Cunha Pa u l i s t a
a p resenta população de 10.214 habitantes, s e n-
do 37,3% pertencentes à área ru ral, enquanto o
Município de Paulicéia apresenta população
de 5.302 habitantes, sendo 25,8% pert e n c e n t e s
à área ru ral 7. A seleção destas localidades de-
veu-se ao fato de serem ambas de formação re-
c e n t e, dois anos para a pri m e i ra localidade e
q u a t ro anos para a segunda, e possuírem cara c-
terística de assentamento e re a s s e n t a m e n t o,
re s p e c t i va m e n t e. As áreas em estudo não apre-
sentam histórico de infestação tri a t o m í n i c a ,
p o rt a n t o, sem atividades de controle re a l i z a d a s. Nestas localidades foi realizada pesquisa
i n t e g ral de todas as UD’s, no mês de agosto de
2002, seguindo o normatizado no PCDCh no
Estado de São Pa u l o, com direcionamento da
pesquisa à fonte de alimentação 8. A atividade
de pesquisa foi realizada pelas equipes de cam-
po da Su p e rintendência de Co n t role de En d e-
m i a s, órgão re s p o n s á vel pelas atividades de
c o n t role do pro g rama. Na ocasião da pesquisa
t riatomínica no domicílio equipes form a d a s
por profissionais da área da saúde foram re s-
p o n s á veis pela aplicação de questionários nos
residentes de cada UD. Consentimentos fora m
obtidos seguindo as normas preconizadas pela
De c l a ração de Helsinki. As fichas usadas na in-
vestigação continham questões abert a s, per-
mitindo ao entre v i s t a d o r, na presença de todos
os residentes de uma unidade, buscar inform a-
ções sobre os conhecimentos já adquiridos pe-
los mesmos em relação aos tra n s m i s s o res da
doença de Chagas. Material e métodos doença e notifique o mesmo aos setores com-
p e t e n t e s. A Região Ad m i n i s t ra t i va de Saúde de Pre s i d e n-
te Prudente situa-se a sudoeste do Estado de
São Pa u l o, Brasil, compreendendo 41 municí-
p i o s. Nesta região tem-se observado no tra n s-
c o r rer dos anos um aumento gra d a t i vo na for-
mação de assentamentos e re a s s e n t a m e n t o s
ru ra i s. Pa ra o ano de 2002, havia nesta área, 87
assentamentos e 7 reassentamentos abra n g e n-
do 17 e 5 municípios, re s p e c t i va m e n t e. As tra n s f o rmações provocadas no ambien-
te pelo homem, bem como a necessidade a ter-
ra para cultivo, pro m ove ram a formação de
c o n g l o m e rados humanos em novas situações,
os quais foram denominados de assentamen-
tos e re a s s e n t a m e n t o s. O pri m e i ro está re l a c i o-
nado ao processo de formação do Mov i m e n t o
dos Tra b a l h a d o res Ru rais Sem Te r ra no Estado
de São Paulo (MST-SP) que se iniciou nos anos
1979-1984. Nesse período, a articulação das ex-
p e riências de luta pela terra que aconteciam,
p ri n c i p a l m e n t e, nos Estados do Pa raná, Rio
Grande do Sul, São Pa u l o, Mato Grosso do Sul e
Santa Ca t a rina levou à fundação do MST, na
realização do Pri m e i ro En c o n t ro Nacional, em
j a n e i ro de 1984, na cidade de Ca s c a vel, Pa ra n á . Material e métodos Este movimento organizado de luta pelos dire i-
tos à pro p riedade dos tra b a l h a d o res sem terra
e n vo l ve cerca de 1,5 milhões de pessoas de di-
versas regiões bra s i l e i ras 5. Trata-se de uma f o r-
ma diferente de reinvidicação social. Já para o
segundo caso, com a necessidade do homem
ao meio, tra n s f o rmações foram pro m ovidas no
a m b i e n t e. Grandes pro p ri e d a d e s, anteri o rm e n-
te ocupadas por uma ou duas famílias, fora m
divididas em lotes para receber novos mora d o-
re s. Um dos motivos desta re d i s t ribuição de
t e r ras está baseada na construção de barra g e n s
no curso de ri o s, obrigando o re m a n e j a m e n t o
de populações inteira s. Essas tra n s f o rm a ç õ e s
p ro m ove ram a incorporação de novas Un i d a-
des Domiciliares (UD’s) ao meio, entendendo-
se por UD o conjunto da casa (intra d o m i c í l i o )
mais seus anexos externos (peridomicílio). Po u-
co se conhece quanto às áreas de assentamen-
tos e reassentamentos ru rais no Estado de São
Pa u l o. Segundo Veiga & Burlandy 6, supostam e n-
t e, estes novos grupamentos humanos apre-
sentam características especiais que os dife-
renciam de outros gru p o s. Pa ra este estudo foram selecionadas as lo-
calidades Assentamento Nova Esperança III
(41 domicílios e 122 habitantes) e Fa zenda Bu-
ritis (81 domicílios e 245 habitantes), pert e n-
centes aos municípios de Euclides da Cu n h a
Paulista e Paulicéia, re s p e c t i va m e n t e, ambos
situados na Região Ad m i n i s t ra t i va de Saúde de
Presidente Prudente (Fi g u ra 1). A b s t r a c t b r Chagas Di s e a s e ; Tr i a t o m a ; Communicable Di s-
ease Contro l ; Ru ral Se t t l e m e n t s Cad. Saúde Pública, Rio de Janeiro, 20(2):555-561, mar- a b r, 2004 Silva RA et al. 5 5 6 Silva RA et al. 5 5 6 Cad. Saúde Pública, Rio de Janeiro, 20(2):555-561, mar- a b r, 2004 R e s u l t a d o s A pesquisa triatomínica realizada nas localida-
des perf ez um total de 107 domicílios, sendo 72
(86,7% dos existentes) pertencentes à Fa ze n d a
Bu ritis e 35 (85,3% dos existentes) pert e n c e n t e s
ao Assentamento Nova Esperança III. O núme-
ro de anexos das duas localidades foi de 572,
sendo 72,5% encontrados na Fa zenda Bu ri t i s. Casas habitadas corre s p o n d e ram a 82,3% e o ti-
po de construção predominante foi o tijolo, re-
bocado ou não, com percentuais de 90,4 e 70,7
p a ra o reassentamento e assentamento, re s p e c-
t i va m e n t e. A positividade de pesquisa tri a t o m í-
nica foi observada em 24 (22,4%) domicílios, to-
dos pertencentes ao re a s s e n t a m e n t o. Fo ra m
coletados 136 exemplares de Tr i at oma sord i d a,
p rincipalmente no peridomicílio (99,3%), asso-
ciados a galinheiros e ninhos de ro e d o r. O exa-
me de positividade para ve rificação de infecção
por Try p an os oma cruzi re velou resultado nega-
t i vo para todos os exemplare s. Quanto à entrevista com os mora d o res da
unidade domiciliar foi possível uma cobert u ra
de 84,7% da população (319 indivíduos) sendo
62,3% moradores do reassentamento. Sexo m a s-
culino (61,4%) predominou sobre o feminino. Na Fi g u ra 2 podemos observar a pro c e d ê n c i a
dos entre v i s t a d o s. Ve rificamos que no re a s s e n-
tamento há maior número de pessoas nascidas
no Estado de São Paulo diferindo do assenta-
m e n t o, porém, quando relacionada esta condi-
ção ao conhecimento em relação à doença de
C h a g a s, não foi encontrada associação (OR =
0,5598; 0,3459 < OR < 0,906, 95% de confiança). radas às entrevistas realizadas no assentamen-
to com aquelas do reassentamento, observou-s e
baixa associação nas questões re f e rentes ao co-
nhecimento do “barbeiro” e no encam i n h amen-
to correto do inseto aos setores c o m p e t e n t e s. Material e métodos Ainda procedeu-se ao le-
vantamento de características da moradia co-
mo tipo de constru ç ã o, situação (habitada ou
desabitada) e presença de anexo s. Os grupos populacionais residentes em á re a s
de acampamentos, ocupações e assentamen-
tos vêm cre s c e n d o, especialmente na última
década. Dada a escassez de dados sobre as c o n-
dições de vida e saúde dos assentados, re a l i-
zou-se o presente estudo que objetiva analisar
a relação existente entre pesquisa tri a t o m í n i c a
p o s i t i va (UD positiva) e os conhecimentos so-
b re ve t o res da doença de Chagas de mora d o re s
residentes nestas UD’s formadas re c e n t e m e n-
t e, de modo a subsidiar a proposição de ações
de controle dirigidas a essas áre a s. Os dados foram re g i s t rados em form u l á ri o s
p a d ronizados e tra n s c ritos em bancos de da- A S S E N TAMENTO E REASSENTAMENTO: CONHECIMENTO DA POPULAÇÃO SOBRE DOENÇA DE CHAGAS
5 5 7 Figura 1 d o s. As freqüências foram extraídas através de
p ro g rama de análise Epi Info versão 6.0. Di f e-
renças de proporções foram analisadas com o
teste estatístico odds ratio com intervalo de c o n-
fiança de 95%. Região Administrativa de Saúde de Presidente Prudente, Estado de São Paulo. Em destaque os municípios de Paulicéia e Euclides da Cunha Paulista. Paulicéia
Euclides da
Cunha Paulista
•
•
São Paulo Cad. Saúde Pública, Rio de Janeiro, 20(2):555-561, mar- a b r, 2004 R e s u l t a d o s Figura 2 P e rcentual dos entrevistados no assentamento Nova Esperança III e no reassentamento Fazenda Buritis, 0
10
20
30
40
50
60
70
80
reassentamento
assentamento
Ignorado
Outros
Sergipe
Mato Grosso
Alagoas
Minas Gerais
Bahia
Paraná
São Paulo Tabela 1 Conhecimento da população entrevistada sobre doença de Chagas e seus transmissores no assentamento Nova Esperança III
e no reassentamento Fazenda Buritis. Região Administrativa de Saúde de Presidente Prudente, Estado de São Paulo, Brasil. R e s u l t a d o s Q u e s t õ e s
Assentamento
Reassentamento
To t a l
OR (95% de confiança)
(n = 120)*
(n = 199)* *
S i m
%
N ã o
%
S i m
%
N ã o
%
S i m
%
N ã o
%
Conhece “barbeiro ”
2 4
2 0 , 0
9 6
8 0 , 0
7 7
3 8 , 7
1 2 2
6 1 , 3
1 0 1
3 1 , 7
2 1 8
6 8 , 3
2,525 (1,485 < OR < 4,291)
Já foram picados pelo “barbeiro ”
1 0
8 , 3
1 1 0
9 1 , 7
2 4
1 2 , 1
1 7 5
8 7 , 9
3 4
1 0 , 6
2 8 5
8 9 , 4
1,509 (0,695 < OR < 3,276)
Já foi encontrado “barbeiro”
0
0 , 0
1 2 0
1 0 0 , 0
8 6
4 3 , 2
1 1 3
5 6 , 8
8 6
2 7 , 9
2 3 3
7 2 , 1
–
em sua casa
Sabe o que fazer caso encontre
4 1
3 4 , 2
7 9
6 5 , 8
1 0 8
5 4 , 2
9 1
4 5 , 8
1 4 9
4 6 , 7
1 7 0
5 3 , 3
2,287 (1,43 < OR < 3,656)
um inseto suspeito
Praticam caça
6 6
5 5 , 0
5 4
4 5 , 0
5 4
2 7 , 1
1 4 5
7 2 , 9
1 2 0
3 7 , 6
1 9 9
6 2 , 4
0,305 (0,189 < OR < 0,491)
Manipulam caça
6 8
5 6 , 7
5 2
4 3 , 3
7 6
3 8 , 1
1 2 3
6 1 , 9
1 4 4
4 5 , 1
1 7 5
5 4 , 9
0,473 (0,298 < OR < 0,749)
* 4 pessoas não responderam as questões. ** 35 pessoas não responderam as questões. cimento da população entrevistada sobre doença de Chagas e seus transmissores no assentamento Nova Esperança III
assentamento Fazenda Buritis. Região Administrativa de Saúde de Presidente Prudente, Estado de São Paulo, Brasil. desafiar os poderes constituídos 9. R e s u l t a d o s Quando analisadas as informações sobre o
conhecimento de pessoas com idade superi o r
a trinta anos nascidas no Estado de São Pa u l o,
l e vando-se em consideração a interrupção da
t ransmissão natural da doença de Chagas no
início da década de 1970, encontramos 69,7%
dos entrevistados nesta situação. Estatistica-
m e n t e, o fator idade não apresentou relação ao
conhecimento adquirido sobre doença de Cha-
gas obtendo-se valor de OR de 0,1988 (0,1197 <
OR < 0,3301) com intervalo de confiança de 95%. ,
;
,
,
,
ç )
Em relação aos conhecimentos a respeito d o
i n s e t o, 31,7% das famílias conheciam o mesmo
(Tabela 1). Re l a t a ram já terem sido picados pe-
lo tri a t o m í n e o, 10,6% dos indivíduos. O pro c e-
dimento correto a adotar caso encontrem um
inseto suspeito em seu domicílio foi observa d o
em 46,7% dos entrevistados sendo encontra d o
maior percentual no reassentamento se com-
p a rado ao assentamento, porém sem re l a ç ã o
com o conhecimento sobre a doença de Cha-
gas adquirido pela população (OR = 2,7; 0,9352
< OR < 7,7948, 95% de confiança). A prática e
manipulação de carne de animais re c o n h e c id o s
como re s e rva t ó rios de T. c r u z i a p re s e n t a ra m
p e rcentuais mais elevados no assentamento se
c o m p a rado ao re a s s e n t a m e n t o. Quando comp a- Os resultados da entrevista para os domicí-
lios com pesquisa triatomínica positiva re ve l a-
ram que 47,4% ou 93 pessoas estão nestas mo-
radias e possuem idade superior a trinta anos
(68,0%). Em 79,2% das casas que se coletou
t riatomíneo há 26,8% dos indivíduos que apre-
sentam conhecimento sobre a doença, mas em
50,0% destas casas há pessoas que não sabem Cad. Saúde Pública, Rio de Janeiro, 20(2):555-561, mar- a b r, 2004 Silva RA
5 5 8 5 5 8 Silva RA et al. 5 5 8 Silva RA et al. R e s u l t a d o s O mov i m e n-
to cresceu e se expandiu, não podendo mais
ser ignorado pelas autori d a d e s. A opinião pú-
blica tem se re velado um elemento import a n t e
p a ra as decisões de gove rn o. o que fazer caso encontrem este inseto no seu
d o m i c í l i o. Realizam e manipulam caça 45,8% e
58,3% dos mora d o re s, re s p e c t i va m e n t e, nestas
re s i d ê n c i a s. Lote de terra foi entregue aos assentados e
reassentados sendo disponibilizados para o
p ri m e i ro caso recursos financeiros para re a l i-
zação de pequenas benfeitorias na pro p ri e d a-
d e, como a construção da moradia e, no segun-
do caso, a moradia já foi entregue pronta. Qu a n- P e rcentual dos entrevistados no assentamento Nova Esperança III e no reassentamento Fazenda Buritis,
segundo local de nascimento. Região Administrativa de Saúde de Presidente Prudente, Estado de São Paulo, Brasil. D i s c u s s ã o Diotaiuti 1 2 e Si l ve i ra et
al. 1 3 d e s c re vem que esta espécie apare n t em e n-
te não está hoje diretamente associada à tra n s-
missão do T. c r u z i ao homem, porém a mesma
d e ve ser controlada no peri d o m i c í l i o, para in-
t e r rupção do ciclo tão próximo ao ambiente
humano e como medida de pre venção contra a
f o rmação de eventuais colônias intra d o m i c i-
l i a re s. Este estudo demonstrou que a popula-
ção trabalhada apresenta conhecimentos so-
b re a doença de Chagas, tendo sido observa d o
maior percentual no reassentamento (Ta b e l a
1). To rna-se necessári o, então, investir em um
p rocesso de continuidade pro m ovendo um
c o m p romisso mais efetivo da população com a
vigilância entomológica no reassentamento da
Fa zenda Bu ritis e uma intervenção educativa
no caso do assentamento. O empenho dos téc-
nicos em manter um planejamento adequado,
c riando uma agenda de compromissos com a
p o p u l a ç ã o, que leve em consideração uma m a i-
or intensificação das ações educativas deve ser De acordo com Ga rc i a - Zapata & Ma rdsen 1 6
existem fatores de risco como a falta de higie-
n e, a desordem intradomiciliar e a presença de
animais dentro das habitações, que pare c e m
ser re s p o n s á veis pela persistência de focos de
t riatomíneos nas áreas ru ra i s. Na população
que vive exposta ao risco de contrair a doença
de Chagas é de se esperar que ela disponha dos
conhecimentos necessários para poder pre ve-
nir o contato homem/vetor através de suas
ações cotidianas 1 7. Em nosso estudo observa-
mos que 69,7% dos entrevistados com idade
maior ou igual a trinta anos, principalmente os
nascidos no Estado de São Pa u l o, apre s e n t a m
conhecimentos sobre a doença de Chagas. Este
fato está relacionado a um passado de tra n s-
missão ve t o rial ativa no Estado. D i s c u s s ã o No tra n s c o r rer da década de 1990, o MST con-
quistou um espaço político importante no q u a-
d ro público atual, tendo força suficiente para Cad. Saúde Pública, Rio de Janeiro, 20(2):555-561, mar- a b r, 2004 A S S E N TAMENTO E REASSENTAMENTO: CONHECIMENTO DA POPULAÇÃO SOBRE DOENÇA DE CHAGAS
5 5 9 do ve rificamos os dados re l a t i vos à habitação
nestas localidades, observamos uma situação
de maior pre c a riedade nas casas do assenta-
mento Nova Esperança III, porém, na pesquisa
t riatomínica, em todas as moradias não foi en-
c o n t rado tri a t o m í n e o. Na Fa zenda Bu ri t i s, per-
tencente ao Município de Paulicéia, as casas
a p re s e n t a vam-se em melhores condições de
c o n s t rução e nesta localidade é que se obser-
vou presença de tri a t o m í n e o s. Estes foram co-
letados em sua grande maioria no peri d o m i c í-
l i o, fato re l e va n t e, pois, na formação deste re a s-
s e n t a m e n t o, todo material anteri o rmente en-
c o n t rado na moradia foi tra n s p o rtado para es-
ta nova área. Os tri a t o m í n e o s, prova ve l m e n t e,
podem ter sido tra n s p o rtados passiva m e n t e
pelos mora d o re s, uma vez que não há históri c o
de infestação nesta área antes de se tornar um
re a s s e n t a m e n t o. As populações, do assenta-
mento e do re a s s e n t a m e n t o, quando do re c e-
bimento do lote de terra para sua nova mora-
dia, re c e b e ram junto a este, uma casa constru í-
da de tijolo re b o c a d o, refletindo neste fato o
e n c o n t ro de percentuais elevados de casas de
boa qualidade. D i s c u s s ã o b u s c a d o, para assim podermos manter re s u l t a-
dos satisfatóri o s. Pa ra o sucesso de qualquer
p ro g rama de controle é fundamental ter a po-
pulação informada e participando da vigilân-
cia entomológica, como o que se pretende co-
mo norma de pro g rama a ser seguido no Esta-
do de São Pa u l o. “A participação comunitária é
um processo dinâmico em que a população é
conscientemente engajada no planejamento,
implementação e avaliação de atividades que
afetam suas vidas” 1 4 ( p. 128). A maioria das colônias triatomínicas en-
c o n t radas no Estado de São Paulo está locali-
zada no peri d o m i c í l i o. Em todas as UD’s onde
se coletou triatomíneo houve seu encontro no
p e ri d o m i c í l i o, sendo os galinheiros (73,5%) re s-
p o n s á veis pelo abrigo destes insetos, re f l e t i n d o
o comportamento da espécie. Os galinheiro s
e ram construídos de madeira originada do p r ó-
p rio local da moradia. No peridomicílio sabe-
se que a ação do inseticida é reduzida. Po rt a n-
t o, caberá à população a vistoria dos anexos lá
e n c o n t ra d o s, pro m ovendo a vigilância entom o-
lógica peri d o m i c i l i a r. Um pro g rama de contro-
le integrado e sustentável no tempo terá êxito
com uma participação da comunidade inclusi-
ve observando o ambiente peridomiciliar 1 5. Dias 1 0 , 1 1 coloca que, para a adaptação e co-
lonização do ambiente doméstico por tri a t o-
m í n e o s, entram em jogo pri o ri t a riamente fato-
res humanos e sociais, tais como a qualidade e
o tipo de habitação, a ação antrópica sobre o
ambiente e as migrações humanas, tudo isto
sob forte influência de elementos de naturez a
política, econômica e cultural, em paralelo c o m
as condições ecológicas e ambientais das di-
versas micro r regiões da área endêmica. Na p e s-
quisa triatomínica realizada, a espécie encon-
t rada foi o Tr. s o rd i d a. Cad. Saúde Pública, Rio de Janeiro, 20(2):555-561, mar- a b r, 2004 R e s u m o Pro c u rou-se analisar a relação existente entre Un i d a-
de Domiciliar (UD) com triatomíneo e os conhecimen-
tos sobre doença de Chagas entre os mora d o res destas
U D’s formadas recentemente em conglomerados deno-
minados assentamento e re a s s e n t a m e n t o. Fo ram sele-
cionadas duas localidades situadas nos municípios de
Euclides da Cunha Paulista (assentamento) e Pa u l i-
céia (reassentamento) pertencentes à Região Ad m i n i s-
t ra t i va de Saúde de Presidente Pr u d e n t e , São Pa u l o,
Bra s i l . A entrevista com os mora d o res das UD’s abra n-
geu 319 indivíduos. Em relação aos conhecimentos a
respeito do inseto, 100 pessoas conheciam o mesmo,
sendo 76,0% mora d o ra do re a s s e n t a m e n t o. Qu a n d o
analisados os resultados da entrevista para os domicí-
lios com pesquisa triatomínica positiva ve r i f i c o u - s e
que 93 pessoas (47,4%) estavam nestas mora d i a s . Em
79,2% das casas em que se coletou triatomíneo (Tri a-
t oma sord i d a) há 26,8% dos indivíduos que apre s e n-
tam conhecimento sobre doença/ve t o r, mas em 50,0%
destas casas há pessoas que não sabem o que fazer ca-
so encontrem este inseto no seu domicílio. Neste estu-
do não foi encontrada relação entre o sexo, a idade, a
n a t u ralidade e a adoção de práticas pre ve n t i vas ade-
quadas e o conhecimento sobre a doença/vetor na po-
pulação entrevistada tanto no assentamento como no
re a s s e n t a m e n t o. Todos os autores part i c i p a ram do processo de elabo-
ração do art i g o, ficando R. A. Si l va re s p o n s á vel pela
e l a b o ração e pré-teste de form u l á ri o s, aplicação de
q u e s t i o n á ri o, criação de banco de dados, análise es-
tatística e redação do artigo; S. M. P. D i s c u s s ã o Dias & Dias 1 8
o b t i ve ram resultados similares em uma comu-
nidade de Minas Ge rais (Brasil) observa n d o
que 70,0% dos maiores de vinte anos re c o n h e-
ciam o Tr. i n f e s t a n s. É de se esperar que a po-
pulação com maior informação sobre a doença
m o s t re uma diminuição sobre exposição a fa-
t o res de ri s c o. En t re t a n t o, em nosso estudo não
foi encontrada relação entre o conhecimento
s o b re a doença de Chagas e a adoção de práti-
cas pre ve n t i vas adequadas. Ressaltamos que f o i
o b s e rvado um comportamento de risco maior
na população mora d o ra do assentamento e foi
o b s e rvado no re a s s e n t a m e n t o, onde o risco foi
menor, um conhecimento em reconhecer o t ri a- Cad. Saúde Pública, Rio de Janeiro, 20(2):555-561, mar- a b r, 2004 Silva RA et al. 5 6 0 Silva RA et al. 5 6 0 Silva RA et al. 5 6 0 tomíneo e encaminhá-lo corretamente aos se-
t o res competentes (Tabela 1). de altern a t i vas precoces de interve n ç ã o, pri n-
cipalmente no tocante aos assentamentos que
por apre s e n t a rem peculiari d a d e s, podem os
m o ra d o res vir a ter o mesmo comportamento e
conhecimento no que diz respeito à doença de
C h a g a s. Si l ve i ra et al. 1 3 colocam em seu tra b a-
lho que não se pode pretender um modelo úni-
co de ação, ou a universalização de determ i n a-
do modelo de opera ç ã o, mesmo porque fatore s
como a atividade econômica desenvolvida, o
tipo de organização social e hábitos e práticas
da população podem favo recer a manutenção
da infestação domiciliar. Cassab et al. D i s c u s s ã o 2 0 e m
t rabalho realizado na Bolívia sugerem a aplica-
ção de diferentes técnicas e meios adequados
p a ra intervenção na população levando-se em
c o n s i d e ração o grupo a ser trabalhado e as me-
tas a serem alcançadas. De acordo com os mes-
m o s, visitas semanais junto à comunidade pa-
ra prestar assistência técnica e re s o l ver pro b l e-
mas que podem surgir devem ser implementa-
das pelos técnicos envolvidos nos tra b a l h o s. p
No Estado de São Pa u l o, tem-se observa d o,
ao longo dos anos, uma preocupação da popu-
lação em encaminhar insetos suspeitos aos se-
t o res competentes para ave ri g u a ç ã o. Ela o faz
quando da invasão deste inseto em seu am-
biente domiciliar (intradomicílio) não se pre o-
cupando com insetos que possam estar co-ha-
bitando com animais no peri d o m i c í l i o. Mo s-
t rar à população a importância de atentar-se e
cuidar do peridomicílio na busca de insetos ve-
t o res são mecanismos que deverão ser busca-
dos e incorporados nos pro g ramas de contro l e. Ex i s t e, port a n t o, de acordo com Fe r re i ra et al. 1 9, uma necessidade urgente de que os setore s
re s p o n s á veis pela elaboração das políticas pú-
blicas realoquem recursos para a interve n ç ã o
imediata nas comunidades agrári a s, a fim de
s e n s i b i l i z a rem os mora d o res da importância d e
p ro m over uma vigilância entomológica cons-
tante de seu domicílio. Os resultados encontra-
dos em nosso estudo permitem a form u l a ç ã o Cad. Saúde Pública, Rio de Janeiro, 20(2):555-561, mar- a b r, 2004 Doença de Chagas; Tr i a t o m a ; C o n t role de Do e n ç a s
Tra n s m i s s í ve i s ; Assentamentos Ru ra i s R e f e r ê n c i a s 1 . Souza AG, Wanderley DMV, Bu ralli GM, Andra d e
JCR. Consolidation of the control of Chagas dis-
ease vectors in the State of São Pa u l o. Mem In s t
Oswaldo Cruz 1984; 79:125-31. 1 1 . Dias JCP. Ecological aspects of the ve c t o rial con-
t rol of Chagas’ disease in Brazil. Cad Saúde Públi-
ca 1994; 10 Suppl 2:352-9. 1 2 . Diotaiuti L. O risco da domiciliação de novas es-
pécies de tri a t o m í n e o s. Rev Soc Bras Med Tro p
2000; 33 Suppl 2:31-5. 2 . Si l va RA, Bonifácio PR, Wanderley DMV. Doença
de Chagas no Estado de São Paulo: compara ç ã o
e n t re pesquisa ativa de triatomíneos em domicí-
lios e notificação de sua presença pela população
em área sob vigilância entomológica. Rev So c
Bras Med Trop 1999; 32:653-9. 1 3 . Si l ve i ra AC, Arias AR, Se g u ra E, Guillén G, Ru s s o-
mando G, Schenone H, et al. El control de la en-
f e rmedad de Chagas en los Paises del Cono Su r
de America. Ub e raba: Faculdade de Medicina do
Triângulo Mi n e i ro; 2002. 3 . Dias JCP. Problemas e possibilidades de part i c i-
pação comunitária no controle das grandes en-
demias no Brasil. Cad Saúde Pública 1998; 14
Suppl 2:19-37. 1 4 . Dias JCP, Dias RB. Pa rticipação da comunidade
no controle da doença de Chagas. Ann Soc Be l g
Med Trop 1985; 65 Suppl 1:127-35. 4 . Vinhaes MC, Si l ve i ra AC. The possibilities of
maintenance of the natural transmission of Cha-
gas endemic disease in Brazil with the elimina-
tion of Triatoma infestans. Rev Soc Bras Med Tro p
2001; 34 Suppl 3:61-2. 1 5 . Ce c e re MC, Gu rtler RE, Canale D, Chuit RY, Coh e n
JE. El papel del peridomicilio en la eliminación
de Triatoma infestans de comunidades ru rales ar-
g e n t i n a s. Bol Oficina Sanit Panam 1996; 121:1-8. 1 6 . Ga rc i a - Zapata MTA, Marsden PD. En f e rmedad de
Chagas: control y vigilancia con insecticidas y
p a rticipación comunitaria en Mambaí, Go i á s,
Brasil. R e f e r ê n c i a s Bol Oficina Sanit Panam 1994; 116:97-110. 5 . Movimento dos Tra b a l h a d o res Ru rais Sem Te r ra . A luta do MST e a questão agrária do Estado de
São Pa u l o. http://www. m s t . o rg . b r / m s t s p / h i s t . html (acessado em 09/Ma r / 2 0 0 3 ) . 1 7 . Sa n m a rtino M, Crocco L. Conocimentos sobre la
e n f e rmedad de Chagas y factores de riesgo en co-
munidades epidemiológicamente diferentes de
Argentina. Rev Panam Salud Publica 2000; 7:173-8. 6 . Veiga GV, Burlandy L. In d i c a d o res sócio-econô-
m i c o s, demográficos e estado nutricional de cri-
anças e adolescentes residentes em um assenta-
mento ru ral do Rio de Ja n e i ro. Cad Saúde Pública
2001; 17:1465-72. 1 8 . Dias JCP, Dias RB. Las vivendas y la lucha contra
los ve c t o res de la enfermedad de Chagas en el
h o m b re, en el Estado de Minas Ge ra i s, Brasil. Bo l
Oficina Sanit Panam 1982; 93:453-67. 7 . Fundação Instituto Bra s i l e i ro de Ge o g rafia e Est a-
tística. Censo demográfico 2000: resultados p re-
l i m i n a re s. São Paulo: Fundação Instituto Bra s i l e i-
ro de Ge o g rafia e Estatística; 2000. 7 . Fundação Instituto Bra s i l e i ro de Ge o g rafia e Est a-
tística. Censo demográfico 2000: resultados p re-
l i m i n a re s. São Paulo: Fundação Instituto Bra s i l e i-
ro de Ge o g rafia e Estatística; 2000. 1 9 . Fe r re i ra HS, Albuquerque MFM, Ataíde T R ,
Mo rais MGC, Mendes MCR, Si q u e i ra TC, et al. Es-
tado nutricional de crianças menores de dez anos
residentes em invasão do “Movimento dos Se m -
Te r ra”, Po rto Ca l vo, Alagoas. Cad Saúde Pública
1997; 13:137-9. 8 . Se c re t a ria de Estado da Saúde de São Pa u l o. Cad. Saúde Pública, Rio de Janeiro, 20(2):555-561, mar- a b r, 2004 R e s u m o Sampaio part i c i-
pou do pré-teste de form u l á rios e da redação do art i-
go; M. Poloni aplicou questionários em campo e re a-
l i zou levantamento bibliográfico; P. H. Koyanagui su-
p e rvisionou as equipes de campo da SUCEN na pes-
quisa triatomínica e controle químico; M. E. Ca rva-
lho aplicou questionários e participou da redação do
a rtigo; V. L. C. C. Ro d rigues re a l i zou a identificação
dos triatomíneos e exame de conteúdo fecal para de-
tecção de infecção natural por tri p a n o s s o m a t í d e o s. Doença de Chagas; Tr i a t o m a ; C o n t role de Do e n ç a s
Tra n s m i s s í ve i s ; Assentamentos Ru ra i s Doença de Chagas; Tr i a t o m a ; C o n t role de Do e n ç a s
Tra n s m i s s í ve i s ; Assentamentos Ru ra i s Cad. Saúde Pública, Rio de Janeiro, 20(2):555-561, mar- a b r, 2004 A S S E N TAMENTO E REASSENTAMENTO: CONHECIMENTO DA POPULAÇÃO SOBRE DOENÇA DE CHAGAS 5 6 1 R e f e r ê n c i a s R e f e r ê n c i a s Re l a-
t ó rio final do Grupo de Trabalho do Pro g rama de
Co n t role da Doença de Chagas. São Paulo: Su p e-
rintendência de Co n t role de En d e m i a s, Se c re t a-
ria de Estado da Saúde de São Paulo; 1989. 2 0 . Cassab JRA, No i reau F, Guillén G. La enferm e d a d
de Chagas em Bolívia: conocimientos científicos
al inicio del Pro g rama de Co n t rol (1998-2002). La
Paz: Organización Panamericana de la Salud; 1999. 9 . Co m p a rato BK. A ação política do MST. São Pa u l o
em Pe r s p e c t i va 2001; 15:105-18. 9 . Co m p a rato BK. A ação política do MST. São Pa u l o
em Pe r s p e c t i va 2001; 15:105-18. 1 0 . Dias JCP. Doença de Chagas, ambiente e part i c i-
pação do Estado. Cad Saúde Pública 2001; 17
Suppl 1:165-9. 1 0 . Dias JCP. Doença de Chagas, ambiente e part i c i-
pação do Estado. Cad Saúde Pública 2001; 17
Suppl 1:165-9. Recebido em 03/Ma r / 2 0 0 3
Versão final re a p resentada em 19/Se t / 2 0 0 3
Ap rovado em 23/Ou t / 2 0 0 3 Recebido em 03/Ma r / 2 0 0 3
Versão final re a p resentada em 19/Se t / 2 0 0 3
Ap rovado em 23/Ou t / 2 0 0 3
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https://openalex.org/W3134073964
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https://computingonline.net/computing/article/download/420/390
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THE IMPLEMENTATION OF PROLOG INTERPRETER: LEXICAL AND SYNTAX ANALYSES
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Computing
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cc-by
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Олександр Цимбал Харківський національний університет радіоелектроніки,
м. Харків, проспект Леніна 14, mcdulcimer@ukr.net Резюме: У статті розглядається розробка транслятора мови програмування Prolog у складі лексичного та
синтаксичного аналізаторів, блоків керування таблицями та інтерпретації. Надано схеми синтаксичного
аналізу та елементи програмного коду транслятора. Програмне забезпечення реалізовано у середовищі
розробки Visual C++ 2005 (Beta). Ключові слова: Мова програмування, транслятор, Prolog, інтерпретатор, граматика, лексичний аналіз,
синтаксичний аналіз. 1. ВСТУП покоління» [1], в наш час, нею займаються лише
спеціалісти в галузі логічного програмування та
штучного інтелекту. Натомість Prolog вважається
однією з класичних мов програмування для
систем штучного інтелекту [2, 3]. Prolog дозволяє
розглядати експертні системи не тільки з
теоретичної, але і з практичної точки зору [4]. Кожна мова програмування має на меті
реалізацію певної моделі подання даних і
методів їх обробки. Під час розробки програми
відбувається
перетворення
конструкцій
початкових даних задачі у вигляд, відповідний
моделі,
лексичним
та
синтаксичним
особливостям мови програмування. Вибір мови
програмування
обумовлюється
здатністю
у
найефективніший спосіб здійснити поставлені
перед програмістом завдання. Використання
Prolog
виглядає
особливо
доречним з точки зору програмної реалізації
моделей подання знань, зокрема продукційної та
фреймової
[2]. Використання
рекурсивних
процедур обробки списків також надає широкі
можливості
організації
пошукових
функцій
інформаційних
систем,
розв’язання
завдань
планування, в тому числі у робототехніці [3]. Порівняно з універсальними мовами, мова
програмування Prolog (Programming in Logic)
виглядає зовсім незвично, реалізація методів
обробки даних у ній забезпечується побудовою
програми у формі предикатів першого роду. Такі
особливості
Prolog,
проте,
не
заважають
ефективно виконувати складні обчислювальні
процедури. Головною особливістю є те, що
Prolog з практичної точки зору реалізує логічну
модель подання даних та знань [1]. Цікавий спосіб використання Prolog описано
у [6], де вирішується зворотне завдання – за
допомогою
Prolog
описуються
принципи
реалізації інших мов програмування. При цьому
визнається максимальна простота та зрозумілість
реалізації
основних
мовних
конструкцій,
спроектованих саме за допомогою Prolog. Розвиток методів штучного інтелекту та
необхідність удосконалення мовних засобів їх
практичного
втілення
ставлять
завдання
модернізації мови програмування Prolog, тому
розробка
нового
транслятора
мови
Prolog,
адаптованого
на
розв’язання
задач
робототехніки, є актуальною та своєчасною. Розгляд
можливостей
побудови
власної
реалізації мови Prolog вимагає використання
класичних методів розробки, описаних у [4]. Проте, з практичної точки зору, доцільно
використовувати програмні конструкції, описані
у [7, 8]. Після незначної переробки ці матеріали
можна легко використати для створення варіанту
власної версії транслятора. computing@tanet.edu.te.ua
www.computingonline.net computing@tanet.edu.te.ua
www.computingonline.net Олександр Цимбал / Комп’ютинг, 2007, Том 6, Випуск 1, 15-24 Олександр Цимбал / Комп’ютинг, 2007, Том 6, Випуск 1, 15-24 ISSN 1727-6209
International Journal
of Computing computing@tanet.edu.te.ua
www.computingonline.net 3. ПОСТАНОВКА ЗАДАЧІ Ідентифікатором
у
Prolog
може
бути
послідовність літер та цифр, яка починається з
літери. Беззнаковим числом є послідовність цифр. З точки зору синтаксису Prolog усі ідентифікатори
є однаковими і утворюють лексему IDEN. Якщо розглядати проблематику моделювання
робототехнічних систем, можна вказати на
існування, на першому рівні, проблем реалізації
численних розрахунків у кінематичних моделях,
які
доцільно
реалізувати
за
допомогою
універсальних мов програмування, наприклад
мови Cі. Крім того, мова Сі (або мова Асемблер)
стає
у
нагоді
під
час
безпосереднього
формування
керуючих
сигналів
системі
керування маніпулятора робота. Числа без знаку утворюють лексему NUMB. Числа без знаку утворюють лексему NUMB. Окрім IDEN та NUMB у Prolog визначаються
спеціальні
дванадцять
ідентифікаторів
–
ключових слів мови. До них належать {"domains",
"database", "predicates", "clauses", "goal", "integer",
"real", "string", "char", "symbol", ":-", "write"}. Символи пробілу, “\n” та “\t” припустимі у
кожному місці програми за винятком ідентифікаторів
та беззнакових чисел. Інші службові символи
утворюють окремі лексеми мови. Символи пробілу, “\n” та “\t” припустимі у
кожному місці програми за винятком ідентифікаторів
та беззнакових чисел. Інші службові символи
утворюють окремі лексеми мови. На іншому рівні – рівні прийняття рішень,
розрахунки стають допоміжним фактором і на
передній план виступає необхідність методів
логічного програмування. Таким чином загальне
завдання моделювання робототехнічних систем
можна розглядати сукупністю різнопланових
задач,
вирішення
яких
цілком
ймовірно
потребуватиме залучення різних програмних
засобів. З точки зору цілісності проекту такий
підхід є небажаним, бо викликатиме проблему
взаємодії різних засобів програмування. Інший
підхід, має передбачати реалізацію основи
проекту
базовою
(універсальною)
мовою
програмування
та
реалізацію
додаткових
програмних засобів на рівні трансляторів. Prolog у даній реалізації має скалярні дані
цілого (integer), дійсного (real), символьного
(char та symbol) типів та типу рядок (string). Крім
того,
послідовність
значень
визначеного
скалярного
типу
може
складати
список
елементів. Елементи списку відокремлюються
комами та розміщуються всередині квадратних
дужок, наприклад: [12, 31, -5, 6] або [‘a’, ‘d’, ‘E’]. Довжина списку не визначається. У першому
варіанті транслятора реалізовано лише тип
integer. Ідентифікатори
змінних
Prolog-програми
записуються з великої, ідентифікатори імен
предикатів та констант – з малої літери. Усі
змінні є локальними в межах предикату, де вони
визначені або до якого передані. Під час розробки системи моделювання та
керування
інтелектуальним
роботом
пропонується реалізувати підсистему підтримки
та
прийняття
рішень
мовою
Prolog. Для
забезпечення її функціонування у складі системи
виникає завдання розробки інтерпретатора мови
програмування Prolog. Вирази Prolog будуються з констант, змінних
та імен предикатів (з круглими дужками для
позначення списку параметрів або без них). Знаками операцій є “+”, “-“, “*“, “/“, “%“. 3. ПОСТАНОВКА ЗАДАЧІ Вирази
мають вигляд: v, c, (e1), predicate(e1, e2,…,en ), e1 +
e2, e1 – e2, e1 * e2, e1 / e2, e1 % e2, + e1, –e1, де v –
змінна, с – константа, predicate – ідентифікатор
імені предиката, e1, e2,…,en – вирази. Метою статті є опис основних особливостей
розробки
транслятора
мови
програмування
Prolog. Ставляться завдання побудови граматик
мови
Prolog,
реалізацій
лексичного
та
синтаксичного аналізаторів. Засобом створення
транслятора
є
мова
програмування
Сі
(середовище розробника Visual C++). У Prolog визначаються вбудовані оператори:
присвоєння/співвідношення - v=c; та друку -
write(v), де v – змінна, e – вираз, c – константа. 2. АНАЛІЗ ЛІТЕРАТУРНИХ ДЖЕРЕЛ Таким
чином,
якщо
задача
вимагатиме
розробки транслятора мови Prolog, її розв’язання
полягатиме у застосуванні відомих методів Хоча свого часу саме мова програмування
Prolog визнавалася провідною у проекті «ЕОМ V 15 Олександр Цимбал / Комп’ютинг, 2007, Том 6, Випуск 1, 15-24 розробки мов програмування. алфавіту складаються лексеми – мінімальні
мовні ланцюжки із самостійним змістом. // опис прототипів Останній з них містить прототипи усіх
використаних у тексті транслятора функцій (їх
вигляд легко зрозуміти з анведених далі у тексті
функцій)
та
визначення
структур,
що
забезпечують режими роботи інтерпретатора: D:\ My Projects\PT04a.exe 1.pro Якщо вхідний Prolog-файл задано, аналіз
програми
забезпечується
викликом
функції
analys(): typedef struct {int cod,opd;}cmd;
typedef struct {char *name,*owner; int what,val;}odc;
typedef struct {char *name; int isd,cpt,start;}fnd; typedef struct {int cod,opd;}cmd; typedef struct {int cod,opd;}cmd; typedef struct {int cod,opd;}cmd;
typedef struct {char *name,*owner; int what,val;}odc;
typedef struct {char *name; int isd,cpt,start;}fnd; void analys (char *nf)
{err=fopen_s(&PF,nf,"r"); // відкриття Prolog-файлу
if(!err) {get ();
// введення нової лексеми
prog ();
// аналіз блоку програми
}
else printf("Error %s file isn't opened",nf);
} void analys (char *nf)
{err=fopen_s(&PF,nf,"r"); // відкриття Prolog-файлу
if(!err) {get ();
// введення нової лексеми
prog ();
// аналіз блоку програми
}
else printf("Error %s file isn't opened",nf);
} Також
слід
визначити
глобальні
змінні
програми: }
else printf("Error %s file isn't opened",nf);
} cmd TCD[300], cmd *pcmd=TCD;
char TNM[400], *ptn=TNM, char *lstr;
static char nch='N';
odc TOB[100];
odc *pto=TOB; odc *ptol=TOB;
fnd TFN[30], fnd *ptf=TFN;
int adrnm,cpnm,out,lval,lex;
int cgv=0,clv=0,tc=0,nst=0;
int st[500],sp,t,p;
using namespace std;
FILE *PF; errno_t err; cmd TCD[300], cmd *pcmd=TCD;
char TNM[400], *ptn=TNM, char *lstr;
static char nch='N';
odc TOB[100];
odc *pto=TOB; odc *ptol=TOB;
fnd TFN[30], fnd *ptf=TFN;
int adrnm,cpnm,out,lval,lex;
int cgv=0,clv=0,tc=0,nst=0;
int st[500],sp,t,p;
using namespace std;
FILE *PF; errno_t err; 5. РОЗРОБКА ЛЕКСИЧНОГО ТА
СИНТАКСИЧНОГО АНАЛІЗАТОРІВ звичайному стилі консольної програми: звичайному стилі консольної програми:
void main(int argc,char *argv[])
{printf("\n Prolog translator 01 \n");
if(argc>1 && argv[1])
{analys(argv[1]);
cout << "\n Analys is finished \n \n";
if(!error_syntax) {interp();
cout << "\n Interpreting is finished \n \n"; }
else cout << "\n Interpreting is impossible \n \n";
}
else printf("\n no program file \n");
} звичайному стилі консольної програми:
void main(int argc,char *argv[])
{printf("\n Prolog translator 01 \n");
if(argc>1 && argv[1])
{analys(argv[1]);
cout << "\n Analys is finished \n \n";
if(!error_syntax) {interp();
cout << "\n Interpreting is finished \n \n"; }
else cout << "\n Interpreting is impossible \n \n";
}
else printf("\n no program file \n");
} 4. ОПИС РЕАЛІЗАЦІЇ МОВИ
ПРОГРАМУВАННЯ PROLOG Програма мовою Prolog має логічний та / або
обчислювальний
зміст. Далі
в
основному
розглядається її обчислювальний зміст. Реалізуємо інтерпретатор мови програмування
Prolog, що у своїх синтаксичних конструкціях в
основному
відповідає
Turbo-Prolog,
розробленому компанією Borland Inc. За основу
побудови транслятора використаємо принципи,
застосовані у [7] під час побудови простої мови
програмування SPL. Програма на Prolog має чітко визначену
структуру і складається з таких розділів: domains
визначення імен типів даних, складених
типів та списків;
database
визначення
вигляду
фактів,
що
складатимуть вміст бази даних Prolog-
програми;
predicates
визначення прототипів предикатів;
clauses
реалізація предикатів програми;
goal
виклик предикатів на виконання або
запуск програми. Алфавіт мови Prolog складається з символів
латинської мови, десяткових цифр, множини
службових символів: {'(', ')', ',', ';', '=', '+', '-', '*', '/',
'%' ,'[',']', '.', '|', '>', '<'} та пробілу. З символів 16 Олександр Цимбал / Комп’ютинг, 2007, Том 6, Випуск 1, 15-24 Олександр Цимбал / Комп’ютинг, 2007, Том 6, Випуск 1, 15-24 lval, ідентифікатори із кодом IDEN (входять до
таблиці ідентифікаторів TNM), ідентифікатор
кінця файла із кодом EOF. lval, ідентифікатори із кодом IDEN (входять до
таблиці ідентифікаторів TNM), ідентифікатор
кінця файла із кодом EOF. Розділ “goal” Prolog-програми відіграє ту є
саму роль, що функція main() програми, написаної
мовою Сі. У “goal” відбувається запуск першого з
необхідних предикатів, проводиться необхідна
ініціалізація параметрів. Додамо, що усі змінні,
ініціалізовані у goal є локальними в його межах. Також локальними є змінні, розміщені у записах
окремих предикатів Prolog-програми, що цілком
відповідає стандарту мови. Інформацію про коди лексем можна зберегти
за допомогою перелічення: enum {DOMAINSL=257, DATABASEL, PREDICATESL,
CLAUSESL, GOALL, INTL, REALL, STRINGL, CHARL,
SYMBOLL, IFL, CONSTL, NUMB, IDEN, WRITEL}; enum {DOMAINSL=257, DATABASEL, PREDICATESL,
CLAUSESL, GOALL, INTL, REALL, STRINGL, CHARL,
SYMBOLL, IFL, CONSTL, NUMB, IDEN, WRITEL}; Запуск програми транслятора здійснюється у Текст
програми,
що
є
реалізацією
інтерпретатора мови Prolog розпочинається із
директив підключення заголовочних файлів: Текст
програми,
що
є
реалізацією
інтерпретатора мови Prolog розпочинається із
директив підключення заголовочних файлів: (
_ y
) {
p()
cout << "\n Interpreting is finished \n \n"; } #include<iostream>
// за VC++ 8.0 (beta)
#include<stdio.h>
#include<stdlib.h>
#include<math.h>
#include<ctype.h>
#include<string.h>
#include "pt04a.h"
// опис прототипів #include<iostream>
// за VC++ 8.0 (beta)
#include<stdio.h>
#include<stdlib.h>
#include<math.h>
#include<ctype.h>
#include<string.h>
#include "pt04a.h"
// опис прототипів // за VC++ 8.0 (beta) else cout << "\n Interpreting is impossible \n \n"; else printf("\n no program file \n");
} Для виконання Prolog-програми необхідно
викликати її з командного рядка операційної
системи вказавши у якості параметра ім’я файла
з текстом програми, наприклад: За введення лексем відповідає функція get(): Повний синтаксис мови Prolog пропонується
у такому вигляді: TYPEL → (intl | reall | stringl | symbol)
TYPELS – TYPE ‘*’
DOMAINSL → (iden=TYPEL | iden TYPELS) *
DATABASEL → (iden ‘(‘ PARAMSL ‘)’) *
PREDICATESL → (iden ‘(‘ PARAMSL ‘)’) *
PARAMSL → (TYPEL | TYPELS) (‘,’ [TYPEL |
TYPELS] )*
CLAUSESL → PREDIMP (PREDIMP) *
PREDIMP → FACTLS | RULELS
FACTLS → FACT (FACT) *
RULELS → RULE (RULE) *
FACT → iden (CONSTLS) ‘.’
CONSTLS → ATOM (‘,’ ATOM) *
ATOM → iden | numb | var
RULE → RULEL ‘: - ’ RULER
RULEL → iden ‘(’ CONSTLS ‘)’
RULER → STML
STML → STAT (‘,’ STAT) *
STAT → iden ‘=’ (EXPR | PREDCALL)
PREDCALL → RULEL
PROG → (DOMAINSL | PREDICATESL |
DATABASEL | CLAUSESL) GOAL eof
STML → STAT (‘;’ STAT ) *
EXPR → [ ‘+’ | ‘−’ ] TERM ( ( [ ‘+’ | ‘−’ ] )
TERM)*
TERM → FACT ( ( ‘*’ | ‘/’ | ‘%’ ) FACT )* TYPEL → (intl | reall | stringl | symbol)
TYPELS – TYPE ‘*’
DOMAINSL → (iden=TYPEL | iden TYPELS) *
DATABASEL → (iden ‘(‘ PARAMSL ‘)’) *
PREDICATESL → (iden ‘(‘ PARAMSL ‘)’) *
PARAMSL → (TYPEL | TYPELS) (‘,’ [TYPEL |
TYPELS] )*
CLAUSESL → PREDIMP (PREDIMP) *
PREDIMP → FACTLS | RULELS
FACTLS → FACT (FACT) *
RULELS → RULE (RULE) *
FACT → iden (CONSTLS) ‘.’
CONSTLS → ATOM (‘,’ ATOM) *
ATOM → iden | numb | var
RULE → RULEL ‘: - ’ RULER
RULEL → iden ‘(’ CONSTLS ‘)’
RULER → STML
STML → STAT (‘,’ STAT) *
STAT → iden ‘=’ (EXPR | PREDCALL)
PREDCALL → RULEL
PROG → (DOMAINSL | PREDICATESL |
DATABASEL | CLAUSESL) GOAL eof
STML → STAT (‘;’ STAT ) *
EXPR → [ ‘+’ | ‘−’ ] TERM ( ( [ ‘+’ | ‘−’ ] )
TERM)*
TERM → FACT ( ( ‘*’ | ‘/’ | ‘%’ ) FACT )* TYPEL → (intl | reall | stringl | symbol)
TYPELS – TYPE ‘*’
DOMAINSL → (iden=TYPEL | iden TYPELS) *
DATABASEL → (iden ‘(‘ PARAMSL ‘)’) *
PREDICATESL → (iden ‘(‘ PARAMSL ‘)’) *
PARAMSL → (TYPEL | TYPELS) (‘,’ [TYPEL |
TYPELS] )*
CLAUSESL → PREDIMP (PREDIMP) *
PREDIMP → FACTLS | RULELS
FACTLS → FACT (FACT) *
RULELS → RULE (RULE) *
FACT → iden (CONSTLS) ‘.’
CONSTLS → ATOM (‘,’ ATOM) *
ATOM → iden | numb | var
RULE → RULEL ‘: - ’ RULER
RULEL → iden ‘(’ CONSTLS ‘)’
RULER → STML
STML → STAT (‘,’ STAT) *
STAT → iden ‘=’ (EXPR | PREDCALL)
PREDCALL → RULEL
PROG → (DOMAINSL | PREDICATESL |
DATABASEL | CLAUSESL) GOAL eof
STML → STAT (‘;’ STAT ) *
EXPR → [ ‘+’ | ‘−’ ] TERM ( ( [ ‘+’ | ‘−’ ] )
TERM)*
TERM → FACT ( ( ‘*’ | ‘/’ | ‘%’ ) FACT )* За введення лексем відповідає функція get(): odc TOB[100]; void get ()
{if(nch= ='N')nch=getc(PF);
if(nch= =EOF) {lex=EOF;return;}
while(isspace(nch))
{if(nch= ='N')nst++;nch=getc(PF);}
if(isdigit(nch))number();
else if(islower(nch)) word();
else if(index(nch)) {lex=nch;
nch=getc(PF);}
else if(nch= =EOF)lex=EOF;
else printf("\n error %c illegal simbol",nch); } Під час проведення
лексичного аналізу
необхідно визначити лексеми, з яких складається
програма, зокрема службові слова, якими є
"domains", "database", "predicates", "clauses", "goal",
"integer", "real", "string", "char", "symbol", ":-", "write". Вказані
службові
лексеми
кодуються
відповідними
константами
DOMAINSL,
DATABASEL,
PREDICATESL,
CLAUSESL,
GOALL, INTL, REALL, STRINGL, CHARL,
SYMBOLL, IFL, CONSTL, WRITEL. Також до
лексем належать знаки операцій та роздільники,
беззнакові цілі дані з кодом NUMB та значенням Введення лексем типу “ціле число” та “слово”
забезпечується функціями number() та word():
void number ()
{for(lval=0;isdigit(nch);nch=getc(PF))
lval=lval*10+nch-'0';
lex=NUMB; }
void word()
{static char
*serv[]={"domains","database","predicates","clauses","goal",
"integer","real","string","char","symbol",":-","write"}; у
фу
void number ()
{for(lval=0;isdigit(nch);nch=getc(PF))
lval=lval*10+nch-'0';
lex=NUMB; }
void word()
{static char *serv[]={"domains","database","predicates","clauses","goal",
"integer","real","string","char","symbol",":-","write"}; 17 Олександр Цимбал / Комп’ютинг, 2007, Том 6, Випуск 1, 15-24 операторів, STAT - оператор, PREDCALL –
виклик предиката, GOAL – розділ “goal”, PROG -
програма, EXPR – вираз, TERM - доданок, FACT
- множник. Повний синтаксис мови Prolog пропонується
у такому вигляді: static int cdl[]={DOMAINSL, DATABASEL,
PREDICATESL, CLAUSESL, GOALL, INTL, REALL,
STRINGL,CHARL,SYMBOLL,IFL,WRITEL};
char tx[40]={""},*p;
int i;
bool keyword=false;
if(nch==':'){p=tx;*(p++)=nch;nch=getc(PF);
if(nch=='-'){*(p++)=nch;p=tx;nch='$';}
}// окреме визначення лексеми “:-”
else for(p=tx;(islower(nch) || isupper(nch) || isdigit(nch) ||
nch=='_') && !isspace(nch) && !index(nch) &&
nch!=10;nch=getc(PF)) *(p++)=nch;
p="\0"; for(i=0;i<12;i++)
if(strcmp(serv[i],tx)==0){lex=cdl[i];keyword=true;break;}
if(!keyword){lex=IDEN; lstr=add(tx);lval=(int)lstr;
}} операторів, STAT - оператор, PREDCALL –
виклик предиката, GOAL – розділ “goal”, PROG -
програма, EXPR – вираз, TERM - доданок, FACT
- множник. Пошук лексем-роздільників забезпечує index(): )
CLAUSESL → PREDIMP (PREDIMP) * PREDIMP → FACTLS | RULELS bool index(char b)
{bool ft=false;
char a[16]={'(',')',',',';','=','+','-','*','/','%','[',']','.','|','>','<'};
for(int i=0;i<16;i++) if(a[i]==b){ft=true;break;}
return ft;
} bool index(char b)
{bool ft=false;
char a[16]={'(',')',',',';','=','+','-','*','/','%','[',']','.','|','>','<'};
for(int i=0;i<16;i++) if(a[i]==b){ft=true;break;}
return ft;
} |
FACTLS → FACT (FACT) * RULELS → RULE (RULE) * FACT → iden (CONSTLS) ‘.’ CONSTLS → ATOM (‘,’ ATOM) * }
Ідентифікатори, що не знайдені серед списку
службових лексем та не введені раніше, мають
бути додані до таблиці ідентифікаторів TNM[40],
що й забезпечує функція add(): RULER → STML STML → STAT (‘,’ STAT) * char *add (char * nm)
{char *p;
for(p=TNM;p<ptn;p+=strlen(p)+1)
if(strcmp(nm,p)==0)return (p);
if(atoi(ptn+=strlen(nm)+1)>atoi(TNM+400))
printf("\n overflow TNM");
strcpy (p,nm);
return p;
} char *add (char * nm)
{char *p;
for(p=TNM;p<ptn;p+=strlen(p)+1)
if(strcmp(nm,p)==0)return (p);
if(atoi(ptn+=strlen(nm)+1)>atoi(TNM+400))
printf("\n overflow TNM");
strcpy (p,nm);
return p;
} if(atoi(ptn+=strlen(nm)+1)>atoi(TNM+400))
printf("\n overflow TNM");
strcpy (p,nm);
return p;
} strcpy (p,nm); Зазначимо, що введення лексем проводиться
послідовно, при цьому застосовується непряма
рекурсія функцій get(), word(), number(). Конструкція PROG забезпечує обробку тексту
файла програми і відповідає функції prog(): Синтаксис Prolog (відповідно [4]) описується
розширеними
граматиками
із
використанням
символів “[“, “]” в регулярних виразах у правих
частинах правил. Обробка
розділу
“database”
ведеться
за
допомогою функції ddatabase(): Виконання предиката забезпечує pred_exec(): void ddatabase()
{do {get();
char *nm=(char*)lval;
newob(nm,"database",0,-1);
if(lex=='(') {pred_args();
exam(')'); }
}while(lex!=PREDICATESL);
} void ddatabase() void ddatabase() void pred_exec(char * lstr1)
{int st; int cp=0;bool g=false;
if(!strcmp(lstr1,"goal"))g=true;
odc *p;
fnd *pl;
do
{get();
switch(lex)
{case WRITEL: fact();gen(OPR,2);break;
case IDEN: p=findob(lstr);
if(!p) newob((char*)lval,lstr1,
(out?3:4),(out?cgv++:++clv));
p=findob(lstr);
exam(IDEN);
switch(lex)
{case '=': exam('=');expr();
if(p->what==1)
printf("\n %s isn't variable",p->name);
gen(STI,p->val); break;
case '>': stat();break;
case '<': stat();break;
case '(': pred_pars(lstr);
cp=(lex==')' ? 0 : fctl());
exam(')');
pl=eval(lstr1,cp);
gen(LIT,cp);cp=gen(CAL,pl->start);
if(!pl->isd)pl->start=cp; break;
case ',': break;
default : ef=true;break;
}}
if(ef)break;
} void pred_exec(char * lstr1)
int st; int cp=0;bool g=false;
if(!strcmp(lstr1,"goal"))g=true;
odc *p;
fnd *pl;
do
{get();
switch(lex)
{case WRITEL: fact();gen(OPR,2);break;
case IDEN: p=findob(lstr);
if(!p) newob((char*)lval,lstr1,
(out?3:4),(out?cgv++:++clv));
p=findob(lstr);
exam(IDEN);
switch(lex)
{case '=': exam('=');expr();
if(p->what==1)
printf("\n %s isn't variable",p->name);
gen(STI,p->val); break;
case '>': stat();break;
case '<': stat();break;
case '(': pred_pars(lstr);
cp=(lex==')' ? 0 : fctl());
exam(')');
pl=eval(lstr1,cp);
gen(LIT,cp);cp=gen(CAL,pl->start);
if(!pl->isd)pl->start=cp; break;
case ',': break;
default : ef=true;break;
}}
if(ef)break;
} Пошук лексем-роздільників забезпечує index(): Нетерміналами
є
послідовності
літер,
що
позначають синтактичні конструкції програми: case DATABASEL: case PREDICATESL: p=fgoal(); Розгляд розділу “domains” Prolog-програми
здійснюється функцією ddomains(): void ddomains() {get(); 18 Олександр Цимбал / Комп’ютинг, 2007, Том 6, Випуск 1, 15-24 bool noalt=true;
do
{if(noalt){exam(IDEN); exam('='); }
switch(lex)
{case INTL:
exam(INTL);break;
case STRINGL:
exam(STRINGL);break;
case REALL:
exam(REALL);break;
case CHARL:
exam(CHARL);break;
case SYMBOLL:
exam(SYMBOLL);break;
}
lextestmode=true;
if(exam(';'))noalt=false;
else {noalt=true;exam('*');}
lextestmode=false;
}while(lex!=PREDICATESL && lex!=DATABASEL);
} {get();
switch(lex)
{case IDEN:
exam(IDEN);break;
case INTL:
exam(INTL);break;
case STRINGL:
exam(STRINGL);break;
case REALL:
exam(REALL);break;
case CHARL: exam(CHARL);break;
case SYMBOLL: exam(SYMBOLL);break; }while(lex==',');
return true; }while(lex==',');
return true; }
lextestmode=true;
if(exam(';'))noalt=false;
else {noalt=true;exam('*');}
lextestmode=false;
}while(lex!=PREDICATESL && lex!=DATABASEL);
} }
lextestmode=true;
if(exam(';'))noalt=false;
else {noalt=true;exam('*');}
lextestmode=false;
}while(lex!=PREDICATESL && lex!=DATABASEL);
} Наступний розділ Prolog-програми – “clauses”
обробляється функцією dclauses(): void dclauses()
{bool bclauses=false;
do
{get();lstr;
if(!bclauses)exam(IDEN);
switch(lex)
{case '.': break;
case IFL: pred_exec(lstr);exam('.');break;
case '(': pred_pars(lstr);exam(')');
switch(lex)
{case '.': exam('.');break;
case IFL: pred_exec(lstr);
exam('.');break;
}break;
}
bclauses=true;
}while(lex!=GOALL);
} void dclauses()
{bool bclauses=false;
do
{get();lstr;
if(!bclauses)exam(IDEN);
switch(lex)
{case '.': break;
case IFL: pred_exec(lstr);exam('.');break;
case '(': pred_pars(lstr);exam(')');
switch(lex)
{case '.': exam('.');break;
case IFL: pred_exec(lstr);
exam('.');break;
}break;
}
bclauses=true;
}while(lex!=GOALL);
} Синтаксичний аналіз використовує функцію
exam(), яка перевіряє, чи має наступна лексема
код lx. Якщо відповідність коду не знайдена,
виводиться
повідомлення
про
синтаксичну
помилку: bool lextestmode=false;
bool exam(int lx)
{if(lx!=lex)
{if(!lextestmode)printf("\n %d syntax error (exam)
%c",nst,lex);
return false;}
() bool lextestmode=false;
bool exam(int lx)
{if(lx!=lex)
{if(!lextestmode)printf("\n %d syntax error (exam)
%c",nst,lex);
return false;}
() get(); return true;
} Обробка
розділу
“database”
ведеться
за
допомогою функції ddatabase(): Пошук лексем-роздільників забезпечує index(): void prog()
{fnd *p;
lex;
while(lex!=EOF)
{switch(lex)
{case DOMAINSL:
ddomains();break;
case DATABASEL:
ddatabase(); break;
case PREDICATESL:
dpredicates(); break;
case CLAUSESL:
dclauses(); break;
case GOALL:
dgoal(); break;
default: printf("\n %d syntax error (prog)",nst);
}
if(ef){cout<< "\n Predicates sequence error";break;}
}
p=fgoal();
if(p){adrnm=p->start;cpnm=p->cpt;} }
Розгляд розділу “domains” Prolog-програми
здійснюється функцією ddomains():
void ddomains()
{get();
char *nm=(char*)lval;
newob(nm,"domains",0,0); void prog()
{fnd *p;
lex;
while(lex!=EOF)
{switch(lex)
{case DOMAINSL:
ddomains();break;
case DATABASEL:
ddatabase(); break;
case PREDICATESL:
dpredicates(); break;
case CLAUSESL:
dclauses(); break;
case GOALL:
dgoal(); break;
default: printf("\n %d syntax error (prog)",nst);
}
if(ef){cout<< "\n Predicates sequence error";break;}
}
p=fgoal();
if(p){adrnm=p->start;cpnm=p->cpt;} }
Розгляд розділу “domains” Prolog-програми
здійснюється функцією ddomains():
void ddomains()
{get();
char *nm=(char*)lval;
newob(nm,"domains",0,0); void prog()
{fnd *p;
lex;
while(lex!=EOF)
{switch(lex)
{case DOMAINSL:
ddomains();break;
case DATABASEL:
ddatabase(); break;
case PREDICATESL:
dpredicates(); break;
case CLAUSESL:
dclauses(); break;
case GOALL:
dgoal(); break;
default: printf("\n %d syntax error (prog)",nst);
}
if(ef){cout<< "\n Predicates sequence error";break;}
}
p=fgoal();
if(p){adrnm=p->start;cpnm=p->cpt;} }
Розгляд розділу “domains” Prolog-програми
здійснюється функцією ddomains():
void ddomains()
{get();
char *nm=(char*)lval;
newob(nm,"domains",0,0); void prog()
{fnd *p;
lex;
while(lex!=EOF)
{switch(lex)
{case DOMAINSL:
ddomains();break;
case DATABASEL:
ddatabase(); break;
case PREDICATESL:
dpredicates(); break;
case CLAUSESL:
dclauses(); break;
case GOALL:
dgoal(); break;
default: printf("\n %d syntax error (prog)",nst);
}
if(ef){cout<< "\n Predicates sequence error";break;}
}
p=fgoal();
if(p){adrnm=p->start;cpnm=p->cpt;} }
Розгляд розділу “domains” Prolog-програми
здійснюється функцією ddomains():
void ddomains()
{get();
char *nm=(char*)lval;
newob(nm,"domains",0,0); Якщо r – регулярний вираз, що задає множину
R, то [r] – регулярний вираз для множини
{ }
ε
∪
R
, деε - порожній ланцюжок. Термі-
нальними символами розширеної граматики є
лексеми,
записані
малими
літерами. Нетерміналами
є
послідовності
літер,
що
позначають синтактичні конструкції програми:
TYPEL – тип; TYPELS – список типів,
DOMAINSL – розділ “domains”, PREDICATESL
– розділ “predicates”, PARAMSL – список
параметрів,
CLAUSEL
–
розділ
“clauses”,
PREDIMP – реалізація предиката, FACTLS –
список фактів, RULELS - список правил, FACT –
опис факту, CONSTLS – список атомів, ATOM -
атом, RULE - правило, RULEL – ліва частина
правила (консеквент), RULER – права частина
правила
(антецедент),
STML
–
список Якщо r – регулярний вираз, що задає множину
R, то [r] – регулярний вираз для множини
{ }
ε
∪
R
, деε - порожній ланцюжок. Термі-
нальними символами розширеної граматики є
лексеми,
записані
малими
літерами. Обробка
предикатів
мови
Prolog
має
забезпечуватися
викликом
dpredicates(),
у
відповідності до конструкції DPREDICATESL: Обробка
предикатів
мови
Prolog
має
забезпечуватися
викликом
dpredicates(),
у
відповідності до конструкції DPREDICATESL: }
}while(lex!=CLAUSESL); }
}while(lex!=CLAUSESL); }
Обробка
розділу
database
ведеться
у
аналогічний спосіб. У
своєму
складі
dpredicates()
містить
послідовні виклики функцій: get() – введення
чергової
лексеми,
pred_args
()
–
обробки
параметрів функції: bool pred_args()
{do bool pred_args() 19 Олександр Цимбал / Комп’ютинг, 2007, Том 6, Випуск 1, 15-24 ідентифікатора – iden, числової константи numb,
cимволів ‘[‘, ‘(‘ та ‘=’. Обробка параметрів предиката відбувається
окремою функцією pred_pars(): void stat()
{odc *p; int t1,t2; get();
switch(lex)
{case IDEN: p=findob((char*)lval); get();
if(lex==',' ||lex == ')')break;
expr();
if(p->what==1)printf("\n %s isn't variable",p->name);
gen(STI,p->val);
break;
case NUMB: gen(LIT,lval); get();
gen(STI,cnl++);
if(lex==')')break;
if(lex!=','){expr();gen(STI,cnl++); } break;
case '[' : test_list("");get();break;
case '(' : term(); gen(5,1); break;
case '=' : get();expr();break;
default: printf("\n %d syntax error (stat)",nst);
}} void pred_pars(char *lstr1)
{odc *p; int cp=0;
do {get();
switch(lex)
{case '[': {test_list(lstr1); exam(']'); break; }
case IDEN: if(!findob(lstr))
newob((char*)lval,lstr1,3,++clv);
exam(IDEN);
if(lex=='('){pred_pars(lstr1);
exam(')');break;}
break;
case NUMB: exam(NUMB);break;
}
}
while(lex==',');
for(p=ptol;p<pto;p++)p->val-=cp+3;
} void pred_pars(char *lstr1) {odc *p; int cp=0; }
while(lex==','); while(lex==',');
for(p=ptol;p<pto;p++)p->val-=cp+3;
} default: printf("\n %d syntax error (stat)",nst); while(lex
, );
for(p=ptol;p<pto;p++)p->val-=cp+3;
} Як видно зі схеми конструкції STAT, її
складовими
є
вирази
EXPR
або
списки
операторів STML. EXPR є комбінацією операцій
додавання,
віднімання,
множення,
ділення
виразів та констант і складається з комбінацій
конструкцій TERM, та опосередковано – FACT і
FCTL. Вказаним
вище
конструкціям
відповідають функції expr(), term(), fact(), fctl(): Обробка списків відіграє значну роль у
функціонуванні Prolog-програми, тому для їх
обробки призначається окрема функція: void test_list(char *lstr)
{
get();
switch(lex)
{case ']': break;
case IDEN: get();
switch(lex)
{case ']': break;
case '|': pred_pars(lstr);break;
case ',': test_list(lstr);break;
}
break;
case NUMB: get();
switch(lex)
{case ']': break;
case '|': pred_pars(lstr);break;
case ',': test_list(lstr);break;
}
break;
}
} void test_list(char *lstr) {
get(); void expr()
{int neg=(lex=='-');
int plusmin=0;
if(lex=='+' || lex=='-'){plusmin=1;get();}
term();
if(neg)gen(OPR,8);
while(lex=='+' || lex =='-')
{neg=(lex=='-'?4:3);
get();term();
gen(OPR,neg);
}
if(lex=='.' && plusmin)
{neg=(lex=='-'?4:3);
gen(OPR,neg);
}} void expr()
{int neg=(lex=='-');
int plusmin=0;
if(lex=='+' || lex=='-'){plusmin=1;get();}
term();
if(neg)gen(OPR,8);
while(lex=='+' || lex =='-')
{neg=(lex=='-'?4:3);
get();term();
gen(OPR,neg);
}
if(lex=='.' && plusmin)
{neg=(lex=='-'?4:3);
gen(OPR,neg);
}}
void term()
{int op;
fact();
while(lex=='*' || lex =='/' || lex=='%')
{op=(lex=='*' ? 5 : (lex=='/' ? 6:7));
get();fact();gen(OPR,op);}}
int fctl ()
{int cf=1; expr();
while(lex = = ',' ) {get();expr();cf++;}
return cf;
}
void fact()
{char *nm;
int cp;
odc *p;fnd *pl;
switch(lex)
{case IDEN: nm=(char*)lval; get(); }
break; case NUMB: get(); switch(lex) break; }
} Розділ goal у мові Prolog відіграє роль
своєрідної функції main() (у розумінні Cі-
програми). Тому, фактично у ньому відбувається
виклик “предиката” з іменем “goal”: void term()
{int op;
fact();
while(lex=='*' || lex =='/' || lex=='%')
{op=(lex=='*' ? 5 : (lex=='/' ? ФУНКЦІЙ ІНТЕРПРЕТАТОРА Результатом роботи блоку синтаксичного
аналізу є проміжний код, що надалі обробляється
функціями інтерпретатора програми. Кінцевою метою розробки транслятора на
даному етапі є його доведення до працездатного
стану та його інтеграція у Visual С++ проект, що
забезпечуватиме
моделювання
системи
підтримки та прийняття рішень інтелектуального
робота. Набір функцій інтерпретації формує Prolog-
процесор (аналогічний описаному у [7, 8] для
мови програмування SPL), який складається: з
пам’яті програми, що моделюється масивом TCD
та змінними adrnm, cpnm, cgv; стеку st зі
значеннями змінних та констант програми. Стек
st характеризується покажчиками: вершини стека
– t, початку області локальних даних функції – sp
(запису активації). Покажчик p – вказує на ідентифікатора – iden, числової константи numb,
cимволів ‘[‘, ‘(‘ та ‘=’. 6:7));
get();fact();gen(OPR,op);}}
int fctl ()
{int cf=1; expr();
while(lex = = ',' ) {get();expr();cf++;}
return cf;
}
void fact()
{char *nm;
int cp;
odc *p;fnd *pl;
switch(lex)
{case IDEN: nm=(char*)lval; get(); void dgoal()
{defin("goal",0,0); pred_exec("goal"); exam('.'); } void dgoal()
{defin("goal",0,0); pred_exec("goal"); exam('.'); } void dgoal() {defin("goal",0,0); pred_exec("goal"); exam('.'); } Синтаксична конструкція STML забезпечує
обробку списку операторів, хоча детальну обробку
забезпечує найбільш складна конструкція мови –
STAT. Цим схемам оброки відповідають дві
функції: stml () та stat (). Власне, перша з них
здійснює послідовний (в разі потреби) виклик
другої – із безпосереднім аналізом поточного 20 Олександр Цимбал / Комп’ютинг, 2007, Том 6, Випуск 1, 15-24 if(lex=='(')
{get(); if(lex==')')fctl();
exam(')');
pl=eval(nm,cp);
gen(LIT,cp);cp=gen(CAL,pl->start);
if(!pl->isd)pl->start=cp;
}
else {p=findob(nm);
if(!error_syntax && p) gen(p->what==1 ? LIT :
(p->what==2 ? LDE:LDI),p->val);
}
break;
case WRITEL: get();fact(); break;
case '(': get();expr();exam(')'); break;
case NUMB: gen(LIT,lval); get(); break;
case '.': break;
case '/': break;
case '*': break;
default:
printf("\n %d syntax error (fact)",nst);
}
}
void fact()
{char *nm;
int cp;
odc *p;fnd *pl;
switch(lex)
{case IDEN: nm=(char*)lval;get();
if(lex = ='(' )
{get();cp=(lex= =' ) ' ? 0 : fctl());
exam(')');pl=eval(nm,cp);
gen(LIT,cp);cp=gen(CAL,pl->start);
if(!pl->isd)pl->start=cp;
}
else { p=findob(nm); gen(p->what==1 ? LIT :
(p->what==2 ? LDE:LDI),p->val);
}
break;
case '(': get();expr();exam(')');break;
case NUMB: gen(LIT,lval);get();break;
default:
printf("\n %d syntax error (fact)",nst);
}} поточну команду, обрану у STD. поточну команду, обрану у STD. Попереднім, до розробки транслятора мови
Prolog, кроком була програмна реалізація
інтерпретатора мови програмування SPL, на
основі матеріалів, описаних у [7]. Тому процес
відлагодження Prolog-транслятора полягав у
постійному порівнянні початкових даних, що
готуються
на
етапах
лексичного
та
синтаксичного аналізу обох програм. При цьому,
для повторного використання коду, текст блоку
інтерпретації практично не змінювався, хоча з
точки зору практичної реалізації та розуміння
роботи він не є ідеальним, особливо з точки зору
мови програмування Prolog. 7. ВИСНОВКИ Таким чином, у запропонованій статті з
практичної точки зору розглядається побудова
інтерпретатора
мови
програмування
Prolog. Наводиться
програмна
реалізація
блоків
лексичного
та
синтаксичного
аналізу. Розв’язання
розробки
транслятора
вимагає
великого об’єму копіткої роботи із практичної
реалізації розроблених теоретичних моделей,
тому значну частину матеріалу займає код
функцій інтерпретатора. Звичайно, що подібний опис є лише першим
кроком
на
шляху
творення
повноцінного
транслятора. Перші тестування виявили його
здатність коректно виконувати нескладні Prolog-
програми. Наступними кроками є відпрацювання
схем автоматичного прийняття рішень для задачі
функціонування робота спочатку у статичному
просторі, потім – додавання засобів адаптації до
змін у робочому просторі. Слід
одразу
зазначити,
що
у
текстах
наведених функцій реалізації синтаксичного
аналізатора
включені
додаткові
функції
контролю
таблиць,
пов’язані
вже
з
інтерпретацією програми. Наукова цінність роботи полягає у розробці та
практичній реалізації граматик мови Prolog. Розроблені граматики можуть використатися для
моделювання Prolog за допомогою інших мов
програмування. Практична значимість результатів роботи
полягає у можливості їх використання для
розробки нових і самостійної реалізації власних
трансляторів вже існуючих мов програмування. Alexander Tsimbal Kharkiv national university of radio electronics,
Kharkiv, Lenin Ave. 14, mcdulcimer@ukr.net Kharkiv national university of radio electronics,
Kharkiv, Lenin Ave. 14, mcdulcimer@ukr.net Abstract: The article considers the development of Prolog programming language interpreter with lexical and syntax
analyzer, table control and interpreter blocks. There is proposed the schemes of syntax analyzes and the elements of
translator’s program code. The software is developed in Visual C++ 2005 (Beta) environment. Keywords: Programming language, interpreter, Prolog, grammar, lexical analysis, syntax analysis. Prolog (Programming in Logic) implements the
data processing by program construction in form of
predicates. The main option of Prolog is practical
implementation of logical knowledge model [1]. various program methods. There is proposed to
implement the intellectual robot decision support
system on base of Prolog. To supply it’s
functionality as system part it’s required to develop
the interpreter of Prolog programming language. The
development
of
artificial
intelligence
methods and the need of their language support set
the task of Prolog modernization. The development
of new Prolog translator presents an actual problem,
aimed to solve the robotics tasks. The article objective is a description of main
issues of Prolog translator development. There were
set the tasks of Prolog grammar description, the
lexical and syntax analyzers implementation. The
development tool is C-language. Prolog applications are especially suitable for
knowledge
representation
tasks,
namely
for
production and framework models [2,3]. Also, the
recursive list processing procedures give the great
possibilities for informational systems organization,
for problem solving in various fields including
robotics [3, 4]. The interesting way of Prolog
application is described in [6], where the reversal
task is set – the principles of other language
implementation are described in Prolog. Prolog language interpreter has syntax similar to
Turbo-Prolog, developed by Borland Inc. There will
be used the principles of [7], applied during simple
programming language translator (SPL) creation. The alphabet of Prolog consists of Latina
characters, decimal values, the service characters:
{'(', ')', ',', ';', '=', '+', '-', '*', '/', '%' ,'[',']', '.', '|', '>', '<'}
and of space. The alphabet characters construct the
lexemes – the minimal language units. The Prolog identity is a sequence of letters and
digitals, beginning of character. Unsigned value is a
sequence of digitals. From the syntax view point all
the identities are the same and correspond lexeme
IDEN. Unsigned digitals present the lexeme NUMB. 8. СПИСОК ЛІТЕРАТУРИ [1] Малпасс Дж. Реляционный язык Пролог и
его применение. – М.: Наука, 1990. – 464 с. [2] Люгер Дж.Ф. Искусственный интеллект:
стратегии и методы решения сложных 21 Олександр Цимбал / Комп’ютинг, 2007, Том 6, Випуск 1, 15-24 проблем. – М.: Изд. дом «Вильямс», 2003. –
894 с. [8] Бєлов Ю.А., Проценко В.С., Чаленко П.Й. Інструментальні засоби програмування. –
К.: Либідь, 1993. – 248 с. [3] Гаврилова Т.А., Хорошевский В.Ф. Базы
знаний интеллектуальных систем. – СПб.:
Питер, 2001. – 384 с. [4] Ахо
А.,
Сети
Р.,
Ульман
Дж. -
Компиляторы:
принципы,
технологи,
инструменты. – М.: Изд. дом «Вильямс»,
2003. – 768 с. Цимбал
Олександр
Михайлович,
канд. техн. наук, докторант, Харківський
національний
університет
радіоелектроніки. Наукові
інтереси
–
мови
програмування,
системи
штучного інтелекту. Адреса:
Харків, пр. Леніна 14, ХНУРЕ,
каф. ТАВР., тел. (057) 7021486. Цимбал
Олександр
Михайлович,
канд. техн. наук, докторант, Харківський
національний
університет
радіоелектроніки. Наукові
інтереси
–
мови
програмування,
системи
штучного інтелекту. Адреса:
Харків, пр. Леніна 14, ХНУРЕ,
каф. ТАВР., тел. (057) 7021486. [5] Гордеев А.В., Молчанов А.Ю. Системное
программное обеспечение. – СПб.: Питер,
2002. – 736 с. [6] Карпов В.Э. Классическая теория компи-
ляторов. –
М.:
Московский
государственный ин-ститут электроники и
математики, 2003. – 96 с. [7] Проценко В.С., Чаленко П.Й., Ставровський
А.Б. Техніка програмування мовою Сі. – К.:
Либідь, 1993. – 224 с. 22 Alexander Tsimbal / Computing, 2007, Vol. 6, Issue 1, 23-24 THE IMPLEMENTATION OF PROLOG INTERPRETER:
LEXICAL AND SYNTAX ANALYSES Alexander Tsimbal Alexander Tsimbal It has the defined structure
and consists of the following sections: RULELS → RULE (RULE) * domains
The
definition
of
type
names,
complex types and lists;
database
The definition of facts of Prolog
database;
predicates
The declaration of predicate prototypes;
clauses
The implementation of predicates;
goal
The call of predicates or the program
running. FACT → iden (CONSTLS) ‘.’ During the lexical analyzes, there is defined the
lexemes of program, including the keyword "domains",
"database", "predicates", "clauses", "goal", "integer",
"real", "string", "char", "symbol", ":-", "write". g
y
The syntax of Prolog (as to [4]) is described by
extended grammars with using of characters “[“, “]”
in regular expressions. If r is a regular expression which defined the set
R, then [r] is a regular expression for set
{ }
ε
∪
R
,
here ε - is empty chain. The terminal characters of
extended grammar are lexemes written by small
letters. Non-terminals are letter sequences defining
the syntax constructions of program. Every construction is presented by C-language
function implementation. The intermediate code, which is a result of syntax
analyzes stage, should be processed by interpreter
functions of translator. This functions set forms the
Prolog processor (analogical to the described in [7,
8] for SPL). There is defined the following non-terminals:
TYPEL – the type; TYPELS – the type of list,
DOMAINSL – “domains” section, PREDICATESL
– “predicates” section, PARAMSL – parameters list,
CLAUSEL – “clauses” section, PREDIMP –
predicate implementation, FACTLS – the list of
facts, RULELS – the list of rules, FACT – the fact
description, CONSTLS – the list of atoms, ATOM –
the atom, RULE – the rule, RULEL – the left part
of the rule (consequent), RULER – the right part of
the rule (antecedent), STML – the operators list,
STAT – the operator, PREDCALL – the predicate
call, GOAL – “goal” section, PROG - program,
EXPR – expression, TERM - sum, FACT -
multiplication. Therefore, the proposed article practically
considers the development of Prolog programming
language interpreter. The mentioned description is the first stage on
way to full-scale translator. The next steps will
include the special settings to implement the robot
problem solver, firstly for static and after – for the
dynamically changed world. The scientific value of article is in development
and practical implementation of Prolog language
grammar. The developed grammars can be used for
Prolog simulation on other software base. Alexander Tsimbal The review of possibilities to construct new
Prolog implementation requires the using of
standard methods, described in [4]. But as to
practical view point it’s useful to apply the program
constructions described in [7, 8]. After the
insignificant transformations these materials can be
easily used for the translator development. Except IDEN and NUMB Prolog has twelve
special
keyword
-
{"domains",
"database",
"predicates", "clauses", "goal", "integer", "real", "string",
"char", "symbol", ":-", "write"}. Robotics requires the decision of several problem
classes: from the one hand – the tasks of calculations
in cinematic models, which can be decided by
universal programming language application, for
instance C. Also C-language (or Assembler) is good
during the control signals forming and transmission
to robot control system. In the current implementation Prolog contains the
scalar data of integer, real, symbol and string type. Also the sequence of certain type values can form
the list of elements. The elements of list are divided
by commas inside the square brackets: [12, 31, -5, 6]
or [‘a’, ‘d’, ‘E’]. The identities of Prolog variables
are written by capital letter, the constants – by small. All the variables are local inside predicates. From the other hand – on decision support level,
the calculation is supplementary aspect, but logical
programming is the key issue. Therefore, the
common task of robotic systems simulation can be
presented as the set of heterogeneous tasks,
decisions of which will require the application of The expression of Prolog consists of constants,
variables and predicate names (with round brackets
for parameter setting or without them). The 23 Alexander Tsimbal / Computing, 2007, Vol. Alexander Tsimbal 6, Issue 1, 23-24 TYPELS – TYPE ‘*’
DOMAINSL → (iden=TYPEL | iden TYPELS) *
DATABASEL → (iden ‘(‘ PARAMSL ‘)’) *
PREDICATESL → (iden ‘(‘ PARAMSL ‘)’) *
PARAMSL → (TYPEL | TYPELS) (‘,’ [TYPEL |
TYPELS] )*
CLAUSESL → PREDIMP (PREDIMP) *
PREDIMP → FACTLS | RULELS
FACTLS → FACT (FACT) *
RULELS → RULE (RULE) *
FACT → iden (CONSTLS) ‘.’
CONSTLS → ATOM (‘,’ ATOM) *
ATOM → iden | numb | var
RULE → RULEL ‘: - ’ RULER
RULEL → iden ‘(’ CONSTLS ‘)’
RULER → STML
STML → STAT (‘,’ STAT) *
STAT → iden ‘=’ (EXPR | PREDCALL)
PREDCALL → RULEL
PROG → (DOMAINSL | PREDICATESL |
DATABASEL | CLAUSESL) GOAL eof
STML → STAT (‘;’ STAT ) *
EXPR → [ ‘+’ | ‘−’ ] TERM ( ( [ ‘+’ | ‘−’ ] )
TERM)*
TERM → FACT ( ( ‘*’ | ‘/’ | ‘%’ ) FACT )* TYPELS – TYPE ‘*’
DOMAINSL → (iden=TYPEL | iden TYPELS) *
DATABASEL → (iden ‘(‘ PARAMSL ‘)’) *
PREDICATESL → (iden ‘(‘ PARAMSL ‘)’) *
PARAMSL → (TYPEL | TYPELS) (‘,’ [TYPEL |
TYPELS] )*
CLAUSESL → PREDIMP (PREDIMP) *
PREDIMP → FACTLS | RULELS
FACTLS → FACT (FACT) *
RULELS → RULE (RULE) *
FACT → iden (CONSTLS) ‘.’
CONSTLS → ATOM (‘,’ ATOM) *
ATOM → iden | numb | var
RULE → RULEL ‘: - ’ RULER
RULEL → iden ‘(’ CONSTLS ‘)’
RULER → STML
STML → STAT (‘,’ STAT) *
STAT → iden ‘=’ (EXPR | PREDCALL)
PREDCALL → RULEL
PROG → (DOMAINSL | PREDICATESL |
DATABASEL | CLAUSESL) GOAL eof
STML → STAT (‘;’ STAT ) *
EXPR → [ ‘+’ | ‘−’ ] TERM ( ( [ ‘+’ | ‘−’ ] )
TERM)*
TERM → FACT ( ( ‘*’ | ‘/’ | ‘%’ ) FACT )* operation signs are “+”, “-“, “*“, “/“, “%“. Expressions have view: v, c, (e1), predicate(e1,
e2,…,en ), e1 + e2, e1 – e2, e1 * e2, e1 / e2, e1 % e2, + e1,
–e1, here v – variable, с – constant, predicate – the
predicate name, e1, e2,…,en – expressions. p
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Prolog has in-build operators of assignment
(comparison) v=c; and of print - write(v). Prolog
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computational contents. Alexander Tsimbal The practical value of article consists in their
applications for new the translator’s development. The general syntax of Prolog language is
proposed in the following view: The future objective of translator development is
it’s integration to more general project of intellectual
robot decision support system. TYPEL → (intl | reall | stringl | symbol) TYPEL → (intl | reall | stringl | symbol) 24
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https://hal.science/hal-01601452/file/publi17-lipm-012_badet_common_1.pdf
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English
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Common protein sequence signatures associate with Sclerotinia borealis lifestyle and secretion in fungal pathogens of the Sclerotiniaceae
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Frontiers in plant science
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Common protein sequence signatures associate with
Sclerotinia borealis lifestyle and secretion in fungal
pathogens of the Sclerotiniaceae.f Thomas Badet, Rémi Peyraud, Sylvain Raffaele To cite this version: Thomas Badet, Rémi Peyraud, Sylvain Raffaele. Common protein sequence signatures associate with
Sclerotinia borealis lifestyle and secretion in fungal pathogens of the Sclerotiniaceae.. Frontiers in
Plant Science, 2015, 6, 10.3389/fpls.2015.00776. hal-01601452 Keywords: secretome, Sclerotinia, psychrophily, effector candidates, amino acid usage, intrinsic disorder,
antifreeze protein, lytic polysaccharide monooxygenase Edited by: Fungal plant pathogens produce secreted proteins adapted to function outside fungal
cells to facilitate colonization of their hosts. In many cases such as for fungi from
the Sclerotiniaceae family the repertoire and function of secreted proteins remains
elusive. In the Sclerotiniaceae, whereas Sclerotinia sclerotiorum and Botrytis cinerea are
cosmopolitan broad host-range plant pathogens, Sclerotinia borealis has a psychrophilic
lifestyle with a low optimal growth temperature, a narrow host range and geographic
distribution. To spread successfully, S. borealis must synthesize proteins adapted to
function in its specific environment. The search for signatures of adaptation to S. borealis
lifestyle may therefore help revealing proteins critical for colonization of the environment
by Sclerotiniaceae fungi. Here, we analyzed amino acids usage and intrinsic protein
disorder in alignments of groups of orthologous proteins from the three Sclerotiniaceae
species. We found that enrichment in Thr, depletion in Glu and Lys, and low disorder
frequency in hot loops are significantly associated with S. borealis proteins. We designed
an index to report bias in these properties and found that high index proteins were
enriched among secreted proteins in the three Sclerotiniaceae fungi. High index proteins
were also enriched in function associated with plant colonization in S. borealis, and
in in planta-induced genes in S. sclerotiorum. We highlight a novel putative antifreeze
protein and a novel putative lytic polysaccharide monooxygenase identified through
our pipeline as candidate proteins involved in colonization of the environment. Our
findings suggest that similar protein signatures associate with S. borealis lifestyle and with
secretion in the Sclerotiniaceae. These signatures may be useful for identifying proteins
of interest as targets for the management of plant diseases. Reviewed by:
Jana Sperschneider,
Commonwealth Scientific and
Industrial Research Organisation,
Australia
Kim Marilyn Plummer,
La Trobe University, Australia *Correspondence:
Sylvain Raffaele,
Laboratoire des Interactions Plante
Micro-organismes, 24 Chemin de
Borde Rouge – Auzeville, 31326
Castanet Tolosan, France
sylvain.raffaele@toulouse.inra.fr Specialty section:
This article was submitted to
Plant Biotic Interactions,
a section of the journal
Frontiers in Plant Science Received: 23 June 2015
Accepted: 10 September 2015
Published: 24 September 2015 HAL Id: hal-01601452
https://hal.science/hal-01601452v1
Submitted on 27 May 2020 L’archive ouverte pluridisciplinaire HAL, est
destinée au dépôt et à la diffusion de documents
scientifiques de niveau recherche, publiés ou non,
émanant des établissements d’enseignement et de
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entific research documents, whether they are pub-
lished or not. The documents may come from
teaching and research institutions in France or
abroad, or from public or private research centers. ORIGINAL RESEARCH
published: 24 September 2015
doi: 10.3389/fpls.2015.00776 Thomas Badet 1, 2, Rémi Peyraud 1, 2 and Sylvain Raffaele 1, 2* 1 Laboratoire des Interactions Plantes-Microorganismes, Institut National de la Recherche Agronomique, UMR441,
Castanet-Tolosan, France, 2 Laboratoire des Interactions Plantes-Microorganismes, Centre National de la Recherche
Scientifique, UMR2594, Castanet-Tolosan, France Edited by:
Delphine Vincent,
Department of Environment and
Primary Industries, Australia Introduction Genes involved in
host-parasite interactions such as pathogen effectors are often
subject to strong balancing or directional selection. For example,
oomycete effectors commonly evolve rapidly, and natural
selection can maintain many different alleles in a population
(Raffaele et al., 2010; Oliva et al., 2015). Therefore, signatures
of positive selection are frequent in effector genes and this
property has been used to identify novel effector candidates
(Wicker et al., 2013; Rech et al., 2014; Sperschneider et al.,
2014). However, most of our understanding of the molecular
evolution of effector genes and genes involved in colonization
of the environment comes from studies of the pairwise co-
evolution of a given pathogen with a single host plant. By
contrast, fungal pathogens in the Sclerotiniaceae interact with a
wide range of hosts in multiple environmental conditions and
should therefore be considered as evolving under “diffuse” (or
“generalized”) interactions (Juenger and Bergelson, 1998). In the
Ascomycete genus Metarhizium, signatures of positive selection
were observed less frequently in the genome of fungal pathogens FIGURE 1 | Sclerotinia borealis colonizes different niches than its close
relatives S. sclerotiorum and Botrytis cinerea. Number of host plant
genera (A) and geographic distribution (B) of the three fungal species
according to the USDA Systematic Mycology and Microbiology Laboratory
Fungus-Host Database (Farr and Rossman, 2015). under diffuse co-evolution compared to Metarhizium acridum
evolving under pairwise co-evolution (Hu et al., 2014). It is thus
expected that in the Sclerotiniaceae, some genes important for
colonization of environment, including fungal effectors involved
in diffuse interactions, may escape detection by positive selection
analysis, and additional detection criteria would be useful. Compared to B. cinerea and S. sclerotiorum, the snow mold
pathogen Sclerotinia borealis colonizes a reduced range of
environments. Indeed, according to the Fungus-Host database of
the U.S. Department of Agriculture (Farr and Rossman, 2015),
S. borealis has been reported to infect 14 plant genera only,
compared to 332 and 469 for S. sclerotiorum and B. cinerea
respectively (Figure 1A). S. borealis host plants include notably
Agropyron, Agrostis, Elymus, and Festuca species that have not
been reported as hosts for S. sclerotiorum or B. cinerea to
date. S. borealis has an economic impact in countries with cold
climates, where it causes snow mold on winter cereals and
grasses (Schneider and Seaman, 1987). Its geographic range is
restricted to the Arctic Circle, including North of Japan, North
America, Scandinavia, and Russia, whereas B. cinerea and S. Introduction FIGURE 1 | Sclerotinia borealis colonizes different niches than its close
relatives S. sclerotiorum and Botrytis cinerea. Number of host plant
genera (A) and geographic distribution (B) of the three fungal species
according to the USDA Systematic Mycology and Microbiology Laboratory
Fungus-Host Database (Farr and Rossman, 2015). Fungi from the Sclerotiniaceae family include several devastating
plant pathogens with a broad host range. Among those are
Botrytis cinerea, the causal agent of gray rot, and Sclerotinia
sclerotiorum, causal agent of white and stem rot, each able
to infect several hundreds of plant genera and causing multi-
billion dollar losses in agriculture every year (Figure 1A) (Bolton
et al., 2006; Dean et al., 2012). The geographic distribution
of these two fungi is also remarkably broad since they have
been reported across five continents (Figure 1B). Sequencing of
the genome of B. cinerea and S. sclerotiorum (Amselem et al.,
2011) opened the way to systematic searches for the molecular
bases of pathogenicity in these fungi (Guyon et al., 2014; Heard
et al., 2015). However, the repertoire of molecules contributing
to the ability of plant pathogenic fungi, such as fungi from the
Sclerotiniaceae family, to colonize a wide range of hosts and
environments remains elusive. Fungal pathogens secrete diverse sets of degrading enzymes
and toxins to facilitate colonization of their hosts (Möbius
and Hertweck, 2009; Kubicek et al., 2014). In addition, fungal
pathogens use molecules designated as effectors to manipulate
host cells and achieve successful infection. Their activities
include the inactivation of plant defenses, interference with plant
hormone balance, or dismantling of the plant cell. However,
effectors may also trigger specific plant defense responses, leading
to plant resistance, when recognized directly or indirectly by
the plant immune system (Jones and Dangl, 2006). Typical
effectors are small secreted proteins, but secondary metabolites
and small RNAs can also play the role of effectors (Schardl et al.,
2013; Weiberg et al., 2013). Although a subset of bacterial and
oomycete protein effectors can be identified based on conserved
N-terminal targeting signals and other sequence signatures
(Schornack et al., 2009; McDermott et al., 2011; Meyer et al.,
2013), this is not the case in fungi. Effector detection in fungal
pathogens relies largely on specific host responses revealing
effector recognition, and bioinformatics approaches based on
whole genome sequences and deduced protein repertoires remain
challenging (Sperschneider et al., 2015). Citation: Badet T, Peyraud R and Raffaele S
(2015) Common protein sequence
signatures associate with Sclerotinia
borealis lifestyle and secretion in
fungal pathogens of the
Sclerotiniaceae. Front. Plant Sci. 6:776. doi: 10.3389/fpls.2015.00776 September 2015 | Volume 6 | Article 776 Frontiers in Plant Science | www.frontiersin.org 1 Protein signatures in Sclerotiniaceae fungi Badet et al. Frontiers in Plant Science | www.frontiersin.org Introduction sclerotiorum are cosmopolitan fungi found in arctic, temperate
and tropical climates (Figure 1B). Consistently, S. borealis is a
psychrophile, with an optimal growth temperature about 4–10◦C,
whereas optimal growth temperature is ∼23◦C for B. cinerea and
S. sclerotiorum (mesophiles) (Wu et al., 2008; Hoshino et al., September 2015 | Volume 6 | Article 776 2 Protein signatures in Sclerotiniaceae fungi Badet et al. 2010; Judet-Correia et al., 2010). To successfully thrive in cold
environments, psychrophilic pathogens must synthesize enzymes
and effectors that perform effectively at low temperatures. Cold-temperature environments present several challenges, in
particular reduced reaction rates, increased viscosity, and phase
changes of the surrounding medium. A draft genome sequence
of S. borealis strain F-4128 has recently been released (Mardanov
et al., 2014a,b) providing an opportunity to better understand
its adaptation to its ecological niche and particularly to cold
environment. The total size of the assembled genome of S. borealis is 39.3 Mb, with a G+C content of 42%, including
10,171 predicted protein coding sequences (Mardanov et al.,
2014a). These characteristics are similar for the genomes of
S. sclerotiorum 1980 and B. cinerea B05.10 with total sizes of
38.3 Mb and 42.3 Mb respectively, G+C content of 41.8 and
43.1% respectively, and 14,503 and 16,448 predicted protein
coding genes respectively (Amselem et al., 2011). the search for signatures of adaptation to S. borealis lifestyle
may help revealing proteins essential for host and environment
colonization in the Sclerotiniaceae. In this work, we focused
our analysis on adaptations to S. borealis environment that lead
to alterations in core functions (genes and proteins) conserved
in S. sclerotiorum and B. cinerea. We analyzed a set of 5531
groups of core orthologous proteins for amino acid usage and
intrinsic protein disorder patterns specifically associated with
S. borealis proteins. We highlight a novel putative antifreeze
protein and a novel putative lytic polysaccharide monooxygenase
identified through our pipeline as candidate proteins involved
in colonization of the environment. Our findings suggest that
similar protein signatures associate with S. borealis lifestyle and
with secretion in the Sclerotiniaceae. These signatures may be
useful for identifying proteins of interest as targets for the
management of plant diseases and for the bio-conversion of plant
biomass. Frontiers in Plant Science | www.frontiersin.org Introduction Cellular adaptations to low temperatures and the underlying
molecular mechanisms are not fully understood but include
membrane fluidity, the production of cold-acclimation and
antifreeze
proteins
and
maintenance
of
enzyme-catalyzed
reactions and protein-protein interactions involved in essential
cellular processes (Feller, 2003; Casanueva et al., 2010). Attempts to correlate protein thermal adaptation with sequence
and structure derived features have accumulated with the
multiplication of genomic sequencing programs. For instance,
analysis of the complete predicted proteome of the psychrophilic
bacterium Colwellia psychrerythraea supported the view that
psychrophilic lifestyle probably involves specific sets of genes in
addition to changes in the overall genome content and amino
acid composition (Methé et al., 2005). Because microorganisms
are at complete thermal equilibrium with their environment, it
is indeed conceivable that adaptation to low temperature lead
to global alterations of proteomes in psychrophiles. Comparative
genomic and metagenomic analyses in prokaryotes demonstrated
that the summed frequency of amino acids Ile, Val, Tyr, Trp,
Arg, Glu, Leu (IVYWREL) correlates with optimal growth
temperature (Zeldovich et al., 2007). In another study on bacteria,
Ala, Asp, Ser, and Thr were found preferred in the genome
of psychrophiles compared to mesophiles, whereas Glu and
Leu are less frequent (Metpally and Reddy, 2009). The analysis
of amino acid usage in thermophilic fungi showed that these
species indeed have a higher total frequency of IVYWREL amino
acids than their mesophilic relatives, but show also significant
depletion in Gly and enrichment in Arg and Ala (Van Noort et al.,
2013). At the structural level, cold environments seem to release
selective pressure for stable proteins, and increase selection for
highly active heat-labile enzymes, relying on improved intrinsic
disorder to maintain optimal conformation dynamics (Feller,
2003, 2007). Besides these seemingly general principles and given
the existence of psychrophiles in lineages across the tree of life,
multiple mechanisms contributing to cold adaptation may exist. For a fungal pathogen such as S. borealis, completion of its A Pipeline to Reveal S. borealis Protein Sequence
Signatures in Multiple Ortholog Alignments g
p
g
g
Several studies reported specific amino acid usage patterns
and intrinsic disorder frequency in proteins from psychrophilic
bacteria as compared to related mesophilic bacteria (Methé et al.,
2005; Metpally and Reddy, 2009). To test whether S. borealis
proteins have a distinctive pattern of amino acid usage and
disorder compared to S. sclerotiorum and B. cinerea proteins,
we designed a bioinformatics pipeline to process complete
proteomes deduced from the whole genome sequences of
these three fungal pathogens (Figure 2) (Amselem et al., 2011;
Mardanov et al., 2014a). To exclude patterns that may be due to
factors unrelated to adaptation in S. borealis proteins, we focused
our analysis on core groups of orthologous proteins with one
member from each species. A total of 6717 core orthologous
groups (COGs) were identified using two pairwise InParanoid
proteome comparisons (Ostlund et al., 2010) as explained
in material and methods section and presented in Figure 2,
covering between ∼42% (B. cinerea) to ∼66% (S. borealis) of
complete predicted proteomes. We used multiple alignments of
the three proteins in each COG to select S. sclerotiorum protein
regions conserved in S. borealis and B. cinerea. To retrieve core
protein regions conserved in all three members of COGs, we
ran another round of InParanoid pairwise comparisons using
conserved regions of S. sclerotiorum proteins as input. Short
alignments can artificially cause strong variations in amino acid
proportions. To reduce this confounding effect, we excluded
alignments producing a consensus sequence shorter than 200
amino acids. We obtained a total of 5531 COG alignments
matching these criteria that were processed for amino acid
frequency and intrinsic protein disorder analysis. S. borealis Proteins Show Specific Intrinsic
Disorder and Amino Acid Usage Patterns
Compared to Their Sclerotiniaceae Orthologs
To document intrinsic protein disorder and amino acid usage
in Sclerotiniaceae COGs, we calculated frequencies of each of
the 20 amino acids in the aligned protein regions as well S. borealis Proteins Show Specific Intrinsic
Disorder and Amino Acid Usage Patterns
Compared to Their Sclerotiniaceae Orthologs For a fungal pathogen such as S. borealis, completion of its
life cycle requires successful plant colonization, and a subset of
secreted virulence factors is likely involved in essential cellular
processes. Results A Pipeline to Reveal S. borealis Protein Sequence
Signatures in Multiple Ortholog Alignments A Pipeline to Reveal S. borealis Protein Sequence
Signatures in Multiple Ortholog Alignments Besides, secreted proteins in both yeasts and mammals
were shown to evolve slightly faster than intracellular proteins
(Julenius and Pedersen, 2006; Liao et al., 2010), suggesting that p
g
To document intrinsic protein disorder and amino acid usage
in Sclerotiniaceae COGs, we calculated frequencies of each of
the 20 amino acids in the aligned protein regions as well September 2015 | Volume 6 | Article 776 3 Badet et al. Protein signatures in Sclerotiniaceae fungi FIGURE 2 | Bioinformatics pipeline for the identification of S. borealis protein sequence signatures in multiple ortholog alignments. Our pipeline uses
complete predicted proteomes of S. borealis, S. sclerotiorum, and B. cinerea as inputs. It identifies orthologous protein pairs in S. borealis and S. sclerotiorum; and in
S. borealis and B. cinerea using Inparanoid. Using S. sclerotiorum proteins as a reference, it identifies non-redundant core ortholog groups (COG) and overlapping
regions (1). A second Inparanoid run is then used to define the longest aligned region in all three genomes (“consensus”) for each COG (2). Next, protein sequence
metrics (disorder probability and amino acid frequencies) are calculated for consensus regions of all proteins (3). Finally, Wilcoxon sum rank tests are performed to
identify metrics significantly different in S. borealis proteins. FIGURE 2 | Bioinformatics pipeline for the identification of S. borealis protein sequence signatures in multiple ortholog alignments. Our pipeline uses
complete predicted proteomes of S. borealis, S. sclerotiorum, and B. cinerea as inputs. It identifies orthologous protein pairs in S. borealis and S. sclerotiorum; and in
S. borealis and B. cinerea using Inparanoid. Using S. sclerotiorum proteins as a reference, it identifies non-redundant core ortholog groups (COG) and overlapping
regions (1). A second Inparanoid run is then used to define the longest aligned region in all three genomes (“consensus”) for each COG (2). Next, protein sequence
metrics (disorder probability and amino acid frequencies) are calculated for consensus regions of all proteins (3). Finally, Wilcoxon sum rank tests are performed to
identify metrics significantly different in S. borealis proteins. when Wilcoxon sum rank tests were significant (p < 0.05)
for S. borealis—S. sclerotiorum and S. borealis—B. cinerea
comparisons but not (p > 0.05) for S. sclerotiorum—B. cinerea
comparison. The “hot loops” frequencies measure of intrinsic
protein disorder was found significantly associated with S. borealis COG aligned regions, whereas “Coils” and “Remark465”
were not (Figure 3A). A Pipeline to Reveal S. borealis Protein Sequence
Signatures in Multiple Ortholog Alignments borealis and the other fungi (p < 0.05) but not between S. sclerotiorum and B. cinerea (p > 0.05). These properties were
considered as associated with S. borealis lifestyle. FIGURE 3 | Adaptation to S. borealis lifestyle associates with specific amino acid usage and protein disorder patterns. Distribution of the p-values of
Wilcoxon sum rank tests performed to identify intrinsic disorder probabilities (A) and amino acid frequencies (B) that are significantly different in S. borealis core
orthologs. For each amino acid frequency and intrinsic disorder probability, three pairwise tests were performed to compare (i) values in B. cinerea and S. sclerotiorum
orthologs (p-values shown along the X-axis), (ii) values in S. borealis and B. cinerea orthologs (p-values shown along the Y-axis in green), and (iii) values in S. borealis
and S. sclerotiorum orthologs (p-values shown along the Y-axis in red). Amino acid frequencies and intrinsic disorder probabilities that fell in the shaded areas were
considered significantly different between S. borealis and the other fungi (p < 0.05) but not between S. sclerotiorum and B. cinerea (p > 0.05). These properties were
considered as associated with S. borealis lifestyle. and 5.91% in B. cinerea proteins. Lys and Glu were significantly
depleted in S. borealis. Lysine represented 5.26% of amino acids
in S. borealis instead of 5.41% in S. sclerotiorum and B. cinerea
proteins; Glu represented 6.43% of amino acids in S. borealis
instead of 6.54% in S. sclerotiorum and 6.57% in B. cinerea
proteins (Figure 3B). These findings are consistent with the view
that cold adaptation includes the directional adaptation of pre-
existing protein functions (intrinsic protein structure and amino
acid composition) in addition to specific sets of genes conferring
a psychrophilic lifestyle, such as previously reported in bacteria
(Methé et al., 2005). proteomes of S. borealis, S. sclerotiorum, and B. cinerea. First,
we compared the distribution of sTEKhot values in COGs by
plotting all values in a ternary plot (Figure 4A). This revealed
that sTEKhot values are distributed along an axis pointing toward
S. borealis angle, clearly showing that sTEKhot values of S. borealis orthologs are major contributors to the structure of
the dataset. There was 692 COGs in which S. borealis sTEKhot
value accounted for >40% of the total sTEKhot for the COG,
but only 388 and 345 in which S. sclerotiorum and B. A Pipeline to Reveal S. borealis Protein Sequence
Signatures in Multiple Ortholog Alignments “Hot loops,” corresponding to protein
regions predicted not to adopt helix or strand secondary structure
and having a high degree of flexibility, were found significantly
depleted in S. borealis COG aligned regions. S. borealis proteins
had a median hot loop frequency of 3.43% in COG aligned
regions, vs. 3.67% in S. sclerotiorum and 3.71% in B. cinerea
proteins. Regarding frequency of amino acids, three were found
significantly associated with S. borealis aligned COG regions. Thr frequency was significantly enriched, representing 6.00% of
amino acids in S. borealis instead of 5.93% in S. sclerotiorum as their disorder frequencies. Determination of the disorder
frequencies were obtained by assigning to each amino acid of
the aligned protein regions their disorder probability obtain by
submitting the full length protein to disEMBL analyses (Linding
et al., 2003). The disEMBL output contained three measures of
intrinsic protein disorder designated as “Coils,” “Hot loops,” and
“Remark465” corresponding to their probability to be involved
in disorder region. To test whether any of these 20 amino
acid frequencies plus 3 disorder metrics frequencies showed a
significantly different distribution in S. borealis COG aligned
regions compared to S. sclerotiorum and B. cinerea, we performed
pairwise Wilcoxon sum rank tests to compare distributions of
each of the 23 properties in S. borealis and S. sclerotiorum,
in S. borealis and B. cinerea, and in S. sclerotiorum and B. cinerea (Table S1). We considered that a protein property was
significantly associated with S. borealis COG aligned regions September 2015 | Volume 6 | Article 776 Frontiers in Plant Science | www.frontiersin.org 4 Protein signatures in Sclerotiniaceae fungi Badet et al. FIGURE 3 | Adaptation to S. borealis lifestyle associates with specific amino acid usage and protein disorder patterns. Distribution of the p-values of
Wilcoxon sum rank tests performed to identify intrinsic disorder probabilities (A) and amino acid frequencies (B) that are significantly different in S. borealis core
orthologs. For each amino acid frequency and intrinsic disorder probability, three pairwise tests were performed to compare (i) values in B. cinerea and S. sclerotiorum
orthologs (p-values shown along the X-axis), (ii) values in S. borealis and B. cinerea orthologs (p-values shown along the Y-axis in green), and (iii) values in S. borealis
and S. sclerotiorum orthologs (p-values shown along the Y-axis in red). Amino acid frequencies and intrinsic disorder probabilities that fell in the shaded areas were
considered significantly different between S. A Pipeline to Reveal S. borealis Protein Sequence
Signatures in Multiple Ortholog Alignments cinerea
sTEKhot values respectively accounted for >40% of the total
sKTEHhot for the COG (Figure 4A). Consistently, S. borealis has
the highest sTEKhot value in 42.7% of COGS (2761), whereas
S. sclerotiorum and B. cinerea have the highest sTEKhot value
in 28.3% (1845) and 28.8% (1865) of the COGs respectively
(Figure 4B). The Distribution of sTEKhot Index Is Biased in S.
borealis Orthologous Proteins and Complete
Predicted Proteome Therefore, orthologs that have similar sTEKhot values in all three species appear at the center of the plot, while COGs appear near the
corner of the species harboring the ortholog with the highest sTEKhot otherwise. The size of bubbles is proportional to the sTEKhot value of S. borealis orthologs. Data points are frequent above the 40% line for S. borealis sTEKhot, and less so for S. sclerotiorum and B. cinerea sTEKhot indicating frequent higher sTEKhot values
in S. borealis orthologs. (B) Species distribution of orthologs having the highest sTEKhot value in COGs. (C) Distribution of the sTEKhot index in the whole predicted
proteome of the three fungi. FIGURE 4 | The sTEKhot index discriminates S. borealis proteins in core ortholog groups and whole predicted proteomes. (A) Overall distribution of
sTEKhot values from the three fungal species within COGs. Each bubble represents a COG positioned according to the contribution of each ortholog (sTEKhot%) to
the total sTEKhot of the COG. Therefore, orthologs that have similar sTEKhot values in all three species appear at the center of the plot, while COGs appear near the
corner of the species harboring the ortholog with the highest sTEKhot otherwise. The size of bubbles is proportional to the sTEKhot value of S. borealis orthologs. Data points are frequent above the 40% line for S. borealis sTEKhot, and less so for S. sclerotiorum and B. cinerea sTEKhot indicating frequent higher sTEKhot values
in S. borealis orthologs. (B) Species distribution of orthologs having the highest sTEKhot value in COGs. (C) Distribution of the sTEKhot index in the whole predicted
proteome of the three fungi. simulations indicate that sTEKhot clearly departs from random
in describing specific intrinsic protein disorder and amino acid
usage patterns in S. borealis proteins. measures to discriminate the proteome of S. borealis from that
of S. sclerotiorum and B. cinerea, we randomly shuffled the 23
measures for intrinsic protein disorder and amino acid usage
in equation (1) and calculated the proteome median value for
shuffled indices in S. borealis, S. sclerotiorum, and B. cinerea
(Table S3). In 300 shuffling iterations, the p-value for difference
between the distribution of shuffled index in S. borealis and S. sclerotiorum or B. cinerea was < 5.1.e−104 (highest observed p-
value) in only 6 instances. The median shuffled index value for S. borealis proteome was higher than the observed sTEKhot median
in only 2 instances over 300 (0.6%). The Distribution of sTEKhot Index Is Biased in S.
borealis Orthologous Proteins and Complete
Predicted Proteome At the whole proteome level, sTEKhot median was 0.366 in
S. borealis, but only 0.314 in S. sclerotiorum and 0.313 in B. cinerea (Figure 4C, Table S2). The overall sTEKhot distributions
were significantly different when comparing S. borealis to the
two other species (p < 5.1.e−104) but not when comparing S. sclerotiorum to B. cinerea (p = 0.84). However, a subset of
S. sclerotiorum and B. cinerea proteins appeared to have high
sTEKhot values. Indeed, as mentioned previously, S. sclerotiorum
and B. cinerea each account for the highest sTEKhot in ∼30%
of the COGs. Furthermore, the proportion of proteins with a
sTEKhot > 1 was 6.2% in S. borealis, 4.6% in S. sclerotiorum
and 5.0% in B. cinerea. This suggests that the general pattern of
intrinsic protein disorder and amino acid usage observed in S. borealis protein may be shared by a subset of S. sclerotiorum and
B. cinerea predicted proteome. Several studies reported biases in amino acid usage in the
proteome of extremophiles and proposed indices able to
discriminate proteins from extremophilic and related mesophilic
organisms (Suhre and Claverie, 2003; Zeldovich et al., 2007;
Wang and Lercher, 2010). To analyze the degree to which
intrinsic protein disorder and amino acid usage of individual
proteins matches with specific patterns identified in S. borealis
predicted proteome, we designed the S. borealis T (Thr), E (Glu),
K (Lys), hot (hot loops) index as follows: sTEKhot =
T
E + K + hot
(1) (1) where “T,” “E,” and “K” are the normalized frequencies of Thr,
Glu and Lys respectively in a given protein sequence, and “hot”
is the normalized frequency of hot loops in this sequence. We
computed the sTEKhot index for each protein in the predicted To verify that the sTEKhot index was an optimized
combination of intrinsic protein disorder and amino acid usage September 2015 | Volume 6 | Article 776 Frontiers in Plant Science | www.frontiersin.org Badet et al. Protein signatures in Sclerotiniaceae fungi FIGURE 4 | The sTEKhot index discriminates S. borealis proteins in core ortholog groups and whole predicted proteomes. (A) Overall distribution of
sTEKhot values from the three fungal species within COGs. Each bubble represents a COG positioned according to the contribution of each ortholog (sTEKhot%) to
the total sTEKhot of the COG. The Distribution of sTEKhot Index Is Biased in S.
borealis Orthologous Proteins and Complete
Predicted Proteome Wilcoxon ranking tests
comparing random medians distribution to real sTEKhot median
showed p < 4.72e−33 in the three species. The result of these Secreted Enzymes are Enriched among S.
borealis Proteins with High sTEKhot To identify protein functions important for adaptation to S. borealis environment, we analyzed annotations of proteins with
a sTEKhot value higher than 1 in S. borealis proteome. Overall,
4794 (47%) S. borealis proteins had no Gene Ontology (GO)
annotation assigned. There were 635 proteins with sTEKhot >
1, among which 349 (55%) had no GO annotation. We looked
for GO term enrichment in the 635 S. borealis with sTEKhot > 1 September 2015 | Volume 6 | Article 776 Frontiers in Plant Science | www.frontiersin.org 6 Protein signatures in Sclerotiniaceae fungi Badet et al. and cell wall compartments. Consistently, enriched “biological
processes” and “molecular functions” related to secreted enzymes
involved in cell wall modification (glycosyl hydrolases and
carboxylic ester hydrolases, among which are pectinesterases
and cutinases) and binding to cellulose. Cellulose is a major compared to all annotated proteins. Forty two GO terms
appeared significantly enriched (p < 0.05) among proteins with
sTEKhot > 1, including 16 leaves (GO with no child term) of
the GO network (Figure 5). GO terms for “cellular component”
enriched in proteins with sTEKhot > 1 included extracellular FIGURE 5 | Network representation of gene ontologies (GOs) of proteins with sTEKhot >1 in S. borealis proteome. Nodes correspond to GOs are sized
according to the number of proteins with sTEKhot >1. They are colored from yellow to orange according to the p-value of a hypergeometric test for enrichment in
proteins with sTEKhot >1 compared to whole proteomes. White nodes are GOs not significantly enriched among proteins with sTEKhot > 1 (p > 0.05). GOs labeled
in bold font correspond to functions possibly associated with host interaction. FIGURE 5 | Network representation of gene ontologies (GOs) of proteins with sTEKhot >1 in S. borealis proteome. Nodes correspond to GOs are sized
according to the number of proteins with sTEKhot >1. They are colored from yellow to orange according to the p-value of a hypergeometric test for enrichment in
proteins with sTEKhot >1 compared to whole proteomes. White nodes are GOs not significantly enriched among proteins with sTEKhot > 1 (p > 0.05). GOs labeled
in bold font correspond to functions possibly associated with host interaction. September 2015 | Volume 6 | Article 776 Frontiers in Plant Science | www.frontiersin.org 7 Protein signatures in Sclerotiniaceae fungi Badet et al. component of plant cell walls that fungal pathogens are able to
detect and bind. Secreted Proteins Have Higher sTEKhot Than
Non-secreted Proteins in the Three
Sclerotiniaceae Species The enrichment of extracellular proteins among proteins with
sTEKhot > 1 prompted us to compare the distribution
of sTEKhot for secreted and non-secreted protein in the
Sclerotiniaceae. We considered as predicted secreted proteins
those identified as secreted with SignalP 4.0 no-TM network and
as extracellular by WoLF PSORT. This produced lists of 667, 661,
and 748 predicted secreted proteins (secretome) for S. borealis,
S. sclerotiorum, and B. cinerea respectively. In all three fungal
species, secreted proteins had significantly higher sTEKhot values
than non-secreted proteins, with median sTEKhot values for
secreted proteins of 1.13 in S. borealis, 1.06 in S. sclerotiorum
and 1.08 in B. cinerea (Figure 6A). The distribution of sTEKhot
in secreted proteins was found significantly higher than its
distribution in non-secreted proteins with p-value of 8.8e−239
in S. borealis, 9.1e−265 in S. sclerotiorum and 4.1e−275 in B. cinerea respectively. To evaluate the likelihood of obtaining such
distributions with other intrinsic protein disorder and amino
acid usage parameters, we randomly shuffled the 23 measures for
intrinsic protein disorder and amino acid usage in Equation (1),
and calculated shuffled indices for each protein in the predicted
secretome in the three species. In 300 rounds of shuffling, the
median secretome index was found higher than the observed
median secretome sTEKhot in 3, 1 and 1 instance for S. borealis,
S. sclerotiorum and B. cinerea respectively (Table S3). FIGURE 6 | Predicted secreted proteins have high sTEKhot values. (A)
Distribution of sTEKhot values in the proteome and the secretome of
(Continued) FIGURE 6 | Predicted secreted proteins have high sTEKhot values. (A)
Distribution of sTEKhot values in the proteome and the secretome of
(Continued) Remarkably, although secreted proteins account for 6.5% of
total proteome in S. borealis, 4.5% in S. sclerotiorum and 4.5% in
B. cinerea, the proportion of secreted proteins among those with
sTEKhot > 1.5 raised to 76.9% (206 out of 268) in S. borealis,
68.2% (182 out of 267) in S. sclerotiorum and 65.0% (206 out
of 317) in B. cinerea, representing ∼13.6 fold enrichment in
secreted proteins (Figure 6B). These results suggest that intrinsic
protein disorder and amino acid usage patterns associated with
S. borealis lifestyle and secretion are largely overlapping in the
Sclerotiniaceae. Secreted Enzymes are Enriched among S.
borealis Proteins with High sTEKhot Also plants aerial parts are protected by a cuticle
composed by cutin. Fungal pathogens are able to hydrolyze
cutin through cutinases, thus facilitating host colonization. In
addition, proteins involved in carbohydrate metabolism were
enriched among proteins with sTEKhot > 1. These functions are
associated with colonization of the environment, especially plant-
associated environment. Similar enrichments where observed
when looking at GO annotations for S. sclerotiorum and B. cinerea proteins harboring a sTEKhot > 1 (Figures S1, S2). In
addition, copper ion binding GO was found to be enriched in S. sclerotiorum and B. cinerea. FIGURE 6 | Predicted secreted proteins have high sTEKhot values. (A)
Distribution of sTEKhot values in the proteome and the secretome of
(Continued) Frontiers in Plant Science | www.frontiersin.org FIGURE 6 | Continued S. borealis, S. sclerotiorum and B. cinerea. (B) Proportion of predicted
secreted proteins according to sTEKhot cutoff values. In complete proteomes
(sTEKhot ≥0), the proportion of secreted proteins is ∼5% in all three fungal
proteomes, whereas among proteins with sTEKhot ≥1.5 (dotted line) it
reaches an average ∼70%. (C) Proportion of whole proteomes and proteins
with sTEKhot > 1.5 that are secreted, contain GPI-anchors, are
N-glycosylated or contain transmembrane (TM) domains. Enrich., enrichment
fold among sTEKhot > 1.5 as compared to whole proteomes. To
test
whether
proteins
with
high
sTEKhot
could
be
enriched
in
other
types
of
motifs,
we
predicted
glycosylphosphatidylinositol (GPI) anchors, transmembrane
(TM) domains and N-glycosylation sites in the proteome
of S. borealis, S. sclerotiorum and B. cinerea. We found an
average of 5.0% of proteins with GPI-anchors, 9.9% proteins
with TM domains and 3.8% of proteins with >10 predicted
N-glycosylation sites in the Sclerotiniaceae species (Table S6,
Figure 6C). As compared to whole proteomes, the list of proteins
with sTEKhot >1.5 showed an average 7.1-fold enrichment
in proteins with GPI-anchors, 2.1-fold enrichment in proteins
with >10 predicted N-glycosylation sites and no enrichment
in proteins with TM domains (Figure 6C). Secreted proteins
showed the strongest enrichment among proteins with sTEKhot
>1.5. Overall these analyses suggest that a significant overlap
exists between the constraints imposed on protein sequence
by adaptation to S. borealis lifestyle and to secretion in the
Sclerotiniaceae. non-secreted proteins) could be rejected with p < 0.05 for all
three fungal species. Among the 23 measures for protein disorder
and amino acid usage, 21 could be significantly associated with
fungal secretomes, supporting the view that function outside
the cell imposes specific constraints on amino acids usage in
secreted proteins, such as evolution toward reduced synthetic
cost of proteins (Smith and Chapman, 2010). Similar to patterns
associated with S. borealis lifestyle, we found that enrichment
in Thr, depletion in Glu and reduced frequency of hot loops
disorder are among the properties most significantly associated
with secretion (p-values ranging from 7.62e−3 to 2.67e−194)
(Table S4). We considered several hypotheses to explain the observed
common signatures for S. borealis lifestyle and secretion. First,
we envisaged that prevalence of secreted proteins in COGs may
have biased signatures of S. borealis lifestyle toward properties
associated with secretion. However, ratios of secreted proteins
in COG sets were similar to those observed for total proteomes
(7% in S. borealis, 6.7% in S. Secreted Proteins Have Higher sTEKhot Than
Non-secreted Proteins in the Three
Sclerotiniaceae Species To independently validate this observation, we compared the
distribution of all amino acid frequencies and the distribution
of the three intrinsic protein disorder measures used previously
in secreted and non-secreted proteins from the three fungal
species. We considered that a protein property is associated with
secretion when the null hypothesis of the Wilcoxon sum-rank
test (distribution of property no different between secreted and FIGURE 6 | Predicted secreted proteins have high sTEKhot values. (A)
Distribution of sTEKhot values in the proteome and the secretome of
(Continued) September 2015 | Volume 6 | Article 776 8 Protein signatures in Sclerotiniaceae fungi Badet et al. with their closest homolog in S. sclerotiorum, this average score
was 521.6 for S. borealis secreted proteins (Figure S4). This
indicates that globally, S. borealis secretome is more divergent
from S. sclerotiorum proteome than S. borealis non-secreted
proteins. A similar tendency was observed when comparing S. borealis and B. cinerea proteomes. The high sTEKhot average
observed in Sclerotiniaceae secretomes is therefore not due
to higher similarity in secretomes compared to non-secreted
proteins. FIGURE 6 | Continued sclerotiorum and 6.4% in B. cinerea
proteins from the set of 5531 COGs). Furthermore, we excluded
COGs that comprised secreted proteins and tested whether
amino acid usage patterns associated with S. borealis proteins
as previously. Amino acids enriched in S. borealis proteins
included Thr and amino acids depleted in S. borealis included
Glu and Lys (p < 0.05), similar to what we found in our
initial analysis taking all COGs into account. In addition, we also
found His enriched in S. borealis sequences and Asn depleted
(p < 0.05). We conclude that the detection of a bias in the
usage of these amino acids in S. borealis proteins was not due to
the abundance of secreted proteins in COGs (Table S5). Second,
we hypothesized that intrinsic protein disorder and amino acid
usage in secreted proteins might be due to signal peptide regions. To test this, we analyzed protein properties associated with
mature secreted proteins (signal peptide region removed). We
found that mature secreted proteins had significantly higher
sTEKhot than the rest of the proteome (p < 2.4.e−232), similar
to what we found with full length secreted proteins (Figure S3). Therefore high sTEKhot in secretomes is not due to signal
peptide sequence. Third, we considered that high sTEKhot in
secretomes could arise if secretomes were be less divergent
than the rest of the proteomes, leading to S. borealis signature
being more conserved in secreted proteins of S. sclerotiorum
and B. cinerea. To test this, we analyzed the distribution of
similarity between S. borealis proteins and their closest homologs
in S. sclerotiorum and B. cinerea. Whereas the average BLASTP
score was 630.9 for S. borealis non-secreted proteins aligned S. Sclerotiorum Genes Encoding Proteins with
High sTEKhot are Enriched in Genes Induced in
planta Frontiers in Plant Science | www.frontiersin.org S. Sclerotiorum Genes Encoding Proteins with
High sTEKhot are Enriched in Genes Induced in
planta p
To further support the association between high sTEKhot index
and colonization of the environment, and particularly host
plants, we analyzed the distribution of sTEKhot values in S. sclerotiorum genes differentially regulated in planta. For this, we
took advantage of S. sclerotiorum microarray gene expression
data generated by Amselem et al. from infected sunflower
cotyledons (Amselem et al., 2011). In this dataset, out of 14
503 predicted protein coding genes, 615 were induced at least
two-fold during infection of sunflower (4.31%) and 458 genes
down-regulated at least two-fold (3.21%). The proportion of
genes induced in planta reached 27.1% of S. sclerotiorum genes
encoding proteins with sTEKhot ≥2, representing ∼6.3-fold
enrichment (Figure 7). The proportion of genes down-regulated
in planta reached 12.1% of S. sclerotiorum genes encoding
proteins with sTEKhot ≥2, representing ∼3.8-fold enrichment. S. sclerotiorum proteins with sTEKhot > 1 include six proteins
with CFEM domain, a Cys-rich domain with proposed role in
fungal pathogenesis, two proteins with a cerato-platanin domain,
one of which being the ortholog of B. cinerea pathogen associated
molecular pattern BcSpl1 (Frías et al., 2011), 27 proteins with a
pectin lyase fold found in Aspergillus virulence factors (Mayans
et al., 1997), and 29 out of 78 effector candidates proposed by
Guyon et al. (2014). These findings are consistent with important
role in the colonization of the host plant for some proteins with
high sTEKhot values. September 2015 | Volume 6 | Article 776 Frontiers in Plant Science | www.frontiersin.org 9 Protein signatures in Sclerotiniaceae fungi Badet et al. may stabilize folding like, although these residues were not
predicted to form disulfide bonds by Disulfind (Ceroni et al.,
2006). Antifreeze proteins have been reporting that rely on
disulfide bonds for folding (Basu et al., 2015) whereas others
do not (Kondo et al., 2012; Sun et al., 2014). Like other known
fungal antifreeze proteins (Kondo et al., 2012), but unlike Maxi,
SBOR_9046 and its orthologs are predicted to be secreted. A unique feature of Maxi among antifreeze proteins is the
presence of ice-binding residues buried within the four-helix
bundle instead of exposed on their surface (Sun et al., 2014). A
prediction of SS1G_10836 dimer structure supports the existence
of rather hydrophilic pockets buried within the four-helix bundle,
suggesting that the mechanism of ice binding of Maxi could be
conserved in SS1G_10836 and its orthologs (Figure 8C). S. Sclerotiorum Genes Encoding Proteins with
High sTEKhot are Enriched in Genes Induced in
planta To get
insights into SS1G_10836 function, we analyzed the expression of
the corresponding gene in mycelium grown in Potato Dextrose
Broth (PDB), during the colonization of Arabidopsis plants and
in sclerotia by quantitative RT-PCR. This revealed a 3.3-fold
induction (log2 = 1.7) specific to sclerotia (Figure 8F). Since
sclerotia overwinter in the soil, putative antifreeze proteins may
contribute to survival of these structures both in arctic and
temperate climates. FIGURE 7 | Proportion of S. sclerotiorum proteins encoded by genes
differentially expressed in planta according to sTEKhot cutoff values. In S. sclerotiorum complete genome (sTEKhot ≥0), the proportion of genes
induced ≥2-fold in planta is ∼4.31%, whereas it reaches ∼27.1%.among
proteins with sTEKhot ≥2 (dotted line). FIGURE 7 | Proportion of S. sclerotiorum proteins encoded by genes
differentially expressed in planta according to sTEKhot cutoff values. In S. sclerotiorum complete genome (sTEKhot ≥0), the proportion of genes
induced ≥2-fold in planta is ∼4.31%, whereas it reaches ∼27.1%.among
proteins with sTEKhot ≥2 (dotted line). p
The
COG
including
SS1G_03146,
BC1G_07573,
and
SBOR_1255 is remarkable for including three proteins with
high (>1) but with very variable sTEKhot, ranging from 1.58
(SS1G_03146) to 7.07 (BC1G_07573). No interproscan domain
or GO terms were associated with these proteins of 223 amino
acids in average, but all three were predicted to include a
N-terminal signal peptide for secretion. To get insights into their
putative function, we performed protein structure modeling
and fold recognition using the I-TASSER server (Zhang, 2008). The closest structural analog was Aspergillus oryzae AA11
(AoAA11)
Lytic
Polysaccharide
Monooxygenase
(LPMO)
(Hemsworth et al., 2014). Sequence similarity with AoAA11 was
limited (from 9.6% identity for SBOR_1255 to 10.9% identity
for SS1G_03146), superimposition of SS1G_03146 predicted
structure with AoAA11 structure showed a Root Mean Square
Deviation < 3.1Å and a TM-score of 0.677, indicating structural
similarity deviating significantly from random (Figures 8D,E). Similar to the Sclerotiniaceae proteins, full length AoAA11
(accession number XM_001822611) harbors a N-terminal
signal peptide. AoAA11, SBOR_1255, and BC1G_07573 feature
two conserved predicted disulfide bonds, SS1G_03146 is
predicted to contain only one (Figure 8D). The catalytic triad
of AoAA11 appears nicely conserved in the Sclerotiniaceae
proteins, with the exception of the catalytic Tyr replaced
by a Ser in SS1G_03146 (Figure 8D). LPMOs are enzymes
oxidizing recalcitrant polysaccharides such as cellulose, starch
and chitin. They present excellent potential for use in biomass
conversion and the production of biofuels. S. Sclerotiorum Genes Encoding Proteins with
High sTEKhot are Enriched in Genes Induced in
planta Aspergillus oryzae
AA11 represents a new class of LPMOs that include a putative
chitin-binding domain (Hemsworth et al., 2014). We analyzed
the expression of the SS1G_03146 gene in mycelium grown
in PDB, during the colonization of Arabidopsis plants and in
sclerotia by quantitative RT-PCR. This revealed up to 9.5-fold
induction (log2 = 3.25) during plant infection (Figure 8F). This
suggests that SS1G_03146 may be involved in colonization of the Frontiers in Plant Science | www.frontiersin.org High sTEKhot Index and Secretion Signal Reveal
Candidate Proteins Associated with Colonization
of the Environment To illustrate the value of the sTEKhot index for the exploration
of the proteome of fungi from the Sclerotiniaceae, we analyzed
in detail the sequence of two proteins with high sTEKhot
but with no assigned function. Over the three proteomes
analyzed, S. borealis SBOR_9046 had the highest sTEKhot
(10.01). In S. sclerotiorum, its ortholog is SS1G_10836 which
ranked as the 5th highest sTEKhot in S. sclerotiorum (7.34). In B. cinerea, its ortholog is BC1G_03854 which ranked as the
23rd highest sTEKhot in B. cinerea (4.29). No interproscan
domain or GO terms were associated with these proteins of
171 amino acids (except SS1G_10836 which is 173 amino
acids long). To get insights into their putative function, we
performed protein structure modeling and fold recognition
using the I-TASSER server (Zhang, 2008). The closest structural
analog was the antifreeze protein Maxi from winter flounder
(Pseudopleuronectes americanus) (Sun et al., 2014). Although
sequence similarity with Maxi was limited (from 15.2%
identity for SBOR_9046 to 16.2% identity for SS1G_10836),
superimposition of SS1G_10836 predicted structure with Maxi
structure showed a Root Mean Square Deviation < 2.3Å
and a TM-score of 0.875, indicating structural similarity
deviating significantly from random (Figures 8A,B). Analysis
of SBOR_9046, SS1G_10836 and BC1G_03854 sequence by
TargetFreeze (He et al., 2015) supported the prediction as
antifreeze proteins. The Sclerotiniaceae proteins contain four
Cys residues located in the kink of predicted structures that Frontiers in Plant Science | www.frontiersin.org September 2015 | Volume 6 | Article 776 10 Badet et al. Protein signatures in Sclerotiniaceae fungi FIGURE 8 | Candidate proteins associated with colonization of the environment identified based on high sTEKhot values. (A) Multiple protein sequence
alignment of B. cinerea BC1G_03854 (sTEKhot = 4.29), S. borealis SBOR_9046 (sTEKhot = 10.01), S. sclerotiorum SS1G_10836 (sTEKhot = 7.34) and the
hyperactive Type I antifreeze protein “Maxi” from Pseudopleuronectes americanus (4KE2_A). (B) Superimposition of Maxi antifreeze protein structure (tan) and
SS1G_10836 model structure (rainbow). (C) Surface hydrophobicity of SS1G_10836 model dimer. Dotted line corresponds to the position of the section shown on
the right, illustrating the characteristic hydrophilic inner core of the dimer. (D) Multiple protein sequence alignment of B. cinerea BC1G_07573 (sTEKhot = 7.07), S. borealis SBOR_1255 (sTEKhot = 3.79), S. sclerotiorum SS1G_03146 (sTEKhot = 1.58) and the AA11 Lytic Polysaccharide Monooxygenase from Aspergillus oryzae
(4MAH_A). (E) Superimposition of A. oryzae AA11 structure (tan) and SS1G_03146 model structure (rainbow). High sTEKhot Index and Secretion Signal Reveal
Candidate Proteins Associated with Colonization
of the Environment (F) SS1G_10836 and SS1G_03146 gene expression
in vitro (PDB, Potato Dextrose Broth), during colonization of Arabidopsis thaliana (lesion periphery and lesion center) and in sclerotia. Error bars show standard error of
the mean from two independent biological replicates. FIGURE 8 | Candidate proteins associated with colonization of the environment identified based on high sTEKhot values. (A) Multiple protein sequence
alignment of B. cinerea BC1G_03854 (sTEKhot = 4.29), S. borealis SBOR_9046 (sTEKhot = 10.01), S. sclerotiorum SS1G_10836 (sTEKhot = 7.34) and the
hyperactive Type I antifreeze protein “Maxi” from Pseudopleuronectes americanus (4KE2_A). (B) Superimposition of Maxi antifreeze protein structure (tan) and
SS1G_10836 model structure (rainbow). (C) Surface hydrophobicity of SS1G_10836 model dimer. Dotted line corresponds to the position of the section shown on
the right, illustrating the characteristic hydrophilic inner core of the dimer. (D) Multiple protein sequence alignment of B. cinerea BC1G_07573 (sTEKhot = 7.07), S. borealis SBOR_1255 (sTEKhot = 3.79), S. sclerotiorum SS1G_03146 (sTEKhot = 1.58) and the AA11 Lytic Polysaccharide Monooxygenase from Aspergillus oryzae
(4MAH_A). (E) Superimposition of A. oryzae AA11 structure (tan) and SS1G_03146 model structure (rainbow). (F) SS1G_10836 and SS1G_03146 gene expression
in vitro (PDB, Potato Dextrose Broth), during colonization of Arabidopsis thaliana (lesion periphery and lesion center) and in sclerotia. Error bars show standard error of
the mean from two independent biological replicates. FIGURE 8 | Candidate proteins associated with colonization of the environment identified based on high sTEKhot values. (A) Multiple protein sequence
alignment of B. cinerea BC1G_03854 (sTEKhot = 4.29), S. borealis SBOR_9046 (sTEKhot = 10.01), S. sclerotiorum SS1G_10836 (sTEKhot = 7.34) and the
hyperactive Type I antifreeze protein “Maxi” from Pseudopleuronectes americanus (4KE2_A). (B) Superimposition of Maxi antifreeze protein structure (tan) and
SS1G_10836 model structure (rainbow). (C) Surface hydrophobicity of SS1G_10836 model dimer. Dotted line corresponds to the position of the section shown on
the right, illustrating the characteristic hydrophilic inner core of the dimer. (D) Multiple protein sequence alignment of B. cinerea BC1G_07573 (sTEKhot = 7.07), S. borealis SBOR_1255 (sTEKhot = 3.79), S. sclerotiorum SS1G_03146 (sTEKhot = 1.58) and the AA11 Lytic Polysaccharide Monooxygenase from Aspergillus oryzae
(4MAH_A). (E) Superimposition of A. oryzae AA11 structure (tan) and SS1G_03146 model structure (rainbow). (F) SS1G_10836 and SS1G_03146 gene expression
in vitro (PDB, Potato Dextrose Broth), during colonization of Arabidopsis thaliana (lesion periphery and lesion center) and in sclerotia. Error bars show standard error of
the mean from two independent biological replicates. Discussion Understanding how fungal plant pathogens colonize their
environment, including their host plants, is critical for food
security and the sustainable management of ecosystems (Roux
et al., 2014). In particular B. cinerea and S. sclerotiorum are
threatening hundreds of plant species and important crop species
in the majority of regions of the globe. Fungi also represent
a remarkable reservoir of enzymes with very diverse catalytic
abilities that are employed in industrial processes. We have
conducted a comparative analysis of the proteome and secretome
of fungal species from the Sclerotiniaceae revealing common
principles of sequence optimization for secreted proteins. g
y
Enrichment analyses revealed that signatures associated with
S. borealis lifestyle are frequent in plant cell wall degrading
enzymes, carbohydrate binding domain containing proteins and
ion binding proteins. More generally, secreted proteins showed
high sTEKhot values in S. borealis, S. sclerotiorum and B. cinerea. The proportion of predicted secreted proteins reaches over 75%
of S. borealis proteins with sTEKhot > 1.5 and the proportion
of proteins encoded by in-planta induced genes reaches over
27% of S. sclerotiorum proteins with sTEKhot > 2, suggesting
that sTEKhot may be a useful criterion to identify proteins
associated with environmental adaptation or potential virulence
factors. More specifically, there were 117 proteins predicted to
be secreted and harboring a sTEKhot > 1.5 with no annotation
in S. sclerotiorum that could include uncharacterized virulence
factors. Although some classes of protein effectors from bacteria
and oomycete pathogens can be identified relatively easily thanks
to conserved N-terminal sequence signals, this strategy has
proven limited for fungal pathogens. Alternative bioinformatics
approaches have been developed exploiting known effector
properties for searching effector candidates in the secretome of
fungal pathogens (Saunders et al., 2012; Guyon et al., 2014). Typical effector properties include the presence of a N-terminal
secretion signal, small protein size, high Cys content, the absence
of characterized protein domains, high rate of non-synonymous
over synonymous substitutions (Hacquard et al., 2012; Saunders
et al., 2012; Persoons et al., 2014; Sperschneider et al., 2014). However, validated virulence factors do not all comply with these
properties, such as Verticillium dahlia isochorismatase VdIsc1
harboring an isochorismatase domain but no conventional
secretion signal (Liu et al., 2014) or Melampsora lini AvrM that
lacks any Cys (Catanzariti et al., 2006). High sTEKhot Index and Secretion Signal Reveal
Candidate Proteins Associated with Colonization
of the Environment September 2015 | Volume 6 | Article 776 Frontiers in Plant Science | www.frontiersin.org 11 Protein signatures in Sclerotiniaceae fungi Badet et al. plant, but functional analysis will be required to determine its
actual role. are therefore consistent with some previous observations made
for psychrophilic proteins. Nevertheless, our approach does not
allow dissociating psychrophily and other specific life traits of
S. borealis (specific host range, geographic habitat) as drivers
of the observed protein signatures. We observed a reduction in
the frequency of intrinsic disorder in hot loops in S. borealis
proteins. By contrast, cold adapted enzymes were often reported
to harbor low conformational stability to maintain high reaction
rates at low temperature (Feller, 2007; Casanueva et al., 2010) and
intrinsically disordered proteins were shown to be more resistant
to cold than globular proteins (Tantos et al., 2009). A global study
of intrinsic protein disorder in 332 prokaryotes showed however
that psychrophilic bacteria have a lower level of intrinsic disorder
than mesophiles, although this was proposed to be due to the loss
of cellular functions relying on intrinsically disordered proteins
(Burra et al., 2010). This analysis also supports the view that
adaptations to S. borealis lifestyle include directional changes in
the sequence of conserved proteins, in addition to possible gene
gains and losses that have not been analyzed in this work. Based on these predicted functions, we propose that
SS1G_10836 and SS1G_03146 have important functions in the
colonization of the environment, the identification of which
was facilitated by the implementation of the sTEKhot index. Functional studies will be required to test predicted functions of
these proteins. Furthermore, these two proteins have predicted
properties that may be exploited for biotechnology purposes. Frontiers in Plant Science | www.frontiersin.org Discussion In Pseudomonas syringae, amino acid biases and
patterns at the N-terminus were used to identify type III September 2015 | Volume 6 | Article 776 12 Protein signatures in Sclerotiniaceae fungi Badet et al. effector candidates. Enrichment in Thr and depletion in Leu
is a characteristic of bacterial type III proteins secreted into
animal and plant cells, although high sequence variability and
high tolerance of mutations make these properties difficult
to generalize (Arnold et al., 2009; McDermott et al., 2011;
Schechter et al., 2012). To identify novel effectors in Fusarium
sp., Stagonospora nodorum, and Puccinia graminis f.sp. tritici
fungi, Sperschneider et al. performed unsupervised clustering
based on 35 sequence-derived features, including amino acid
composition (Sperschneider et al., 2013, 2014). Several clusters
were characterized by strong biases in amino acid usage, such
as the cluster including the three S. nodorum effectors SnToxA,
SnTox1 and SnTox3 enriched in small and non-polar amino acids
and the cluster including F. oxysporum f. sp. lycopersici SIX3
featuring high average positive protein charge and a significantly
higher percentage of Pro, Ser and Thr (Sperschneider et al., 2013). Similarly, secreted effectors of fungi from the Sclerotiniaceae
family could be enriched in Thr and depleted in Glu and Lys
compared to the rest of the proteome. This suggests that amino
acid usage bias is a property that may be shared by sets of secreted
proteins with unrelated function and from distant pathogen
lineages. Consistent with Glu and Lys being disorder-promoting
amino acids, we found that secreted proteins of Sclerotiniaceae
species show lower disorder frequency in hot loops that the rest
of the proteome. Effectors of bacterial pathogens were shown
to be highly enriched in long disordered regions, presumably to
facilitate effector translocation into the host cell, host function
mimicry and evasion of the host immune system (Marín et al.,
2013). Intrinsic protein disorder was shown to promote high
specificity and low affinity protein-ligand interactions (Zhou,
2012; Chu and Wang, 2014). While these properties could be
advantageous for host-specific effectors of biotrophic pathogens,
for which avoiding detection by the host is critical, opposite
requirements may shape the evolution of effectors from broad-
range necrotrophic pathogens. Indeed, a relatively low specificity
may allow effectors to function during colonization of diverse
host species. It is also believed that detection by the host would
not be detrimental, and could even be beneficial, to some
necrotrophic plant pathogens (Govrin and Levine, 2000). Genome Sources We retrieved three predicted proteomes (Sclerotinia sclerotiorum
v1.0, Botrytis cinerea v1.0 and Sclerotinia borealis F-4157)
from the Joint Genome Institute (http://jgi.doe.gov/) and NCBI
(http://www.ncbi.nlm.nih.gov/) in fasta format. As a cautionary
note: the proteome sequences that form the basis of our analyses
had originally been predicted by various techniques and may
thus be of varying quality and completeness. S. sclerotiorum gene
expression data was obtained from http://urgi.versailles.inra.fr/
Data/. Discussion Consistent with Glu and Lys being disorder-promoting
amino acids, we found that secreted proteins of Sclerotiniaceae
species show lower disorder frequency in hot loops that the rest
of the proteome. Effectors of bacterial pathogens were shown
to be highly enriched in long disordered regions, presumably to
facilitate effector translocation into the host cell, host function
mimicry and evasion of the host immune system (Marín et al.,
2013). Intrinsic protein disorder was shown to promote high
specificity and low affinity protein-ligand interactions (Zhou,
2012; Chu and Wang, 2014). While these properties could be
advantageous for host-specific effectors of biotrophic pathogens,
for which avoiding detection by the host is critical, opposite
requirements may shape the evolution of effectors from broad-
range necrotrophic pathogens. Indeed, a relatively low specificity
may allow effectors to function during colonization of diverse
host species. It is also believed that detection by the host would
not be detrimental, and could even be beneficial, to some
necrotrophic plant pathogens (Govrin and Levine, 2000). In
that case, effectors with high affinity for their targets would
not be counter-selected by the host immune system, and would
instead favor Sclerotiniaceae fungi in the competition with other
microbes for plant-derived resources. Discussion In the present study we designed a bioinformatics pipeline
aiming at identifying species-specific patterns of amino acid
usage and intrinsic protein disorder in the proteome of closely
related species. We applied this pipeline to agriculturally
important fungal pathogens from Sclerotiniaceae family to reveal
specific signatures associated with S. borealis lifestyle. Compared
to S. sclerotiorum and B. cinerea orthologs, we observed in
S. borealis proteins a significant increase in Thr usage and a
significant decrease in Glu and Lys usage. To minimize the
impact of phylogenetic distance on the definition of S. borealis
sequence signature, we have restricted our analysis to species
from the Sclerotiniaceae family and we discarded any sequence
signature differing significantly between S. sclerotiorum and B. cinerea. It is also worth noting that S. borealis, S. sclerotiorum
and B. cinerea have a very similar G+C content, so that G+C
bias is not expected to have an impact on the differential usage
of amino acids. Specific trends in amino acid composition have
been reported to associate with protein stability at extreme
temperatures. Given the diversity of ecological groups including
psychrophiles, it has been challenging to identify universal
trends in amino acids usage associated with cold adaptation
(Casanueva et al., 2010). Enrichment in Thr has been reported
in solvent-accessible areas of proteins from two cold-adapted
Archaea (Goodchild et al., 2004) and in proteins from several
psychrophilic bacteria (Metpally and Reddy, 2009). This was
proposed to reduce surface charge while minimizing risk of
aggregation (Goodchild et al., 2004). Frequent substitutions
of Glutamate were observed in exposed sites of selected
psychrophilic enzymes (Gianese et al., 2001) and more generally
in the proteome of the psychrophilic Archea Halorubrum
lacusprofundi (Dassarma et al., 2013). Glu is also part of a set
of amino acids shown to correlate significantly with optimal
growth temperature of prokaryotes (Zeldovich et al., 2007). Specific signatures of amino acid usage we found in S. borealis Amino acid composition is a feature used to predict candidate
bacterial effectors. Positive charge, richness in alkaline (H,
R, K) amino acids and Glu in the 30 C-terminal amino
acids is for instance a property often found in type IV
secreted effectors (Meyer et al., 2013; Zou et al., 2013; Wang
et al., 2014). Gene Ontology Annotation and Enrichment
Analysis The Gene Ontology was collected from the Gene Ontology
Consortium website (http://geneontology.org/) in obo format. Assignment of the Gene Ontology annotation of the three
sets of protein sequences was performed using InterProScan
(Jones et al., 2014). GO enrichments analysis was performed
using the Biological Networks Gene Ontology plug-in (Maere
et al., 2005) in Cytoscape 3.2.1 with the following parameters:
a hypergeometric test for statistical analysis with a Bonferroni
Family-Wise Error rate correction and a significance level of 0.05. Cross species comparative analysis has been successfully
applied to the identification of novel and specialized virulence
mechanisms on the one hand, and to the identification of
optimization principles governing the evolution of proteins
under
given
constraints
on
the
other
hand. In
nature,
S. borealis
proteins
have
undergone
optimization
under
specific environmental constraints, including cold, over an
irreproducible time at the scale of human life. Comparative
genomics approaches therefore have the potential to reveal
protein specialization and optimization principles that are not
easily accessible through experimental evolution experiments. Indeed, selecting optimized enzyme variants, especially for
thermostability, through random mutagenesis often requires
exploring a large library of mutants or experimental setups Frontiers in Plant Science | www.frontiersin.org Discussion In
that case, effectors with high affinity for their targets would
not be counter-selected by the host immune system, and would
instead favor Sclerotiniaceae fungi in the competition with other
microbes for plant-derived resources. maintaining an appropriate pressure of selection to collect
the optimized variants (Kuchner and Arnold, 1997; Lebbink
et al., 2000). Comparative genomics can accelerate discoveries
usually relying on time consuming screens (Xiao et al.,
2008). The biochemical properties of cold-active proteins
make them attractive in biochemical, bioremediation, and
industrial processes for food, biofuels and pharmaceutical
production notably (Cavicchioli et al., 2011). Plant pathogenic
fungi in particular present a vast reservoir of biopolymer
degrading enzymes adapted to a wide range of temperatures
and environments. Functional analyses will be required to test
whether the activity of candidates highlighted in this work have
applied potential. In the long term, the analysis of optimization
principles governing the evolution of secreted proteins from
important fungal pathogens may prove useful in improving
plant health with the design of crops resistant to broad host
range pathogens and to cold stress, and to develop novel
strategies for the production of renewable energy relying on the
bio-conversion of plant biomass. effector candidates. Enrichment in Thr and depletion in Leu
is a characteristic of bacterial type III proteins secreted into
animal and plant cells, although high sequence variability and
high tolerance of mutations make these properties difficult
to generalize (Arnold et al., 2009; McDermott et al., 2011;
Schechter et al., 2012). To identify novel effectors in Fusarium
sp., Stagonospora nodorum, and Puccinia graminis f.sp. tritici
fungi, Sperschneider et al. performed unsupervised clustering
based on 35 sequence-derived features, including amino acid
composition (Sperschneider et al., 2013, 2014). Several clusters
were characterized by strong biases in amino acid usage, such
as the cluster including the three S. nodorum effectors SnToxA,
SnTox1 and SnTox3 enriched in small and non-polar amino acids
and the cluster including F. oxysporum f. sp. lycopersici SIX3
featuring high average positive protein charge and a significantly
higher percentage of Pro, Ser and Thr (Sperschneider et al., 2013). Similarly, secreted effectors of fungi from the Sclerotiniaceae
family could be enriched in Thr and depleted in Glu and Lys
compared to the rest of the proteome. This suggests that amino
acid usage bias is a property that may be shared by sets of secreted
proteins with unrelated function and from distant pathogen
lineages. Ortholog Prediction Ortholog prediction was performed with standalone InParanoid
4.0 (Ostlund et al., 2010) using all vs. all Basic Local Alignment
Search Tool (BLAST) algorithms and the following parameters:
the BLOSUM62 matrix, a score cut-offof 50 bits and a minimal
sequence overlap area of 0.5 (Altschul et al., 1990; Remm et al.,
2001). Two pairwise InParanoid comparisons (S. borealis vs. S. sclerotiorum and S. borealis vs. B. cinerea) were ran first on
complete proteomes, leading to the identification 6717 COGs,
then using only conserved regions of S. sclerotiorum proteins
(“overlapping regions”) as input (Figure 2). Finally alignments September 2015 | Volume 6 | Article 776 13 Protein signatures in Sclerotiniaceae fungi Badet et al. producing a consensus sequence shorter than 200 amino acids
were excluded leading to 5531 COGs. producing a consensus sequence shorter than 200 amino acids
were excluded leading to 5531 COGs. enriched or depleted amino acids and disorder frequency in
S. borealis common set of core ortholog groups’ alignments
compared to S. sclerotiorum and B. cinerea core ortholog groups
alignments, but found to be not significantly different between
S. sclerotiorum and B. cinerea, were further used for computing
the environmental condition adaptation index (sTEKhot). Thr
frequency (Tf) found to be over represented in S. borealis were
added to the numerator of the index, whereas Lys (Kf), Glu
(Ef) and hot loops (HotLOOPf) frequencies found to be under
represented were added to the denominator. Each metrics were
normalized by their own median (Xmf, where X is the considered
metric) through the all set of proteome used in the analysis (S. borealis plus S. sclerotiorum plus B. cinerea). This normalization
assures similar contribution of each metrics to the index. Gene Expression Analysis One-centimeter long leaves were collected and grinded twice
for 30 s at maximum frequency in a Retsch MM40 mixer. Total
RNA extraction was performed with Macherey-Nagel Nucleospin
RNA extraction kit following the manufacturer’s instructions. One µg of total RNA was used for cDNA synthesis in a 20-µL
reaction according to Roche Transcriptor Reverse Transcriptase
protocol, using 0.5 µL of SuperScript II reverse transcriptase Random Shuffling of sTEKhot Protein amino acid usage was assessed by calculating the
frequency of each of 20 amino acids in protein sequences. Prediction of disorder probability of protein amino acid was
performed with DisEMBL vs. 1.4 computational tool (Linding
et al., 2003) on the full length proteins. In case of analysis of
a protein sequence subset, like for the core ortholog groups
alignments (see previous section), the disorder probability of
each amino acid in the subset were taken from the disorder
probability of this amino acid in the full length protein. This was
done to avoid miss attribution of disorder probability in a subset
of a sequence since surrounding of amino acid in the sequence
are of importance to calculate its own disorder probability. Random sTEKhot indexes were calculated by shuffling amino
acid and hotloop frequencies in Equation (2) with any of
the observed amino acid and hotloop frequencies for a given
organism. The random index is therefore defined by Equation
(3) in which W, X, Y, and Z are randomly selected observed
frequencies. RANDOMindex =
Xf
Xmf
Yf
Ymf +
Zf
Zmf +
Wf
Wmf
(3) (3) Indexes were calculated separately for the three proteomes and
secretomes. Random sTEKhot medians and Wilcoxon ranking
test p-values were extracted from 300 independent runs. Protein Structure Modeling and Analysis g
y
Protein structure modeling was performed with the I-TASSER
server (Zhang, 2008) using SS1G_10836 and SS1G_03146 full
length sequences as queries. SS1G_10836 best model C-score was
-3.22; best TM score was 0.875 (RMSD 2.27Å) with model 4KE2. SS1G_03146 best model C-score was -2.28; best TM score was
0.677 (RMSD 3.07Å) with model 4MAH. Pipeline for Collecting Multiple Ortholog
Alignments g
First, ortholog predictions were performed as described in
previous section between one organism, called reference
organism in the following (S. sclerotiorum), and each other
organism included in the analysis (B. cinerea and S. borealis). Only core groups of orthologous proteins harboring one member
from each species were retained. Then, the common overlapping
sequences in the reference organism to the others organisms were
selected according to BLAST begin and end alignment positions. The maximal begin and the minimal end were used to defined the
overlapping sequences. Overlapping sequences with lower than
200 amino acids length were excluded. The obtained overlapping
sequences in the reference organism were used to run a new
round of ortholog prediction with each other organisms. The
consensus sequences, or core ortholog groups alignments, in each
organisms were selected accordingly to BLAST begin and end
alignment positions using the minimal begin and the maximal
end obtained through the all orthologs predicted. The consensus
sequences with lower than 200 amino acids length were excluded. First, ortholog predictions were performed as described in
previous section between one organism, called reference
organism in the following (S. sclerotiorum), and each other
organism included in the analysis (B. cinerea and S. borealis). Only core groups of orthologous proteins harboring one member
from each species were retained. Then, the common overlapping
sequences in the reference organism to the others organisms were
selected according to BLAST begin and end alignment positions. h
l b
d h
l
d
d
d fi
d h sTEKhot =
Tf
Tmf
Kf
Kmf +
Ef
Emf +
HotLOOPf
HotLOOPmf
(2) (2) sTEKhot value was calculated for every protein of the three
proteomes according to (2). The list of proteins with the top
635 sTEKhot (>1) corresponded exactly to proteins with the top
Tf-(Ef+Kf+HotLOOPf) values supporting the robustness of the
arithmetic design of the sTEKhot index in this dataset. Secretome Prediction and Protein Motif
Annotation Analysis by SignalP4.1 was performed at http://www.cbs.dtu.dk
using default parameters. Protein localization was predicted with
PSORT II software using the WoLF PSORT extension (Horton
et al., 2007) for organism type “fungi.” Proteins were defined
as part of the secretome when containing both signal peptide
and extracellular predicted localization and were excluded if
they possess a trans-membrane region predicted by TMHMM
(Sonnhammer
et
al.,
1998). Glycosylphosphatidylinositol
anchored proteins were identified using Fraganchor (Poisson
et al., 2007); N-glycosylation sites were predicted using GlycoEP
(Chauhan et al., 2013). References Chauhan, J. S., Rao, A., and Raghava, G. P. S. (2013). In silico platform for
prediction of N-, O- and C-glycosites in eukaryotic protein sequences. PLoS
ONE 8:e67008. doi: 10.1371/journal.pone.0067008 Altschul, S. F., Gish, W., Miller, W., Myers, E. W., and Lipman, D. J. (1990). Basic
local alignment search tool. J. Mol. Biol. 215, 403–410. doi: 10.1016/S0022-
2836(05)80360-2 Chu, X., and Wang, J. (2014). Specificity and affinity quantification of flexible
recognition from underlying energy landscape topography. PLoS Comput. Biol. 10:e1003782. doi: 10.1371/journal.pcbi.1003782 Amselem, J., Cuomo, C. A., van Kan, J. A. L., Viaud, M., Benito, E. P., Couloux,
A., et al. (2011). Genomic analysis of the necrotrophic fungal pathogens
Sclerotinia sclerotiorum and Botrytis cinerea. PLoS Genet. 7:e1002230. doi:
10.1371/journal.pgen.1002230 Dassarma, S., Capes, M. D., Karan, R., and Dassarma, P. (2013). Amino acid
substitutions in cold-adapted proteins from halorubrum lacusprofundi, an
extremely halophilic microbe from antarctica. PLoS ONE 8:e58587. doi:
10.1371/journal.pone.0058587 Arnold, R., Brandmaier, S., Kleine, F., Tischler, P., Heinz, E., Behrens, S., et al. (2009). Sequence-based prediction of type III secreted proteins. PLoS Pathog. 5:e1000376. doi: 10.1371/journal.ppat.1000376 Dean, R., Van Kan, J. A. L., Pretorius, Z. A., Hammond-Kosack, K. E., Di
Pietro, A., Spanu, P. D., et al. (2012). The Top 10 fungal pathogens in
molecular plant pathology. Mol. Plant Pathol. 13, 414–430. doi: 10.1111/j.1364-
3703.2011.00783.x Basu, K., Graham, L. A., Campbell, R. L., and Davies, P. L. (2015). Flies expand the
repertoire of protein structures that bind ice. Proc. Natl. Acad. Sci. U.S.A. 112,
737–742. doi: 10.1073/pnas.1422272112 Farr, D. F., and Rossman, A. Y. (2015). Fungal Databases. Systematic Mycology
and Microbiology Laboratory, ARS, USDA. Available online at: http://nt.ars-
grin.gov/fungaldatabases/ (Retrieved March 31, 2015). Bolton, M. D., Thomma, B. P. H. J., and Nelson, B. D. (2006). Sclerotinia
sclerotiorum (Lib.) de Bary: biology and molecular traits of a cosmopolitan
pathogen. Mol. Plant Pathol. 7, 1–16. doi: 10.1111/j.1364-3703.2005.00316.x grin.gov/fungaldatabases/ (Retrieved March 31, 2015). Feller, G. (2003). Molecular adaptations to cold in psychrophilic enzymes. Cell. Mol. Life Sci. 60, 648–662. doi: 10.1007/s00018-003-2155-3 Burra, P. V., Kalmar, L., and Tompa, P. (2010). Reduction in structural disorder
and functional complexity in the thermal adaptation of prokaryotes. PLoS ONE
5:e12069. doi: 10.1371/journal.pone.0012069 Feller, G. (2007). Life at low temperatures: is disorder the driving force? Extremophiles 11, 211–216. doi: 10.1007/s00792-006-0050-1 Casanueva, A., Tuffin, M., Cary, C., and Cowan, D. A. (2010). Molecular
adaptations to psychrophily: the impact of “omic” technologies. Trends
Microbiol. 18, 374–381. Author Contributions TB, RP, and SR designed and performed analyses. SR conceived
the study. TB, RP, and SR wrote the manuscript. Figure S3 | Distribution of sTEKhot values for non-secreted proteins and
mature secreted proteins (signal peptide removed) in S. borealis, S. sclerotiorum and B. cinerea. Statistical Analysis and sTEKhot Index
Determination All statistical tests were computed with R.Studio software. Wilcoxon test was used for significance analysis. Difference was
considered significant for p-values inferior to 0.05. Significantly September 2015 | Volume 6 | Article 776 Frontiers in Plant Science | www.frontiersin.org 14 Protein signatures in Sclerotiniaceae fungi Badet et al. BBRIC computational facilities for providing bioinformatics
tools. BBRIC computational facilities for providing bioinformatics
tools. (Invitrogen), 1 µg of oligo(dT), and 10 nmol of dNTP. cDNAs
(diluted 1:10) were used as templates in the quantitative RT-
PCR analysis. Quantitative RT-PCR was performed using gene-
specific primers (Table S6) with LightCycler 480 apparatus
(Roche Diagnostics). Quantitative PCR reaction was performed
using the SYBR GREEN I protocol (5 pmol of each primer and
5 µL of RT reaction product in a 7 µL final reaction volume). The PCR conditions were 9 min at 95◦C, followed by 45 cycles
of 5 s at 95◦C, 10 s at 65◦C, and 20 s at 72◦C. Expression values
of SS1G_10836 and SS1G_03146 were normalized based on
expression of SS1G_04652 and SS1G_12196 housekeeping genes. Values from two biological replicates are shown, error bars show
standard error of the mean. (Invitrogen), 1 µg of oligo(dT), and 10 nmol of dNTP. cDNAs
(diluted 1:10) were used as templates in the quantitative RT-
PCR analysis. Quantitative RT-PCR was performed using gene-
specific primers (Table S6) with LightCycler 480 apparatus
(Roche Diagnostics). Quantitative PCR reaction was performed
using the SYBR GREEN I protocol (5 pmol of each primer and
5 µL of RT reaction product in a 7 µL final reaction volume). The PCR conditions were 9 min at 95◦C, followed by 45 cycles
of 5 s at 95◦C, 10 s at 65◦C, and 20 s at 72◦C. Expression values
of SS1G_10836 and SS1G_03146 were normalized based on
expression of SS1G_04652 and SS1G_12196 housekeeping genes. Values from two biological replicates are shown, error bars show
standard error of the mean. Supplementary Material The Supplementary Material for this article can be found
online at: http://journal.frontiersin.org/article/10.3389/fpls.2015. 00776 Figure S1 | Network representation of gene ontologies (GOs) of proteins
with sTEKhot >1 in S. sclerotiorum proteome. Nodes correspond to GOs are
sized according to the number of proteins with sTEKhot >1. They are colored
from yellow to orange according to the p-value of a hypergeometric test for
enrichment in proteins with sTEKhot >1 compared to whole proteomes. Figure S2 | Network representation of gene ontologies (GOs) of proteins
with sTEKhot >1 in B. cinerea proteome. Nodes correspond to GOs are sized
according to the number of proteins with sTEKhot >1. They are colored from
yellow to orange according to the p-value of a hypergeometric test for enrichment
in proteins with sTEKhot >1 compared to whole proteomes. Acknowledgments Figure S4 | Distribution of best BlastP bit scores (log-scaled scores) using
S. borealis non-secreted proteins and secreted proteins as queries
against S. sclerotiorum or B. cinerea proteomes. Lower scores for searches
using S. borealis secretome as query indicate that S. borealis secreted proteins
are less conserved than non-secreted proteins. P-values of a Student t-test for
differences between non-secreted and secreted proteins are indicated. Figure S4 | Distribution of best BlastP bit scores (log-scaled scores) using
S. borealis non-secreted proteins and secreted proteins as queries This work was supported by a Starting Grant of the European
Research Council (ERC-StG 336808 project VariWhim) and
a Marie Curie grant (MC-CIG 334036 project SEPAraTE) to
SR and the French Laboratory of Excellence project TULIP
(ANR-10-LABX-41; ANR-11-IDEX-0002-02). We thank the against S. sclerotiorum or B. cinerea proteomes. Lower scores for searches
using S. borealis secretome as query indicate that S. borealis secreted proteins
are less conserved than non-secreted proteins. P-values of a Student t-test for
differences between non-secreted and secreted proteins are indicated. References doi: 10.1105/tpc.113.116319 He, X., Han, K., Hu, J., Yan, H., Yang, J.-Y., Shen, H.-B., et al. (2015). TargetFreeze:
identifying antifreeze proteins via a combination of weights using sequence
evolutionary information and pseudo amino acid composition. J. Membr. Biol. doi: 10.1007/s00232-015-9811-z. [Epub ahead of print]. Mayans, O., Scott, M., Connerton, I., Gravesen, T., Benen, J., Visser, J., et al. (1997). Two crystal structures of pectin lyase A from Aspergillus reveal a pH
driven conformational change and striking divergence in the substrate-binding
clefts of pectin and pectate lyases. Structure 5, 677–689. doi: 10.1016/S0969-
2126(97)00222-0 Heard, S., Brown, N. A., and Hammond-Kosack, K. (2015). An interspecies
comparative analysis of the predicted secretomes of the necrotrophic plant
pathogens Sclerotinia sclerotiorum and Botrytis cinerea. PLoS One 10:e0130534. doi: 10.1371/journal.pone.0130534 Hemsworth, G. R., Henrissat, B., Davies, G. J., and Walton, P. H. (2014). Discovery
and characterization of a new family of lytic polysaccharide monooxygenases. Nat. Chem. Biol. 10, 122–126. doi: 10.1038/nchembio.1417 McDermott, J. E., Corrigan, A., Peterson, E., Oehmen, C., Niemann, G.,
Cambronne, E. D., et al. (2011). Computational prediction of type III and IV
secreted effectors in gram-negative bacteria. Infect. Immun. 79, 23–32. doi:
10.1128/IAI.00537-10 Horton, P., Park, K.-J., Obayashi, T., Fujita, N., Harada, H., Adams-Collier, C. J.,
et al. (2007). WoLF PSORT: protein localization predictor. Nucleic Acids Res. 35, W585–W587. doi: 10.1093/nar/gkm259 Methé, B. A., Nelson, K. E., Deming, J. W., Momen, B., Melamud, E., Zhang, X.,
et al. (2005). The psychrophilic lifestyle as revealed by the genome sequence of
Colwellia psychrerythraea 34H through genomic and proteomic analyses. Proc. Natl. Acad. Sci. U.S.A. 102, 10913–10918. doi: 10.1073/pnas.0504766102 Hoshino, T., Terami, F., Tkachenko, O. B., Tojo, M., and Matsumoto, N. (2010). Mycelial growth of the snow mold fungus, Sclerotinia borealis, improved at low
water potentials: an adaption to frozen environment. Mycoscience 51, 98–103. doi: 10.1007/S10267-009-0013-3 l. Acad. Sci. U.S.A. 102, 10913–10918. doi: 10.1073/pnas.05047661 Metpally, R. P. R., and Reddy, B. V. B. (2009). Comparative proteome analysis of
psychrophilic versus mesophilic bacterial species: insights into the molecular
basis of cold adaptation of proteins. BMC Genomics 10:11. doi: 10.1186/1471-
2164-10-11 Hu, X., Xiao, G., Zheng, P., Shang, Y., Su, Y., Zhang, X., et al. (2014). Trajectory
and genomic determinants of fungal-pathogen speciation and host adaptation. Proc. Natl. Acad. Sci. U.S.A. 111, 16796–16801. doi: 10.1073/pnas.1412662111 Meyer, D. F., Noroy, C., Moumène, A., Raffaele, S., Albina, E., and Vachiéry, N. (2013). References doi: 10.1016/j.tim.2010.05.002 Frías, M., González, C., and Brito, N. (2011). BcSpl1, a cerato-platanin family
protein, contributes to Botrytis cinerea virulence and elicits the hypersensitive
response in the host. New Phytol. 192, 483–495. doi: 10.1111/j.1469-
8137.2011.03802.x Catanzariti, A.-M., Dodds, P. N., Lawrence, G. J., Ayliffe, M. A., and
Ellis, J. G. (2006). Haustorially expressed secreted proteins from flax rust
are highly enriched for avirulence elicitors. Plant Cell 18, 243–256. doi:
10.1105/tpc.105.035980 Gianese, G., Argos, P., and Pascarella, S. (2001). Structural adaptation of enzymes
to low temperatures. Protein Eng. 14, 141–148. doi: 10.1093/protein/14.3.141 Goodchild, A., Saunders, N. F. W., Ertan, H., Raftery, M., Guilhaus, M., Curmi,
P. M. G., et al. (2004). A proteomic determination of cold adaptation in the
Antarctic archaeon, Methanococcoides burtonii. Mol. Microbiol. 53, 309–321. doi: 10.1111/j.1365-2958.2004.04130.x Cavicchioli, R., Amils, R., Wagner, D., and McGenity, T. (2011). Life and
applications of extremophiles. Environ. Microbiol. 13, 1903–1907. doi:
10.1111/j.1462-2920.2011.02512.x Govrin, E. M., and Levine, A. (2000). The hypersensitive response facilitates
plant infection by the necrotrophic pathogen Botrytis cinerea. Curr. Biol. 10,
751–757. Ceroni, A., Passerini, A., Vullo, A., and Frasconi, P. (2006). DISULFIND: a
disulfide bonding state and cysteine connectivity prediction server. Nucleic
Acids Res. 34, W177–W181. doi: 10.1093/nar/gkl266 September 2015 | Volume 6 | Article 776 Frontiers in Plant Science | www.frontiersin.org 15 Protein signatures in Sclerotiniaceae fungi Badet et al. Guyon, K., Balagué, C., Roby, D., and Raffaele, S. (2014). Secretome analysis
reveals effector candidates associated with broad host range necrotrophy in
the fungal plant pathogen Sclerotinia sclerotiorum. BMC Genomics 15:336. doi:
10.1186/1471-2164-15-336 Mardanov, A. V., Beletsky, A. V., Kadnikov, V. V., Ignatov, A. N., and
Ravin, N. V. (2014a). Draft genome sequence of Sclerotinia borealis, a
psychrophilic plant pathogenic fungus. Genome Announc. 2:e01175-13. doi:
10.1128/genomea.01175-13 Hacquard, S., Joly, D. L., Lin, Y.-C., Tisserant, E., Feau, N., Delaruelle, C., et al. (2012). A comprehensive analysis of genes encoding small secreted proteins
identifies candidate effectors in Melampsora larici-populina (poplar leaf rust). Mol. Plant. Microbe. Interact. 25, 279–293. doi: 10.1094/MPMI-09-11-0238 Mardanov, A. V., Beletsky, A. V., Kadnikov, V. V., Ignatov, A. N., and Ravin,
N. V. (2014b). The 203 kbp mitochondrial genome of the phytopathogenic
fungus Sclerotinia borealis reveals multiple invasions of introns and genomic
duplications. PLoS ONE 9:e107536. doi: 10.1371/journal.pone.0107536 Marín, M., Uversky, V. N., and Ott, T. (2013). Intrinsic disorder in pathogen
effectors: protein flexibility as an evolutionary hallmark in a molecular arms
race. Plant Cell 25, 3153–3157. References Searching algorithm for type IV secretion system effectors 1.0: a tool for
predicting type IV effectors and exploring their genomic context. Nucleic Acids
Res. 41, 9218–9229. doi: 10.1093/nar/gkt718 Jones, J. D. G., and Dangl, J. L. (2006). The plant immune system. Nature 444,
323–329. doi: 10.1038/nature05286 Jones, P., Binns, D., Chang, H.-Y., Fraser, M., Li, W., McAnulla, C., et al. (2014). InterProScan 5: genome-scale protein function classification. Bioinformatics 30,
1236–1240. doi: 10.1093/bioinformatics/btu031 Möbius, N., and Hertweck, C. (2009). Fungal phytotoxins as mediators of
virulence. Curr. Opin. Plant Biol. 12, 390–398. doi: 10.1016/j.pbi.2009.06.004 Oliva, R. F., Cano, L. M., Raffaele, S., Win, J., Bozkurt, T. O., Belhaj, K., et al. (2015). A recent expansion of the RXLR effector gene Avrblb2 is maintained in
global populations of Phytophthora infestans indicating different contributions
to virulence. Mol. Plant. Microbe. Interact. 28, 901–912. doi: 10.1094/MPMI-12-
14-0393-R Judet-Correia, D., Bollaert, S., Duquenne, A., Charpentier, C., Bensoussan, M., and
Dantigny, P. (2010). Validation of a predictive model for the growth of Botrytis
cinerea and Penicillium expansum on grape berries. Int. J. Food Microbiol. 142,
106–113. doi: 10.1016/j.ijfoodmicro.2010.06.009 Juenger, T., and Bergelson, J. (1998). Pairwise versus diffuse natural selection
and the multiple herbivores of scarlet gilia, Ipomopsis aggregata. Evolution 52,
1583–1592. doi: 10.2307/2411332 Ostlund, G., Schmitt, T., Forslund, K., Köstler, T., Messina, D. N., Roopra, S.,
et al. (2010). InParanoid 7: new algorithms and tools for eukaryotic orthology
analysis. Nucleic Acids Res. 38, D196–D203. doi: 10.1093/nar/gkp931 Julenius, K., and Pedersen, A. G. (2006). Protein evolution is faster outside the cell. Mol. Biol. Evol. 23, 2039–2048. doi: 10.1093/molbev/msl081 Persoons, A., Morin, E., Delaruelle, C., Payen, T., Halkett, F., Frey, P., et al. (2014). Patterns of genomic variation in the poplar rust fungus Melampsora
larici-populina identify pathogenesis-related factors. Front. Plant Sci. 5:450. doi:
10.3389/fpls.2014.00450 Kondo, H., Hanada, Y., Sugimoto, H., Hoshino, T., Garnham, C. P., Davies, P. L.,
et al. (2012). Ice-binding site of snow mold fungus antifreeze protein deviates
from structural regularity and high conservation. Proc. Natl. Acad. Sci. U.S.A. 109, 9360–9365. doi: 10.1073/pnas.1121607109 Poisson, G., Chauve, C., Chen, X., and Bergeron, A. (2007). FragAnchor: a
large-scale predictor of glycosylphosphatidylinositol anchors in eukaryote
protein sequences by qualitative scoring. Genomics Proteomics Bioinformatics
5, 121–130. doi: 10.1016/S1672-0229(07)60022-9 Kubicek, C. P., Starr, T. L., and Glass, N. L. (2014). Plant cell wall-degrading
enzymes and their secretion in plant-pathogenic fungi. Annu. Rev. Phytopathol. 52, 427–451. doi: 10.1146/annurev-phyto-102313-045831 Kuchner, O., and Arnold, F. H. References doi: 10.1371/journal.pgen.1003323 Wang, G.-Z., and Lercher, M. J. (2010). Amino acid composition in endothermic
vertebrates is biased in the same direction as in thermophilic prokaryotes. BMC
Evol. Biol. 10:263. doi: 10.1186/1471-2148-10-263 Wang, Y., Wei, X., Bao, H., and Liu, S.-L. (2014). Prediction of bacterial type
IV secreted effectors by C-terminal features. BMC Genomics 15:50. doi:
10.1186/1471-2164-15-50 Schechter, L. M., Valenta, J. C., Schneider, D. J., Collmer, A., and Sakk, E. (2012). Functional and computational analysis of amino acid patterns predictive of type
III secretion system substrates in Pseudomonas syringae. PLoS ONE 7:e36038. doi: 10.1371/journal.pone.0036038 Weiberg, A., Wang, M., Lin, F.-M., Zhao, H., Zhang, Z., Kaloshian, I., et al. (2013). Fungal small RNAs suppress plant immunity by hijacking host
RNA interference pathways. Science 342, 118–123. doi: 10.1126/science. 1239705 Schneider, E. F., and Seaman, W. L. (1987). Snow mold diseases and their
distribution on winter wheat in Ontario in 1982-84. Can. Plant Dis. Surv. 67,
35–39. Wicker, T., Oberhaensli, S., Parlange, F., Buchmann, J. P., Shatalina, M., Roffler, S.,
et al. (2013). The wheat powdery mildew genome shows the unique evolution
of an obligate biotroph. Nat. Genet. 45, 1092–1096. doi: 10.1038/ng.2704 Schornack, S., Huitema, E., Cano, L. M., Bozkurt, T. O., Oliva, R., Van Damme, M.,
et al. (2009). Ten things to know about oomycete effectors. Mol. Plant Pathol. 10, 795–803. doi: 10.1111/j.1364-3703.2009.00593.x Wu, B. M., Subbarao, K. V., and Qin, Q. M. (2008). Nonlinear colony extension
of Sclerotinia minor and S. sclerotiorum. Mycologia 100, 902–910. doi: 10.3852/
08-021 Smith, D. R., and Chapman, M. R. (2010). Economical evolution: microbes
reduce the synthetic cost of extracellular proteins. MBio 1, 28–32. doi:
10.1128/mBio.00131-10 Xiao, Z., Bergeron, H., Grosse, S., Beauchemin, M., Garron, M.-L., Shaya, D., et al. (2008). Improvement of the thermostability and activity of a pectate lyase by
single amino acid substitutions, using a strategy based on melting-temperature-
guided sequence alignment. Appl. Environ. Microbiol. 74, 1183–1189. doi:
10.1128/AEM.02220-07 Sonnhammer, E. L., von Heijne, G., and Krogh, A. (1998). A hidden Markov model
for predicting transmembrane helices in protein sequences. Proc. Int. Conf. Intell. Syst. Mol. Biol. 6, 175–182. Sperschneider, J., Dodds, P. N., Gardiner, D. M., Manners, J. M., Singh, K. B.,
and Taylor, J. M. (2015). Advances and challenges in computational prediction
of effectors from plant pathogenic fungi. PLoS Pathog. 11:e1004806. doi:
10.1371/journal.ppat.1004806 Zeldovich, K. B., Berezovsky, I. N., and Shakhnovich, E. I. (2007). References (1997). Directed evolution of enzyme catalysts. Trends Biotechnol. 15, 523–530. doi: 10.1016/S0167-7799(97)01138-4 Raffaele, S., Farrer, R. A., Cano, L. M., Studholme, D. J., MacLean, D., Thines, M.,
et al. (2010). Genome evolution following host jumps in the Irish potato famine
pathogen lineage. Science 330, 1540–1543. doi: 10.1126/science.1193070 Lebbink, J. H., Kaper, T., Bron, P., van der Oost, J., and de Vos, W. M. (2000). Improving low-temperature catalysis in the hyperthermostable
Pyrococcus furiosus beta-glucosidase CelB by directed evolution. Biochemistry
39, 3656–3665. doi: 10.1021/bi991483q Rech, G. E., Sanz-Martín, J. M., Anisimova, M., Sukno, S. A., and Thon, M. R. (2014). Natural selection on coding and noncoding DNA sequences is
associated with virulence genes in a plant pathogenic fungus. Genome Biol. Evol. 6, 2368–2379. doi: 10.1093/gbe/evu192 Liao, B.-Y., Weng, M.-P., and Zhang, J. (2010). Impact of extracellularity on the
evolutionary rate of mammalian proteins. Genome Biol. Evol. 2, 39–43. doi:
10.1093/gbe/evp058 Remm, M., Storm, C. E., and Sonnhammer, E. L. (2001). Automatic clustering of
orthologs and in-paralogs from pairwise species comparisons. J. Mol. Biol. 314,
1041–1052. doi: 10.1006/jmbi.2000.5197 Linding, R., Jensen, L. J., Diella, F., Bork, P., Gibson, T. J., and Russell, R. B. (2003). Protein disorder prediction: implications for structural proteomics. Structure
11, 1453–1459. doi: 10.1016/j.str.2003.10.002 Roux, F., Voisin, D., Badet, T., Balagué, C., Barlet, X., Huard-Chauveau, C.,
et al. (2014). Resistance to phytopathogens e tutti quanti: placing plant
quantitative disease resistance on the map. Mol. Plant Pathol. 15, 427–432. doi:
10.1111/mpp.12138 Liu, T., Song, T., Zhang, X., Yuan, H., Su, L., Li, W., et al. (2014). Unconventionally
secreted effectors of two filamentous pathogens target plant salicylate
biosynthesis. Nat. Commun. 5, 4686. doi: 10.1038/ncomms5686 Saunders, D. G. O., Win, J., Cano, L. M., Szabo, L. J., Kamoun, S., and
Raffaele, S. (2012). Using hierarchical clustering of secreted protein families to
classify and rank candidate effectors of rust fungi. PLoS ONE 7:e29847. doi:
10.1371/journal.pone.0029847 Maere, S., Heymans, K., and Kuiper, M. (2005). BiNGO: a Cytoscape plugin to
assess overrepresentation of gene ontology categories in biological networks. Bioinformatics 21, 3448–3449. doi: 10.1093/bioinformatics/bti551 September 2015 | Volume 6 | Article 776 Frontiers in Plant Science | www.frontiersin.org 16 Badet et al. Protein signatures in Sclerotiniaceae fungi Schardl, C. L., Young, C. A., Hesse, U., Amyotte, S. G., Andreeva, K., Calie, P. J., et al. (2013). Plant-symbiotic fungi as chemical engineers: multi-genome
analysis of the clavicipitaceae reveals dynamics of alkaloid loci. PLoS Genet. 9:e1003323. September 2015 | Volume 6 | Article 776 Frontiers in Plant Science | www.frontiersin.org References Protein and DNA
sequence determinants of thermophilic adaptation. PLoS Comput. Biol. 3:e5. doi: 10.1371/journal.pcbi.0030005 Zhang, Y. (2008). I-TASSER server for protein 3D structure prediction. BMC
Bioinformatics 9:40. doi: 10.1186/1471-2105-9-40 Sperschneider, J., Gardiner, D. M., Taylor, J. M., Hane, J. K., Singh, K. B., and
Manners, J. M. (2013). A comparative hidden Markov model analysis pipeline
identifies proteins characteristic of cereal-infecting fungi. BMC Genomics
14:807. doi: 10.1186/1471-2164-14-807 Zhou, H.-X. (2012). Intrinsic disorder: signaling via highly specific but short-lived
association. Trends Biochem. Sci. 37, 43–48. doi: 10.1016/j.tibs.2011.11.002 Sperschneider, J., Ying, H., Dodds, P. N., Gardiner, D. M., Upadhyaya, N. M.,
Singh, K. B., et al. (2014). Diversifying selection in the wheat stem rust fungus
acts predominantly on pathogen-associated gene families and reveals candidate
effectors. Front. Plant Sci. 5:372. doi: 10.3389/fpls.2014.00372 Zou, L., Nan, C., and Hu, F. (2013). Accurate prediction of bacterial type
IV secreted effectors using amino acid composition and PSSM profiles. Bioinformatics 29, 3135–3142. doi: 10.1093/bioinformatics/btt554 Conflict of Interest Statement: The authors declare that the research was
conducted in the absence of any commercial or financial relationships that could
be construed as a potential conflict of interest. Suhre, K., and Claverie, J.-M. (2003). Genomic correlates of hyperthermostability,
an update. J. Biol. Chem. 278, 17198–17202. doi: 10.1074/jbc.M301327200 Sun, T., Lin, F.-H., Campbell, R. L., Allingham, J. S., and Davies, P. L. (2014). An antifreeze protein folds with an interior network of more than 400 semi-
clathrate waters. Science 343, 795–798. doi: 10.1126/science.1247407 Copyright © 2015 Badet, Peyraud and Raffaele. This is an open-access article
distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the
original author(s) or licensor are credited and that the original publication in this
journal is cited, in accordance with accepted academic practice. No use, distribution
or reproduction is permitted which does not comply with these terms. Tantos, A., Friedrich, P., and Tompa, P. (2009). Cold stability of intrinsically
disordered proteins. FEBS Lett. 583, 465–469. doi: 10.1016/j.febslet.2008.12.054 Van Noort, V., Bradatsch, B., Arumugam, M., Amlacher, S., Bange, G., Creevey, C.,
et al. (2013). Consistent mutational paths predict eukaryotic thermostability. BMC Evol. Biol. 13:7. doi: 10.1186/1471-2148-13-7 September 2015 | Volume 6 | Article 776 Frontiers in Plant Science | www.frontiersin.org 17
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https://www.research-collection.ethz.ch/bitstream/20.500.11850/592039/3/s41095-022-0268-6.pdf
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English
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Specificity-preserving RGB-D Saliency Detection
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2021 IEEE/CVF International Conference on Computer Vision (ICCV)
| 2,021
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cc-by
| 15,498
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ETH Library ETH Library Journal Article Author(s):
Zhou, Tao; Fan, Deng-Ping; Chen, Geng; Zhou, Yi; Fu, Huazhu Specificity-preserving RGB-D saliency detection
Tao Zhou1,2, Deng-Ping Fan3 ( ), Geng Chen4, Yi Zhou5, and Huazhu Fu6
c⃝The Author(s) 2022. c⃝The Author(s) 2022. c⃝The Author(s) 2022. Abstract
Salient object detection (SOD) in RGB
and depth images has attracted increasing research
interest. Existing RGB-D SOD models usually adopt
fusion strategies to learn a shared representation
from RGB and depth modalities, while few methods
explicitly consider how to preserve modality-specific
characteristics. In this study, we propose a novel
framework, the specificity-preserving network (SPNet),
which improves SOD performance by exploring both
the shared information and modality-specific properties. Specifically, we use two modality-specific networks and
a shared learning network to generate individual and
shared saliency prediction maps. To effectively fuse
cross-modal features in the shared learning network,
we propose a cross-enhanced integration module (CIM)
and propagate the fused feature to the next layer to
integrate cross-level information. Moreover, to capture
rich complementary multi-modal information to boost
SOD performance,
we use a multi-modal feature
aggregation (MFA) module to integrate the modality-
specific features from each individual decoder into the
shared decoder. By using skip connections between
encoder and decoder layers, hierarchical features can
be fully combined. Extensive experiments demonstrate
that our SPNet outperforms cutting-edge approaches on six popular RGB-D SOD and three camouflaged
object detection benchmarks. The project is publicly
available at https://github.com/taozh2017/SPNet. Keywords
salient object detection (SOD); RGB-D;
cross-enhanced integration module (CIM);
multi-modal feature aggregation (MFA) 1
School of Computer Science and Engineering, Nanjing
University of Science and Technology, Nanjing 210094,
China. E-mail: taozhou.ai@gmail.com.
2
Key Laboratory of System Control and Information
Processing, Ministry of Education, Shanghai, China.
3
Computer Vision Lab, ETH Z¨urich, Z¨urich, Switzerland. E-mail:
dengpfan@gmail.com, dengpingfan@mail.nankai.edu.cn ( ).
4
School of Computer Science and Engineering, North-
western Polytechnical University, Xi’an, China. E-mail:
geng.chen.cs@gmail.com.
5
School of Computer Science and Engineering, Southeast
University, Nanjing, China. E-mail: yizhou.szcn@gmail.com.
6
Inception Institute of Artificial Intelligence, Abu Dhabi,
United Arab Emirates. E-mail: hzfu@ieee.org.
Manuscript received: 2021-10-19; accepted: 2022-01-01 5
School of Computer Science and Engineering, Southeast
University, Nanjing, China. E-mail: yizhou.szcn@gmail.com. 6
Inception Institute of Artificial Intelligence, Abu Dhabi,
United Arab Emirates. E-mail: hzfu@ieee.org.
Manuscript received: 2021-10-19; accepted: 2022-01-01 1
School of Computer Science and Engineering, Nanjing
University of Science and Technology, Nanjing 210094,
China. E-mail: taozhou.ai@gmail.com. Originally published in: Originally published in:
Computational Visual Media 9(2), https://doi.org/10.1007/s41095-022-0268-6 Computational Visual Media 9(2), https://doi.org/10.1007/s41095-022-0268-6 This page was generated automatically upon download from the ETH Zurich Research Collection. For more information, please consult the Terms of use. This page was generated automatically upon download from the ETH Zurich Research Collection. For more information, please consult the Terms of use. Computational Visual Media
https://doi.org/10.1007/s41095-022-0268-6 Vol. 9, No. 2, June 2023, 297–317 Research Article Research Article 4
School of Computer Science and Engineering, North-
western Polytechnical University, Xi’an, China. E-mail:
geng.chen.cs@gmail.com. 2
Key Laboratory of System Control and Information
Processing, Ministry of Education, Shanghai, China. 3
Computer Vision Lab, ETH Z¨urich, Z¨urich, Switzerland. E-mail:
dengpfan@gmail.com, dengpingfan@mail.nankai.edu.cn ( ). 1
Introduction Salient object detection (SOD, also called saliency
detection) aims to emulate the mechanisms of
human visual attention and locate the most visually
distinctive object(s) in a given scene [1]. SOD has
been widely applied in various vision-related tasks,
such as image understanding [2], action recognition
[3, 4], video/semantic segmentation [4, 5], and person
re-identification [6]. Although significant progress has
been made, it is still challenging to accurately locate
salient objects in many challenging scenarios, such
as images with cluttered backgrounds, low-contrast
lighting conditions, and salient object(s) having a
similar appearance to the background. Recently,
with the ready availability of depth sensors in smart
devices, depth maps have been introduced to provide
geometric and spatial information to improve SOD
performance. Consequently, fusing RGB and depth
images has gained increasing interest in the SOD
community [7–15], and it is a challenging task to
adaptively fuse RGB and depth modalities. Over past years, various RGB-D SOD methods
have been proposed; they often focus on how to
effectively fuse RGB and depth images. Existing
fusion strategies can be divided into categories
using early fusion, late fusion, and intermediate
fusion. The early fusion strategy often adopts a
simple concatenation to integrate the two modalities. For example, methods in Refs. [1, 16–18] directly
integrate RGB and depth images to form four- T. Zhou, D.-P. Fan, G. Chen, et al. 298 channel input. However, this type of fusion does
not consider the distribution gap between the two
modalities, which could result in an inaccurate feature
fusion. The late fusion strategy uses two parallel
network streams to generate independent saliency
maps for RGB and depth data, which are fused to
obtain a final prediction map [19–21]. However, it is
still challenging to capture the complex interactions
between the two modalities. methods focus on learning shared representations
by fusing them and then use a decoder to generate
the final saliency map. Furthermore, there is
no supervised decoder to guide the depth-based
feature learning [30, 31], which may prevent optimal
depth features from being obtained. From a
multi-modal learning perspective, several works
[34–37] have shown that exploring both the shared
information and modality-specific characteristics can
improve model performance. However, in the RGB-
D SOD community, few methods explicitly exploit
modality-specific characteristics. 1
Introduction Recent research mainly focuses on intermediate
fusion, which utilizes two independent networks to
learn intermediate features of the two modalities
separately, and then the fused features are fed into
a subsequent network or decoder (see Fig. 1(a)). Other methods carry out cross-modal fusion at
multiple scales [22–28]. As a result, complex
correlations can be effectively exploited from the
two modalities. Further methods utilize depth infor-
mation to enhance RGB features via an a auxiliary
subnetwork [29–31] (see Fig. 1(b)). For example,
Zhao et al. [30] introduced a contrast prior into
a CNN-based architecture to enhance the depth
information, which was then integrated with RGB
features using a fluid pyramid integration module. Zhu et al. [31] utilized an independent subnetwork
to extract depth-based features, which were then
incorporated into the RGB network. The above Thus, in this paper, we propose a novel RGB-D
SOD framework, the specificity-preserving network
(SPNet), which can effectively explore the shared
information as well as capture modality-specific
characteristics to improve the SOD performance. Two
encoder subnetworks are used to extract multi-scale
features for the two modalities (i.e., RGB and depth),
and a cross-enhanced integration module (CIM) is
proposed to integrate cross-modal features in different
feature layers. Then, we use a simple U-Net [38]
structure to construct a modality-specific decoder,
in which skip connections between the encoder and
decoder layers are used to combine hierarchical
features. In this way, we can learn powerful modality-
specific features in each independent decoder, which Fig. 1
Comparison of two existing RGB-D salient object detection frameworks and our proposed model. (a) RGB and depth images are fed
into two independent network streams, and then fused high-level features are fed into a decoder to predict saliency maps (e.g., Refs. [22–25]). (b) Depth features are integrated into the RGB network using an auxiliary subnetwork (e.g., Refs. [29–33]). (c) Our method adopts two
modality-specific networks and a shared learning network to explicitly explore modality-specific characteristics and shared information. Features
learned from the modality-specific decoders are integrated into the shared decoder to boost SOD performance. Fig. 1
Comparison of two existing RGB-D salient object detection frameworks and our proposed model. (a) RGB and depth images are fed
into two independent network streams, and then fused high-level features are fed into a decoder to predict saliency maps (e.g., Refs. [22–25]). (b) Depth features are integrated into the RGB network using an auxiliary subnetwork (e.g., Refs. [29–33]). 2.1
RGB salient object detection Early salient object detection methods were based
on hand-crafted features and various saliency priors,
such as a background prior [40], color contrast [41],
a compactness prior [42], and a center prior [43]. However, the generalizability and effectiveness of
these traditional methods are limited. With the
breakthrough of deep learning in the field of
computer vision, various deep learning-based salient
object detection methods have been developed with
promising results. For example, Hou et al. [44]
proposed a novel salient object detection method
by introducing short connections to the skip-layer
structures within the holistically-nested edge detector
architecture. Wang et al. [45] proposed a recurrent
fully convolutional network framework for salient
object detection with promising results. Liu et al. [46]
proposed to hierarchically embed global and local
context modules into the top–down pathway, which
can generate attention over context regions for each
pixel. Deng et al. [47] proposed a recurrent residual
refinement network with residual refinement blocks
to accurately detect salient objects. Further methods
can be found in a survey [48]. Scale variation is a
key challenge in the SOD task, so several methods
have been proposed to integrate multi-level or scale
features [49–52] to improve SOD results. In our
method, we consider how to effectively combine cross-
modal (RGB and depth) features, and how multi-level
information can be exploited via a cross-enhanced
integration module. •
A cross-enhanced integration module (CIM) to
integrate cross-modal features and learn shared
representations for the two modalities. The
output of each CIM is propagated to the next
layer to explore rich cross-level information. •
An effective multi-modal feature aggregation
(MFA) module to integrate learned modality-
specific features. It allows our model to make full
use of the features learned in the modality-specific
decoder to improve salient object detection. •
Extensive experiments on six public RGB-D SOD
and three camouflaged object detection (COD)
datasets demonstrate the superiority of our model
over other cutting-edge methods. Moreover,
we carry out an attribute-based evaluation on
various state-of-the-art RGB-D SOD methods
under varying conditions (e.g., number of salient
objects, indoors or outdoors, lighting, and object
scale), which has not been done previously. This paper significantly extends our previous work
in Ref. [39], as follows: •
We discuss differences between (i) our proposed
CIM and existing fusion strategies, and (ii) the
proposed CIM and MFA. 1
Introduction (c) Our method adopts two
modality-specific networks and a shared learning network to explicitly explore modality-specific characteristics and shared information. Features
learned from the modality-specific decoders are integrated into the shared decoder to boost SOD performance. Fig. 1
Comparison of two existing RGB-D salient object detection frameworks and our proposed model. (a) RGB and depth images are fed
into two independent network streams, and then fused high-level features are fed into a decoder to predict saliency maps (e.g., Refs. [22–25]). (b) Depth features are integrated into the RGB network using an auxiliary subnetwork (e.g., Refs. [29–33]). (c) Our method adopts two
modality-specific networks and a shared learning network to explicitly explore modality-specific characteristics and shared information. Features
learned from the modality-specific decoders are integrated into the shared decoder to boost SOD performance. Fig. 1
Comparison of two existing RGB-D salient object detection frameworks and our proposed model. (a) RGB and depth images are fed
into two independent network streams, and then fused high-level features are fed into a decoder to predict saliency maps (e.g., Refs. [22–25]). (b) Depth features are integrated into the RGB network using an auxiliary subnetwork (e.g., Refs. [29–33]). (c) Our method adopts two
modality-specific networks and a shared learning network to explicitly explore modality-specific characteristics and shared information. Features
learned from the modality-specific decoders are integrated into the shared decoder to boost SOD performance. Specificity-preserving RGB-D saliency detection 299 effectiveness of the shared decoder, and to
examine the effects of different numbers of CIMs. We also show that our model can effectively
handle variations in object scale. also captures modality-specific characteristics to
provide cross-modal complementarity. Further, we
construct a shared decoder to combine hierarchical
features from outputs of the previous CIM via a
skip connection. To make full use of the modality-
specific features, a multi-modal feature aggregation
module (MFA) is proposed to integrate them into
the shared decoder. Finally, we formulate a unified
and end-to-end trainable framework where shared
and modality-specific information are simultaneously
exploited to boost SOD performance. •
We apply SPNet to a new RGB-D task: COD, and
demonstrate its superiority over existing methods. •
We apply SPNet to a new RGB-D task: COD, and
demonstrate its superiority over existing methods. 2
Related work In this section, we review three types of works most
related to the proposed model, i.e., RGB salient object
detection, RGB-D salient object detection, and multi-
modal learning. The main contributions of our paper in summary
are: •
A novel RGB-D salient object detection frame-
work, the specificity-preserving network (SPNet),
which explores shared information from RGB
and depth images as well as preserving modality-
specific characteristics. 2.1
RGB salient object detection •
We provide further details, including (i) a review
of existing RGB SOD methods, (ii) a discussion
of the importance of integrating multi-level/scale
features, and (iii) better characterisation of our
evaluation metrics. 2.2
RGB-D salient object detection Early RGB-D based SOD methods often extracted
hand-crafted features from the input RGB-D data. For example, Lang et al. [53] in the first RGB-D SOD •
We provide an additional ablation study and
attribute-based
evaluation,
to
validate
the T. Zhou, D.-P. Fan, G. Chen, et al. 300 work utilized Gaussian mixture models to model the
distribution of depth-induced saliency. Subsequently,
several methods explored different principles, such as
center-surround difference [19, 54], contrast [1, 16, 55],
a center/boundary prior [56, 57], and background
enclosure [58]. However, these methods typically
provide poor results due to the limited expressivity
of handcrafted features. Benefiting from the rapid
development of deep convolutional neural networks
(CNNs), several deep learning-based works [7, 12,
30, 59, 60] have recently obtained promising results. For example, Qu et al. [59] used a CNN model
to fuse saliency cues from different low levels into
hierarchical features to boost SOD abilities. Chen
and Li [22] proposed a complementarity-aware fusion
module to effectively integrate cross-modal and
cross-level features for RGB and depth modalities. Piao et al. [60] proposed a depth-induced multi-
scale recurrent attention network to enhance cross-
modality feature fusion. Fan et al. [7] designed a
depth purification unit to remove some low-quality
depth maps. Most other models [23–26, 61, 62]
employ cross-modal fusion at multiple scales using
different integration strategies. methods have been developed to explicitly fuse the
complementary information from different modalities
to improve model results. These popular methods can
be divided into three types: (i) co-training [63, 64]
tries to minimize the disagreement between different
modalities, (ii) multiple kernel learning [65] utilizes a
predefined set of kernels for multiple modalities and
integrates these modalities using the learned kernel
weights, and (iii) subspace learning [66, 67] assumes
that a latent subspace exists shared by different
modalities, with one underlying latent representation. To effectively fuse multi-modal data, several deep
learning-based models have also been explored. For
example, Ngiam et al. [68] proposed to learn a shared
representation from audio and video inputs. Eitel
et al. [69] adopted two separate CNN streams for
RGB and depth, combining them using a late fusion
network for RGB-D object recognition. Hu et al. [34]
presented a shared and individual multi-view learning
algorithm to explore further properties of multi-modal
data. Lu et al. [35] presented a shared-specific feature
transfer framework to perform a cross-modal person
ReID task. 2.3
Multi-modal learning In this section, we first present the overall SPNet. Then we describe the two key components in our
model, the modality-specific learning network and
shared learning network, and finally provide the
overall loss function. Recently, multi-modal (or multi-view) learning has
attracted increasing attention: much data can be
collected from multiple sources or represented using
different types of features. One traditional strategy
directly concatenates feature vectors from such multi-
modal data into a feature vector. However, this
may fail to exploit the complex correlations within
multi-modal data. Thus, several multi-modal learning 3.1
Overview Figure 2 shows the framework of our proposed
specificity-preserving network for RGB-D SOD. First, Fig. 2
Architecture of SPNet, consisting of two modality-specific learning networks and a shared learning network. The former preserve
individual properties for RGB or depth, while the shared network fuses cross-modal features and explores complementary information. Skip
connections combine hierarchical features between encoder and decoder layers. Learned features from the modality-specific decoder are integrated
into the shared decoder to provide rich multi-modal complementary information, boosting saliency detection. C denotes feature concatenation. Fig. 2
Architecture of SPNet, consisting of two modality-specific learning networks and a shared learning network. The former preserve
individual properties for RGB or depth, while the shared network fuses cross-modal features and explores complementary information. Skip
connections combine hierarchical features between encoder and decoder layers. Learned features from the modality-specific decoder are integrated
into the shared decoder to provide rich multi-modal complementary information, boosting saliency detection. C denotes feature concatenation. Specificity-preserving RGB-D saliency detection 301 RGB and depth images are fed into two stream
modality-specific learning networks to obtain their
multi-level feature representations, and a CIM learns
their shared feature representation. Secondly, the
individual and shared decoder subnetworks are each
utilized to generate saliency prediction maps. The
original features from the encoder networks are
integrated into the decoder via skip connections. Finally, to make full use of the features learned by
using the modality-specific decoder, an MFA module
integrates these features into the shared decoder. We
detail each key part below. final saliency map. We again adopt skip connections
between the encoder and decoder layers to combine
hierarchical features. Moreover, to make full use of
the features learned by the modality-specific decoder,
we integrate them into the shared decoder to improve
saliency detection. 3.3.2
Cross-enhanced integration module Our CIM is used to effectively fuse cross-modal
features. Let the width, height, and number of
channels for the m-th layer be denoted Wm, Hm,
and Cm, respectively. Taking f R
m ∈RWm×Hm×Cm
and f D
m ∈RWm×Hm×Cm as an example, we use a
1 × 1 convolutional layer to reduce the number of
channels to Cm/2 for speed. The CIM has two parts,
for cross-modal feature enhancement and adaptive
feature fusion. First, we use a cross-enhanced strategy
to exploit correlations between the two modalities
by learning their enhanced features. Specifically,
as shown in Fig. 3.1
Overview 3, the two features are fed into
a 3 × 3 convolutional layer with a sigmoid activation
function to obtain the normalized feature maps, wR
m =
σ(Conv3(f R
m)) ∈[0, 1] and wD
m = σ(Conv3(f R
m)) ∈
[0, 1], where σ is the logistic sigmoid activation
function. To exploit correlations between the two
modalities, the normalized feature maps can be
regarded as feature-level attention maps to adaptively
enhance the feature representation. In this way,
the feature map from one modality can be used to
enhance the other modality. To preserve the original
information of each modality, a residual connection
is used to combine the enhanced features with the
original features. Thus, the cross-enhanced feature
representations for the two modalities are as Eq. (1):
′ 3.2
Modality-specific learning network As Fig. 2 shows, the modality-specific subnetwork
is built upon Res2Net-50 [70], pretrained on the
ImageNet [71] dataset. Thus, there are five multi-
level features, i.e., F R = {f R
m, m = 1, · · ·, 5]} and
F D = {f D
m, m = 1, · · ·, 5}, in the modality-specific
encoder subnetworks for RGB and depth, respectively. The input resolution of the modality-specific encoder
subnetwork is W × H. Thus, we have a feature
resolution of (H/8) × (W/8) for the first layer, and a
general resolution of (H/2m) × (W/2m) (for m > 1). The number of channel features in the m-th layer is
denoted Cm, where Cm = [64, 256, 512, 1024, 2048]. After obtaining the high-level features f R
5
and
f D
5 , they are then fed into the modality-specific
decoder subnetworks to generate individual saliency
maps. We further utilize a U-Net [38] structure to
construct the modality-specific decoder, where the
skip connections between encoder and decoder layers
are used to combine hierarchical features. Moreover,
the concatenated features (only f R
5 and f D
5 in the
first stage of the decoder subnetwork) are fed to the
receptive field block (RFB) [72] to capture global
context information. This modality-specific learning
network enables us to learn effective and powerful
individual features for each modality by retaining
its specific properties. These features are then
integrated into the shared decoder subnetwork to
improve saliency detection. (
f R′
m = f R
m + f R
m ⊗wD
m
f D′
m = f D
m + f D
m ⊗wR
m
(1) (1) where ⊗denotes element-wise multiplication. where ⊗denotes element-wise multiplication. Fig. 3
Cross-enhanced integration module (CIM). C, +, ×, and M
denote feature concatenation, element-wise addition, multiplication,
and maximization, respectively. 3.3.1
Structure As Fig. 2 shows, in the shared learning network, we
fuse the cross-modal features from the RGB and
depth modalities to learn their shared representation,
which is fed into the shared decoder to generate the Fig. 3
Cross-enhanced integration module (CIM). C, +, ×, and M
denote feature concatenation, element-wise addition, multiplication,
and maximization, respectively. T. Zhou, D.-P. Fan, G. Chen, et al. 302 3.3.3
Multi-modal feature aggregation
To make full use of the features learned in the
modality-specific decoder, we propose a simple but
effective MFA module to integrate them into the
shared decoder. Specifically, in the m-th layer of the
shared decoder, we have the shared representation gS
m,
and the learned features gR
m and gD
m in the modality-
specific decoder. As Fig. 4 shows, two features gR
m and
gD
m are multiplied by the shared features of the current
layer: gRS
m = gS
m ⊗gR
m and gDS
m = gS
m ⊗gD
m. The two
features are further concatenated ([gDR
m , gDS
m ]) and
then fed into a BConv(·) operation to obtain gSc
m . Finally, we obtain the output of the MFA module
to combine the convolutional feature gSc
m with the
original feature gS
m via an addition operation. 3.3.3
Multi-modal feature aggregation Having
obtained
the
cross-enhanced
feature
representations f R′
m
and f D′
m , the critical task is
to effectively fuse them. Various strategies can
be used to fuse features from different modalities,
including element-wise multiplication and maximiza-
tion. However, it is unclear which is best for
specific tasks. In order to benefit from the advantages
of
different
strategies,
we
apply
element-wise
multiplication and maximization, and concatenate
the results. Specifically, the two features f R′
m and
f D′
m are first fed into a 3 × 3 convolutional layer to
obtain smooth representations, and then we carry out
element-wise multiplication and maximization, giving (
pmul = BConv3(f R′
m ) ⊗BConv3(f D′
m ) (
pmul = BConv3(fm ) ⊗BConv3(fm )
pmax = max(BConv3(f R′
m ), BConv3(f D′
m ))
(2) (2) pmax = max(BConv3(f R′
m ), BConv3(f D′
m )) In the MFA, the learned modality-specific features
are used to enhance the shared features and provide
rich and complementary cross-modal information. Specifically, we use the two modality-specific features
gR
m and gD
m to enhance gS
m. 3.3.1
Structure More importantly,
the modality-specific decoder is given a supervision
signal to guide feature learning for modality-specific
property preservation,
which benefits the final
prediction results when integrating them in the shared
decoder. We also note the differences between the
CIM and the MFA: the CIM is used to learn the fused
multi-modal (RGB and depth) feature representation,
while the MFA utilizes the learned modality-specific
features to form an aggregate feature representation
in the shared decoder. where BConv(·) is a sequential operation that applies
3 × 3 convolution followed by batch normalization,
then a ReLU function. Then, we concatenate the
results as pcat = [pmul, pmax] ∈RWm×Hm×Cm, and
obtain p1
cat
=
BConv3(pcat) through a BConv3
operation to adaptively weigh the two parts. Further,
the output p1
cat is concatenated with the previous
output f S
m−1 of the (m −1)-th CIM, and fed into
the second BConv3 operation. Finally, we obtain
the output f S
m of the m-th CIM. Note that, when
m = 1, we do not need to use a 1 × 1 convolutional
layer to reduce the number of channels. Furthermore,
there is no previous output f S
m−1 when m = 1, so we
only feed the concatenated features into a BConv3
operation. 3.4
Loss function We note that our CIM can effectively exploit
correlations
between
the
two
modalities
via
cross-enhanced feature learning, and fuse them
by
adaptively
weighting
the
different
feature
representations. The fused feature representation
f S
m is propagated to the next layer to capture
and
integrate
cross-level
information. Some
works [1, 17, 18] directly integrate RGB images and
depth maps to form four-channel input (cascaded
operation), and other methods carry out cross-modal
fusion strategies, e.g., using attention-based fusion
modules [24, 26], fusion-refinement modules (e.g.,
using summation) [23], etc. Unlike these methods,
our proposed CIM mainly exploits the correlation
between RGB and depth images, and then adaptively
integrates enhanced cross-modal features to obtain a
fused feature representation. We may now formulate a unified, end-to-end trainable
framework. The overall loss function has two parts,
Lsp and Lsh, for the modality-specific and decoders,
respectively. For convenience, SR and SD denote
the prediction maps for RGB and depth images,
respectively, Ssh denotes the prediction map using
their shared representation, and G denotes the ground Fig. 4
Multi-modal feature aggregation (MFA) module. C, +, and ×
denote feature concatenation, element-wise addition, and element-wise
multiplication respectively. Fig. 4
Multi-modal feature aggregation (MFA) module. C, +, and ×
denote feature concatenation, element-wise addition, and element-wise
multiplication respectively. Specificity-preserving RGB-D saliency detection 303 it to a binary map M, and then compute the
Precision and Recall [41] using truth map. Therefore, the overall loss function can
be formulated as Eq. (3): ( )
Ltotal = Lsh(Ssh, G) + Lsp(SR, G) + Lsp(SD, G)
(3) Ltotal = Lsh(Ssh, G) + Lsp(SR, G) + Lsp(SD, G)
( ) Precision = |M ∩G|
|M|
,
Recall = |M ∩G|
|G|
(5) Precision = |M ∩G|
|M|
,
Recall = |M ∩G|
|G|
(5)
where G denotes the ground truth. A popular
strategy is to partition S using a set of thresholds
varying from 0 to 255. For each threshold, we
calculate a pair of recall and precision scores, and
then combine all scores to obtain a PR curve. Precision = |M ∩G|
|M|
,
Recall = |M ∩G|
|G|
(5)
where G denotes the ground truth. A popular
strategy is to partition S using a set of thresholds
varying from 0 to 255. For each threshold, we
calculate a pair of recall and precision scores, and
then combine all scores to obtain a PR curve. 3.4
Loss function (5) (3) ( )
Here, we utilize the pixel position-aware loss [73] for
Lsp and Lsh, which can pay different attention to
hard and easy pixels to improve results. 4.1.2
Evaluation metrics 4.1.2
Evaluation metrics We adopt four widely used metrics to evaluate the
effectiveness of the proposed model. Their definitions
are as follows. 4
Experimental results and analysis The F-measure Fβ
[41] combines both
precision and recall, via a weighted harmonic
mean: In this section, we first give the experimental
setup, including datasets, evaluation metrics, and
implementation details. Then we carry out a
quan-titatively and qualitatively evaluation, as
well as conducting ablation studies to validate the
effectiveness of each key component. Finally, we
conduct an attribute-based evaluation to show the
effectiveness of our model in dealing with different
challenges. Fβ =
1 + β2
Precision × Recall
β2Precision + Recall
(6) (6) where β2 is set to 0.3 to emphasize precision [41]. We use different fixed [0, 255] thresholds to
compute the F-measure. This yields a set of
F-measure values; we report the maximum Fβ
values from our experiments. Enhanced-alignment Measure. Eφ [78] is
used to capture image-level statistics and local
pixel matching information. It is defined as 4.1.1
Datasets To validate the effectiveness of the proposed model,
we have evaluated it on six public RGB-D SOD
datasets: NJU2K [54], NLPR [1], DES [74], SSD [75],
STERE [76], and SIP [7]. Details of each dataset
can be found at https://github.com/taozh2017/
RGBD-SODsurvey. Eφ =
1
WH
W
X
i=1
H
X
i=1
φF M (i, j)
(7) (7) where φF M
denotes the enhanced-alignment
matrix [78]. Mean Absolute Error (M). It is adopted
to evaluate the average pixel-level relative error
between the ground truth (i.e., G) and normalized
prediction (i.e., S), which is defined by For a fair comparison, we utilized the same protocol
to form the training and test sets as introduced in
Refs. [7, 60]. The training set includes 2195 samples
in total, with 1485 samples from NJU2K [54] and
700 samples from NLPR [1]. The remaining samples
from NJU2K (500) and NLPR (300), and the entire
DES (135), SSD (80), STERE (1000), and SIP (929)
datasets were used for testing. M =
1
W ∗H
W
X
i=1
H
X
i=1
|S (i, j) −G (i, j)|
(8) (8) where W and H denote the width and height of
the map, respectively. M estimates the similarity
between the saliency map and the ground-truth
map, and normalizes it to [0, 1]. 4.1.3
Implementation details Our proposed model was implemented with the
PyTorch library, and trained on an nVidia Tesla V100
GPU with 32 GB memory. Res2Net-50 [70], pre-
trained on ImageNet [71], was used as the backbone
network. Since RGB and depth images have different
numbers of channels, the input channel for the depth
encoder was modified to 1. We utilized the Adam
algorithm to optimize the proposed model. The initial
learning rate was set to 10−4 and divided by 10 every
60 epochs. The input RGB and depth images were •
Structure Measure. The S-measure Sα [77]
assesses the structural similarity between regional
perception (Sr) and object perception (So), and
is defined as Sα = αSo + (1 −α) Sr
(4) (4) where α ∈[0, 1] is a trade-offparameter, set to
0.5 by default [77]. •
F-measure. Given a saliency map S, we convert 304 T. Zhou, D.-P. Fan, G. Chen, et al. [84], A2dele [85], JLDCF [11], S2MA [86], UCNet [12],
SSF [87], HDFNet [88], Cas-GNN [89], CMMS [61],
D3Net [7], CoNet [90], DANet [91], and PGAR [92]. See also the survey in Ref. [10]. resized to 352×352. To enhance the generalizability of
the proposed learning algorithm, we adopted multiple
data augmented strategies: random flipping, rotation,
and border clipping. The batch size was set to 20
and the model was trained over 200 epochs. 4.2.2
Quantitative evaluation For testing, the RGB and depth images were first
resized to 352 × 352 and then fed into the model to
obtain the predicted saliency map. The predicted
saliency map was then resized back to the original
size of the input images. The output of the shared
decoder is regarded as the final prediction of our
model. As Table 1 shows, our method is superior to the eight
traditional methods LHM [1], ACSD [54], LBE [58],
DCMC [80], SE [19], MDSF [17], CDCP [56], and
DTM [81] by a large margin, on all six datasets. Our
method furthermore outperforms all compared state-
of-the-art methods and obtains the best performance
in terms of the four evaluation metrics on NJU2K,
DES, and SIP datasets. It is worth noting that our
model obtains better results on STERE and NLPR
than most compared RGB-D saliency detection
methods. Our model is also comparable with CoNet
on the STERE dataset, and JLDCF and PGAR on
the NLPR dataset. 4.1.3
Implementation details Overall, our proposed SPNet
obtains promising results in locating salient object(s)
in a given scene. We further show PR curves in Fig. 5
and F-measure curves in Fig. 6, giving results for 4.2.1
Models compared We compared our proposed SPNet with 31 RGB-D
saliency detection methods, including 8 handcrafted
traditional models: LHM [1], ACSD [54], LBE [58],
DCMC [80], SE [19], MDSF [17], CDCP [56], and
DTM [81], and 23 deep models: DF [59], CTMF [25],
PCF [22], AFNet [20], CPFP [30], MMCI [29], TANet
[24], DMRA [60], cmSalGAN [82], ASIFNet [83], ICNet Table 1
Benchmarking results using 8 representative traditional models and 23 deep models on six public RGB-D saliency detection datasets
using four widely used evaluation metrics: Sα [77], max Eφ [78], max Fβ [41], and M [79]). ↑, ↓indicate that larger or smaller is better. The
subscript for each model denotes the publication year. esults using 8 representative traditional models and 23 deep models on six public RGB-D saliency detection datasets
luation metrics: Sα [77], max Eφ [78], max Fβ [41], and M [79]). ↑, ↓indicate that larger or smaller is better. The
enotes the publication year. Best results are highlighted in bold Table 1
Benchmarking results using 8 representative traditional models and 23 deep models on six public RGB-D saliency detection datasets
using four widely used evaluation metrics: Sα [77], max Eφ [78], max Fβ [41], and M [79]). ↑, ↓indicate that larger or smaller is better. The
subscript for each model denotes the publication year. Best results are highlighted in bold 4.2.1
Models compared Best results are highlighted in bold Model
NJU2K [54]
STERE [76]
DES [74]
NLPR [1]
SSD [75]
SIP [7]
Sα ↑
Fβ ↑
Eφ ↑
M ↓
Sα ↑
Fβ ↑
Eφ ↑
M ↓
Sα ↑
Fβ ↑
Eφ ↑
M ↓
Sα ↑Fβ ↑Eφ ↑M ↓
Sα ↑Fβ ↑Eφ ↑M ↓
Sα ↑Fβ ↑Eφ ↑M ↓
LHM14 [1]
0.514 0.632 0.724 0.205 0.562 0.683 0.771 0.172 0.562 0.511 0.653 0.114 0.630 0.622 0.766 0.108 0.566 0.568 0.717 0.195 0.511 0.574 0.716 0.184
ACSD14 [54]
0.699 0.711 0.803 0.202 0.692 0.669 0.806 0.200 0.728 0.756 0.850 0.169 0.673 0.607 0.780 0.179 0.675 0.682 0.785 0.203 0.732 0.763 0.838 0.172
LBE16 [58]
0.695 0.748 0.803 0.153 0.660 0.633 0.787 0.250 0.703 0.788 0.890 0.208 0.762 0.745 0.855 0.081 0.621 0.619 0.736 0.278 0.727 0.751 0.853 0.200
DCMC16 [80]
0.686 0.715 0.799 0.172 0.731 0.740 0.819 0.148 0.707 0.666 0.773 0.111 0.724 0.648 0.793 0.117 0.704 0.711 0.786 0.169 0.683 0.618 0.743 0.186
SE16 [19]
0.664 0.748 0.813 0.169 0.708 0.755 0.846 0.143 0.741 0.741 0.856 0.090 0.756 0.713 0.847 0.091 0.675 0.710 0.800 0.165 0.628 0.661 0.771 0.164
MDSF17 [17]
0.748 0.775 0.838 0.157 0.728 0.719 0.809 0.176 0.741 0.746 0.851 0.122 0.805 0.793 0.885 0.095 0.673 0.703 0.779 0.192 0.717 0.698 0.798 0.167
CDCP17 [56]
0.669 0.621 0.741 0.180 0.713 0.664 0.786 0.149 0.709 0.631 0.811 0.115 0.669 0.621 0.741 0.180 0.603 0.535 0.700 0.214 0.595 0.505 0.721 0.224
DTM20 [81]
0.706 0.716 0.799 0.190 0.747 0.743 0.837 0.168 0.752 0.697 0.858 0.123 0.733 0.677 0.833 0.145 0.677 0.651 0.773 0.199 0.690 0.659 0.778 0.203
DF17 [59]
0.763 0.804 0.864 0.141 0.757 0.757 0.847 0.141 0.752 0.766 0.870 0.093 0.802 0.778 0.880 0.085 0.747 0.735 0.828 0.142 0.653 0.657 0.759 0.185
CTMF18 [25]
0.849 0.845 0.913 0.085 0.848 0.831 0.912 0.086 0.863 0.844 0.932 0.055 0.860 0.825 0.929 0.056 0.776 0.729 0.865 0.099 0.716 0.694 0.829 0.139
PCF18 [22]
0.877 0.872 0.924 0.059 0.875 0.860 0.925 0.064 0.842 0.804 0.893 0.049 0.874 0.841 0.925 0.044 0.841 0.807 0.894 0.062 0.842 0.838 0.901 0.071
AFNet19 [20]
0.772 0.775 0.853 0.100 0.825 0.823 0.887 0.075 0.770 0.729 0.881 0.068 0.799 0.771 0.879 0.058 0.714 0.687 0.807 0.118 0.720 0.712 0.819 0.118
CPFP19 [30]
0.878 0.877 0.923 0.053 0.879 0.874 0.925 0.051 0.872 0.846 0.923 0.038 0.888 0.867 0.932 0.036 0.807 0.766 0.852 0.082 0.850 0.851 0.903 0.064
MMCI19 [29]
0.859 0.853 0.915 0.079 0.873 0.863 0.927 0.068 0.848 0.822 0.928 0.065 0.856 0.815 0.913 0.059 0.813 0.781 0.882 0.082 0.833 0.818 0.897 0.086
TANet19 [24]
0.878 0.874 0.925 0.060 0.871 0.861 0.923 0.060 0.858 0.827 0.910 0.046 0.886 0.863 0.941 0.041 0.839 0.810 0.897 0.063 0.835 0.830 0.895 0.075
DMRA19 [60]
0.886 0.886 0.927 0.051 0.886 0.886 0.938 0.047 0.900 0.888 0.943 0.030 0.899 0.879 0.947 0.031 0.857 0.844 0.906 0.058 0.806 0.821 0.875 0.085
cmSalGAN20 [82] 0.903 0.896 0.940 0.046 0.900 0.894 0.936 0.050 0.913 0.899 0.943 0.028 0.922 0.907 0.957 0.027 0.791 0.735 0.867 0.086 0.865 0.864 0.906 0.064
ASIFNet20 [83]
0.889 0.888 0.927 0.047 0.878 0.878 0.927 0.049 0.934 0.935 0.974 0.019 0.906 0.888 0.944 0.030 0.857 0.834 0.884 0.056 0.857 0.859 0.896 0.061
ICNet20 [84]
0.894 0.891 0.926 0.052 0.903 0.898 0.942 0.045 0.920 0.913 0.960 0.027 0.923 0.908 0.952 0.028 0.848 0.841 0.902 0.064 0.854 0.857 0.903 0.069
A2dele20 [85]
0.871 0.874 0.916 0.051 0.878 0.879 0.928 0.044 0.886 0.872 0.920 0.029 0.898 0.882 0.944 0.029 0.802 0.776 0.861 0.070 0.828 0.833 0.889 0.070
JLDCF20 [11]
0.903 0.903 0.944 0.043 0.905 0.901 0.946 0.042 0.929 0.919 0.968 0.022 0.925 0.916 0.962 0.022 0.830 0.795 0.885 0.068 0.879 0.885 0.923 0.051
S2MA20 [86]
0.894 0.889 0.930 0.053 0.890 0.882 0.932 0.051 0.941 0.935 0.973 0.021 0.915 0.902 0.953 0.030 0.868 0.848 0.909 0.052 0.872 0.877 0.919 0.057
UCNet20 [12]
0.897 0.895 0.936 0.043 0.903 0.899 0.944 0.039 0.933 0.930 0.976 0.018 0.920 0.903 0.956 0.025 0.865 0.854 0.907 0.049 0.875 0.879 0.919 0.051
SSF20 [87]
0.899 0.896 0.935 0.043 0.893 0.890 0.936 0.044 0.904 0.884 0.941 0.026 0.914 0.896 0.953 0.026 0.845 0.824 0.897 0.058 0.876 0.882 0.922 0.052
HDFNet20 [88]
0.908 0.911 0.944 0.038 0.900 0.900 0.943 0.041 0.926 0.921 0.970 0.021 0.923 0.917 0.9630.023 0.8790.870 0.9250.045 0.886 0.894 0.930 0.047
Cas-GNN20 [89]
0.911 0.903 0.933 0.035 0.899 0.901 0.930 0.039 0.905 0.906 0.947 0.028 0.919 0.904 0.947 0.028 0.872 0.862 0.915 0.047 0.875 0.879 0.919 0.051
CMMS20 [61]
0.900 0.897 0.936 0.044 0.895 0.893 0.939 0.043 0.937 0.930 0.976 0.018 0.915 0.896 0.949 0.027 0.874 0.864 0.922 0.046 0.872 0.877 0.911 0.058
CoNet20 [90]
0.895 0.893 0.937 0.046 0.908 0.905 0.949 0.040 0.909 0.896 0.945 0.028 0.908 0.887 0.945 0.031 0.853 0.840 0.915 0.059 0.858 0.867 0.913 0.063
DANet20 [91]
0.899 0.910 0.935 0.045 0.901 0.892 0.937 0.043 0.924 0.928 0.968 0.023 0.915 0.916 0.953 0.028 0.864 0.866 0.914 0.050 0.875 0.892 0.918 0.054
PGAR20 [92]
0.909 0.907 0.940 0.042 0.907 0.898 0.939 0.041 0.913 0.902 0.945 0.026 0.9300.916 0.961 0.024 0.865 0.838 0.898 0.057 0.876 0.876 0.915 0.055
D3Net21 [7]
0.900 0.900 0.950 0.041 0.899 0.891 0.938 0.046 0.898 0.885 0.946 0.031 0.912 0.897 0.953 0.030 0.857 0.834 0.910 0.058 0.860 0.861 0.909 0.063
SPNet (ours)
0.925 0.935 0.954 0.028 0.907 0.915 0.944 0.037 0.945 0.950 0.980 0.014 0.927 0.9250.959 0.0210.871 0.8830.915 0.0440.8940.9160.9300.043 Model
NJU2K [54]
STERE [76]
DES [74]
NLPR [1]
SSD [75]
SIP [7]
Sα ↑
Fβ ↑
Eφ ↑
M ↓
Sα ↑
Fβ ↑
Eφ ↑
M ↓
Sα ↑
Fβ ↑
Eφ ↑
M ↓
Sα ↑Fβ ↑Eφ ↑M ↓
Sα ↑Fβ ↑Eφ ↑M ↓
Sα ↑Fβ ↑Eφ ↑M ↓
LHM14 [1]
0.514 0.632 0.724 0.205 0.562 0.683 0.771 0.172 0.562 0.511 0.653 0.114 0.630 0.622 0.766 0.108 0.566 0.568 0.717 0.195 0.511 0.574 0.716 0.184
ACSD14 [54]
0.699 0.711 0.803 0.202 0.692 0.669 0.806 0.200 0.728 0.756 0.850 0.169 0.673 0.607 0.780 0.179 0.675 0.682 0.785 0.203 0.732 0.763 0.838 0.172
LBE16 [58]
0.695 0.748 0.803 0.153 0.660 0.633 0.787 0.250 0.703 0.788 0.890 0.208 0.762 0.745 0.855 0.081 0.621 0.619 0.736 0.278 0.727 0.751 0.853 0.200
DCMC16 [80]
0.686 0.715 0.799 0.172 0.731 0.740 0.819 0.148 0.707 0.666 0.773 0.111 0.724 0.648 0.793 0.117 0.704 0.711 0.786 0.169 0.683 0.618 0.743 0.186
SE16 [19]
0.664 0.748 0.813 0.169 0.708 0.755 0.846 0.143 0.741 0.741 0.856 0.090 0.756 0.713 0.847 0.091 0.675 0.710 0.800 0.165 0.628 0.661 0.771 0.164
MDSF17 [17]
0.748 0.775 0.838 0.157 0.728 0.719 0.809 0.176 0.741 0.746 0.851 0.122 0.805 0.793 0.885 0.095 0.673 0.703 0.779 0.192 0.717 0.698 0.798 0.167
CDCP17 [56]
0.669 0.621 0.741 0.180 0.713 0.664 0.786 0.149 0.709 0.631 0.811 0.115 0.669 0.621 0.741 0.180 0.603 0.535 0.700 0.214 0.595 0.505 0.721 0.224
DTM20 [81]
0.706 0.716 0.799 0.190 0.747 0.743 0.837 0.168 0.752 0.697 0.858 0.123 0.733 0.677 0.833 0.145 0.677 0.651 0.773 0.199 0.690 0.659 0.778 0.203
DF17 [59]
0.763 0.804 0.864 0.141 0.757 0.757 0.847 0.141 0.752 0.766 0.870 0.093 0.802 0.778 0.880 0.085 0.747 0.735 0.828 0.142 0.653 0.657 0.759 0.185
CTMF18 [25]
0.849 0.845 0.913 0.085 0.848 0.831 0.912 0.086 0.863 0.844 0.932 0.055 0.860 0.825 0.929 0.056 0.776 0.729 0.865 0.099 0.716 0.694 0.829 0.139
PCF18 [22]
0.877 0.872 0.924 0.059 0.875 0.860 0.925 0.064 0.842 0.804 0.893 0.049 0.874 0.841 0.925 0.044 0.841 0.807 0.894 0.062 0.842 0.838 0.901 0.071
AFNet19 [20]
0.772 0.775 0.853 0.100 0.825 0.823 0.887 0.075 0.770 0.729 0.881 0.068 0.799 0.771 0.879 0.058 0.714 0.687 0.807 0.118 0.720 0.712 0.819 0.118
CPFP19 [30]
0.878 0.877 0.923 0.053 0.879 0.874 0.925 0.051 0.872 0.846 0.923 0.038 0.888 0.867 0.932 0.036 0.807 0.766 0.852 0.082 0.850 0.851 0.903 0.064
MMCI19 [29]
0.859 0.853 0.915 0.079 0.873 0.863 0.927 0.068 0.848 0.822 0.928 0.065 0.856 0.815 0.913 0.059 0.813 0.781 0.882 0.082 0.833 0.818 0.897 0.086
TANet19 [24]
0.878 0.874 0.925 0.060 0.871 0.861 0.923 0.060 0.858 0.827 0.910 0.046 0.886 0.863 0.941 0.041 0.839 0.810 0.897 0.063 0.835 0.830 0.895 0.075
DMRA19 [60]
0.886 0.886 0.927 0.051 0.886 0.886 0.938 0.047 0.900 0.888 0.943 0.030 0.899 0.879 0.947 0.031 0.857 0.844 0.906 0.058 0.806 0.821 0.875 0.085
cmSalGAN20 [82] 0.903 0.896 0.940 0.046 0.900 0.894 0.936 0.050 0.913 0.899 0.943 0.028 0.922 0.907 0.957 0.027 0.791 0.735 0.867 0.086 0.865 0.864 0.906 0.064
ASIFNet20 [83]
0.889 0.888 0.927 0.047 0.878 0.878 0.927 0.049 0.934 0.935 0.974 0.019 0.906 0.888 0.944 0.030 0.857 0.834 0.884 0.056 0.857 0.859 0.896 0.061
ICNet20 [84]
0.894 0.891 0.926 0.052 0.903 0.898 0.942 0.045 0.920 0.913 0.960 0.027 0.923 0.908 0.952 0.028 0.848 0.841 0.902 0.064 0.854 0.857 0.903 0.069
A2dele20 [85]
0.871 0.874 0.916 0.051 0.878 0.879 0.928 0.044 0.886 0.872 0.920 0.029 0.898 0.882 0.944 0.029 0.802 0.776 0.861 0.070 0.828 0.833 0.889 0.070
JLDCF20 [11]
0.903 0.903 0.944 0.043 0.905 0.901 0.946 0.042 0.929 0.919 0.968 0.022 0.925 0.916 0.962 0.022 0.830 0.795 0.885 0.068 0.879 0.885 0.923 0.051
S2MA20 [86]
0.894 0.889 0.930 0.053 0.890 0.882 0.932 0.051 0.941 0.935 0.973 0.021 0.915 0.902 0.953 0.030 0.868 0.848 0.909 0.052 0.872 0.877 0.919 0.057
UCNet20 [12]
0.897 0.895 0.936 0.043 0.903 0.899 0.944 0.039 0.933 0.930 0.976 0.018 0.920 0.903 0.956 0.025 0.865 0.854 0.907 0.049 0.875 0.879 0.919 0.051
SSF20 [87]
0.899 0.896 0.935 0.043 0.893 0.890 0.936 0.044 0.904 0.884 0.941 0.026 0.914 0.896 0.953 0.026 0.845 0.824 0.897 0.058 0.876 0.882 0.922 0.052
HDFNet20 [88]
0.908 0.911 0.944 0.038 0.900 0.900 0.943 0.041 0.926 0.921 0.970 0.021 0.923 0.917 0.9630.023 0.8790.870 0.9250.045 0.886 0.894 0.930 0.047
Cas-GNN20 [89]
0.911 0.903 0.933 0.035 0.899 0.901 0.930 0.039 0.905 0.906 0.947 0.028 0.919 0.904 0.947 0.028 0.872 0.862 0.915 0.047 0.875 0.879 0.919 0.051
CMMS20 [61]
0.900 0.897 0.936 0.044 0.895 0.893 0.939 0.043 0.937 0.930 0.976 0.018 0.915 0.896 0.949 0.027 0.874 0.864 0.922 0.046 0.872 0.877 0.911 0.058
CoNet20 [90]
0.895 0.893 0.937 0.046 0.908 0.905 0.949 0.040 0.909 0.896 0.945 0.028 0.908 0.887 0.945 0.031 0.853 0.840 0.915 0.059 0.858 0.867 0.913 0.063
DANet20 [91]
0.899 0.910 0.935 0.045 0.901 0.892 0.937 0.043 0.924 0.928 0.968 0.023 0.915 0.916 0.953 0.028 0.864 0.866 0.914 0.050 0.875 0.892 0.918 0.054
PGAR20 [92]
0.909 0.907 0.940 0.042 0.907 0.898 0.939 0.041 0.913 0.902 0.945 0.026 0.9300.916 0.961 0.024 0.865 0.838 0.898 0.057 0.876 0.876 0.915 0.055
D3Net21 [7]
0.900 0.900 0.950 0.041 0.899 0.891 0.938 0.046 0.898 0.885 0.946 0.031 0.912 0.897 0.953 0.030 0.857 0.834 0.910 0.058 0.860 0.861 0.909 0.063
SPNet (ours)
0.925 0.935 0.954 0.028 0.907 0.915 0.944 0.037 0.945 0.950 0.980 0.014 0.927 0.9250.959 0.0210.871 0.8830.915 0.0440.8940.9160.9300.043 Specificity-preserving RGB-D saliency detection
305
Fig. 4.2.1
Models compared 5
PR curves for six datasets: NJU2K [54], STERE [76], DES [74], NLPR [1], SSD [75], and SIP [7]. Fig. 6
F-measure curves for different thresholds, for NJU2K [54], STERE [76], DES [74], NLPR [1], SSD [75], and SIP [7]. 29 RGB-D saliency detection methods, including 28
state-of-the-art models with complete saliency maps. The superiority of our model is clearly visible on these
datasets. Specificity-preserving RGB-D saliency detection 305 Fig. 5
PR curves for six datasets: NJU2K [54], STERE [76], DES [74], NLPR [1], SSD [75], and SIP [7]. Fig. 5
PR curves for six datasets: NJU2K [54], STERE [76], DES [74], NLPR [1], SSD [75], and SIP [7]. Fi
PR
f
d
NJU K [ 4] STERE [7 ] DES [74] NLPR [ ] SSD [7 ]
d SIP [7] Fig. 5
PR curves for six datasets: NJU2K [54], STERE [76], DES [74], NLPR [1], SSD [75], and SIP [7]. Fig. 5
PR curves for six datasets: NJU2K [54], STERE [76], DES [74], NLPR [1], SSD [75], and SIP [7]. Fig. 6
F-measure curves for different thresholds, for NJU2K [54], STERE [76], DES [74], NLPR [1], SSD [75], and SIP [7]. Fig. 6
F-measure curves for different thresholds, for NJU2K [54], STERE [76], DES [74], NLPR [1], SSD [75], and SIP [7]. Fig. 6
F-measure curves for different thresholds, for NJU2K [54], STERE [76], DES [74], NLPR [1], SSD [75], an The superiority of our model is clearly visible on these
datasets. The superiority of our model is clearly visible on these
datasets. 29 RGB-D saliency detection methods, including 28
state-of-the-art models with complete saliency maps. 29 RGB-D saliency detection methods, including 28
state-of-the-art models with complete saliency maps. T. Zhou, D.-P. Fan, G. Chen, et al. 306 model using ResNet-50 as backbone still performs
better than other methods (see Table 1). 4.2.3
Qualitative evaluation In addition, we compared our SPNet to 13 recent
state-of-the-art models on the ReDWeb-S dataset. Results for the other methods are from https://
github.com/nnizhang/SMAC, while results for our
method were obtained by testing the model (trained
using NJU2K [54] and NLPR [1]) on the ReDWeb-S
dataset. The comparison is shown in Table 2. Our
method works better than most compared methods,
and is comparable to UCNet and JLDCF on the
ReDWeb-S dataset. Figure 7 shows several representative samples of
results comparing our model with those from eight
state-of-the-art methods. 4.2.1
Models compared The first row shows a scene
with a small object. Our method, A2dele, PGAR,
and D3Net accurately detect the salient object,
while JLDCF, S2MA, SSF, and UCNet predict some
non-object regions. Rows 2 and 3 show two examples
of scenes with complex backgrounds. Our method
and S2MA produce reliable results, while other RGB-
D saliency detection models fail to locate the object or
confuse the background with a salient object. In row We further compared using different backbone
networks in the proposed model, with the results
shown in Table 3. The proposed model works better
when using Res2Net-50 as the backbone, yet the Table 2
Results from our model and 13 state-of-the art methods: CTMFF [25], PCF [22], AFNet [20], MMCI [29], CPFP [30], DMRA [60],
TANet [24], A2dele [85], UCNet [12], JLDCF [11], S2MA [86], SSF [87], and D3Net [7]) on the ReDWeb-S dataset
Model
CTMF
PCF
AFNet
MMCI
CPFP
DMRA
TANet
A2dele
UCNet
JLDCF
S2MA
SSF
D3Net
Ours
Sα ↑
0.641
0.655
0.546
0.660
0.685
0.592
0.656
0.641
0.713
0.734
0.711
0.595
0.689
0.710
Fβ ↑
0.607
0.627
0.549
0.641
0.645
0.579
0.623
0.603
0.710
0.727
0.696
0.558
0.673
0.715
Eφ ↑
0.739
0.743
0.693
0.754
0.744
0.721
0.741
0.672
0.794
0.805
0.781
0.710
0.768
0.800
M ↓
0.204
0.166
0.213
0.176
0.142
0.188
0.165
0.160
0.130
0.128
0.139
0.189
0.149
0.129
Table 3
Results from our model using different backbone networks
Backbone
NJU2K [54]
STERE [76]
DES [74]
NLPR [1]
SSD [75]
SIP [7]
Sα ↑
Fβ ↑
Eφ ↑
M ↓
Sα ↑
Fβ ↑
Eφ ↑
M ↓
Sα ↑
Fβ ↑
Eφ ↑
M ↓
Sα ↑
Fβ ↑
Eφ ↑M ↓
Sα ↑
Fβ ↑
Eφ ↑M ↓
Sα ↑
Fβ ↑
Eφ ↑M ↓
ResNet-50
0.922 0.934 0.952 0.030 0.904 0.914 0.942 0.037 0.936 0.944 0.974 0.016 0.930 0.931 0.965 0.020 0.869 0.876 0.906 0.044 0.896 0.916 0.934 0.041
Res2Net-50 0.925 0.935 0.954 0.028 0.907 0.915 0.944 0.037 0.945 0.950 0.980 0.014 0.927 0.925 0.959 0.021 0.871 0.883 0.915 0.044 0.894 0.916 0.930 0.043
Fig. 7
Visual comparison of results from our method and eight state-of-the-art methods: A2dele [85], JLDCF [11], S2MA [86], UCNet [12],
SSF [87], D3Net [7], DANet [91], and PGAR [92]. 4.2.1
Models compared Table 2
Results from our model and 13 state-of-the art methods: CTMFF [25], PCF [22], AFNet [20], MMCI [29], CPFP [30], DMRA [60],
TANet [24], A2dele [85], UCNet [12], JLDCF [11], S2MA [86], SSF [87], and D3Net [7]) on the ReDWeb-S dataset
Model
CTMF
PCF
AFNet
MMCI
CPFP
DMRA
TANet
A2dele
UCNet
JLDCF
S2MA
SSF
D3Net
Ours
Sα ↑
0.641
0.655
0.546
0.660
0.685
0.592
0.656
0.641
0.713
0.734
0.711
0.595
0.689
0.710
Fβ ↑
0.607
0.627
0.549
0.641
0.645
0.579
0.623
0.603
0.710
0.727
0.696
0.558
0.673
0.715
Eφ ↑
0.739
0.743
0.693
0.754
0.744
0.721
0.741
0.672
0.794
0.805
0.781
0.710
0.768
0.800
M ↓
0.204
0.166
0.213
0.176
0.142
0.188
0.165
0.160
0.130
0.128
0.139
0.189
0.149
0.129
Table 3
Results from our model using different backbone networks
Backbone
NJU2K [54]
STERE [76]
DES [74]
NLPR [1]
SSD [75]
SIP [7]
Sα ↑
Fβ ↑
Eφ ↑
M ↓
Sα ↑
Fβ ↑
Eφ ↑
M ↓
Sα ↑
Fβ ↑
Eφ ↑
M ↓
Sα ↑
Fβ ↑
Eφ ↑M ↓
Sα ↑
Fβ ↑
Eφ ↑M ↓
Sα ↑
Fβ ↑
Eφ ↑M ↓
ResNet-50
0.922 0.934 0.952 0.030 0.904 0.914 0.942 0.037 0.936 0.944 0.974 0.016 0.930 0.931 0.965 0.020 0.869 0.876 0.906 0.044 0.896 0.916 0.934 0.041
Res2Net-50 0.925 0.935 0.954 0.028 0.907 0.915 0.944 0.037 0.945 0.950 0.980 0.014 0.927 0.925 0.959 0.021 0.871 0.883 0.915 0.044 0.894 0.916 0.930 0.043
Fig. 7
Visual comparison of results from our method and eight state-of-the-art methods: A2dele [85], JLDCF [11], S2MA [86], UCNet [12],
SSF [87], D3Net [7], DANet [91], and PGAR [92]. Fig. 7
Visual comparison of results from our method and eight state-of-the-art methods: A2dele [85], JLDCF [11], S2MA [86], UCNet [12]
SSF [87], D3Net [7], DANet [91], and PGAR [92]. Fig. 7
Visual comparison of results from our method and eight state-of-the-art methods: A2dele [85], JLDCF [11], S2MA [86], UCNet [12],
SSF [87], D3Net [7], DANet [91], and PGAR [92]. Specificity-preserving RGB-D saliency detection 307 This also indicates the contribution of the CIM in
improving the saliency detection results. Going
further, there are two parts to CIM: cross-modal
feature enhancement and adaptive feature fusion. Thus, to evaluate the contribution of each part,
we modified CIM to have only cross-modal feature
enhancement or adaptive feature fusion, with results
denoted A2 and A3, respectively. 4.3.2
Effectiveness of MFA In the proposed framework, the MFA is proposed
to make full use of the features learned in the
modality-specific decoder, which are then integrated
into the shared decoder to provide more multi-
modal complementary information. To validate its
effectiveness, we deleted this module in an approach
denoted B1. We also considered two other feature
fusion strategies: see Fig. 8. One provides cross-
modal feature enhancement fusion; the other is
a simple concatenation strategy. Results for the
two strategies are denoted B2 and B3. Table 5
demonstrates, by comparing results of B1 and our full
model, the effectiveness of integrating the features
learned into the shared decoder. Comparing results of
B2 and B3 with our full model, we can see that the
MFA module outperforms both other fusion strategies. 4.3.3
Effectiveness of modality-specific decoders 4.3
Ablation studies To verify the relative importance of different key
components of our model, we conducted ablation
studies by removing or replacing them. 4.2.1
Models compared When comparing
them to the full version of CIM, we can see the
effectiveness of the proposed CIM. Moreover, in CIM,
the features of the last layer are propagated to the
next layer to capture cross-level correlations. To
validate the effectiveness of the propagation strategy,
we removed this propagation in the CIM, with results
denoted A4, showing that the propagation strategy
does improve saliency detection results. 4 3 2
Effectiveness of MFA 4, the compared methods other than D3Net locate
a non-salient and small object. In row 5, we show
an example with multiple salient objects, where it
is challenging to accurately locate them all. Our
method locates all salient objects and segments them
more accurately, generating sharper edges than other
approaches. We show an example under low-light
conditions in the last row. While some approaches
fail to detect the entire extent of the salient object,
our model suppresses background distractors and
gives good saliency detection results. 4.2.4
Inference time and model size We tested the inference time for different methods on
an NVIDIA TESLA P40 GPU with 24 GB memory. The inference time and model size of different methods,
including our SPNet, JLDCF [11], S2MA [86], UCNet
[12], SSF [87], and HDFNet [88], are shown in
Table 4. Because our model adopts two modality-
specific networks and a shared learning network to
generate individual and shared saliency prediction
maps, it has a relatively large model size and takes
more inference time for saliency prediction than other
methods. We thus hope to design light-weight networks
to improve the efficiency of SPNet in future work. 4.4.2
Indoor vs. outdoor 4.3.4
Effects of varying numbers of CIMs We evaluated the results of different RGB-D SOD
models on indoor and outdoor scenes. As DES [74]
and NLPR [1] include indoor and outdoor scenes, we
constructed a hybrid dataset collected from the two
datasets. Results are shown in Fig. 9(b). As can
be observed, many models find it harder to detect
salient objects in indoor scenes than outdoor scenes,
while JLDCF, S2MA, UCNet, ICNet, SSF, DANet,
and our model work a little better on outdoor scenes. 4.4.3
Lighting conditions To investigate the effects of changing the numbers of
CIMs, we compare our full model using five CIMs with
two degraded versions, CIM1, which only applies a
CIM to the features from the last layer in the encoder
network, and CIM3, using CIMs on the features from
each of the last three layers in the encoder network. Table 6 shows the results; our model with five CIMs
works better for most datasets. 4.3.1
Effectiveness of CIM 308 Table 5
Quantitative evaluation for ablation studies
NJU2K [54]
STERE [76]
DES [74]
NLPR [1]
SSD [75]
SIP [7]
Sα ↑
M ↓
Sα ↑
M ↓
Sα ↑
M ↓
Sα ↑
M ↓
Sα ↑
M ↓
Sα ↑
M ↓
Ours
0.925
0.028
0.907
0.037
0.945
0.014
0.927
0.021
0.871
0.044
0.894
0.043
A1
0.916
0.034
0.898
0.042
0.939
0.016
0.926
0.022
0.869
0.047
0.892
0.044
A2
0.921
0.031
0.895
0.042
0.938
0.016
0.925
0.022
0.865
0.051
0.896
0.042
A3
0.919
0.032
0.895
0.043
0.938
0.016
0.929
0.020
0.864
0.049
0.887
0.048
A4
0.924
0.029
0.903
0.038
0.930
0.019
0.927
0.023
0.867
0.049
0.888
0.046
B1
0.918
0.034
0.901
0.041
0.939
0.017
0.922
0.024
0.858
0.050
0.885
0.048
B2
0.924
0.029
0.900
0.041
0.941
0.015
0.926
0.022
0.864
0.049
0.893
0.044
B3
0.921
0.031
0.903
0.039
0.938
0.016
0.925
0.022
0.863
0.050
0.891
0.045
C1
0.913
0.037
0.900
0.047
0.935
0.019
0.922
0.025
0.861
0.055
0.880
0.051
C2
0.916
0.034
0.906
0.040
0.923
0.021
0.924
0.022
0.866
0.049
0.882
0.051 and weaknesses of state-of-the-art models in handling
these challenges. To further evaluate the effectiveness of the
combination of the two modality-specific decoders,
we added an experiment to compare the SOD results
when using the output from the shared decoder and
the combination of the two modality-specific decoders. Results are shown in C2 of Table 5. We can see that
the shared decoder outperforms the combination of
the two modality-specific decoders, indicating that
the shared decoder can combine multi-modal shared
information and modality-specific characteristics to
improve SOD results. 4.4.1
Single vs. multiple objects 4.4.1
Single vs. multiple objects In this evaluation, we constructed a hybrid dataset
with 1229 images from the NLPR [1] and SIP [7]
datasets. Results using Sα are shown in Fig. 9(a). As can be observed, it is easier to detect a single
salient object than several. Our model outperforms
other state-of-the-art methods in locating single and
multiple objects. 4.3.1
Effectiveness of CIM 4.3.1
Effectiveness of CIM Since the proposed CIM is used to fuse cross-modal
features and learn their shared representation, we
compared it to an alternative of a direct concatenation
strategy. Specifically, the two features f R
m and
f D
m (see Fig. 3) are directly concatenated and then
fed into a 3 × 3 convolutional layer to obtain the
fused representation in each layer. We denote this
approach as A1 in Table 5, which shows that our
model performs better when using the proposed CIM
than using a simple feature concatenation strategy. We deleted the two modality-specific decoders, with
results shown in C1 in Table 5. Performance degrades
when not using the two parts. This indicates the
effectiveness of the modality-specific decoders, which
provide supervision signals to ensure that modality-
specific properties can be learned. Fig. 8
Comparison of MFA module with other fusion strategies. Table 4
Comparisons of inference time and model size for different
methods
Method
Ours
JLDCF
S2MA
Model size (MB)
175.3
124.5
82.7
Inference time (ms)
91.7
21.8
22.1
Method
UCNet
SSF
HDFNet
Model size (MB)
31.3
32.9
153.2
Inference time (ms)
31.8
45.7
57.1 Table 4
Comparisons of inference time and model size for different
methods Fig. 8
Comparison of MFA module with other fusion strategies. T. Zhou, D.-P. Fan, G. Chen, et al. 4.4
Attribute-based evaluation There are several challenging factors that may affect
results from RGB-D saliency detection models, such
as the number of salient objects, indoor versus
outdoor environments, lighting conditions, and so
on. Thus, we evaluated saliency detection results
under different conditions, to show the strengths We carried out this evaluation on the SIP dataset [7],
with examples grouped into two categories, sunny
and low-light. Results are shown in Fig. 9(c). All
models struggle to detect salient objects in low-
light conditions, confirming that low-light negatively
impacts SOD performance. Table 6
Results for different numbers of CIMs
NJU2K
STERE
DES
NLPR
SSD
SIP
Sα ↑
M ↓
Sα ↑
M ↓
Sα ↑
M ↓
Sα ↑
M ↓
Sα ↑
M ↓
Sα ↑
M ↓
CIM1
0.918
0.034
0.908
0.039
0.929
0.019
0.928
0.022
0.865
0.047
0.889
0.046
CIM3
0.920
0.032
0.900
0.041
0.935
0.017
0.928
0.021
0.857
0.049
0.891
0.045
Ours
0.925
0.028
0.907
0.037
0.945
0.014
0.927
0.021
0.871
0.044
0.894
0.043 Specificity-preserving RGB-D saliency detection 309 Fig. 9
Attribute-based evaluation with respect to (a) number of salient objects (one or multiple), (b) indoor versus outdoor environments,
and (c) lighting conditions (low-light versus sunny). Fig. 9
Attribute-based evaluation with respect to (a) number of salient objects (one or multiple), (b) indoor versus outdoor environments,
and (c) lighting conditions (low-light versus sunny). Fig. 9
Attribute-based evaluation with respect to (a) number of salient objects (one or multiple), (b) indoor ver
and (c) lighting conditions (low-light versus sunny). evaluation with respect to (a) number of salient objects (one or multiple), (b) indoor versus outdoor environments,
(low-light versus sunny). 4.5
Failures and discussion Our proposed SPNet shows good RGB-D saliency
detection in most cases. However, it fails to detect
salient objects in some challenging scenes such as
those with complex backgrounds and low-quality
depth data. Some failures of our model are shown
in Fig. 11. In the first row, the depth data quality
is very poor, so our model can only roughly locate
the boat without fine details. This suggests that it
is helpful to enhance or filter depth maps to improve
saliency detection results. In the second row, the
annotated salient object has a similar appearance
to other objects in the scene, so it is challenging to
accurately detect the salient object. In the third row,
the object has fine details, but our model only locates
the main regions without the fine details. There
is still considerable room to improve our model to
handle such scenes with fine structures. We compare our method to other existing COD
models,
including FPN [93],
MaskRCNN [94],
PSPNet [95], PiCANet [46], BASNet [96], PFANet
[97], CPD [98], EGNet [99], and SINet [105] (results
are from Ref. [105]). Since there are few works
for RGB-D camouflaged object detection, we also
compared two recent RGB-D salient object detection
methods, DANet [91] and HDFNet [88], in this
experiment. We re-trained the two RGB-D SOD
models and our model using RGB and depth images. Table 7 shows quantitative results for three public
datasets. Our model performs better than the other
COD methods. Our model and the two RGB-D COD
methods use depth cues, and work better than other
methods which do not, indicating that depth cues can
provide spatial information to improve COD results. Figure 12 shows qualitative results for different COD We compare our method to other existing COD
models,
including FPN [93],
MaskRCNN [94],
PSPNet [95], PiCANet [46], BASNet [96], PFANet
[97], CPD [98], EGNet [99], and SINet [105] (results
are from Ref. [105]). Since there are few works
for RGB-D camouflaged object detection, we also
compared two recent RGB-D salient object detection
methods, DANet [91] and HDFNet [88], in this
experiment. We re-trained the two RGB-D SOD
models and our model using RGB and depth images. 4.4.4
Object scale scale variation, we constructed a hybrid dataset with
2444 images from STERE [76], NLPR [1], SSD [75],
DES [74], and SIP [7]. Figure 10 shows results of
this attribute-based evaluation with respect to the
scales of the salient objects. All methods work better
at detecting small salient objects and relatively at To characterize the scale of a salient object, we
compute the ratio r of the size of the salient region
to the whole image, and define three object scales:
small, when r < 0.1, large, when r > 0.4, and medium
otherwise. To evaluate how different methods handle Fig. 10
Attribute-based evaluation with respect to scale of the salient object. Fig. 10
Attribute-based evaluation with respect to scale of the salient object. T. Zhou, D.-P. Fan, G. Chen, et al. 310 detecting large salient objects. The most recent
models, JLDCF, DANet, PGAR, and our model,
obtain the promising results. research [103] suggests that depth can provide useful
spatial information to improve COD results. Thus,
we extended SPNet to the RGB-D COD task. We conducted this experiment on three public
benchmark datasets for camouflaged object detection:
(i) CHAMELEON [100], consisting of 76 camouflaged
images, (ii) CAMO [104], with 1250 images (1000
for training, 250 for testing) in 8 categories, and (iii)
COD10K [100], with 5066 camouflaged images (3040
for training, 2026 for testing) in 5 super-classes and 69
sub-classes. Following the same setting in Ref. [105],
we divided the training and testing sets and then
trained our model on the training set. Table 7
Results for camouflaged object detection models on
benchmark datasets using evaluation metrics Sα [77] and M [79].
↑, ↓indicate that larger or smaller is better 4.6
Application to RGB-D camouflaged object
detection Table 7 shows quantitative results for three public
datasets. Our model performs better than the other
COD methods. Our model and the two RGB-D COD
methods use depth cues, and work better than other
methods which do not, indicating that depth cues can
provide spatial information to improve COD results. Figure 12 shows qualitative results for different COD SPNet was originally designed for the RGB-D SOD
task, which can be easily extended to other related
RGB-D tasks, e.g., RGB-D based camouflaged object
detection (COD). The aim of COD is to identify
objects that are “seamlessly” embedded in their
background surroundings. This is a very challenging
task due to the high intrinsic similarities between the
target object and the background [100–102]. Recent Table 7
Results for camouflaged object detection models on
benchmark datasets using evaluation metrics Sα [77] and M [79]. ↑, ↓indicate that larger or smaller is better Model
CHAMELEON
CAMO
COD10K
Sα ↑
M ↓
Sα ↑
M ↓
Sα ↑
M ↓
FPN [93]
0.794
0.075
0.684
0.131
0.697
0.075
MaskRCNN [94]
0.643
0.099
0.574
0.151
0.613
0.080
PSPNet [95]
0.773
0.085
0.663
0.139
0.678
0.080
PiCANet [46]
0.769
0.085
0.609
0.156
0.649
0.090
BASNet [96]
0.687
0.118
0.618
0.159
0.634
0.105
PFANet [97]
0.679
0.144
0.659
0.172
0.636
0.128
CPD [98]
0.853
0.052
0.726
0.115
0.747
0.059
EGNet [99]
0.848
0.050
0.732
0.104
0.737
0.056
SINet [100]
0.869
0.044
0.751
0.100
0.771
0.051
DANet [91]
0.874
0.043
0.752
0.100
0.765
0.051
HDFNet [88]
0.875
0.032
0.778
0.085
0.779
0.045
SPNet (ours)
0.895
0.027
0.795
0.082
0.797
0.042 Fig. 11
Cases in which our model fails. Fig. 11
Cases in which our model fails. Fig. 11
Cases in which our model fails. Fig. 11
Cases in which our model fails. Specificity-preserving RGB-D saliency detection 311 Fig. 12
COD results of our SPNet and three state-of-the-art COD methods: SINet [105], DANet [91], and HDFNet [88]. Fig. 12
COD results of our SPNet and three state-of-the-art COD methods: SINet [105], DANet [91], and HDFNet [88]. Fig. 12
COD results of our SPNet and three state-of-the-art COD methods: SINet [105], DANet [91], and HDFNet [88]. Fig. 12
COD results of our SPNet and three state-of-the-art COD methods: SINet [105], DANet [91], and HDFNet [88]. Fig. 12
COD results of our SPNet and three state-of-the-art COD methods: SINet [105], DANe methods. Declaration of competing interest The authors have no competing interests to declare
that are relevant to the content of this article. 4.6
Application to RGB-D camouflaged object
detection Compared to other COD models, our
SPNet achieves better results by detecting more
accurate boundaries of camouflaged objects. to study the ability of many cutting-edge RGB-
D SOD approaches to meet different challenges. Finally, we extended SPNet to the recently proposed
RGB-D camouflaged object detection task, and its
effectiveness was verified. Acknowledgements In this paper, we have presented a novel RGB-D
salient object detection framework, SPNet. Unlike
most existing RGB-D SOD methods, which focus
on learning shared representations, SPNet not only
explores shared cross-modal information but also
uses modality-specific characteristics to improve SOD
results. To learn the shared representations for
the two modalities, we introduce a cross-enhanced
integration module (CIM) to fuse the cross-modal
features, and the output of each CIM is propagated to
the next layer to explore rich cross-level information. We further adopt a multi-modal feature aggregation
(MFA) module to integrate the learned modality-
specific features to enhance the complementary multi-
modal information. Extensive results on benchmark
datasets show the effectiveness of our model in
comparison to other state-of-the-art RGB-D SOD
methods. Moreover, we have thoroughly validated
the effectiveness of key components of our framework,
and an attribute-based evaluation was conducted This work was supported in part by the National
Natural Science Foundation of China under Grant
No. 62172228, in part by an Open Project of the
Key Laboratory of System Control and Information
Processing, Ministry of Education (Shanghai Jiao
Tong University, No. Scip202102). References [1] Peng, H.; Li, B.; Xiong, W.; Hu, W.; Ji, R. RGBD
salient object detection: A benchmark and algorithms. In: Computer Vision – ECCV 2014. Lecture Notes
in Computer Science, Vol. 8691. Fleet, D.; Pajdla,
T.; Schiele, B.; Tuytelaars, T. Eds. Springer Cham,
92–109, 2014. 312 T. Zhou, D.-P. Fan, G. Chen, et al. [2] Zhu, J.-Y.; Wu, J.-J.; Xu, Y.; Chang, E.; Tu, Z. W. Unsupervised object class discovery via saliency-
guided multiple class learning. IEEE Transactions on
Pattern Analysis and Machine Intelligence Vol. 37,
No. 4, 862–875, 2015. Pattern Analysis and Machine Intelligence
doi:
10.1109/TPAMI.2021.3073564, 2021. [13] Chen, H.; Li, Y. F.; Deng, Y. J.; Lin, G. S. CNN-
based RGB-D salient object detection: Learn, select,
and fuse. International Journal of Computer Vision
Vol. 129, No. 7, 2076–2096, 2021. [3] Rapantzikos, K.; Avrithis, Y.; Kollias, S. Dense
saliency-based spatiotemporal feature points for
action recognition. In:
Proceedings of the IEEE
Conference
on
Computer
Vision
and
Pattern
Recognition, 1454–1461, 2009. [14] Li, G. Y.; Liu, Z.; Chen, M. Y.; Bai, Z.; Lin, W. S.; Ling, H. B. Hierarchical alternate interaction
network for RGB-D salient object detection. IEEE
Transactions on Image Processing Vol. 30, 3528–3542,
2021. [4] Shimoda, W.; Yanai, K. Distinct class-specific saliency
maps for weakly supervised semantic segmentation. In: Computer Vision – ECCV 2016. Lecture Notes
in Computer Science, Vol. 9908. Leibe, B.; Matas, J.;
Sebe, N.; Welling, M. Eds. Springer Cham, 218–234,
2016. [15] Zhao, Y. F.; Zhao, J. W.; Li, J.; Chen, X. W. RGB-
D salient object detection with ubiquitous target
awareness. IEEE Transactions on Image Processing
Vol. 30, 7717–7731, 2021. [16] Ren, J. Q.; Gong, X. J.; Lu, Y.; Zhou, W. H.; Yang,
M. Y. Exploiting global priors for RGB-D saliency
detection. In: Proceedings of the IEEE Conference on
Computer Vision and Pattern Recognition Workshops,
25–32, 2015. [5] Wang, W. G.; Shen, J. B.; Yang, R. G.; Porikli,
F. Saliency-aware video object segmentation. IEEE
Transactions on Pattern Analysis and Machine
Intelligence Vol. 40, No. 1, 20–33, 2018. [6] Zhao,
R.;
Oyang,
W.;
Wang,
X. Person
re-
identification by saliency learning. IEEE Transactions
on Pattern Analysis and Machine Intelligence Vol. 39,
No. 2, 356–370, 2017. [17] Song, H. K.; Liu, Z.; Du, H.; Sun, G. L.; Le Meur, O.;
Ren, T. W. Depth-aware salient object detection and
segmentation via multiscale discriminative saliency
fusion and bootstrap learning. IEEE Transactions
on Image Processing Vol. 26, No. References 6, 2825–
2835, 2019. [35] Lu, Y.; Wu, Y.; Liu, B.; Zhang, T.; Li, B.; Chu, Q.;
Yu, N. Cross-modality person re-identification with
shared-specific feature transfer. In: Proceedings of
the IEEE/CVF Conference on Computer Vision and
Pattern Recognition, 13376–13386, 2020. [25] Han, J. W.; Chen, H.; Liu, N.; Yan, C. G.; Li, X. L. CNNs-based RGB-D saliency detection via cross-view
transfer and multiview fusion. IEEE Transactions on
Cybernetics Vol. 48, No. 11, 3171–3183, 2018. [36] Zhou, T.; Zhang, C.; Peng, X.; Bhaskar, H.; Yang,
J. Dual shared-specific multiview subspace clustering. IEEE Transactions on Cybernetics Vol. 50, No. 8,
3517–3530, 2020. [26] Chen, H.; Li, Y. F.; Su, D. Attention-aware cross-
modal cross-level fusion network for RGB-D salient
object detection. In: Proceedings of the IEEE/RSJ
International Conference on Intelligent Robots and
Systems, 6821–6826, 2018. [37] Zhou, T.; Fu, H. Z.; Chen, G.; Shen, J. B.; Shao,
L. Hi-net: Hybrid-fusion network for multi-modal
MR image synthesis. IEEE Transactions on Medical
Imaging Vol. 39, No. 9, 2772–2781, 2020. [27] Ji, W.; Li, J. J.; Yu, S.; Zhang, M.; Piao, Y. R.; Yao, S. Y.; Bi, Q.; Ma, K.; Zheng, Y.; Lu, H.; et al. Calibrated
RGB-D salient object detection. In: Proceedings of
the IEEE/CVF Conference on Computer Vision and
Pattern Recognition, 9466–9476, 2021. [38] Ronneberger,
O.;
Fischer,
P.;
Brox,
T. U-
Net: Convolutional networks for biomedical image
segmentation. In:
Medical Image Computing and
Computer-Assisted Intervention – MICCAI 2015. Lecture Notes in Computer Science, Vol. 9351. Navab,
N.; Hornegger, J.; Wells, W.; Frangi, A. Eds. Springer
Cham, 234–241, 2015. [28] Huang, Z.; Chen, H. X.; Zhou, T.; Yang, Y. Z.; Liu,
B. Y. Multi-level cross-modal interaction network
for RGB-D salient object detection. Neurocomputing
Vol. 452, 200–211, 2021. [39] Zhou, T.; Fu, H.; Chen, G.; Zhou, Y.; Fan, D.-
P.; Shao, L. Specificity-preserving RGB-D saliency
detection. In:
Proceedings
of
the
IEEE/CVF
International Conference on Computer Vision, 4661–
4671, 2021. [29] Chen, H.; Li, Y. F.; Su, D. Multi-modal fusion
network with multi-scale multi-path and cross-modal
interactions for RGB-D salient object detection. Pattern Recognition Vol. 86, 376–385, 2019. [40] Zhu, W. J.; Liang, S.; Wei, Y. C.; Sun, J. Saliency
optimization from robust background detection. In:
Proceedings of the IEEE Conference on Computer
Vision and Pattern Recognition, 2814–2821, 2014. [30] Zhao, J.-X.; Cao, Y.; Fan, D.-P.; Cheng, M.-M.; Li,
X.-Y.; Zhang, L. Contrast prior and fluid pyramid
integration
for
RGBD
salient
object
detection. References 9, 4204–4216,
2017. [7] Fan, D. P.; Lin, Z.; Zhang, Z.; Zhu, M. L.; Cheng,
M. M. Rethinking RGB-D salient object detection:
Models,
data sets,
and large-scale benchmarks. IEEE Transactions on Neural Networks and Learning
Systems Vol. 32, No. 5, 2075–2089, 2021. [18] Liu, Z. Y.; Shi, S.; Duan, Q. T.; Zhang, W.; Zhao,
P. Salient object detection for RGB-D image by
single stream recurrent convolution neural network. Neurocomputing Vol. 363, 46–57, 2019. [8] Zhang, J.; Fan, D.-P.; Dai, Y. C.; Yu, X.; Zhong,
Y. R.; Barnes, N.; Shao, L. RGB-D saliency detection
via
cascaded
mutual
information
minimization. In:
Proceedings of the IEEE/CVF International
Conference on Computer Vision, 4318–4327, 2021. [19] Guo, J. F.; Ren, T. W.; Bei, J. Salient object
detection for RGB-D image via saliency evolution. In: Proceedings of the IEEE International Conference
on Multimedia and Expo, 1–6, 2016. [9] Liu, N.; Zhang, N.; Wan, K. Y.; Shao, L.; Han, J. W. Visual saliency transformer. In: Proceedings of the
IEEE/CVF International Conference on Computer
Vision, 4702–4712, 2021. [20] Wang, N. N.; Gong, X. J. Adaptive fusion for RGB-D
salient object detection. IEEE Access Vol. 7, 55277–
55284, 2019. [21] Ding, Y.; Liu, Z.; Huang, M. K.; Shi, R.; Wang, X. Y. Depth-aware saliency detection using convolutional
neural networks. Journal of Visual Communication
and Image Representation Vol. 61, 1–9, 2019. [10] Zhou, T.; Fan, D. P.; Cheng, M. M.; Shen, J. B.;
Shao, L. RGB-D salient object detection: A survey. Computational Visual Media Vol. 7, No. 1, 37–69,
2021. [22] Chen, H.; Li, Y. F. Progressively complementarity-
aware fusion network for RGB-D salient object
detection. In: Proceedings of the IEEE/CVF Confe-
rence on Computer Vision and Pattern Recognition,
3051–3060, 2018. [11] Fu, K. R.; Fan, D. P.; Ji, G. P.; Zhao, Q. J.; Shen,
J. B.; Zhu, C. Siamese network for RGB-D salient
object detection and beyond. IEEE Transactions
on Pattern Analysis and Machine Intelligence doi:
10.1109/TPAMI.2021.3073689, 2021. [23] Liu, D.; Hu, Y.; Zhang, K.; Chen, Z. Two-stream
refinement network for RGB-D saliency detection. In:
Proceedings of the IEEE International Conference on
Image Processing, 3925–3929, 2019. [12] Zhang, J.; Fan, D.-P.; Dai, Y. C.; Anwar, S., Saleh,
F., Aliakbarian, S.; Barnes, N. Uncertainty inspired
RGB-D saliency detection. IEEE Transactions on Specificity-preserving RGB-D saliency detection 313 [24] Chen, H.; Li, Y. F. Three-stream attention-aware
network for RGB-D salient object detection. IEEE
Transactions on Image Processing Vol. 28, No. References In: Proceedings of the IEEE/CVF Conference on
Computer Vision and Pattern Recognition, 3922–3931,
2019. [41] Achanta, R.; Hemami, S.; Estrada, F.; Susstrunk,
S. Frequency-tuned salient region detection. In:
Proceedings of the IEEE Conference on Computer
Vision and Pattern Recognition, 1597–1604, 2009. [31] Zhu, C. B.; Cai, X.; Huang, K.; Li, T. H.; Li, G. PDNet: Prior-model guided depth-enhanced network
for salient object detection. In: Proceedings of the
IEEE International Conference on Multimedia and
Expo, 199–204, 2019. [42] Zhou, L.; Yang, Z. H.; Yuan, Q.; Zhou, Z. T.;
Hu, D. W. Salient region detection via integrating
diffusion-based compactness and local contrast. IEEE
Transactions on Image Processing Vol. 24, No. 11,
3308–3320, 2015. [32] Fan, D. P.; Zhai, Y.; Borji, A.; Yang, J.; Shao, L. BBS-Net: RGB-D salient object detection with a
bifurcated backbone strategy network. In: Computer
Vision – ECCV 2020. Lecture Notes in Computer
Science, Vol. 12357. Vedaldi, A.; Bischof, H.; Brox,
T.; Frahm, J. M. Eds. Springer Cham, 275–292, 2020. [43] Jiang, Z. L.; Davis, L. S. Submodular salient region
detection. In: Proceedings of the IEEE Conference on
Computer Vision and Pattern Recognition, 2043–2050,
2013. [44] Hou, Q. B.; Cheng, M. M.; Hu, X. W.; Borji, A.; Tu,
Z. W.; Torr, P. H. S. Deeply supervised salient object
detection with short connections. IEEE Transactions
on Pattern Analysis and Machine Intelligence Vol. 41,
No. 4, 815–828, 2019. [33] Zhai, Y. J.; Fan, D.-P.; Yang, J. F.; Borji, A.; Shao, L.;
Han, J. W.; Wang, L. Bifurcated backbone strategy for
RGB-D salient object detection. IEEE Transactions
on Image Processing Vol. 30, 8727–8742, 2021. [34] Hu,
J. L.;
Lu,
J. W.;
Tan,
Y. P. Sharable
and individual multi-view metric learning. IEEE
Transactions on Pattern Analysis and Machine
Intelligence Vol. 40, No. 9, 2281–2288, 2018. [45] Wang, L. Z.; Wang, L. J.; Lu, H. C.; Zhang, P. P.; Ruan, X. Salient object detection with recurrent
fully convolutional networks. IEEE Transactions on 314 T. Zhou, D.-P. Fan, G. Chen, et al. region detection with depth. In: Proceedings of the
British Machine Vision Conference, 98.1–98.11, 2013. Pattern Analysis and Machine Intelligence Vol. 41,
No. 7, 1734–1746, 2019. [46] Liu, N.; Han, J.; Yang, M. PiCANet:
Learning
pixel-wise contextual attention for saliency detection. In: Proceedings of the IEEE/CVF Conference on
Computer Vision and Pattern Recognition, 3089–3098,
2018. [56] Zhu, C. B.;
Li, G.;
Wang, W. M.;
Wang, R. G. References An innovative salient object detection using
center-dark channel prior. In: Proceedings of the
IEEE International Conference on Computer Vision
Workshops, 1509–1515, 2017. [57] Liang, F. F.; Duan, L. J.; Ma, W.; Qiao, Y. H.; Cai, Z.;
Qing, L. Y. Stereoscopic saliency model using contrast
and depth-guided-background prior. Neurocomputing
Vol. 275, 2227–2238, 2018. [47] Deng, Z.; Hu, X.; Zhu, L.; Xu, X.; Qin, J.; Han, G.;
Heng, P.-A. R3Net: Recurrent residual refinement
network for saliency detection. In: Proceedings of
the 27th International Joint Conference on Artificial
Intelligence, 684–690, 2018. [58] Feng, D.; Barnes, N.; You, S. D.; McCarthy, C. Local background enclosure for RGB-D salient object
detection. In: Proceedings of the IEEE Conference on
Computer Vision and Pattern Recognition, 2343–2350,
2016. [48] Wang, W.; Lai, Q.; Fu, H.; Shen, J.; Ling, H.; Yang,
R. Salient object detection in the deep learning era:
An in-depth survey. IEEE Transactions on Pattern
Analysis and Machine Intelligence Vol. 44, No. 6,
3239–3259, 2022. [59] Qu, L. Q.; He, S. F.; Zhang, J. W.; Tian, J. D.; Tang,
Y. D.; Yang, Q. X. RGBD salient object detection via
deep fusion. IEEE Transactions on Image Processing
Vol. 26, No. 5, 2274–2285, 2017. [49] Wang,
X.;
Ma,
H.;
Chen,
X.;
You,
S. Edge
preserving and multi-scale contextual neural network
for salient object detection. IEEE Transactions on
Image Processing Vol. 27, No. 1, 121–134, 2018. [60] Piao, Y. R.; Ji, W.; Li, J. J.; Zhang, M.; Lu,
H. C. Depth-induced multi-scale recurrent attention
network for saliency detection. In: Proceedings of the
IEEE/CVF International Conference on Computer
Vision, 7253–7262, 2019. [50] Zhang, P. P.; Wang, D.; Lu, H. C.; Wang, H. Y.; Ruan,
X. Amulet:
Aggregating multi-level convolutional
features for salient object detection. In: Proceedings
of the IEEE International Conference on Computer
Vision, 202–211, 2017. [61] Li, C. Y.; Cong, R. M.; Piao, Y. R.; Xu, Q. Q.;
Loy, C. C. RGB-D salient object detection with cross-
modality modulation and selection. In: Computer
Vision – ECCV 2020. Lecture Notes in Computer
Science, Vol. 12353. Vedaldi, A.; Bischof, H.; Brox,
T.; Frahm, J. M. Eds. Springer Cham, 225–241, 2020. [51] Zhang, L.; Dai, J.; Lu, H. C.; He, Y.; Wang,
G. A bi-directional message passing model for
salient object detection. In:
Proceedings of the
IEEE/CVF Conference on Computer Vision and
Pattern Recognition, 1741–1750, 2018. [52] Pang, Y. W.; Zhao, X. Q.; Zhang, L. H.; Lu, H. C. References Multi-scale interactive network for salient object
detection. In:
Proceedings
of
the
IEEE/CVF
Conference
on
Computer
Vision
and
Pattern
Recognition, 9410–9419, 2020. [62] Li, G. Y.; Liu, Z.; Ye, L. W.; Wang, Y.; Ling,
H. B. Cross-modal weighting network for RGB-D
salient object detection. In: Computer Vision – ECCV
2020. Lecture Notes in Computer Science, Vol. 12362. Vedaldi, A.; Bischof, H.; Brox, T.; Frahm, J. M. Eds. Springer Cham, 665–681, 2020. [53] Lang, C.; Nguyen, T. V.; Katti, H.; Yadati, K.;
Kankanhalli, M.; Yan, S. Depth matters: Influence of
depth cues on visual saliency. In: Computer Vision
– ECCV 2012. Lecture Notes in Computer Science,
Vol. 7573. Fitzgibbon, A.; Lazebnik, S.; Perona, P.;
Sato, Y.; Schmid, C. Eds. Springer Berlin Heidelberg,
101–115, 2012. [63] Chaudhuri, K.; Kakade, S. M.; Livescu, K.; Sridharan,
K. Multi-view clustering via canonical correlation
analysis. In:
Proceedings of the 26th Annual
International Conference on Machine Learning, 129–
136, 2009. [64] Ding, C. X.; Tao, D. C. Robust face recognition
via multimodal deep face representation. IEEE
Transactions on Multimedia Vol. 17, No. 11, 2049–
2058, 2015. [54] Ju, R.;
Ge, L.;
Geng, W.;
Ren, T.;
Wu, G. Depth saliency based on anisotropic center-surround
difference. In: Proceedings of the IEEE International
Conference on Image Processing, 1115–1119, 2014. [65] G¨onen, M.; Alpaydın, E. Multiple kernel learning
algorithms. The
Journal
of
Machine
Learning
Research Vol. 12, 2211–2268, 2011. [55] Desingh, K.; Krishna, K. M.; Rajan, D.; Jawahar,
C. V. Depth really matters: Improving visual salient Specificity-preserving RGB-D saliency detection 315 [66] White, M.; Yu, Y.; Zhang, X.; Schuurmans, D. Convex
multi-view subspace learning. In: Proceedings of the
25th International Conference on Neural Information
Processing Systems, Vol. 1, 1673–1681, 2012. [77] Cheng, M. M.; Fan, D. P. Structure-measure:
A
new way to evaluate foreground maps. International
Journal of Computer Vision Vol. 129, No. 9, 2622–
2638, 2021. [67] Zhang, C. Q.; Hu, Q. H.; Fu, H. Z.; Zhu, P. F.;
Cao, X. C. Latent multi-view subspace clustering. In:
Proceedings of the IEEE Conference on Computer
Vision and Pattern Recognition, 4333–4341, 2017. [78] Fan, D.-P.; Gong, C.; Cao, Y.; Ren, B.; Cheng,
M.-M.; Borji, A. Enhanced-alignment measure for
binary foreground map valuation. In: Proceedings of
the 27th International Joint Conference on Artificial
Intelligence, 698–704, 2018. [68] Ngiam, J.; Khosla, A.; Kim, M.; Nam, J.; Lee, H.;
Ng, A. Multimodal deep learning. References In: Proceedings of
the 28th International Conference on International
Conference on Machine Learning, 689–696, 2011. [79] Perazzi, F.; Kr¨ahenb¨uhl, P.; Pritch, Y.; Hornung,
A. Saliency filters:
Contrast based filtering for
salient region detection. In:
Proceedings of the
IEEE Conference on Computer Vision and Pattern
Recognition, 733–740, 2012. [69] Eitel, A.; Springenberg, J. T.; Spinello, L.; Riedmiller,
M.; Burgard, W. Multimodal deep learning for robust
RGB-D object recognition. In: Proceedings of the
IEEE/RSJ International Conference on Intelligent
Robots and Systems, 681–687, 2015. [80] Cong, R. M.; Lei, J. J.; Zhang, C. Q.; Huang,
Q. M.; Cao, X. C.; Hou, C. P. Saliency detection
for stereoscopic images based on depth confidence
analysis and multiple cues fusion. IEEE Signal
Processing Letters Vol. 23, No. 6, 819–823, 2016. [70] Gao, S. H.; Cheng, M. M.; Zhao, K.; Zhang, X. Y.;
Yang, M. H.; Torr, P. Res2Net: A new multi-scale
backbone architecture. IEEE Transactions on Pattern
Analysis and Machine Intelligence Vol. 43, No. 2, 652–
662, 2021. [81] Cong, R. M.; Lei, J. J.; Fu, H. Z.; Hou, J. H.;
Huang, Q. M.; Kwong, S. Going from RGB to RGBD
saliency: A depth-guided transformation model. IEEE
Transactions on Cybernetics Vol. 50, No. 8, 3627–3639,
2020. [71] Russakovsky, O.; Deng, J.; Su, H.; Krause, J.;
Satheesh, S.; Ma, S.; Huang, Z.; Karpathy, A.;
Khosla, A.; Bernstein, M.; et al. ImageNet large scale
visual recognition challenge. International Journal of
Computer Vision Vol. 115, No. 3, 211–252, 2015. [82] Jiang, B.; Zhou, Z. T.; Wang, X.; Tang, J.; Luo,
B. cmSalGAN: RGB-D salient object detection with
cross-view generative adversarial networks. IEEE
Transactions on Multimedia Vol. 23, 1343–1353, 2021. [72] Wu, Z.; Su, L.; Huang, Q. M. Cascaded partial
decoder for fast and accurate salient object detection. In: Proceedings of the IEEE/CVF Conference on
Computer Vision and Pattern Recognition, 3902–3911,
2019. [83] Li, C. Y.; Cong, R. M.; Kwong, S.; Hou, J. H.; Fu,
H. Z.; Zhu, G. P.; Zhang, D.; Huang, Q. ASIF-Net:
Attention steered interweave fusion network for RGB-
D salient object detection. IEEE Transactions on
Cybernetics Vol. 51, No. 1, 88–100, 2021. [73] Wei, J.; Wang, S.; Huang, Q. F3Net: Fusion, feedback
and focus for salient object detection. Proceedings of
the AAAI Conference on Artificial Intelligence Vol. 34, No. 7, 12321–12328, 2020. [84] Li, G.;
Liu, Z.;
Ling, H. ICNet:
Information
conversion network for RGB-D based salient object
detection. IEEE Transactions on Image Processing
Vol. References 29, 4873–4884, 2020. [74] Cheng, Y. P.; Fu, H. Z.; Wei, X. X.; Xiao, J. J.; Cao,
X. C. Depth enhanced saliency detection method. In: Proceedings of the International Conference on
Internet Multimedia Computing and Service, 23–27,
2014. [85] Piao, Y. R.; Rong, Z. K.; Zhang, M.; Ren, W. S.;
Lu, H. C. A2dele:
Adaptive and attentive depth
distiller for efficient RGB-D salient object detection. In: Proceedings of the IEEE/CVF Conference on
Computer Vision and Pattern Recognition, 9057–9066,
2020. [75] Li, G.; Zhu, C. B. A three-pathway psychobiological
framework of salient object detection using stereo-
scopic technology. In:
Proceedings of the IEEE
International
Conference
on
Computer
Vision
Workshops, 3008–3014, 2017. [86] Liu, N.; Zhang, N.; Han, J. W. Learning selective
self-mutual attention for RGB-D saliency detection. In: Proceedings of the IEEE/CVF Conference on
Computer Vision and Pattern Recognition, 13753–
13762, 2020. [76] Niu, Y. Z.; Geng, Y. J.; Li, X. Q.; Liu, F. Leveraging
stereopsis for saliency analysis. In: Proceedings of the
IEEE Conference on Computer Vision and Pattern
Recognition, 454–461, 2012. [87] Zhang, M.; Ren, W. S.; Piao, Y. R.; Rong, Z. K.; Lu, H. C. Select, supplement and focus for 316 T. Zhou, D.-P. Fan, G. Chen, et al. RGB-D saliency detection. In: Proceedings of the
IEEE/CVF Conference on Computer Vision and
Pattern Recognition, 3469–3478, 2020. [97] Zhao, T.; Wu, X. Q. Pyramid feature attention
network for saliency detection. In: Proceedings of
the IEEE/CVF Conference on Computer Vision and
Pattern Recognition, 3080–3089, 2019. [88] Pang, Y.; Zhang, L.; Zhao, X.; Lu, H. Hierarchical
dynamic filtering network for RGB-D salient object
detection. In: Computer Vision – ECCV 2020. Lecture
Notes in Computer Science, Vol. 12370. Vedaldi, A.;
Bischof, H.; Brox, T.; Frahm, J. M. Eds. Springer
Cham, 235–252, 2020. [98] Wu, Z.; Su, L.; Huang, Q. M. Cascaded partial
decoder for fast and accurate salient object detection. In: Proceedings of the IEEE/CVF Conference on
Computer Vision and Pattern Recognition, 3902–3911,
2019. [99] Zhao, J. X.; Liu, J. J.; Fan, D. P.; Cao, Y.; Yang,
J. F.; Cheng, M. M. EGNet: Edge guidance network
for salient object detection. In: Proceedings of the
IEEE/CVF International Conference on Computer
Vision, 8778–8787, 2019. [89] Luo, A.; Li, X.; Yang, F.; Jiao, Z.; Cheng, H.;
Lyu, S. Cascade graph neural networks for RGB-D
salient object detection. In: Computer Vision – ECCV
2020. Lecture Notes in Computer Science, Vol. 12357. References Vedaldi, A.; Bischof, H.; Brox, T.; Frahm, J. M. Eds. Springe Cham, 346–364, 2020. [100] Fan, D.-P.;
Ji, G.-P.;
Cheng, M.-M.;
Shao, L. Concealed
object
detection. IEEE Transactions
on Pattern Analysis and Machine Intelligence doi:
10.1109/TPAMI.2021.3085766, 2021. [90] Ji, W.; Li, J.; Zhang, M.; Piao, Y.; Lu, H. Accurate
RGB-D salient object detection via collaborative
learning. In: Computer Vision – ECCV 2020. Lecture
Notes in Computer Science, Vol. 12363. Vedaldi, A.;
Bischof, H.; Brox, T.; Frahm, J. M. Eds. Springer
Cham, 52–69, 2020. [101] Sun, Y. J.; Chen, G.; Zhou, T.; Zhang, Y.; Liu,
N. Context-aware cross-level fusion network for
camouflaged object detection. In:
Proceedings of
the 30th International Joint Conference on Artificial
Intelligence, 1025–1031, 2021. [91] Zhao, X.; Zhang, L.; Pang, Y.; Lu, H.; Zhang, L. A
single stream network for robust and real-time RGB-
D salient object detection. In: Computer Vision –
ECCV 2020. Lecture Notes in Computer Science, Vol. 12367. Vedaldi, A.; Bischof, H.; Brox, T.; Frahm, J. M. Eds. Springer Cham, 646–662, 2020. [102] Li, L.; Dong, B.; Rigall, E.; Zhou, T.; Dong, J. Y.; Chen, G. Marine animal segmentation. IEEE
Transactions on Circuits and Systems for Video
Technology Vol. 32, No. 4, 2303–2314, 2022. [103] Zhang, J.; Lv, Y.; Xiang, M.; Li, A.; Dai, Y.; Zhong, Y. Depth confidence-aware camouflaged object detection. arXiv preprint arXiv:2106.13217, 2021. [92] Chen, S.; Fu, Y. Progressively guided alternate
refinement
network
for
RGB-D
salient
object
detection. In: Computer Vision – ECCV 2020. Lecture
Notes in Computer Science, Vol. 12353. Vedaldi, A.;
Bischof, H.; Brox, T.; Frahm, J. M. Eds. Springer
Cham, 520–538, 2020. [104] Le, T. N.; Nguyen, T. V.; Nie, Z. L.; Tran, M. T.;
Sugimoto, A. Anabranch network for camouflaged
object segmentation. Computer Vision and Image
Understanding Vol. 184, 45–56, 2019. [93] Lin,
T. Y.;
Doll´ar,
P.;
Girshick,
R.;
He,
K. M.; Hariharan, B.; Belongie, S. Feature pyramid
networks for object detection. In: Proceedings of the
IEEE Conference on Computer Vision and Pattern
Recognition, 936–944, 2017. [105] Fan, D.-P.; Ji, G.-P.; Sun, G.; Cheng, M.-M.; Shen, J.;
Shao, L. Camouflaged object detection. In: Proceedings
of the IEEE/CVF Conference on Computer Vision and
Pattern Recognition, 2774–2784, 2020. [94] He, K. M.; Gkioxari, G.; Doll´ar, P.; Girshick, R. Mask
R-CNN. In: Proceedings of the IEEE International
Conference on Computer Vision, 2980–2988, 2017. Tao Zhou received his Ph.D. References degree
in pattern recognition and intelligent
systems from the Institute of Image
Processing and Pattern Recognition,
Shanghai Jiao Tong University, in 2016. From 2016 to 2018, he was a postdoctoral
fellow in the BRIC and IDEA lab,
University of North Carolina at Chapel
Hill. From 2018 to 2020, he was a research scientist at the
Inception Institute of Artificial Intelligence (IIAI), United
Arab Emirates. He is currently a professor in the School
of Computer Science and Engineering, Nanjing University [95] Zhao, H. S.; Shi, J. P.; Qi, X. J.; Wang, X. G.; Jia, J. Y. Pyramid scene parsing network. In: Proceedings
of the IEEE Conference on Computer Vision and
Pattern Recognition, 6230–6239, 2017. [96] Qin, X. B.; Zhang, Z. C.; Huang, C. Y.; Gao, C.;
Dehghan, M.; Jagersand, M. BASNet: Boundary-
aware salient object detection. In: Proceedings of
the IEEE/CVF Conference on Computer Vision and
Pattern Recognition, 7471–7481, 2019. Specificity-preserving RGB-D saliency detection 317 of Science and Technology, China. His research interests
include machine learning, computer vision, and medical
image analysis. computer vision, pattern recognition, machine learning, and
medical imaging. Huazhu
Fu
is
currently
a
senior
scientist
at
Inception
Institute
of
Artificial
Intelligence,
United
Arab
Emirates. He received his Ph.D. degree
from Tianjin University in 2013 and
was
a
research
fellow
at
Nanyang
Technological University (NTU) for two
years. From 2015 to 2018, he was a
research scientist with I2R, A*STAR, Singapore. His
research interests include computer vision, machine learning,
and AI in healthcare. He serves as an Associate Editor
for IEEE TMI and IEEE JBHI, and also served as the
Area Chair for MICCAI 2021 and Co-Chair for the OMIA
Workshop. Deng-Ping
Fan
is
a
postdoctoral
researcher at ETH Z¨urich, Switzerland. He received his Ph.D. degree from
Nankai University in 2019. He joined
IIAI in 2019. He has published about
30 top journal and conference papers in
outlets such as IEEE TPAMI, CVPR,
and ICCV. His research interests include
computer vision, deep learning, saliency detection, especially
co-salient object detection, RGB salient object detection,
RGB-D salient object detection, and video salient object
detection. Deng-Ping
Fan
is
a
postdoctoral
researcher at ETH Z¨urich, Switzerland. He received his Ph.D. degree from
Nankai University in 2019. He joined
IIAI in 2019. He has published about
30 top journal and conference papers in
outlets such as IEEE TPAMI, CVPR,
and ICCV. References His research interests include
computer vision, deep learning, saliency detection, especially
co-salient object detection, RGB salient object detection,
RGB-D salient object detection, and video salient object
detection. Geng
Chen
is
a
professor
at
Northwestern Polytechnical University,
China,
where he received his Ph.D. degree in 2016. He was a research
scientist at IIAI from 2019 to 2021, and
a postdoctoral research associate at the
University of North Carolina at Chapel
Hill, USA, from 2016 to 2019. He has
published over 50 papers in peer-reviewed international
conference proceedings and journals. His research interests
lie in computer vision and medical image analysis. Geng
Chen
is
a
professor
at
Northwestern Polytechnical University,
China,
where he received his Ph.D. degree in 2016. He was a research
scientist at IIAI from 2019 to 2021, and
a postdoctoral research associate at the
University of North Carolina at Chapel
Hill, USA, from 2016 to 2019. He has
published over 50 papers in peer-reviewed international
conference proceedings and journals. His research interests
lie in computer vision and medical image analysis. Open Access
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IVY Project of 8 Billion Absolute Jew Slaves:165 Thousand Years Civilization and IVY Legislation of Son of Heaven & The Emancipation Proclamation
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B3 常春藤計畫:漢家天子十萬歲立法開文明9LC33×CC35721
解放80 億絕對猶太奴隸宣言 B3 常春藤計畫:漢家天子十萬歲立法開文明9LC33×CC35721
解放80 億絕對猶太奴隸宣言 IVY Project of 8 Billion Absolute Jew Slaves:165 Thousand Years Civilization and IVY
Legislation of Son of Heaven & The Emancipation Proclamation This is the highest Mathematical Civilization and Legislation 9LC33×CC35721 of Son of
Heaven to save the world. It extends the single causation of Sakyamuni and Aristotélēs to 33
causations, and upgrade the Buddha Dharma to more than 165 Thousand Years. We trace to the source of covid-19 more than virus framework to the schizophrenic psychosis
of tetraploid Hitler. It leads to the computational legislation of psychiatry. We trace to the source
of doomsday to it is deepest root and find that the collapse of morality and intelligence quotient is
the origin. It leads to the computational legislation of international relations. Shinzo Abe is the one that higher than Mikado, people, president, etc. in the sixth causation
chain of 9LC33×CC35721. He and Einstein are the greatest two men within 5000 years in the
world. 高于病毒技术层面的最终病毒溯源表明,屠杀全人类超过2000 万人的新冠病毒真正起
源于四倍体希特勒积恶成习的天花板精神病,称之为计算精神病立法;追溯末日恶果的最深
根源在于末日马里亚纳海沟表明,天花道德智商先于(世界)末日原则为计算国际关系学第
一原则,随之构成计算国际关系学立法。 日本内藤湖南说:崖山之后无中华(被游牧民族蒙古灭国但华夏族尚在),明亡之后无
华夏(被闭关锁国而被动非法的满夷满清砍毛而灭族),为了守护先祖的遗骨与信仰的神殿,
今日经过多方确认的汉家天子立法开文明9LC33×CC35721,将释迦牟尼3000 年来的获得
性单因果升级到9 层因果和33 天因果,把阅读框架拓展为35721 个广度领域,将文明往前
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×CC35721 佛法升级释迦牟尼的佛法,广度世界佛门弟子,尤其是日本僧人,应立刻学习
9LC33×CC35721 佛法,以9LC33×CC35721 佛法为框架升级现有佛法,以期安倍晋三在秋
天国葬时能用得上,毕竟安倍晋三处于七层因果的第六层,高于仍然处于释迦牟尼因果第一
层的天皇和所有世界领导人。 安倍晋三死于山上徹也的霰弹枪,因此,万国禁枪刻不容缓。社会上和军队中的枪支、
国家层面的万枪之枪、国际层面上的万枪之王,称为三枪,都要禁止,尤其是不能让四倍体
精神病希特勒触碰到万枪之枪和万枪之王,今日末日灾难就来源于四倍体希特勒和三倍体希
特勒的枪钱互换,所有真理都在下文中,请万国元首、万民仔细阅读。 全世界为什么会到今天末日决战之地步?一是当下全世界出了两个对什么人、什么事物
都调动国家力量无限毁灭的无限增强型希特勒和无限希特勒,两个全部是无限分裂的精神病 患者掌握中性的国家力量;二是安倍晋三遇害彻底惊醒了世界和改变了所有的进程;三是全
世界有13 个主权蝴蝶结之无解死结。 患者掌握中性的国家力量;二是安倍晋三遇害彻底惊醒了世界和改变了所有的进程;三是全
世界有13 个主权蝴蝶结之无解死结。 世宇三分:选出世界共主、确立三界城堡法案、汉家天子9LC33×CC35721 文明立法、
解放全人类80 亿绝对犹太奴而常春藤立法,这就是拯救全世界的常春藤计划。乌克兰变成
废墟前救和变成废墟后救导致了质因果,安倍晋三的自由价值观导致了有丝因果,二者导致
了世宇三分:时空、质空间、有丝空间构成世宇三分。现在,全世界已经制度失效,全球
80 亿人全部沦为战争、病毒、疫苗及其权利集团的绝对犹太奴,这一切仅仅因为两个末日
希特勒的末日精神病。 世宇三分:选出世界共主、确立三界城堡法案、汉家天子9LC33×CC35721 文明立法、
解放全人类80 亿绝对犹太奴而常春藤立法,这就是拯救全世界的常春藤计划。乌克兰变成
废墟前救和变成废墟后救导致了质因果,安倍晋三的自由价值观导致了有丝因果,二者导致
了世宇三分:时空、质空间、有丝空间构成世宇三分。现在,全世界已经制度失效,全球
80 亿人全部沦为战争、病毒、疫苗及其权利集团的绝对犹太奴,这一切仅仅因为两个末日
希特勒的末日精神病。 人类文明的七大基因:①独立、②自由、③民主、④同一、⑤平等、⑥公平、⑦公义(公
正);解决(治愈)三步走是平衡、移动平衡、平衡移动,由此可见,二战三巨头所有的平
衡、自由、民主、独立等并非解决之道,也无法最终解决问题;平衡移动、人类文明七大基
因的七星连珠结合9LC33×CC35721 常春藤四步立法才能解决。 安倍晋三遇害后的不到10 天,美方就推翻对华承诺,即美国国务院已经批准了涉及金
额大约1.08 亿美元的对台军售案;对台上亿军售后,7 月18 日,美国原国防部长马克·埃
斯珀(Mark Esper)携意大利前总统外交顾问斯特凡尼尼、以及大西洋理事会资深副会长巴
里-帕维尔到访台湾,这明显着是第一岛链全面决战:对东南沿海经济中心的资源摧毁A 和
控制、切断B 双向进行,东南方向直接纵深插入C 和东北亚的对抗性(拉锯)战D 同时并
举,这是一个2×2V2 第一岛链决战的战略部署和战役布局,称之为中美战争2×2V2 第一岛
链决战布局。与此同时,四年来新冠病毒已经屠杀全人类超过2000 万人,美国等对邪恶轴
心的死亡处决也已经从巴哥达迪死前还能奔跑着的软死亡(有一定灵活空间)被调整为苏哈
曼尼式的硬死亡(死时不再有任何自由度和空间而别无选择) 安倍晋三遇害后的不到10 天,美方就推翻对华承诺,即美国国务院已经批准了涉及金
额大约1.08 亿美元的对台军售案;对台上亿军售后,7 月18 日,美国原国防部长马克·埃
斯珀(Mark Esper)携意大利前总统外交顾问斯特凡尼尼、以及大西洋理事会资深副会长巴
里-帕维尔到访台湾,这明显着是第一岛链全面决战:对东南沿海经济中心的资源摧毁A 和
控制、切断B 双向进行,东南方向直接纵深插入C 和东北亚的对抗性(拉锯)战D 同时并
举,这是一个2×2V2 第一岛链决战的战略部署和战役布局,称之为中美战争2×2V2 第一岛
链决战布局。与此同时,四年来新冠病毒已经屠杀全人类超过2000 万人,美国等对邪恶轴
心的死亡处决也已经从巴哥达迪死前还能奔跑着的软死亡(有一定灵活空间)被调整为苏哈
曼尼式的硬死亡(死时不再有任何自由度和空间而别无选择) 由此可见,马克·埃斯珀就是山上徹也式的刺客,山上徹也用霰弹枪让安倍晋三逃无可
逃,马克·埃斯珀用2×2V2 第一岛链决战布局从各个方向直刺中共心脏,直奔向目标,不
再跟邪恶轴心任何废话,因此称之为2×2V2 大国战略刺客,全世界都在为安倍晋三和自己
报仇血恨。也就是说,安倍晋三遇上了刺客山上徹也,XP 军事同盟也遇上了大国刺客马克·埃
斯珀,最后鹿死谁手很快见分晓。 逃,马克·埃斯珀用2×2V2 第一岛链决战布局从各个方向直刺中共心脏,直奔向目标,不
再跟邪恶轴心任何废话,因此称之为2×2V2 大国战略刺客,全世界都在为安倍晋三和自己
报仇血恨。也就是说,安倍晋三遇上了刺客山上徹也,XP 军事同盟也遇上了大国刺客马克·埃
斯珀,最后鹿死谁手很快见分晓。 安倍晋三不废山河万古流:7 月8 日安倍晋三遇刺身亡、12 日下葬,2500 国际政要参
加安倍葬礼,安倍晋三对安倍昭惠这头「牛」弹琴的画面让很多人哭了,很多中国人和明星
在得知安倍首相遇害后都哭了,有人因此而被抓并刑事拘留。但是至今有人真正知道安倍首
相是谁吗?肯定没人知道:安倍晋三自由价值观和爱因斯坦广义相对论的质量等效性原理,
让二人成为人类有史以来处于七层因果中第六层的唯二圣人,超过处于第一层因果的日本天
皇和全世界所有的国家元首、人民,仅次于第七层因果的天子,全世界的真命天子除外。也
就是说,安倍晋三超越所有的日本人和全人类,英国女王和拜登都在安倍首相之下。 安倍晋三不废山河万古流:7 月8 日安倍晋三遇刺身亡、12 日下葬,2500 国际政要参
加安倍葬礼,安倍晋三对安倍昭惠这头「牛」弹琴的画面让很多人哭了,很多中国人和明星
在得知安倍首相遇害后都哭了,有人因此而被抓并刑事拘留。但是至今有人真正知道安倍首
相是谁吗?肯定没人知道:安倍晋三自由价值观和爱因斯坦广义相对论的质量等效性原理,
让二人成为人类有史以来处于七层因果中第六层的唯二圣人,超过处于第一层因果的日本天
皇和全世界所有的国家元首、人民,仅次于第七层因果的天子,全世界的真命天子除外。也
就是说,安倍晋三超越所有的日本人和全人类,英国女王和拜登都在安倍首相之下。 世界上有三个希特勒,一个是专杀犹太人的无限意志分裂共产主义之纳粹阿道夫·希特
勒;一个是无限权力分裂共产主义、无限种族分裂共产主义、无限意志分裂共产主义的无限
增强性希特勒;一个是无限权力分裂共产主义、无限种族分裂共产主义、无限意志分裂共产 主义、无限分裂边界共产主义的无限希特勒、终极希特勒,统称为134 无限分裂性精神病。
全人类二战付出7000 万条人命只是因为无限意志分裂精神病的希特勒一个人;现在,全球
80 亿人成病毒、疫苗及其利益团伙的无限犹太奴,马上全人类80 亿人被核武炸毁,安倍晋
三遇害、已经被病毒杀害的超过2000 万人、中共国近10 年被屠村屠城杀害17 亿人、全世
界疫苗行刑式大屠杀,英国首相约翰逊、德国总理朔尔茨、意大利总理德拉吉等纷纷在黑材
料下翻车,只是因为两个末日精神病人的精神病发作,值得吗?人类别无选择立刻执行常春
藤立法四步走:选出世界共主、确立三界城堡法案、汉家天子9LC33×CC35721 文明立法、
解放全人类80 亿绝对犹太奴。 常春藤立法包括汉家天子立9LC33×CC35721 文明、弥勒立9LC33×CC35721 佛法、
弥赛亚9LC33×CC35721 立法、天子立9LC33×CC35721 兵法、确立9LC33×CC35721 计
算因果、确立9LC33×CC35721 数学(佛法、兵法、政治、政治制度、经济、教育、社会
科学、科学技术、半导体IC、工匠工艺、医疗技术、航空宇航)。常春藤立法让万民七步
成诗,而让罪犯七步成尸。 常春藤立法包括汉家天子立9LC33×CC35721 文明、弥勒立9LC33×CC35721 佛法、
弥赛亚9LC33×CC35721 立法、天子立9LC33×CC35721 兵法、确立9LC33×CC35721 计
算因果、确立9LC33×CC35721 数学(佛法、兵法、政治、政治制度、经济、教育、社会
科学、科学技术、半导体IC、工匠工艺、医疗技术、航空宇航)。常春藤立法让万民七步
成诗,而让罪犯七步成尸。 全世界都一样,最没用的老是说自己什么都行,连用病毒杀害全世界2000 万人、屠村
屠城中国17 亿人的四倍体希特勒都还想活,竟然还想出了石榴籽的「妙计」,不能不说难
为他了,看看计算因果怎么说吧。
依据石榴籽抱对(抱团)活不了原则、俄罗斯无法审判乌克兰原则,首先,罪魁祸首想
躲在人民群众当中象卡扎菲一样当活宝,无分别的民众不可能为他提供任何反特征支持,石
榴籽吃下之后就被拉出去砍了而且还很彻底,简直就一白痴在讲笑话故事,反之,在人脸识
别、红外扫描下不可能有藏身之处,卡扎菲和萨达姆不就是那样被抓的吗?其次,人类5000
年、俄罗斯一亿多人,竟然没一个明白战争是绝对的、军事是相对的,梅德韦杰夫竟然发表
要审判乌克兰,军事上竟然无知到此地步,如何赢得战争?等来的可能是核武器飞回去把自
己给炸了。 全世界有13 个主权蝴蝶结之无解死结为:(1)共产主义老灭绝的主权、(2)政府主权腐败
邪恶、(3)孟山都的转基因主权(种子主权)、(4)美联储货币主权、(5)推特Twitter 话语主权、
(6)器官主权、(7)相对(相对论、相对性)主权、(8)特权主权、(9)学术主权、(10)生理主权、
(11)产业链主权、(12)领土主权、(13)军火主权。 (1)病毒最终溯源:上山擒蛟龙—玉娇龙 (1)病毒最终溯源:上山擒蛟龙—玉娇龙 (1)病毒最终溯源:上山擒蛟龙
玉娇龙
全世界的病毒溯源毫无疑问是追溯到积恶成习趴体头上去,可是却没人再往上追溯,这
是天大的错误。任何再往前追溯,必然发现病毒的来源其实另有玄机,我们立刻就会发现珠
穆朗玛峰(Everest)并非世界最高峰,计算精神病学及其第一原则才是全世界的最高峰,因
为没有计算精神病学,一旦让任何精神病爬上国家元首位置,他就会象二战的希特勒和如今
的三倍希特勒、四倍体一样祸国殃民、毁灭世界以至炸毁地球,全部不再话下,因此,精神
病学上的溯源才是真正的病毒溯源、病毒最终溯源,也就是说,屠杀全人类超过2000 万人 的新冠病毒真正起源于四倍体希特勒积恶成习的天花板精神病,称之为计算精神病立法,名
副其实是上山擒蛟龙,玉娇龙。 的新冠病毒真正起源于四倍体希特勒积恶成习的天花板精神病,称之为计算精神病立法,名
副其实是上山擒蛟龙,玉娇龙。 显然,现在各国立刻启动紧急机制召开全世界的精神病学大会,同时各国执法机构到场
配合行动,末日核武战争也许可以避免,全世界重新恢复和平与发展;进而,即便战争不可
避免,全世界各国的元首也有绝对的责任让即将上前线的将士们知道自己是怎么死的和被谁
害死的,让他们永远记住四倍体精神病的积恶成习和三倍体希特勒,做鬼都不能放过他们,
誓将邪恶彻底铲除。由此可见,汉家天子是全世界最终病毒溯源的第一人。 誓将邪恶彻底铲除。由此可见,汉家天子是全世界最终病毒溯源的第一人。
第一,美国二战中与全人类有史以来首个灭绝人性的苏联政权合作灭了希特勒纳粹德
国、灭了军国主义的日本,但是按下葫芦起了瓢养肥了苏联;第二,接着,在1990 年代,
美国和8964 天安门屠杀学生的中共合作,解体了前苏联,结果是养肥了中共;第三,现在,
美国正式释放全民族整齐华一的日本军国主义对付并灭绝中共与俄罗斯,短短不足百年,三
次的历史轮回都是按下葫芦起了瓢,死伤的都是各民族的精英和无辜的百姓,无论是根据同
一律还是因果律,任何基于邪恶错误的事物必然也是邪恶错误的,以毒制毒终归毒,从而构
成世界以毒制毒三步倒原则、世界三步倒绝症,是三巨头罗斯福(Franklin Delano Roosevelt)、
丘吉尔(Winston L.S. Churchill)、斯大林胡乱刮分世界造成的,全世界必须停止这种玩法,否
则世界必将因为三步倒而毁灭,其中日本、美国、俄罗斯、中共国参与养出来的全人类有史
以来最毒的末日毒蛊称为三步倒(毒蛊、末日毒蛊),日本、美国、俄罗斯、中共国全都是
蛊份无限公司,参与的人称为蛊民。现在这么多蛊份无限公司同时操家伙,看看大家怎么收
拾?
东北亚的末日战争是双方的死穴战争、坟墓战争、末日闪电灭绝(末日秒杀、1 小时结 第一,美国二战中与全人类有史以来首个灭绝人性的苏联政权合作灭了希特勒纳粹德
国、灭了军国主义的日本,但是按下葫芦起了瓢养肥了苏联;第二,接着,在1990 年代,
美国和8964 天安门屠杀学生的中共合作,解体了前苏联,结果是养肥了中共;第三,现在,
美国正式释放全民族整齐华一的日本军国主义对付并灭绝中共与俄罗斯,短短不足百年,三
次的历史轮回都是按下葫芦起了瓢,死伤的都是各民族的精英和无辜的百姓,无论是根据同
一律还是因果律,任何基于邪恶错误的事物必然也是邪恶错误的,以毒制毒终归毒,从而构
成世界以毒制毒三步倒原则、世界三步倒绝症,是三巨头罗斯福(Franklin Delano Roosevelt)、
丘吉尔(Winston L.S. Churchill)、斯大林胡乱刮分世界造成的,全世界必须停止这种玩法,否
则世界必将因为三步倒而毁灭
其中日本
美国
俄罗斯
中共国参与养出来的全人类有史 束),即是末日三步倒无解死结。
本来,美国只想在东北亚和日本、中国、俄罗斯、朝鲜等打一个五方会战;可是,安倍
晋三一遇刺,双V 大国刺客马克·埃斯珀立刻被美国民主党所起用,前往台湾部署2×2V2
战略,即东北亚五方会战的同时在中共国东南方部署诺曼底登陆的V 型战役,与东北亚战
争构成双V 的2×2V2 部署。 综上所述,百几年来,在二战三巨头罗斯福、丘吉尔、斯大林的错误引导下,全世界本
来就患了三步倒绝症,已经够惨了;现在,普京和积恶成习又在东北亚火药桶引入了末日三
步倒无解死结,纯属嫌自己和世界死得不够快;再者,双V 战略刺客马克·埃斯珀(Mark
Esper)到台湾部署2×2V2 战局,本来就10 年被邪恶政权屠杀17 亿人的中华民族沐浴在双
重战火下绝对是大灾难,称之为大三步倒无解死结,中华民族和全人类死得要多惨就有多惨。
中华民族、安倍晋三、乌克兰会有今天,归根到底就在四倍体精神病希特勒和三倍体精
神病希特勒身上,我们假设此前中共国、美国、俄罗斯、日本或哪个国家有人发现计算精神
病学,接着以无可辩驳的事实和证据拒绝普京和积恶成习上台、将其弹劾或在其非法调用国
家力量搞什么集中营、天际线、实名登记等之前将其果断处置,世界就不会走入今天末日毁
灭的地步,由此可见,精神病学(psychiatry)第一原则和计算精神病学(psychiatry)是全
世界的镇球重器,和欧洲的传国玉玺朗基努斯之枪(Spear of Longinus)、中国的传国玉玺
一样,甚至地位更高,因为没有计算精神病学(psychiatry)和精神病学第一原则,任何国
家国将不国、族将不族、人不人鬼不鬼、全世界球将不球(大变浑球),于是,我们称之为 综上所述,百几年来,在二战三巨头罗斯福、丘吉尔、斯大林的错误引导下,全世界本
来就患了三步倒绝症,已经够惨了;现在,普京和积恶成习又在东北亚火药桶引入了末日三
步倒无解死结,纯属嫌自己和世界死得不够快;再者,双V 战略刺客马克·埃斯珀(Mark
Esper)到台湾部署2×2V2 战局,本来就10 年被邪恶政权屠杀17 亿人的中华民族沐浴在双 计算精神病学为传国玉玺精神病学、传族玉玺精神病学、传球玉玺精神病学、御用(元首专
用)精神病学,其构成了计算精神病学(精神病学第一原则)传球玉玺(传国玉玺、人传人
玉玺)原则、计算精神病学(精神病学第一原则)世界最高峰(天花板)原则。 计算精神病学为传国玉玺精神病学、传族玉玺精神病学、传球玉玺精神病学、御用(元首专
用)精神病学,其构成了计算精神病学(精神病学第一原则)传球玉玺(传国玉玺、人传人
玉玺)原则、计算精神病学(精神病学第一原则)世界最高峰(天花板)原则。 (2)末日巢穴溯源:下海打猛虎—虎虎虎 二战以后,美国建立起基于规则的世界秩序,全球人口从10 亿左右增加到现在的80
亿,科学技术得以大幅度提高,为什么普京和积恶成习还要把世界拖入到今天的末日战争
中?各国政府还用疫苗在进行全面的行刑式大屠杀,嫌病毒毒死全世界2000 万人还不够多、
不够快?全人类正在滑向万丈深渊,追根究底在哪里呢?众里寻他千百度,漠然回首,那人
却在灯火阑珊处,直接就是世界最深处的末日马里亚纳海沟(Mariana trench)即三国三不
清的末日道德智商绝症,直接导致了今日俄罗斯、美国、日本、中共国抱团灭亡的末日后果
不堪设想,为计算国际关系第一原则,名副其实是下海打猛虎,虎虎虎。
G20 会议落幕,加拿大对俄罗斯出席痛批:如纵火犯参加消防队会议。现在万国混战,
四国抱团毁灭,如果人们不立刻解决三国三不清问题,末日随之不可避免,即罪犯的死刑处
决问题(中国人民认贼作父的认知域问题)、俄罗斯的民族主义四处搞大审判其他民族问题、
日本对国家安全认识完全乱套问题。 二战以后,美国建立起基于规则的世界秩序,全球人口从10 亿左右增加到现在的80
亿,科学技术得以大幅度提高,为什么普京和积恶成习还要把世界拖入到今天的末日战争
中?各国政府还用疫苗在进行全面的行刑式大屠杀,嫌病毒毒死全世界2000 万人还不够多、
不够快?全人类正在滑向万丈深渊,追根究底在哪里呢?众里寻他千百度,漠然回首,那人
却在灯火阑珊处,直接就是世界最深处的末日马里亚纳海沟(Mariana trench)即三国三不
清的末日道德智商绝症,直接导致了今日俄罗斯、美国、日本、中共国抱团灭亡的末日后果
不堪设想,为计算国际关系第一原则,名副其实是下海打猛虎,虎虎虎。 毫无疑问,人类公敌积恶成习来自苏共远东第三支部,共党肯定是世界祸乱的主要根源,
可惜的是,在过去的百几年中,美国和西方养虎为患,中国人民则认贼作父,现在,计算立
法将共党的真面目追根究底出来,以此警醒万民永绝后患:共党无限卖国、无限军国主义、
无限纳粹(种族主义、民族主义)、无限战争(永无宁日)、无限犹太人(无限集中营)即
无限奴役(杀害、活摘器官、种族灭绝)、无限精神控制、无限精神病,称为共党(共产主
义)七大毒瘤(七大绝症)。 接着,二战中,日本竟然在1941 年4 月13 日和对日本国家安全威胁最大的苏联签定《苏
日中立条约》即互不侵犯条约,丧失了日本有史以来唯一一次能和德国前后夹击苏联而彻底
消灭苏联的最后机会,直接导致了1945 年8 月8 日苏联背信弃义对日本宣战并在9 日凌晨
出冰满洲国并最终摧毁日本的产业中心,还屠村屠城屠杀了超过一亿的日本人、中国人而将
整个满洲国变成无人区,那可是原来万国人民闯关东去打工谋生的世界第四大经济强国和亚
洲第一强国。今天,要用核武器摧毁日本和炸毁地球的恰恰是当年与日本哥俩好的俄罗斯,
咎由自取。日本对中共也认识不清导致二战后将731 细菌战全套遗传给中共。
再者,俄罗斯的民族主义四处搞大审判其他民族,美国与之合作打败希特勒,现在让整
个美国面临着核武攻击的大灾难,显然和日本一样悲剧。苏联人制造1937 年海参崴大屠杀、
1900 年的海兰泡惨案、江东六十四屯惨案,现在俄军正在屠杀乌克兰人等,1945 年毁灭于
苏联红军前人口总量超过1 亿3000 万,即苏联红军在满洲国的10 个月中所屠杀的人口实际
上远远超过一亿人,其表明俄罗斯专杀外国人。
由此可见,美国对俄罗斯和中共的本质认识不清楚,日本对俄罗斯认识不清,最为严重
的是中共对俄罗斯认识不清认贼作父,三国三不清,直接导致现在炸毁地球的无限升级之三
倍体希特勒在世、四倍体希特勒重生,可谓名副其实的大国关系神智不轻,这是国际关系上 接着,二战中,日本竟然在1941 年4 月13 日和对日本国家安全威胁最大的苏联签定《苏
日中立条约》即互不侵犯条约,丧失了日本有史以来唯一一次能和德国前后夹击苏联而彻底
消灭苏联的最后机会,直接导致了1945 年8 月8 日苏联背信弃义对日本宣战并在9 日凌晨
出冰满洲国并最终摧毁日本的产业中心,还屠村屠城屠杀了超过一亿的日本人、中国人而将
整个满洲国变成无人区,那可是原来万国人民闯关东去打工谋生的世界第四大经济强国和亚
洲第一强国。今天,要用核武器摧毁日本和炸毁地球的恰恰是当年与日本哥俩好的俄罗斯, 咎由自取。日本对中共也认识不清导致二战后将731 细菌战全套遗传给中共。
再者,俄罗斯的民族主义四处搞大审判其他民族,美国与之合作打败希特勒,现在让整
个美国面临着核武攻击的大灾难,显然和日本一样悲剧。苏联人制造1937 年海参崴大屠杀、
1900 年的海兰泡惨案、江东六十四屯惨案,现在俄军正在屠杀乌克兰人等,1945 年毁灭于
苏联红军前人口总量超过1 亿3000 万,即苏联红军在满洲国的10 个月中所屠杀的人口实际 咎由自取。日本对中共也认识不清导致二战后将731 细菌战全套遗传给中共。
再者,俄罗斯的民族主义四处搞大审判其他民族,美国与之合作打败希特勒,现在让整
个美国面临着核武攻击的大灾难,显然和日本一样悲剧。苏联人制造1937 年海参崴大屠杀、
1900 年的海兰泡惨案、江东六十四屯惨案,现在俄军正在屠杀乌克兰人等,1945 年毁灭于
苏联红军前人口总量超过1 亿3000 万,即苏联红军在满洲国的10 个月中所屠杀的人口实际 咎由自取。日本对中共也认识不清导致二战后将731 细菌战全套遗传给中共。
再者,俄罗斯的民族主义四处搞大审判其他民族,美国与之合作打败希特勒,现在让整
个美国面临着核武攻击的大灾难,显然和日本一样悲剧。苏联人制造1937 年海参崴大屠杀、
1900 年的海兰泡惨案、江东六十四屯惨案,现在俄军正在屠杀乌克兰人等,1945 年毁灭于
苏联红军前人口总量超过1 亿3000 万,即苏联红军在满洲国的10 个月中所屠杀的人口实际
上远远超过一亿人,其表明俄罗斯专杀外国人。
由此可见,美国对俄罗斯和中共的本质认识不清楚,日本对俄罗斯认识不清,最为严重 的是中共对俄罗斯认识不清认贼作父,三国三不清,直接导致现在炸毁地球的无限升级之三
倍体希特勒在世、四倍体希特勒重生,可谓名副其实的大国关系神智不轻,这是国际关系上 的道德失序乱伦和无知无耻,智商十分低下:国与国之间不论正邪,元首们和利益集团为了
自身利益什么都干得出来,即国际关系的道德智商沦丧导致末日,称之为末日道德智商绝症、
天花道德智商绝症,从而构成天花道德智商先于(世界)末日原则,为计算国际关系学第一
原则,这就是世界末日、美国(日本、中国、俄罗斯)末日根源最深处、末日马里亚纳海沟,
即最深末日溯源,是全世界的最深处之马里亚纳海沟(Mariana trench),也是日本正在滑
向沉没的噩梦,即为计算国际关系立法。 中共认贼作父(不知廉耻)、日本认匪作友(安全盲)、美国养虎为患(认不清无限军
国主义的无界限之界限盲),结果是全人类有史以来最邪恶的共党和普京结为军事同盟而无
限坐大,普京一边把乌克兰变成到处是废墟一边拎着核武器直奔美国和北约,国与国之间的
界限及其「城堡法案(castle doctrine、castle law)」化为乌有,民众的居所界限及其「城堡
法案(castle doctrine)」或防御法随之化为乌有,人的肉体界限、器官界限及其「城堡法案
(castle doctrine)」也随之化为乌有,全世界变成无限集中营的三无世界,全球80 亿人随
之成为绝对犹太奴任人宰割。 法案(castle doctrine)」或防御法随之化为乌有,人的肉体界限、器官界限及其「城堡法案
(castle doctrine)」也随之化为乌有,全世界变成无限集中营的三无世界,全球80 亿人随
之成为绝对犹太奴任人宰割。
计算国际关系学第一原则表明,为了治愈末日道德智商绝症,人们必须立刻从5000 年
来的但获得性因果空间立刻上升到汉家天子立法的9 层33 重因果9LC33 层次,同时登陆
CC35721 阅读框架的广度领域,才有可能正确解决三国三不清的末日深渊问题。汉家天子
立法包括常春藤立法包括汉家天子立9LC33×CC35721 文明、弥勒立9LC33×CC35721 佛
法、弥赛亚9LC33×CC35721 立法、天子立9LC33×CC35721 兵法、确立9LC33×CC35721
计算因果、确立9LC33×CC35721 数学(佛法、兵法、政治、政治制度、经济)。
释迦牟尼证得因果,小乘佛法渡己、大乘佛法渡人,亚里斯多德(Aristotle)深入证明
了矛盾律和因果律,这就是获得性因果,人类5000 年来的文明一直都基于这个唯一的获得
性因果,只是九重C33 因果(9LC33 因果)中的一个本位性因果,9LC33 因果包括如下九
重:时空七因果、微分七因果、集成三因果、位元三因果、规范三因果、三步弓因果、三线
因果、天位三因果、天下共主因果(主权因果),其中35721 因果链(阅读框架)构成了乾
纲,也就是说,一个获得性因果让人类用了5000 年,包括今天的集成块(IC)、量子力学、
核武器、飞机、宇航等全部只是基于这么唯一的一个获得性因果,依此类推,九重C33 因
果将人类的文明往后推进了:5000×33=165000 年、3000×33=99000 年,CC35721n(causation
chain)因果链则在广度上推进到了35721 个领域,因此,汉家天子的因果立法又称为16.5 万
年立法、16.5 万岁立法、汉家天子16.5 万年因果立法、汉家天子16.5 万岁因果立法、汉家
天子10 万年因果立法、汉家天子10 万岁因果立法,从而构成汉家天子文明16.5 万年(万
岁)原则、汉家天子文明10 万年(万岁)原则。
1.解放红奴宣言:器官世界工厂、信仰圣殿真实化(信用化)
生物在基因层面上有种间生殖隔离、人与人之间(个体之间)有生理隔离(共用消化系
统的连体人属于异常不算常态)、病毒(细菌)与人(动物)在基因层面上有免疫(排异)
隔离即基因隔离(这就是自然存在的病毒无法冲出非洲、造成全人类大流行的根本原因), 计算国际关系学第一原则表明,为了治愈末日道德智商绝症,人们必须立刻从5000 年
来的但获得性因果空间立刻上升到汉家天子立法的9 层33 重因果9LC33 层次,同时登陆
CC35721 阅读框架的广度领域,才有可能正确解决三国三不清的末日深渊问题。汉家天子
立法包括常春藤立法包括汉家天子立9LC33×CC35721 文明、弥勒立9LC33×CC35721 佛
法、弥赛亚9LC33×CC35721 立法、天子立9LC33×CC35721 兵法、确立9LC33×CC35721
计算因果、确立9LC33×CC35721 数学(佛法、兵法、政治、政治制度、经济)。
释迦牟尼证得因果,小乘佛法渡己、大乘佛法渡人,亚里斯多德(Aristotle)深入证明
了矛盾律和因果律,这就是获得性因果,人类5000 年来的文明一直都基于这个唯一的获得
性因果,只是九重C33 因果(9LC33 因果)中的一个本位性因果,9LC33 因果包括如下九
重:时空七因果、微分七因果、集成三因果、位元三因果、规范三因果、三步弓因果、三线
因果、天位三因果、天下共主因果(主权因果),其中35721 因果链(阅读框架)构成了乾
纲,也就是说,一个获得性因果让人类用了5000 年,包括今天的集成块(IC)、量子力学、
核武器、飞机、宇航等全部只是基于这么唯一的一个获得性因果,依此类推,九重C33 因
果将人类的文明往后推进了:5000×33=165000 年、3000×33=99000 年,CC35721n(causation
chain)因果链则在广度上推进到了35721 个领域,因此,汉家天子的因果立法又称为16.5 万
年立法、16.5 万岁立法、汉家天子16.5 万年因果立法、汉家天子16.5 万岁因果立法、汉家
天子10 万年因果立法、汉家天子10 万岁因果立法,从而构成汉家天子文明16.5 万年(万
岁)原则、汉家天子文明10 万年(万岁)原则。 1.解放红奴宣言:器官世界工厂、信仰圣殿真实化(信用化)
生物在基因层面上有种间生殖隔离、人与人之间(个体之间)有生理隔离(共用消化系
统的连体人属于异常不算常态)、病毒(细菌)与人(动物)在基因层面上有免疫(排异)
隔离即基因隔离(这就是自然存在的病毒无法冲出非洲、造成全人类大流行的根本原因), 1.解放红奴宣言:器官世界工厂、信仰圣殿真实化(信用化)
生物在基因层面上有种间生殖隔离、人与人之间(个体之间)有生理隔离(共用消化系
统的连体人属于异常不算常态)、病毒(细菌)与人(动物)在基因层面上有免疫(排异)
隔离即基因隔离(这就是自然存在的病毒无法冲出非洲、造成全人类大流行的根本原因), 综上所述,全局层面的种间(生殖)隔离、相互之间的个体间生理隔离、内部的基因间免疫
(排异)隔离,合并构成了独立(隔离)先于常态(资格、效力、秩序、程序、通道、解决)
原则、天赋独立(隔离)原则、独立(隔离)至上原则、独立(隔离)先于一切原则、独立
(隔离)先于权利(权力)原则,因为独立、隔离先于常态而先于一切,而一切必然包括权
利,依此类推至于普遍情形同理成立。 综上所述,全局层面的种间(生殖)隔离、相互之间的个体间生理隔离、内部的基因间免疫
(排异)隔离,合并构成了独立(隔离)先于常态(资格、效力、秩序、程序、通道、解决)
原则、天赋独立(隔离)原则、独立(隔离)至上原则、独立(隔离)先于一切原则、独立
(隔离)先于权利(权力)原则,因为独立、隔离先于常态而先于一切,而一切必然包括权
利,依此类推至于普遍情形同理成立。 绝对的独裁者有无限的选择,人民别无选择做奴隶、被活摘器官,一边是无限选择、另
一边是别无选择绝对人间地狱死路;象英国女王一样的圣明君主,人民有无限选择,女王访
问香港没封路也没限制人们拿显微镜观察,女王则别无选择做民众的「过街老鼠宝宝」,人
民无限选择、女王作恶毫无选择而行善亲民则有无限选择,综上所述,任何人可以主宰手中
的权利、事物和因果,元首能主宰国家和人民一致全世界的命运,但是,他们各自为人、行
事的最终后果、责任(罪责)、功劳等都不是他们所能控制的,如希特勒、墨里尼、齐奥塞
斯库、萨达姆、卡扎菲、普包子和他包皮(轴心法上唯一的法人代表),显而易见,主宰之
上是上帝的最终审判之彻底解决(罪责自负)、救赎、建设养护支撑天下、全新科技功德四
海,这就是万民真实的信仰、所有邪恶者必须付出的代价、主宰之上的天注定之最高主宰,
称之为(信仰)圣殿、彼岸正果,天子统天后实现信仰(解决、能力)现场化(及时化、充
足化、应力化、常态化),依据直接(无缝)绝对原则,其即构成信仰(解决、能力、正果)
现场化(直接、及时化、充足化、应力化、常态化)原则、正果化育天下原则、正果(信仰、
圣殿)绝对(超越因果、超越同一律)原则、为父(君父)则仁原则、信仰(圣殿)真实(化)
原则、信仰(圣殿)信用原则,人们经由信用通道、程序抵达彼岸真实的信仰圣殿。 为了偷着乐无限掠夺中国人民的器官,邪恶政权无分别地组织全世界各国人民到中国进
行器官旅游,日本人、美国人、英国人、以色列人、台湾人、阿拉伯人等等全都不例外,只
要你有钱和需求就可进入共产主义按需杀人,有的甚至只需要等待一天,而在西方各国则需
要等待几年,于是,每年几十万起甚至数百万起的器官活摘悍然常态化,最优秀的女中学生、
大学生、运动员、军人、模特、机关干部等等全都和监狱里的罪犯一样,直接成了知情或不
知情的活供体,实际就是无分别的全国供体、全民供体;更令人发指的是,为了保证活摘器
官的活力和移植存活率,所有的器官供体都不能打任何麻醉药,却毫无例外地必须将手筋、
脚筋全部挑断而活活地看着、清楚着自己被活摘并慢慢地走向死亡,任何哀求都无法更改医
生们和执法者们那堪比肝硬化的铁石心肠,由此可见,黄俄的活摘器官超越了人们的死亡之
极限而必然是超越绝对、极端和无限的,是必须被就地规则归零而就地正法的天灭罪行,人
人得而诛之,依据绝对传代原则、一项绝对即属绝对原则,超越绝对至少按绝对情形处理,
其即构成活摘器官超越生死(极限、无限、绝对)原则、活摘器官天灭(天杀、人人得而诛
之、无限酷刑、无限行刑、无界酷刑、无界行刑)原则,这就是全人类有史以来最残酷、最
邪恶、最凶残、最血腥的器官共和国、器官政权、器官共产主义,依据同一律,其随之构成
器官共和国(器官政权、器官共产主义)绝对原则。 依据绝对相等原则、绝对传代原则、一项绝对即属绝对原则,贩卖人口基本不伤害性命
(陕西配阴婚者除外)而只贩卖肉体,贩卖(活摘)器官是肉体、器官、生命三牲和自己的
良心一起卖掉,实际上是三次贩卖人口、三次杀人的罪责之总和,从而构成贩卖(活摘)器
官死刑(死刑、三次杀人、三次贩卖人口)原则。 谋杀、大屠杀只是在生命层面上绝对犯罪;活摘器官则是加入了无限酷刑(无限行与折
磨)、一铺清袋的最后晚餐式的几年前就3000 万日元一副心脏的器官贩卖(比刑事死刑的
贩毒还恐怖),越过了人与人之间的肉体隔离(生理隔离之界限)而入体抢劫器官、入体抢
劫巨额财富、入体杀人(3 次、比照入户杀人)、入体贩卖人口(3 次),随之违背了造物
主亲自制定的独立(隔离)先于一切(权利)的天规,还要以珍爱生命、红十字会、国家等
为名,名副其实不得好死,从而构成活摘器官(三次)入体杀人(入体贩卖人口)原则、活
摘器官入体抢劫器官(入体抢劫)原则,显然,美国的城堡法案必须推进到每个人的肉体层
面,文明才算基本到位。
全世界在过去五千多年的发展中,全世界法律最先进的英美法系也只是关注居所的安
全,对于进一步将城堡法案推进到人体、器官层面则一片荒芜,这到导致近七十年来全体中
国人民沦为共党、全世界政要和特权阶级的供体,世界各国为富不仁或有情报、话语价值的
人们全部到中国进行器官旅游,移植供体从头到尾不打任何麻醉药而存活率最高的高质量活
摘器官,归根结底,中国就是名副其实的器官世界工厂,全中国人民沦陷于全世界最残酷的
器官监狱,人间地狱的中国版、真实版,从而构成中国器官世界工厂原则,也就是说,中国
不仅是全世界消费品的世界工厂,更是全人类器官移植的器官世界工厂,无分别的供体天下
之人间民族惨案,在世界的发展史上前所未有。
1862 年9 月22 日
林肯发表《解放黑奴宣言(The Emancipation Proclamation: Negro 谋杀、大屠杀只是在生命层面上绝对犯罪;活摘器官则是加入了无限酷刑(无限行与折
磨)、一铺清袋的最后晚餐式的几年前就3000 万日元一副心脏的器官贩卖(比刑事死刑的
贩毒还恐怖),越过了人与人之间的肉体隔离(生理隔离之界限)而入体抢劫器官、入体抢
劫巨额财富、入体杀人(3 次、比照入户杀人)、入体贩卖人口(3 次),随之违背了造物
主亲自制定的独立(隔离)先于一切(权利)的天规,还要以珍爱生命、红十字会、国家等
为名,名副其实不得好死,从而构成活摘器官(三次)入体杀人(入体贩卖人口)原则、活
摘器官入体抢劫器官(入体抢劫)原则,显然,美国的城堡法案必须推进到每个人的肉体层
面,文明才算基本到位。 全世界在过去五千多年的发展中,全世界法律最先进的英美法系也只是关注居所的安
全,对于进一步将城堡法案推进到人体、器官层面则一片荒芜,这到导致近七十年来全体中
国人民沦为共党、全世界政要和特权阶级的供体,世界各国为富不仁或有情报、话语价值的
人们全部到中国进行器官旅游,移植供体从头到尾不打任何麻醉药而存活率最高的高质量活
摘器官,归根结底,中国就是名副其实的器官世界工厂,全中国人民沦陷于全世界最残酷的
器官监狱,人间地狱的中国版、真实版,从而构成中国器官世界工厂原则,也就是说,中国
不仅是全世界消费品的世界工厂,更是全人类器官移植的器官世界工厂,无分别的供体天下
之人间民族惨案,在世界的发展史上前所未有。 全世界在过去五千多年的发展中,全世界法律最先进的英美法系也只是关注居所的安
全,对于进一步将城堡法案推进到人体、器官层面则一片荒芜,这到导致近七十年来全体中
国人民沦为共党、全世界政要和特权阶级的供体,世界各国为富不仁或有情报、话语价值的
人们全部到中国进行器官旅游,移植供体从头到尾不打任何麻醉药而存活率最高的高质量活
摘器官,归根结底,中国就是名副其实的器官世界工厂,全中国人民沦陷于全世界最残酷的
器官监狱,人间地狱的中国版、真实版,从而构成中国器官世界工厂原则,也就是说,中国
不仅是全世界消费品的世界工厂,更是全人类器官移植的器官世界工厂,无分别的供体天下
之人间民族惨案,在世界的发展史上前所未有。 之人间民族惨案,在世界的发展史上前所未有。
1862 年9 月22 日,林肯发表《解放黑奴宣言(The Emancipation Proclamation: Negro
Slaves)》解放黑奴而造福美国;今天,我们必须立刻解放全中国器官供体奴隶,即红色邪
教下的全民红奴、血奴,这是全人类有史以来最血腥的罪行,超越了生死极端的命运层面之
绝对犯罪,这就是全人类的良心解放红奴(血奴、赤奴、器官奴)宣言:《解放红奴宣言(The
Emancipation Proclamation: Emancipate Red Slaves)》。器官罪犯属于超越生死极限的罪行,
全人类人人得而诛之将其处决、斩首都是有天大功劳的。城堡法案不仅要进家门,更要送瘟
神到个人,人人城堡法案。 在人类文明已经进入宇航文明60 年后的今天,全人类有史以来最血腥的全民器官奴隶
制度竟然存在于早已AI 现代化之科技、法治的光天化日之下,而且象传销一样公然行销全
世界几十年无法禁止,或者屡禁不止,全中国原来的20 亿人到现在被屠村屠城剩下的5.6
亿人全部沦为全世界的器官奴隶,这是全世界法律的耻辱、文明的悲剧:技术越发达、中国
人被活摘器官的规模和速度越快,到了现在一年被活摘几十万副甚至几百万副器官的规模。
全中国人民的心脏在滴血,苍天在流泪,说邪恶政权是畜牲绝对侮辱了全世界的所有畜牲。
现在,普包子和他的包皮兄弟给全世界带来了超越任何人生死的核武末日,全人类不出
地狱即被毁灭,任何救援都刻不容缓,全人类才有和平的机会和生的希望,把死亡留给恶魔
吧。 在人类文明已经进入宇航文明60 年后的今天,全人类有史以来最血腥的全民器官奴隶
制度竟然存在于早已AI 现代化之科技、法治的光天化日之下,而且象传销一样公然行销全
世界几十年无法禁止,或者屡禁不止,全中国原来的20 亿人到现在被屠村屠城剩下的5.6
亿人全部沦为全世界的器官奴隶,这是全世界法律的耻辱、文明的悲剧:技术越发达、中国
人被活摘器官的规模和速度越快,到了现在一年被活摘几十万副甚至几百万副器官的规模。
全中国人民的心脏在滴血,苍天在流泪,说邪恶政权是畜牲绝对侮辱了全世界的所有畜牲。
现在,普包子和他的包皮兄弟给全世界带来了超越任何人生死的核武末日,全人类不出
地狱即被毁灭,任何救援都刻不容缓,全人类才有和平的机会和生的希望,把死亡留给恶魔
吧。 在活摘器官的罪行中,医生、警察Wj(j∈N)负责提供供体和杀人,器官移植者Q 出钱,
医生和警察强夺、活摘受害者的器官去换取器官移植者或其保险公司的金钱,器官移植者Q 扮演着销赃的角色,显然,假设其没有器官移植的需求并支付如3000 万日元作为代价,供
体U 的器官就不会因为器官移植者Q 而被摘除,此时,如果器官移植者(和其保险公司)
Q 不是医生、警察Wj 的同谋、共犯,那么,其主动因素必然是予以排除的,记为结论F;
然而,器官移植者(和其保险公司)Q 的付款是主动的、到中共国起换器官也是主动的,案
件中的主动因素并未被排除的,记为结论G,由此而来,依据相反(不同)不相容原则(标
定非A)和非A 否定肯定原则(标定判断和结果,原始原则严格证明令应用可任意选取立
足点而向上集成:依据前提决定结果原则和结果映射前提原则),结论G 与结论F 是截然
不同而自相矛盾的,从而反证上述假设既不可能成立也不可能为正确,我们于是获得器官移
植者(相关保险公司等)非同谋(共犯)否定原则和器官移植者(相关保险公司等)同谋(共
犯)原则、器官移植者(相关保险公司等)绝对罪行(死刑、终身监禁)原则,即器官移植
者(相关保险公司等)、器官媒介等都是绝对犯罪,不是死刑即是终身监禁。
如今,疫情的全民强制核酸检测而建立起来的全国以至全世界之大数据基因库和HLA
配型数据库,必然令全人类成为供体、器官传销组织中的非必要移植者(被忽悠的)和必要
移植者,器官绑架全球政要家族、富豪家族等随之不可阻挡,器官恐怖主义随之席卷全球,
全人类的灾难因为民众不断加深失去话语权、知情权而越来越无法自拔,最终全部堕落邪恶
组织的地狱中任人宰割。 扮演着销赃的角色,显然,假设其没有器官移植的需求并支付如3000 万日元作为代价,供
体U 的器官就不会因为器官移植者Q 而被摘除,此时,如果器官移植者(和其保险公司)
Q 不是医生、警察Wj 的同谋、共犯,那么,其主动因素必然是予以排除的,记为结论F;
然而,器官移植者(和其保险公司)Q 的付款是主动的、到中共国起换器官也是主动的,案
件中的主动因素并未被排除的,记为结论G,由此而来,依据相反(不同)不相容原则(标
定非A)和非A 否定肯定原则(标定判断和结果,原始原则严格证明令应用可任意选取立
足点而向上集成:依据前提决定结果原则和结果映射前提原则),结论G 与结论F 是截然
不同而自相矛盾的,从而反证上述假设既不可能成立也不可能为正确,我们于是获得器官移
植者(相关保险公司等)非同谋(共犯)否定原则和器官移植者(相关保险公司等)同谋(共
犯)原则、器官移植者(相关保险公司等)绝对罪行(死刑、终身监禁)原则,即器官移植
者(相关保险公司等)、器官媒介等都是绝对犯罪,不是死刑即是终身监禁。
如今,疫情的全民强制核酸检测而建立起来的全国以至全世界之大数据基因库和HLA
配型数据库,必然令全人类成为供体、器官传销组织中的非必要移植者(被忽悠的)和必要
移植者,器官绑架全球政要家族、富豪家族等随之不可阻挡,器官恐怖主义随之席卷全球,
全人类的灾难因为民众不断加深失去话语权、知情权而越来越无法自拔,最终全部堕落邪恶
组织的地狱中任人宰割。 扮演着销赃的角色,显然,假设其没有器官移植的需求并支付如3000 万日元作为代价,供
体U 的器官就不会因为器官移植者Q 而被摘除,此时,如果器官移植者(和其保险公司)
Q 不是医生、警察Wj 的同谋、共犯,那么,其主动因素必然是予以排除的,记为结论F;
然而,器官移植者(和其保险公司)Q 的付款是主动的、到中共国起换器官也是主动的,案
件中的主动因素并未被排除的,记为结论G,由此而来,依据相反(不同)不相容原则(标
定非A)和非A 否定肯定原则(标定判断和结果,原始原则严格证明令应用可任意选取立
足点而向上集成:依据前提决定结果原则和结果映射前提原则),结论G 与结论F 是截然
不同而自相矛盾的,从而反证上述假设既不可能成立也不可能为正确,我们于是获得器官移
植者(相关保险公司等)非同谋(共犯)否定原则和器官移植者(相关保险公司等)同谋(共
犯)原则、器官移植者(相关保险公司等)绝对罪行(死刑、终身监禁)原则,即器官移植
者(相关保险公司等)、器官媒介等都是绝对犯罪,不是死刑即是终身监禁。
如今,疫情的全民强制核酸检测而建立起来的全国以至全世界之大数据基因库和HLA
配型数据库,必然令全人类成为供体、器官传销组织中的非必要移植者(被忽悠的)和必要
移植者,器官绑架全球政要家族、富豪家族等随之不可阻挡,器官恐怖主义随之席卷全球,
全人类的灾难因为民众不断加深失去话语权、知情权而越来越无法自拔,最终全部堕落邪恶
组织的地狱中任人宰割。 5000 年来,全人类只关心、关注常态性的居所安全,却没有解决自身的切身安全,从
而为罪犯留下了漏洞,亡羊补牢为时未晚,现在立刻采取行动补救别无选择。 5000 年来,全人类只关心、关注常态性的居所安全,却没有解决自身的切身安全,从
而为罪犯留下了漏洞,亡羊补牢为时未晚,现在立刻采取行动补救别无选择。 2.(XP 军事同盟、枪指挥党、无能党指挥枪)活摘真理绝对(归零)原 2.(XP 军事同盟、枪指挥党、无能党指挥枪)活摘真理绝对(归零)原则
普包子和他包皮(轴心法上唯一的法人代表),一个上浮向台前(如直接国有化萨哈林
2 号天然气项目)、一个下沉到幕后(不再亲自指挥亲自部署),无论怎么折腾,他们都是
要推翻雅尔塔体系的秩序,建立起无限行刑的绝对丛林秩序,即以武力解决一切的专制秩序
取代以金钱、法律解决一切的雅尔塔秩序,可是这是违背并活摘真理的而永远也不可能成功
的。全人类为什么要跟这两个连常识都不理解的人倒退回原始社会之前的大灾难洪荒社会
呢? 普京指挥包子是枪指挥党,犯了中共所有党员的忌讳,因为普京有枪无弹;现在普京伪
造了一种党指挥枪的假象,假装让毫无能力的文盲加神经病持枪指挥,实际上犯了太阿倒持、
授人以柄的致命错误,而且是千古经典。任何人想象一下,一个神经病拿着子弹上膛的枪四
处挥舞,威胁恐吓全世界,不要说让子弹飞伤到他人要赔偿医药费,就是全世界的愤怒都会
把你普京和俄罗斯直接销毁。况且,就是在持枪最自由到泛滥成灾的美国,神经病持枪也是
不可能被允许的,普京的权力果然大过美帝,兜底并加持了神经病持枪。中国10 年来已经
有超过17 亿人死于屠村屠城和活摘器官、杀着玩等,显然都是普包子的功劳。
2022 年2 月4 日开始的共俄军事同盟第一阶段,普包子枪指挥党犯中共灭党的太平间
忌讳;2022 年6 月15 日的共俄军事同盟第二阶段,普包子让神经病持枪而假装党指挥枪,
跨国有组织太阿倒持、授人以柄全出来了,不惜一切代价打造了两人的末日,包子和包子馅
不挂绝对没天理。这就是说,包子和包子馅无论秩序怎么排列组合(这是数学语言他们肯定 听不懂的),结果都一样:飞流直下三千尺,疑是「银核」落九天,中国人民无偿进贡给俄
罗斯打仗的血汗钱、器官钱(银核的银)全没了,炸毁地球的核武器(银核的核)马上下来
了。普京很坦白也够直接,单刀直入地指明了李白的老婆叫赵紫烟、女儿叫李香炉:日照香
炉生紫烟。由此可见,普京与包子的二人转,无论是男上女下还是女上男下,反正都是天然
不归路。 听不懂的),结果都一样:飞流直下三千尺,疑是「银核」落九天,中国人民无偿进贡给俄
罗斯打仗的血汗钱、器官钱(银核的银)全没了,炸毁地球的核武器(银核的核)马上下来
了。普京很坦白也够直接,单刀直入地指明了李白的老婆叫赵紫烟、女儿叫李香炉:日照香
炉生紫烟。由此可见,普京与包子的二人转,无论是男上女下还是女上男下,反正都是天然
不归路。 在XP 的共俄军事同盟第一阶段,俄罗斯的GDP 就大约中国广州一个市的水平即经济
很不好,不从中国拿钱就无法支持俄乌战争,因此俄罗斯普京P 的实力显然是有限的;共
党历来伪称自己的是永远光荣、正确、伟大、全人类的最高理想,其党魁X 更是宇宙之王、
万教圣主、红黄蓝圣殿主任、罂粟花圣化教材主编,显然是无限大,于是,普京P 枪指挥
党X 是:P>X→∞,lim(P/X)=0>lim(X/X)=1,即0>1,XP(普京的包皮和包子馅普京两货)
两个人完全活摘了真理,必被规则(真理)彻底归零而天打五雷劈遭天杀,自己从不想想自
己是几斤几两,在全世界的众目睽睽之下,悍然直接把上帝、玉皇大帝挤出了灵霄宝殿,然
后自己一屁股坐上了宇宙之王的宝座,在人间大地上就地上演了当年一出生就贩毒的罂粟猴
(泼猴泼皮poppy 猴)齐天大圣孙悟空大闹天宫的闹剧,从而构成了(XP 军事同盟、枪指
挥党)活摘真理绝对(归零)原则、枪指挥党绝对(归零)原则,依此类推至于XP 军事同
盟第二阶段的(XP 军事同盟、无能者党指挥枪)活摘真理绝对(归零)原则、无能(者)
党指挥枪绝对(归零)原则同理成立,因为,文盲、智力有缺陷者是被动的而无法达到主动
层面,从而不可能胜任主动的指挥任务。 在XP 的共俄军事同盟第一阶段,俄罗斯的GDP 就大约中国广州一个市的水平即经济
很不好,不从中国拿钱就无法支持俄乌战争,因此俄罗斯普京P 的实力显然是有限的;共
党历来伪称自己的是永远光荣、正确、伟大、全人类的最高理想,其党魁X 更是宇宙之王、
万教圣主、红黄蓝圣殿主任、罂粟花圣化教材主编,显然是无限大,于是,普京P 枪指挥
党X 是:P>X→∞,lim(P/X)=0>lim(X/X)=1,即0>1,XP(普京的包皮和包子馅普京两货)
两个人完全活摘了真理,必被规则(真理)彻底归零而天打五雷劈遭天杀,自己从不想想自
己是几斤几两,在全世界的众目睽睽之下,悍然直接把上帝、玉皇大帝挤出了灵霄宝殿,然
后自己一屁股坐上了宇宙之王的宝座,在人间大地上就地上演了当年一出生就贩毒的罂粟猴
(泼猴泼皮poppy 猴)齐天大圣孙悟空大闹天宫的闹剧,从而构成了(XP 军事同盟、枪指
挥党)活摘真理绝对(归零)原则、枪指挥党绝对(归零)原则,依此类推至于XP 军事同
盟第二阶段的(XP 军事同盟、无能者党指挥枪)活摘真理绝对(归零)原则、无能(者)
党指挥枪绝对(归零)原则同理成立,因为,文盲、智力有缺陷者是被动的而无法达到主动
层面,从而不可能胜任主动的指挥任务。
由此可见,俄乌战争不仅终结了二战以来的雅尔塔体系,更终结了上帝的真理并取而代
之用武力解决一切:普京和他的包皮企图以别无选择而无限行刑的专制秩序取代二战后以金
钱利益和法律解决问题的文治和平体系,后者也有问题需要改革,但取代金钱解决国际争端
的秩序绝对不是XP 两个人武力解决一切的独裁体系(如香港反送中大屠杀就是邪恶暴力践
踏和平),这是一场独裁与民主之战,更是一场屠杀如吃顿犯的恶魔与上帝之战,只是一言
不合就天翻地覆造反、但还有点可爱的猴子孙悟空变成了两只一出生就贩毒的罂粟猴(毒猴)
XP 二人转。 在XP 的共俄军事同盟第一阶段,俄罗斯的GDP 就大约中国广州一个市的水平即经济
很不好,不从中国拿钱就无法支持俄乌战争,因此俄罗斯普京P 的实力显然是有限的;共
党历来伪称自己的是永远光荣、正确、伟大、全人类的最高理想,其党魁X 更是宇宙之王、
万教圣主、红黄蓝圣殿主任、罂粟花圣化教材主编,显然是无限大,于是,普京P 枪指挥
党X 是:P>X→∞,lim(P/X)=0>lim(X/X)=1,即0>1,XP(普京的包皮和包子馅普京两货)
两个人完全活摘了真理,必被规则(真理)彻底归零而天打五雷劈遭天杀,自己从不想想自
己是几斤几两,在全世界的众目睽睽之下,悍然直接把上帝、玉皇大帝挤出了灵霄宝殿,然
后自己一屁股坐上了宇宙之王的宝座,在人间大地上就地上演了当年一出生就贩毒的罂粟猴
(泼猴泼皮poppy 猴)齐天大圣孙悟空大闹天宫的闹剧,从而构成了(XP 军事同盟、枪指
挥党)活摘真理绝对(归零)原则、枪指挥党绝对(归零)原则,依此类推至于XP 军事同
盟第二阶段的(XP 军事同盟、无能者党指挥枪)活摘真理绝对(归零)原则、无能(者)
党指挥枪绝对(归零)原则同理成立,因为,文盲、智力有缺陷者是被动的而无法达到主动
层面,从而不可能胜任主动的指挥任务。
由此可见,俄乌战争不仅终结了二战以来的雅尔塔体系,更终结了上帝的真理并取而代
之用武力解决一切:普京和他的包皮企图以别无选择而无限行刑的专制秩序取代二战后以金
钱利益和法律解决问题的文治和平体系,后者也有问题需要改革,但取代金钱解决国际争端
的秩序绝对不是XP 两个人武力解决一切的独裁体系(如香港反送中大屠杀就是邪恶暴力践
踏和平),这是一场独裁与民主之战,更是一场屠杀如吃顿犯的恶魔与上帝之战,只是一言
不合就天翻地覆造反、但还有点可爱的猴子孙悟空变成了两只一出生就贩毒的罂粟猴(毒猴)
XP 二人转。 由此可见,俄乌战争不仅终结了二战以来的雅尔塔体系,更终结了上帝的真理并取而代
之用武力解决一切:普京和他的包皮企图以别无选择而无限行刑的专制秩序取代二战后以金
钱利益和法律解决问题的文治和平体系,后者也有问题需要改革,但取代金钱解决国际争端
的秩序绝对不是XP 两个人武力解决一切的独裁体系(如香港反送中大屠杀就是邪恶暴力践
踏和平),这是一场独裁与民主之战,更是一场屠杀如吃顿犯的恶魔与上帝之战,只是一言
不合就天翻地覆造反、但还有点可爱的猴子孙悟空变成了两只一出生就贩毒的罂粟猴(毒猴)
XP 二人转。 3.海洛因(Heroin)以药物救人为名贩毒绝对归零原则 3.海洛因(Heroin)以药物救人为名贩毒绝对归零原则
1806 年,德国药剂师泽尔蒂纳(F.W.A.Serturner)首次从阿片中提取出含氮植物碱,即
吗啡。1874 年,英国伦敦圣玛莉医院的化学家莱特(R.Wright),在吗啡中加入醋酸酐等物
质,首次提炼出镇痛效果更佳的半合成化衍生物,二乙酸吗啡,这就是最早合成的海洛因。
1897 年,德国拜耳(Bayer)药厂化学家霍夫曼(FelixHoffmann)将海洛因制成药物,
其止痛效力远高于吗啡,至少提高了4-8 倍,可明显抑制肺痨病人的剧咳、久喘和胸痛,促
进患者情绪安定,且无明显不良反应。1898 年拜耳药厂开始规模化生产该药,并正式注册
商品名为「海洛因」(Heroin),源自德文heroisch 一词,英语意即女英雄。
1898 年,该药以不会上瘾的吗啡之名上市,其后更曾用作儿童止咳药。拜耳公司很快
就发现海洛因并不只是能治咳嗽,公司后来建议在治疗疼痛、抑郁、支气管炎、哮喘甚至胃
癌时都可以使用海洛因,以至于在当时人们了解的疾病中,只有很少几种不在海洛因的适用 3.海洛因(Heroin)以药物救人为名贩毒绝对归零原则
1806 年,德国药剂师泽尔蒂纳(F.W.A.Serturner)首次从阿片中提取出含氮植物碱,即
吗啡。1874 年,英国伦敦圣玛莉医院的化学家莱特(R.Wright),在吗啡中加入醋酸酐等物
质,首次提炼出镇痛效果更佳的半合成化衍生物,二乙酸吗啡,这就是最早合成的海洛因。
1897 年,德国拜耳(Bayer)药厂化学家霍夫曼(FelixHoffmann)将海洛因制成药物,
其止痛效力远高于吗啡,至少提高了4-8 倍,可明显抑制肺痨病人的剧咳、久喘和胸痛,促
进患者情绪安定,且无明显不良反应。1898 年拜耳药厂开始规模化生产该药,并正式注册
商品名为「海洛因」(Heroin),源自德文heroisch 一词,英语意即女英雄。
1898 年,该药以不会上瘾的吗啡之名上市,其后更曾用作儿童止咳药。拜耳公司很快
就发现海洛因并不只是能治咳嗽,公司后来建议在治疗疼痛、抑郁、支气管炎、哮喘甚至胃
癌时都可以使用海洛因,以至于在当时人们了解的疾病中,只有很少几种不在海洛因的适用 范围之内。甚至包括疯人院:那不勒斯精神病院的大夫给病人们开出海洛因,记录说有「持
久的镇定作用」、「甚至有几个痊愈的病例」。俄国精神病医生用海洛因驱散「灵魂的痛苦」,
甚至登山俱乐部都建议俱乐部成员在登山前服用此物,因为它能使呼吸更为顺畅,能让他们
登得更高。 海洛因作为商品出售后获得了巨大利润,1902 年海洛因的利润占整个药品行业的5%,
这在一定程度上得益于拜耳公司的营销手段。公司给全世界的医生们免费发放海洛因试用
品,委托一些专家做带有宣传海洛因神奇疗效的研究。在这些研究人员的记录里,海洛因仅
仅具有昏沉、晕眩和便秘这些微不足道的副作用。拜耳甚至在《德国医生报》的广告中公开
要求医生们用「公认的出色的」海洛因医治吗啡成瘾,称海洛因是吗啡的下一代产品,并且
不会让人上瘾,但却事与愿违,人们很快就发现海洛因比吗啡的水溶性更大,吸收亦更快,
脂溶性也较大,更容易通过血脑屏障进神经中枢发挥作用,更为严重的是,它的成瘾性更强
烈
对个人和社会所导致的危害后果
已远远地超过了其医用价值 烈。对个人和社会所导致的危害后果,已远远地超过了其医用价值。
1910 年起各国取消了海洛因在临床上的应用。1912 年在荷兰海牙召开的鸦片问题国际
会议上,到会代表一致赞成管制鸦片、吗啡和海洛因的贩运。1924 年,美国参众两院立法
禁止进口、制造和销售海洛因。1953 年,首先发明了海洛因生产工艺的英国政府也将海洛
因从《英国药典》中删去。 烈。对个人和社会所导致的危害后果,已远远地超过了其医用价值。
1910 年起各国取消了海洛因在临床上的应用。1912 年在荷兰海牙召开的鸦片问题国际
会议上,到会代表一致赞成管制鸦片、吗啡和海洛因的贩运。1924 年,美国参众两院立法
禁止进口、制造和销售海洛因。1953 年,首先发明了海洛因生产工艺的英国政府也将海洛
因从《英国药典》中删去。 这就是海洛因(Heroin)以药物B 救人为名贩毒A 的绝对罪行:-|A|=|B| ⇒ A=B=0;
{A}∩{B}=Ø ⇒ A∈Ø、B∈Ø 而A、B 不存在而归零,其中A、B 为任意实数,即属绝对
归零的,从而构成海洛因以药物救人为名贩毒绝对归零原则、海洛因以药物救人为名贩毒绝
对(罪行)原则。 这就是海洛因(Heroin)以药物B 救人为名贩毒A 的绝对罪行:-|A|=|B| ⇒ A=B=0;
{A}∩{B}=Ø ⇒ A∈Ø、B∈Ø 而A、B 不存在而归零,其中A、B 为任意实数,即属绝对
归零的,从而构成海洛因以药物救人为名贩毒绝对归零原则、海洛因以药物救人为名贩毒绝
对(罪行)原则。 就是海洛因
以药物
救人为名贩毒
的
对罪行
| | | |
;
{A}∩{B}=Ø ⇒ A∈Ø、B∈Ø 而A、B 不存在而归零,其中A、B 为任意实数,即属绝对
归零的,从而构成海洛因以药物救人为名贩毒绝对归零原则、海洛因以药物救人为名贩毒绝
对(罪行)原则。 4.海洛因(Heroin)蝴蝶结原则、蝴蝶结(挂钩、挂狗)绝对归零原则、十三(13)
蝴蝶结(挂钩)绝对归零原则 国际上,毒品叫hard drug 即硬药品,与硬通货的黄金、美元一样;国际禁毒日叫the
International Day against Drug Abuse and Illicit Traffickin、吸毒的瘾君子叫drug addict、毒贩
子叫drug dealer、缉毒叫capture drug smuggler、涉毒或制毒的叫drug criminal,等等,归根
结底就是,全世界最大的毒品海洛因(Heroin)最早是德国拜耳(Bayer)以常用药的咳嗽
药上市的,海洛因作为商品出售后获得了巨大利润,1902 年海洛因的利润占整个药品行业
的5%,总之,世界最大量的毒品海洛因以治病救人的常用药物为名上市毒死人、杀害人,
即以救人圣药之名杀人、祸国殃民、毁灭世界而且历经26 年(1898~1924)才被美国国会首
次禁止、历经55 年(1898~1953)才被首先发明海洛因生产工艺的英国政府从《英国药典》
中删去,恶魔伪装的时间跨越了至少两到三代人才被揭穿真面目。于是,现代的任何与毒品
相关的事务都直接与被海洛因彻底污名化的药物(drug)对等、挂钩,就象美国在大喊脱钩
一样之前的挂钩,实际上就是挂狗的蝴蝶结,真正被卡住了的人或政府才知道个中滋味,为
了海洛因将整个药物行业污名化的无法忘却之纪念,人们必须称之为海洛因(Heroin)蝴蝶
结、挂钩(挂狗)蝴蝶结、海洛因(Heroin)效应(模式)、拜耳(Bayer)效应(模式), 从而构成全世界到处都是的通用公司的海洛因(Heroin)蝴蝶结原则、挂钩(挂狗)蝴蝶结
原则、海洛因(Heroin)挂钩(挂狗)原则。 从而构成全世界到处都是的通用公司的海洛因(Heroin)蝴蝶结原则、挂钩(挂狗)蝴蝶结
原则、海洛因(Heroin)挂钩(挂狗)原则。 从而构成全世界到处都是的通用公司的海洛因(Heroin)蝴蝶结原则、挂钩(挂狗)蝴蝶结
原则、海洛因(Heroin)挂钩(挂狗)原则。 人家是挂羊头卖狗肉,德国拜耳(Bayer)是挂狗(挂钩)贩毒,利用了人们的善意、
良心和无知吃人血馒头、祸国殃民、毁灭世界,全人类的教训不可谓不惨痛,历史经验历历
在目却无法警示世人和无法阻止人们前仆后继、风起云涌的飞蛾扑火式自取灭亡,心痛有什
么用?行动最重要,认知真理和真相最有效。 人家是挂羊头卖狗肉,德国拜耳(Bayer)是挂狗(挂钩)贩毒,利用了人们的善意、
良心和无知吃人血馒头、祸国殃民、毁灭世界,全人类的教训不可谓不惨痛,历史经验历历
在目却无法警示世人和无法阻止人们前仆后继、风起云涌的飞蛾扑火式自取灭亡,心痛有什
么用?行动最重要,认知真理和真相最有效。 么用?行动最重要,认知真理和真相最有效。
依据海洛因以药物救人为名贩毒绝对归零原则、海洛因(Heroin)蝴蝶结原则、挂钩(挂
狗)蝴蝶结原则,任何蝴蝶结、挂钩(挂狗)都是进退不能的,即进B 和退A 都是一样不
能的:-|A|=|B| ⇒ A=B=0;{A}∩{B}=Ø ⇒ A∈Ø、B∈Ø 而A、B 不存在而归零,其
中A、B 为任意实数,即属绝对归零的,从而构成蝴蝶结(挂钩、挂狗、海洛因、拜耳)绝
对(归零)原则,依此类推至于如下的13 个蝴蝶结同理成立而构成十三(13)蝴蝶结(挂
钩、挂狗、海洛因、拜耳)绝对(归零)原则,包括但不仅限于:
(1)共产主义蝴蝶结(挂钩、挂狗、海洛因、拜耳)绝对(归零)原则、(2)政府主权蝴
蝶结(挂钩、挂狗、海洛因、拜耳)绝对(归零)原则、(3)孟山都的转基因主权(种子主
权)蝴蝶结(挂钩、挂狗、海洛因、拜耳)绝对(归零)原则、(4)美联储货币主权蝴蝶结
(挂钩、挂狗、海洛因、拜耳)绝对(归零)原则、(5)推特Twitter 话语主权蝴蝶结(挂钩、
挂狗、海洛因、拜耳)绝对(归零)原则、(6)器官主权蝴蝶结(挂钩、挂狗、海洛因、拜
耳)绝对(归零)原则、(7)相对(相对论、相对性)主权蝴蝶结(挂钩、挂狗、海洛因、
拜耳)绝对(归零)原则、(8)特权主权蝴蝶结(挂钩、挂狗、海洛因、拜耳)绝对(归零)
原则、(9)学术主权蝴蝶结(挂钩、挂狗、海洛因、拜耳)绝对(归零)原则、(10)生理主权
蝴蝶结(挂钩、挂狗、海洛因、拜耳)绝对(归零)原则、(11)产业链主权、(12)领土主权
蝴蝶结(挂钩、挂狗、海洛因、拜耳)绝对(归零)原则、(13)军火主权蝴蝶结(挂钩、挂
狗、海洛因、拜耳)绝对(归零)原则。
全世界的13 个蝴蝶结为:(1)共产主义老灭绝的主权、(2)政府主权腐败邪恶、(3)孟山都
的转基因主权(种子主权)、(4)美联储货币主权、(5)推特Twitter 话语主权、(6)器官主权、
(7)相对(相对论、相对性)主权、(8)特权主权、(9)学术主权、(10)生理主权、(11)产业链主
权、(12)领土主权、(13)军火主权。 么用?行动最重要,认知真理和真相最有效。
依据海洛因以药物救人为名贩毒绝对归零原则、海洛因(Heroin)蝴蝶结原则、挂钩(挂
狗)蝴蝶结原则,任何蝴蝶结、挂钩(挂狗)都是进退不能的,即进B 和退A 都是一样不
能的:-|A|=|B| ⇒ A=B=0;{A}∩{B}=Ø ⇒ A∈Ø、B∈Ø 而A、B 不存在而归零,其
中A、B 为任意实数,即属绝对归零的,从而构成蝴蝶结(挂钩、挂狗、海洛因、拜耳)绝
对(归零)原则,依此类推至于如下的13 个蝴蝶结同理成立而构成十三(13)蝴蝶结(挂
钩、挂狗、海洛因、拜耳)绝对(归零)原则,包括但不仅限于:
(1)共产主义蝴蝶结(挂钩、挂狗、海洛因、拜耳)绝对(归零)原则、(2)政府主权蝴
蝶结(挂钩、挂狗、海洛因、拜耳)绝对(归零)原则、(3)孟山都的转基因主权(种子主
权)蝴蝶结(挂钩、挂狗、海洛因、拜耳)绝对(归零)原则、(4)美联储货币主权蝴蝶结
(挂钩、挂狗、海洛因、拜耳)绝对(归零)原则、(5)推特Twitter 话语主权蝴蝶结(挂钩、
挂狗、海洛因、拜耳)绝对(归零)原则、(6)器官主权蝴蝶结(挂钩、挂狗、海洛因、拜
耳)绝对(归零)原则、(7)相对(相对论、相对性)主权蝴蝶结(挂钩、挂狗、海洛因、
拜耳)绝对(归零)原则、(8)特权主权蝴蝶结(挂钩、挂狗、海洛因、拜耳)绝对(归零)
原则、(9)学术主权蝴蝶结(挂钩、挂狗、海洛因、拜耳)绝对(归零)原则、(10)生理主权
蝴蝶结(挂钩、挂狗、海洛因、拜耳)绝对(归零)原则、(11)产业链主权、(12)领土主权
蝴蝶结(挂钩、挂狗、海洛因、拜耳)绝对(归零)原则、(13)军火主权蝴蝶结(挂钩、挂
狗、海洛因、拜耳)绝对(归零)原则。
全世界的13 个蝴蝶结为:(1)共产主义老灭绝的主权、(2)政府主权腐败邪恶、(3)孟山都
的转基因主权(种子主权)、(4)美联储货币主权、(5)推特Twitter 话语主权、(6)器官主权、
(7)相对(相对论、相对性)主权、(8)特权主权、(9)学术主权、(10)生理主权、(11)产业链主
权、(12)领土主权、(13)军火主权。 依据海洛因以药物救人为名贩毒绝对归零原则、海洛因(Heroin)蝴蝶结原则、挂钩(挂
狗)蝴蝶结原则,任何蝴蝶结、挂钩(挂狗)都是进退不能的,即进B 和退A 都是一样不
能的:-|A|=|B| ⇒ A=B=0;{A}∩{B}=Ø ⇒ A∈Ø、B∈Ø 而A、B 不存在而归零,其
中A、B 为任意实数,即属绝对归零的,从而构成蝴蝶结(挂钩、挂狗、海洛因、拜耳)绝
对(归零)原则,依此类推至于如下的13 个蝴蝶结同理成立而构成十三(13)蝴蝶结(挂
钩、挂狗、海洛因、拜耳)绝对(归零)原则,包括但不仅限于: 钩
挂狗
海洛因
拜耳
绝对
归零
原则
包括但不仅限于
(1)共产主义蝴蝶结(挂钩、挂狗、海洛因、拜耳)绝对(归零)原则、(2)政府主权蝴
蝶结(挂钩、挂狗、海洛因、拜耳)绝对(归零)原则、(3)孟山都的转基因主权(种子主
权)蝴蝶结(挂钩、挂狗、海洛因、拜耳)绝对(归零)原则、(4)美联储货币主权蝴蝶结
(挂钩、挂狗、海洛因、拜耳)绝对(归零)原则、(5)推特Twitter 话语主权蝴蝶结(挂钩、
挂狗、海洛因、拜耳)绝对(归零)原则、(6)器官主权蝴蝶结(挂钩、挂狗、海洛因、拜
耳)绝对(归零)原则、(7)相对(相对论、相对性)主权蝴蝶结(挂钩、挂狗、海洛因、
拜耳)绝对(归零)原则、(8)特权主权蝴蝶结(挂钩、挂狗、海洛因、拜耳)绝对(归零)
原则、(9)学术主权蝴蝶结(挂钩、挂狗、海洛因、拜耳)绝对(归零)原则、(10)生理主权
蝴蝶结(挂钩、挂狗、海洛因、拜耳)绝对(归零)原则、(11)产业链主权、(12)领土主权
蝴蝶结(挂钩、挂狗、海洛因、拜耳)绝对(归零)原则、(13)军火主权蝴蝶结(挂钩、挂
狗、海洛因、拜耳)绝对(归零)原则。 狗、海洛因、拜耳)绝对(归零)原则。
全世界的13 个蝴蝶结为:(1)共产主义老灭绝的主权、(2)政府主权腐败邪恶、(3)孟山都
的转基因主权(种子主权)、(4)美联储货币主权、(5)推特Twitter 话语主权、(6)器官主权、
(7)相对(相对论、相对性)主权、(8)特权主权、(9)学术主权、(10)生理主权、(11)产业链主
权、(12)领土主权、(13)军火主权。 狗、海洛因、拜耳)绝对(归零)原则。
全世界的13 个蝴蝶结为:(1)共产主义老灭绝的主权、(2)政府主权腐败邪恶、(3)孟山都
的转基因主权(种子主权)、(4)美联储货币主权、(5)推特Twitter 话语主权、(6)器官主权、
(7)相对(相对论、相对性)主权、(8)特权主权、(9)学术主权、(10)生理主权、(11)产业链主
权、(12)领土主权、(13)军火主权。 5.十三(13)蝴蝶结 5.十三(13)蝴蝶结
(1)全人类有史以来最血腥的共产主义,至今屠杀全人类几十亿人,如文革饿死一亿
人、斗死几千万人,近来短短几年内大肆屠村屠城而屠杀了中国17 亿人,加上种族灭绝、
宗教灭绝罪行、计划生育等,单在中国就有远远超过20 亿人被杀害,马克思、列宁、老毛
等全都是以全人类最高理想欺骗全人类近200 年、吞噬几十亿条人命,其中大都是觉醒或可
觉醒的精英,由此可见,共产主义不仅危害、摧毁中华民族的主权,如今更危害、摧毁世界
各国的主权和具备支持俄罗斯用核武器炸毁地球而危害地球的主权,而且全都以全人类最高
理想、为人民服务之名行灭绝之实,共产主义国家的这种权力Q 决定世界各国主权的生死
存亡而必然是高于世界各国主权的,称为共产主义主权,显然是海洛因(Heroin)模式、拜 耳(Bayer)效应,马克思、霍夫曼(Felix Hoffmann)、拜耳(Bayer)等都是德国人,可
见,德国人在杀人方面有无以伦比的天分和犹太血统的优势,从而构成共产主义(主权)蝴
蝶结(挂钩、挂狗、海洛因、拜耳)原则,以解放之名行无分别大屠杀之实。 (2)如2021 年美国军费8010 亿美元、俄罗斯军费659 亿美元,两国相差12 倍,只要
两国或俄罗斯和北约一开战,俄罗斯直接就进坑里去了。可是,现在是中共和华尔街相互深
度勾结,不断无条件地给俄罗斯输送美元和弹药,原来有枪无弹的普京和俄罗斯民族立刻如
猛虎下山扑向乌克兰、日本、北约和美国,重新变成了可与美国抗衡的超级大国;另一方面,
给了钱交保护费的中共政权更加有恃无恐,更加变本加厉地四处用病毒去威胁恐吓各国和大
捞特捞,完全不顾廉耻和自身死活,临时也要拉个垫背的,由此可见,俄罗斯政权给了共党
政权无限作恶的加持而直接危害各国安全,中共政权支撑了俄罗斯用核武器毁灭任何一个民
主国家主权的斯拉夫民族之传统战斗力,即华尔街联手中共政府向俄罗斯输送资金导致俄罗
斯能危害、摧毁世界任何各国的主权,这种一个政府向另一个政府输送金钱的权力Q 称为
政府(相对、增量)主权,显然,现在全世界各国都被卡住了,全人类随时会被双方交战的
核武器所灭绝,地球随之被炸毁,从而构成政府(相对、增量)主权蝴蝶结(挂钩、挂狗、
海洛因、拜耳)原则。 (3)美国的孟山都公司,是转基因种子市场的垄断巨头,在玉米、大豆、棉花等多种
重要作物的转基因种子市场上,占据70%至100%的份额。全世界超过90%的转基因种子,
都使用它的专利,Monsanto 犹太人家族Olga Mendez Monsanto 的姓氏,一代目是德国的Issac
Rodriguez Monsanto;约翰·奎恩伊(John Francis Queeny)是吃软饭的创始人。2016 年9 月,
拜耳和孟山都宣布双方签署最终并购协议。2018 年6 月7 日起,德国拜耳成为孟山都公司
的唯一股东,孟山都公司股票于纽约证券交易所退市,孟山都的股东获得每股128 美元的现
金,孟山都公司被拜耳公司正式收购。孟山都的橙剂、PCBs 等从生物、基因、遗传上毁灭
越南人、令美国国鸟白头海雕濒临灭绝、毁灭全世界等已经举世皆知,普京等到俄乌战争开
战后才发现俄罗斯的粮食主权已经被孟山都攻陷,现在,随着转基因对人类生育和健康的毁
灭性影响和打击(如喂转基因的小白鼠三代而绝育),全人类公认孟山都妄图毒杀世界,是
世界上最邪恶的公司孟山都,致癌农药只是冰山一角,孟山都的转基因已经形成世界性的种
子主权、转基因主权、粮食主权,从而构成孟山都(转基因、粮食主权、种子主权)蝴蝶结
(挂钩、挂狗、海洛因、拜耳)原则。 (3)美国的孟山都公司,是转基因种子市场的垄断巨头,在玉米、大豆、棉花等多种
重要作物的转基因种子市场上,占据70%至100%的份额。全世界超过90%的转基因种子,
都使用它的专利,Monsanto 犹太人家族Olga Mendez Monsanto 的姓氏,一代目是德国的Issac
Rodriguez Monsanto;约翰·奎恩伊(John Francis Queeny)是吃软饭的创始人。2016 年9 月,
拜耳和孟山都宣布双方签署最终并购协议。2018 年6 月7 日起,德国拜耳成为孟山都公司
的唯一股东,孟山都公司股票于纽约证券交易所退市,孟山都的股东获得每股128 美元的现
金,孟山都公司被拜耳公司正式收购。孟山都的橙剂、PCBs 等从生物、基因、遗传上毁灭
越南人、令美国国鸟白头海雕濒临灭绝、毁灭全世界等已经举世皆知,普京等到俄乌战争开
战后才发现俄罗斯的粮食主权已经被孟山都攻陷,现在,随着转基因对人类生育和健康的毁
灭性影响和打击(如喂转基因的小白鼠三代而绝育),全人类公认孟山都妄图毒杀世界,是
世界上最邪恶的公司孟山都,致癌农药只是冰山一角,孟山都的转基因已经形成世界性的种
子主权、转基因主权、粮食主权,从而构成孟山都(转基因、粮食主权、种子主权)蝴蝶结
(挂钩、挂狗、海洛因、拜耳)原则。 (4)美国联邦储备系统(The Federal Reserve System)和华尔街利用货币主权扶植希特
勒上台招致了对犹太人的大屠杀和二战的开始;美联储和华尔街以世界货币主权对共产主
义、共党的无底线扶持,由此导致了如今的俄乌战争和普京准备拿核武器炸毁地球,导致了
全球最大监控系统和基因数据库的建立并用来活摘器官、种族灭绝和无限行刑中国人民,导
致了美国政要几乎全部被共党绑定,导致了香港反送中大屠杀和全世界毒品的泛滥成灾,更
导致,等等,可见,美联储货币主权已经形成,货币主权和它所带来的利益是把双刃剑,可
以救人也可以灭世,从而构成美联储(货币主权、利益主权)蝴蝶结(挂钩、挂狗、海洛因、
拜耳)原则。 (5)推特(Twitter)等能在2020 年美国总统中通过封杀、审核等手段彻底扭转全世界最
高权力的选举制度,可见,话语(宣传)主权的时代已经到来,用得好的话拯救世界、用得 不好的话就象今天普京炸毁地球(如拼命支持俄乌战争的共党抹黑乌克兰),埃隆·马斯克
(Elon Musk)收购推特肯定就看出了这一点,从而构成推特Twitter(话语权、话语主权)蝴
蝶结(挂钩、挂狗、海洛因、拜耳)原则。 (6)共党有史以来一直让中国成为世界器官工厂和全人类器官的世界工厂,还无分别
地组织全世界各国人民到中国进行器官旅游,日本人、美国人、英国人、以色列人、台湾人、
阿拉伯人等等全都不例外,只要你有钱和需求就可进入共产主义按需杀人,有的甚至只需要
等待一天,而在西方各国则需要等待几年,于是,每年几十万起甚至数百万起的器官活摘悍
然常态化,最优秀的女中学生、大学生、运动员、军人、模特、机关干部等等全都和监狱里
的罪犯一样,直接成了知情或不知情的活供体,实际就是无分别的全国供体、全民供体;更
令人发指的是,为了保证活摘器官的活力和移植存活率,所有的器官供体都不能打任何麻醉
药,却毫无例外地必须将手筋、脚筋全部挑断而活活地看着、清楚着自己被活摘并慢慢地走
向死亡,任何哀求都无法更改医生们和执法者们那堪比肝硬化的铁石心肠……全人类用器官
移植延长生命和治疗绝症的最高生命主权就掌握在中共手上,称之为器官主权,现在邪恶政
权用病毒屠杀全人类超过2000 万人却连全世界情报能力最厉害的美国CIA 都「查不出来」、
「无法确定」等,可见,跨国有组织犯罪集团用活摘中国人民的器官对全世界总统、政要、
官员、权贵等进行渗透、绑架是何等之深,从而构成活摘器官(生命主权、最高生命主权、
器官主权、器官移植)蝴蝶结(挂钩、挂狗、海洛因、拜耳)原则、器官移植(世界)最高
生命主权原则。因为,金钱、性贿赂、赌博等对全世界总统、政要、官员、权贵来说全部并
不希奇,但无须等待的不打麻醉药的最高质量健康器官只有共党能提供,世界百年老店仅此
一家别无分店,不想死的话全世界都得闭口,现在,共党做到了,美国做到了,全世界也做
到了。 (6)共党有史以来一直让中国成为世界器官工厂和全人类器官的世界工厂,还无分别
地组织全世界各国人民到中国进行器官旅游,日本人、美国人、英国人、以色列人、台湾人、
阿拉伯人等等全都不例外,只要你有钱和需求就可进入共产主义按需杀人,有的甚至只需要
等待一天,而在西方各国则需要等待几年,于是,每年几十万起甚至数百万起的器官活摘悍
然常态化,最优秀的女中学生、大学生、运动员、军人、模特、机关干部等等全都和监狱里
的罪犯一样,直接成了知情或不知情的活供体,实际就是无分别的全国供体、全民供体;更
令人发指的是,为了保证活摘器官的活力和移植存活率,所有的器官供体都不能打任何麻醉
药,却毫无例外地必须将手筋、脚筋全部挑断而活活地看着、清楚着自己被活摘并慢慢地走
向死亡,任何哀求都无法更改医生们和执法者们那堪比肝硬化的铁石心肠……全人类用器官
移植延长生命和治疗绝症的最高生命主权就掌握在中共手上,称之为器官主权,现在邪恶政
权用病毒屠杀全人类超过2000 万人却连全世界情报能力最厉害的美国CIA 都「查不出来」、
「无法确定」等,可见,跨国有组织犯罪集团用活摘中国人民的器官对全世界总统、政要、
官员、权贵等进行渗透、绑架是何等之深,从而构成活摘器官(生命主权、最高生命主权、
器官主权、器官移植)蝴蝶结(挂钩、挂狗、海洛因、拜耳)原则、器官移植(世界)最高
生命主权原则。因为,金钱、性贿赂、赌博等对全世界总统、政要、官员、权贵来说全部并
不希奇,但无须等待的不打麻醉药的最高质量健康器官只有共党能提供,世界百年老店仅此
一家别无分店,不想死的话全世界都得闭口,现在,共党做到了,美国做到了,全世界也做
到了。 (7)邪恶政权释放新冠病毒屠杀全人类超过2000 万人(Bill Gates 证实的),全人类
不得不封城,上海清零、全中国清零,全世界人人被政府、卫生组织等当成犯人、传染源来
看待而进入绝对零度冻结状态,不断有人跳楼、自杀等,这就是说,疫情人为地制造了一个
抗疫的极端制高点和相应的极端权力Q,所有人都不能违背,称之为相对性(生命)主权、
相对(相对论、相对性)主权,依据极端绝对原则、绝对归一原则、绝对主权原则、一项绝
对即属绝对原则,极端权力Q 又称为主权范畴的病毒(疫苗)生命主权、相对性(相对论、
相对)绝对主权,背后的官商勾结、国际内外勾结的核酸检测利益集团、疫苗集团为所欲为,
一切以个人的和利益为转移,从而构成基于利益、政府权力的病毒(疫苗)生命主权蝴蝶结
(挂钩、挂狗、海洛因、拜耳)原则。 (8)在病毒来源上,邪恶政权一会说是穿山甲、一会说是野生动物、一会说是美国实
验室,反正一开始不久吹哨人李文亮就被害死了,其与从2002 年11 月至2003 年7 月间在
17 个国家造成774 例死亡SARS 同族,爆发地就在武汉,等等,其掌握了政权就掌握了颠
倒黑白、指鹿为马的特权Q,称之为基于政府权利(包括金钱收编)的特权主权,如他们把
杀害抗日县长的刘胡兰说成是生的伟大、死的光荣的民族英雄(那抗日的县长是什么呢),
把违背常识而自己人害死自己子弟兵的长津湖惨败说成是民族英雄冰雕连,它们所有的英雄
几乎全部是加工出来的,真正的民族英雄岳飞却被挖坟毁骨,这些只是冰山一角,从而构成
特权主权(特别主权)蝴蝶结(挂钩、挂狗、海洛因、拜耳)原则、特权主权(特别主权) 横跨正反原则、共党以反共之名义灭反共原则,反正都是党、权力说了算,最为邪恶的是以
反共之名义灭反共。 (9)从2019 年开始,当病毒大流行开始时,《柳叶刀》、《自然》、《科学》等高影
响因子的杂志就一直为病毒来源于自然站台,并且成功掩盖真相、掩护邪恶政权至今未被追
责,依此类推至于其他各种与邪恶政权勾兑的学术平台,这就是国际上的学术主权,新冠病
毒杀害全人类超过2000 万人(Bill Gates 证实的)的刑事犯罪被拖到今天,从而构成学术主
权蝴蝶结(挂钩、挂狗、海洛因、拜耳)原则。 (9)从2019 年开始,当病毒大流行开始时,《柳叶刀》、《自然》、《科学》等高影
响因子的杂志就一直为病毒来源于自然站台,并且成功掩盖真相、掩护邪恶政权至今未被追
责,依此类推至于其他各种与邪恶政权勾兑的学术平台,这就是国际上的学术主权,新冠病
毒杀害全人类超过2000 万人(Bill Gates 证实的)的刑事犯罪被拖到今天,从而构成学术主
权蝴蝶结(挂钩、挂狗、海洛因、拜耳)原则。 (10)任何吸毒者成瘾后都会不顾一切后果地铤而走险(daredevil),杀人越货、贩卖
毒品、卖国求荣等,什么都干得出来,然后别有用心的团伙、政府就满足其金钱、毒品等需
求的方式来控制他,如同现在的黄俄政权控制全世界的黑帮、贩毒组织一样,依此类推至于
其他成瘾性的生理需求同理成立,这种基于成瘾性生理的群体性以至世界范围的控制权力Q
称为生理主权,很多贩毒团伙和吸毒群体如同中了邪恶政权的蝴蝶结而无法自拔,南美的芬
太尼群体就是例子,从而构成生理主权蝴蝶结(挂钩、挂狗、海洛因、拜耳)原则。
(11)在疫情之后,邪恶政权趁着美国连口罩都制造不了情形下断开所有供应链,企图
以供应链崩溃美国经济打败美国,由此可见,全世界的供应链主权、产业链主权形成的,我
们称之为供应链主权,从而构成供应链(产业链)主权蝴蝶结(挂钩、挂狗、海洛因、拜耳)
原则。 (10)任何吸毒者成瘾后都会不顾一切后果地铤而走险(daredevil),杀人越货、贩卖
毒品、卖国求荣等,什么都干得出来,然后别有用心的团伙、政府就满足其金钱、毒品等需
求的方式来控制他,如同现在的黄俄政权控制全世界的黑帮、贩毒组织一样,依此类推至于
其他成瘾性的生理需求同理成立,这种基于成瘾性生理的群体性以至世界范围的控制权力Q
称为生理主权,很多贩毒团伙和吸毒群体如同中了邪恶政权的蝴蝶结而无法自拔,南美的芬
太尼群体就是例子,从而构成生理主权蝴蝶结(挂钩、挂狗、海洛因、拜耳)原则。 (11)在疫情之后,邪恶政权趁着美国连口罩都制造不了情形下断开所有供应链,企图
以供应链崩溃美国经济打败美国,由此可见,全世界的供应链主权、产业链主权形成的,我
们称之为供应链主权,从而构成供应链(产业链)主权蝴蝶结(挂钩、挂狗、海洛因、拜耳)
原则。 (12)二战后,三巨头罗斯福(Franklin Delano Roosevelt)、丘吉尔(Winston L.S. Churchill)、
斯大林胡乱刮分世界,如将库页岛南部交给俄罗斯、将日本北方四岛交给苏联、将钓鱼岛交
给日本、将琉球群岛(Ryukyu)Wj(j∈N)交给日本,等等,现在,俄罗斯等国利用这些领土
四处挑起世界三战的争端,涉及其中的各国轻一点象乌克兰被炸成废墟、重一点整个地球被
炸毁,由此可见,这些领土Wj 争端已经危急相关民族、国家的生死存亡和主权,也就是说,
争端领土Wj 的归属权Qj 已经上升到正常国家的主权高度,称之为领土主权,从而构成领土
主权蝴蝶结(挂钩、挂狗、海洛因、拜耳)原则,你进也不是退也不是,象日本进被灭国、
退则辱国。 (13)这次的俄乌战争为三战的第一阶段(XP 两货示范统治世界阶段);接下来,俄
罗斯携邪恶轴心和北约、美国开战,如果双方都不动用核武器,战争打得月强烈、残酷,军
火商的生意就会越红火,正如疫情下世界各国的棺材商都发大财产象发大水一样没法形容,
因此,世界各国的军火商为了能发财肯定拼命挑拨是非、推动战争,为自己的钱包添砖加瓦,
惟恐天下不乱,这种行为直接危害到各国主权的生死存亡,如现在的乌克兰变成废墟、二战
中法国和欧洲各国迅速被灭等,因此,军火商如转基因的孟山都的转基因主权一样形成了能
决定各国主权生死而高于各国主权的军火主权,从而构成军火主权蝴蝶结(挂钩、挂狗、海
洛因、拜耳)原则。 6.五位四因果律、三十字架秩序
同样是5000 年来,全人类只关注因果关系中导致结果R 的前提、条件C,却没有注意
到不良和邪恶的结果R 会导致毁灭性的后果、效果E,因此没有建立起因果关系对应正义、 真理J 之间的机制,即面向规则(真理、正义)的选择机制,包括E~J(因果与后果)之间
约定、道路、程序等的信用连线和面向彼岸灯塔的真实有效性对应(瞄准),所谓的看前不
看后,这才导致如今的真理不设防、正义裸奔,由此而来,我们必须将因果律上升为因果标
律、因果目标律、因果效果律、因果果律(Cause-Result-Effect--Discrimination CRED Law 律),
也就是说,我们要将原因、结果和真理(正义)的灯塔性目标对应起来,同时形成判断以决
定事物的正确与否和要不要继续(及时止损) 真理J 之间的机制,即面向规则(真理、正义)的选择机制,包括E~J(因果与后果)之间
约定、道路、程序等的信用连线和面向彼岸灯塔的真实有效性对应(瞄准),所谓的看前不
看后,这才导致如今的真理不设防、正义裸奔,由此而来,我们必须将因果律上升为因果标
律、因果目标律、因果效果律、因果果律(Cause-Result-Effect--Discrimination CRED Law 律),
也就是说,我们要将原因、结果和真理(正义)的灯塔性目标对应起来,同时形成判断以决
定事物的正确与否和要不要继续(及时止损) 在中共国,大量的最健康的男女中学生、小学生W 只因为通过常规体检而HLA 被配型,
就被强行绑架而被活摘器官去满足那些将死之人U 的器官需求Q 和绑架者X 的金钱需求Y,
邪恶政权拿一条甚至几条W 最健康、最有前途的学生的生命去救另一条行将就木者的生命,
中学生、小学生W 无辜(因C)却被活摘器官而被无限行刑之结果R,也就是说,任何无
辜者进入中共国都可能因为健康和HLA 配型信息而被活摘器官而无锡行刑,无因出死果R,
这个结果称为去毛(去皮)结果、校验结果、初始化结果、第零结果、本位因果,也是现场
主体(事物)的实时结果、穿梭结果之初始化结果,比照商场里的电子秤的去毛、去皮,而
其因果称为去毛(去皮)因果、系统初始化的初始因果(律、关系)、净因果(律、关系)、
校验因果(律、关系)、第零因果(律、关系),也是现场主体(事物)的实时因果、穿梭
因果之初始化因果,从而构成第零因果律,如上述最优秀的男女中小学生无辜成为被活摘器
官的无限行刑死刑犯,这种政权无辜行刑、犯罪有钱收、受害者要被灭门而灭口,如同香港
陈彦霖一样,人类历经5000 年,今天去毛(去皮)因果才被提出来,这是怎么地悲剧?全
人类的罪恶一切必须到此为止。 一个人A 到泰国谋杀杀人B,如浙江那个老公谋杀自己孕妇妻子的罪犯,人B 的受伤
害或死亡和A 的谋杀C 构成了一对直接因果,称为直接因果或第一因果(律、关系)、纵
向因果(律、关系),其结果称为第一结果、直接(因果)结果;罪犯(嫌犯)杀人后必然
要受到法律L 的制裁K,制裁K 即第二结果、法律结果,是社会系统罪责自负的清算结果、
结算结果、横向拦截的横向结果,这就是第二因果(律、关系)、横向因果(律、关系);
如果罪犯A 象普京一样有着足够的权利按下核按钮发射核武器谋杀他人B,如几年前俄罗
斯军事推演发射核导弹攻击川普的海湖庄园谋杀美国总统,地球顺便被炸毁了,罪犯(嫌犯)
A 可谓万死莫赎,他被处死也无法赔偿和匹配他炸毁地球、害死所有无辜者的罪行H,我们
称之为第三结果、垂直结果,从而构成第三因果(律、关系)、垂直因果(律、关系)。
第零因果、第一因果、第二因果、第三因果构成了(五位、五元)四因果(律、关系),
成为通向文明法线上的殿堂天之道、大道、正道,从而构成了(五位、五元)四因果神之道
(大道、正道)原则,其中五元、五位是起因A、第一结果B、第二结果C、第三结果D 和
事物本人、本位E,构成因果五位(五元)原则。
第零因果(对象因果)、第一因果(过程因果、程序因果、道路因果)、第二因果(社
会因果、系统因果、面向对象因果、目标因果)、第三因果(文明因果、出因果)构成了从
点到线性到平面到立体的点线面体结构,从而构成点线面体因果(律、关系)。 一个人A 到泰国谋杀杀人B,如浙江那个老公谋杀自己孕妇妻子的罪犯,人B 的受伤
害或死亡和A 的谋杀C 构成了一对直接因果,称为直接因果或第一因果(律、关系)、纵
向因果(律、关系),其结果称为第一结果、直接(因果)结果;罪犯(嫌犯)杀人后必然
要受到法律L 的制裁K,制裁K 即第二结果、法律结果,是社会系统罪责自负的清算结果、
结算结果、横向拦截的横向结果,这就是第二因果(律、关系)、横向因果(律、关系);
如果罪犯A 象普京一样有着足够的权利按下核按钮发射核武器谋杀他人B,如几年前俄罗
斯军事推演发射核导弹攻击川普的海湖庄园谋杀美国总统,地球顺便被炸毁了,罪犯(嫌犯)
A 可谓万死莫赎,他被处死也无法赔偿和匹配他炸毁地球、害死所有无辜者的罪行H,我们
称之为第三结果、垂直结果,从而构成第三因果(律、关系)、垂直因果(律、关系)。
第零因果、第一因果、第二因果、第三因果构成了(五位、五元)四因果(律、关系),
成为通向文明法线上的殿堂天之道、大道、正道,从而构成了(五位、五元)四因果神之道
(大道、正道)原则,其中五元、五位是起因A、第一结果B、第二结果C、第三结果D 和
事物本人、本位E,构成因果五位(五元)原则。
第零因果(对象因果)、第一因果(过程因果、程序因果、道路因果)、第二因果(社
会因果、系统因果、面向对象因果、目标因果)、第三因果(文明因果、出因果)构成了从
点到线性到平面到立体的点线面体结构,从而构成点线面体因果(律、关系)。 第零因果(对象因果)、第一因果(过程因果、程序因果、道路因果)、第二因果(社
会因果、系统因果、面向对象因果、目标因果)、第三因果(文明因果、出因果)构成了从
点到线性到平面到立体的点线面体结构,从而构成点线面体因果(律、关系)。 第零因果和第一因果构成第一(因果)十字架,第一因果和第二因果构成第二(因果)
十字架,第二因果和第三因果构成第三(因果)十字架,称为三十字架因果(结果)、三因
果十字架,从而构成(四)因果三十字架因果(律、关系、原则)、三因果十字架原则。 在第一(因果)十字架A 中,嫌犯Q 如果能及时终止犯罪就能免于刑事惩罚(对个人
有利),如执迷不悟继续犯罪就必然被法律所惩处而进监牢、下地狱(对个人不利);一个
人如果做好事有功于民族就能被嘉奖而个人得益(个人有功),因果的过程在十字架的纵轴
上而结果在十字架的竖轴上,一念天堂在上、一念地狱在下万丈深渊,称为第一(十字、十
字架)秩序、是非(黑白)分明秩序、门户秩序。 在第二(因果)十字架B 中,嫌犯Q 犯了罪肯定要受到法律的制裁而进监牢、下地狱
(罪犯与团伙遭清算);个人如果做好事有功于民族就会被嘉奖(个人领功得尊敬),就象
真正的好官得万民伞受人尊敬,因果的过程在十字架的纵轴上而结果在十字架的横轴上,在
社会法律体系中一念天堂在上、一念地狱在下万丈深渊,称为第二(十字、十字架)秩序、
后果秩序、台面秩序。 在第三(因果)十字架B 中,嫌犯Q 到了炸毁地球、放病毒杀害全球2000 万人的层次
肯定是万死莫赎、遗臭万年,进入文明层面的十字架的鄙视链之最底端;如果是华盛顿建立
自由、民主美国一样的英雄,肯定是上总统山接受万民万世景仰,犹如长江之水滔滔不绝,
因果的过程在十字架的横轴上而结果在十字架的垂直轴上,在全局体系、文明体系中一念天
堂在上、一念地狱在下万丈深渊,称为第三(十字、十字架)秩序、全局(文明、永恒)秩
序、总秩序。 第一(十字)秩序、第二(十字)秩序、第三(十字)秩序统称为三(十字架)秩序,
线性是因果、正义(殿堂、信仰、天堂、光明)在上、地狱(黑暗、罪恶、毁灭)在下,善
恶辨、功罪分,世界见承平,从而构成三(十字架)秩序分善恶(定功罪)原则。 第一(十字)秩序、第二(十字)秩序、第三(十字)秩序统称为三(十字架)秩序,
线性是因果、正义(殿堂、信仰、天堂、光明)在上、地狱(黑暗、罪恶、毁灭)在下,善
恶辨、功罪分,世界见承平,从而构成三(十字架)秩序分善恶(定功罪)原则。 7.天子七和弦(七因果)立法、天子方程(ĤU=λU)先于一切正果原则
如同新冠疫情中一位西班牙老奶奶说的:好好的日子不过,为什么要放病毒来杀人啊?
如今,全世界已经超过2000 万人死于新冠病毒,任何人不是有罪被处死,而全部是无辜被
毒死,即全世界的去毛(去皮)结果(责任)是无分别地无辜者死刑;另一方面,放病毒的
团伙帮你做核酸检测是救你有功、行刑毒针的疫苗不仅要你命还要你钱(疫苗开打的前几个
月全世界就有最健康的几万飞行员和空乘一上天就疫苗猝死),这就是病毒(疫苗)末日罪
行。 7.天子七和弦(七因果)立法、天子方程(ĤU=λU)先于一切正果原则
如同新冠疫情中一位西班牙老奶奶说的:好好的日子不过,为什么要放病毒来杀人啊?
如今,全世界已经超过2000 万人死于新冠病毒,任何人不是有罪被处死,而全部是无辜被
毒死,即全世界的去毛(去皮)结果(责任)是无分别地无辜者死刑;另一方面,放病毒的
团伙帮你做核酸检测是救你有功、行刑毒针的疫苗不仅要你命还要你钱(疫苗开打的前几个
月全世界就有最健康的几万飞行员和空乘一上天就疫苗猝死),这就是病毒(疫苗)末日罪
行。 全世界都热衷到中共国进行器官旅游,用几天甚至一天时间就能移植一副供体无打麻醉
药物的活摘器官,一年几十万甚至几百万副器官被活摘,大量中小学男女学生和有体检纪律
的公务员、军人一样被无分别的无辜活摘而杀害,然后全家被灭门,象香港陈彦霖一样,只
是因为自己的HLA 配型掌握在邪恶政权手上,这就是活摘器官末日罪行。 任何人在乌克兰做任何事情,首先要面临着普京的导弹袭击甚至荒谬的饱和打击,如同
坐上了2014 年7 月17 日被俄罗斯山毛榉导弹(BUK)的马航MH17(波音777)一样,绝
对不是任何机上的人能用自行火炮控制的,这就是战争末日罪行。
病毒(疫苗)末日罪行、活摘器官末日罪行、战争末日罪行、共俄军事同盟已经进入第
二阶段准备发动三战炸毁地球,等等,名副其实的末日天灾人祸A→-∞,此时,我们令
ĤU=λU,称为天子方程,Ĥ 为代表至上天廷的算符或算符式的矩阵:Ĥ→∞,依据同一律,
λ 为天子B 的本征根必然是无限大的:λ→+∞,天子在天而令天子的本征函数(特征向量)
U 必然也是无限大的:U→+∞,天灾人祸A 要吞噬天子B 时必然吞噬其无限大的特征向量
即权力U:-|A|=|U| ⇒ A=U=0,这就是天子剑方程(天子剑函数),则依据ĤU=λU 有:
λ=lim(ĤU/U)=Ĥ→∞,即天子及其本征根是固有的而并不随着特征向量U 被归零而归零;然
而,天灾人祸A 在吞噬天子的特征向量U 时已经被伴随着特征向量U 的绝对归零原则T 所
归零,自然无法再进一步去吞噬天子的本征根或者天子本身,此时,伴随着天子特征向量的
绝对归零原则T 就是诛杀一切恶魔与邪恶的至上宝剑而称为无限天子剑,从而构成天灾人
祸天灭原则、天子无害归零天灾人祸原则,也就是说,天子一出生、一出现,所有的天灾人
祸和恶魔就自取灭亡而到头了,天子与生俱来的特征向量(函数)包括跟随的文武众星,将
无限攻击恶魔及其天灾人祸直到彻底消灭,这就是天子无限围剿恶魔(天灾人祸)原则、天
子生灾难灭(人祸绝)原则、天子生妖魔死(灭、灭亡)原则、天子妖魔不相容原则、天子
计划生育恶魔(天灾人祸)原则、天子登临天位(就职)妖魔鬼怪灭绝原则、天子登临(天
位、就职)安天下原则、天子登临(天位、就职)天下太平原则、天子(圣子)定乾坤原则、
天子一剑定乾坤原则、天子剑绝对(无限)原则、天子剑(无限)无害(无损)灭绝(剿灭)
妖魔原则、天子剑与妖魔鬼怪水火不相容原则,犹如长江之水滔滔不绝。 任何人在乌克兰做任何事情,首先要面临着普京的导弹袭击甚至荒谬的饱和打击,如同
坐上了2014 年7 月17 日被俄罗斯山毛榉导弹(BUK)的马航MH17(波音777)一样,绝
对不是任何机上的人能用自行火炮控制的,这就是战争末日罪行。 病毒(疫苗)末日罪行、活摘器官末日罪行、战争末日罪行、共俄军事同盟已经进入第
二阶段准备发动三战炸毁地球,等等,名副其实的末日天灾人祸A→-∞,如果其没有天子B
登临世界(国家、社会)最高位立法并行使最高权力进行全局部署:B→+∞,任何人、组
织无法单凭自己的力量改变这些来自世界全局、国家和社会全局的制度性大灾难、丧尽天良
的灭绝性人祸,因为,当末日天灾人祸A 吞噬任何人Q 时,非天子者并非在天而必然不是
绝对的:-A>Q 即必然无力对抗而被摧毁的,包括任何假冒伪劣产品通通是能力受限的而不
可能是主动的,自然无法主动解决并了断这些去皮后仍然是无限大祸害的末日罪行;另一方
面,依据无分别绝对原则,任何全局性的事物、灾难、人祸、战争都是无分别而绝对的,此
时,依据天子无害归零天灾人祸原则,能对抗这种绝对性无限大力量者只有上帝、圣子即真
命天子本人才有可能,这就是非(真命)天子无法阻止全局灾难(人祸、天灾人祸)原则、
非(真命)天子阻止全局灾难(人祸、天灾人祸)否定原则、唯(真命)天子阻止全局灾难
(人祸、天灾人祸)原则、天子宙斯盾(aegis of Zeus)原则、天子(圣子)安天下原则。
天子(圣子)定乾坤原则和天子(圣子)安天下原则统称为天子(圣子)定乾坤(安天 天子(圣子)定乾坤原则和天子(圣子)安天下原则统称为天子(圣子)定乾坤(安天
下)原则、天子(圣子)生乾坤定(天下安)原则。 第零因果律是获得性因果,第一因果律是分布性因果,第二因果律是输出性因果即门票
自由,第三因果律是承受性因果即饭票自由,在这四大因果中,唯一一个非全局解决全部死
(炸毁地球)就是承受性因果:除非全局解决,否则任何人无法独善其身而必死或必死恐怖
威胁无法排除,任何独立、自由、民主(选择、判断)、非全局的解决治愈都失效,即华盛
顿总统等先贤未知奋斗一生的自由宪政全打水漂,今天普京和他包皮联手用核武器炸毁地
球、用病毒毒死全世界的问题无人能解就是证据,比照泰坦尼克号沉穿或水鬼凿船,船被凿
沉而船上的人无人能幸免于难,因此,承受性因果又称为主宰因果、决定(瓶颈、生死、阎
罗王、末日)因果、全局因果、本征因果、凿船因果、沉船因果,从而构成承受性因果决定
(主宰)一切原则、承受性因果先于一切原则、承受性因果凿船(沉船)原则、同一先于本
征因果原则、本征因果同一原则。 上述的天子方程(ĤU=λU)(Ĥ 为代表至上天廷的算符或算符式的矩阵、λ 是天子本征
根、U 是天子本征函数或特征向量:Ĥ、U、λ→+∞),是解决所有的末日因果、生死因果、
阎罗王因果的唯一方案、钥匙,同时解决了制度性以至天地的独立、自由、民主(选择、判
断)和解决而最终实现标准化、全局性治愈,由此而来,天子方程(ĤU=λU)解决末日因
果而得出至上的天正果,我们称天子方程为天子因果、圣子因果、天因果、正果因果、正因
果,也就是说,全世界以至天地间所有的正果都必须无分别地、别无选择地经过天子完成,
依据别无选择绝对原则、同一律,天子因果必然是绝对的而必然是最后的正果、最初的因果,
正如同耶稣所说的:我是最初的、我是最后的,从而构成天子方程(ĤU=λU)先于(一切、
任何)正果原则、天子先于(一切、任何)正果原则、天子天地正果原则、天子正果原则,
归根结底,天子比吃一口就能长生不老的唐僧肉更厉害。 根、U 是天子本征函数或特征向量:Ĥ、U、λ→+∞),是解决所有的末日因果、生死因果、
阎罗王因果的唯一方案、钥匙,同时解决了制度性以至天地的独立、自由、民主(选择、判
断)和解决而最终实现标准化、全局性治愈,由此而来,天子方程(ĤU=λU)解决末日因
果而得出至上的天正果,我们称天子方程为天子因果、圣子因果、天因果、正果因果、正因
果,也就是说,全世界以至天地间所有的正果都必须无分别地、别无选择地经过天子完成,
依据别无选择绝对原则、同一律,天子因果必然是绝对的而必然是最后的正果、最初的因果,
正如同耶稣所说的:我是最初的、我是最后的,从而构成天子方程(ĤU=λU)先于(一切、
任何)正果原则、天子先于(一切、任何)正果原则、天子天地正果原则、天子正果原则,
归根结底,天子比吃一口就能长生不老的唐僧肉更厉害。
天子方程(ĤU=λU)中,天子通过天子函数U、天子本征根与万物、众神、众生Pj(j
∈N)在全局的本征层面上开放相互沟通、相互帮助、相互救济:
(Ĥ-λ")U"=0……(Eq.TZ01)
其中Ĥ 为代表至上天廷的算符或算符式的矩阵、λ 是天子本征根、U 是天子本征函数或
特征向量:Ĥ、U、λ→+∞,λ"为λ 合并万物、众神、众生Pj(j∈N)后的本征根、U"为合并万
物、众神、众生Pj(j∈N)后的特征向量,由此而来,久期方程(Ĥ-λ")U"=0 称为天子权杖方程
(函数)、天子久期方程,永恒的天子久期方程则称为永恒的天子权杖,天子通过永恒的天
子久期方程保守万物众生、为他们诛杀任何邪恶(恶魔)而提供足够的天赋安全(救赎、拯
救)、支撑(支持)万物众生苍天大地竞自由地发展和发挥自己的一切潜力,即三保非不可
救药的万物众生,这就是唯有天子降生(登临)才能提供的全局性永恒之久期大爱,称之为
天子(降生、登临)先于一切(万物、众生)的永恒之三保久期大爱(博爱)、天子(久期、
永恒、绝对、三保)大爱(博爱),也是万物(众生)的永恒之天子三宝(即天子的降生为
众生与万物带来了永恒的三宝保守天下苍生),从而构成天子(圣子)安天下(安万物)原
则、天子一杖(天子一根、天子权杖、天子本征根)安天下(安万物)原则、天子杖(天子
权杖、天子本征根)永恒(无限、绝对)原则、天子杖(天子权杖、天子本征根)先于天下
安定(乾坤安定、和平)原则、天子杖(天子权杖、天子本征根)先于万物(众生)原则、
天子(降生、登临)先于一切(万物、众生)原则、天子保守(三保)天下苍生(铸永恒)
原则、天子三宝大爱(博爱)永恒(无限、绝对)原则。 任何)正果原则、天子先于(一切、任何)正果原则、天子天地正果原则、天子正果原则,
归根结底,天子比吃一口就能长生不老的唐僧肉更厉害。
天子方程(ĤU=λU)中,天子通过天子函数U、天子本征根与万物、众神、众生Pj(j
∈N)在全局的本征层面上开放相互沟通、相互帮助、相互救济:
(Ĥ-λ")U"=0……(Eq.TZ01)
其中Ĥ 为代表至上天廷的算符或算符式的矩阵、λ 是天子本征根、U 是天子本征函数或
特征向量:Ĥ、U、λ→+∞,λ"为λ 合并万物、众神、众生Pj(j∈N)后的本征根、U"为合并万
物、众神、众生Pj(j∈N)后的特征向量,由此而来,久期方程(Ĥ-λ")U"=0 称为天子权杖方程
(函数)、天子久期方程,永恒的天子久期方程则称为永恒的天子权杖,天子通过永恒的天
子久期方程保守万物众生、为他们诛杀任何邪恶(恶魔)而提供足够的天赋安全(救赎、拯
救)、支撑(支持)万物众生苍天大地竞自由地发展和发挥自己的一切潜力,即三保非不可
救药的万物众生,这就是唯有天子降生(登临)才能提供的全局性永恒之久期大爱,称之为
天子(降生、登临)先于一切(万物、众生)的永恒之三保久期大爱(博爱)、天子(久期、
永恒、绝对、三保)大爱(博爱),也是万物(众生)的永恒之天子三宝(即天子的降生为
众生与万物带来了永恒的三宝保守天下苍生),从而构成天子(圣子)安天下(安万物)原
则、天子一杖(天子一根、天子权杖、天子本征根)安天下(安万物)原则、天子杖(天子
权杖、天子本征根)永恒(无限、绝对)原则、天子杖(天子权杖、天子本征根)先于天下
安定(乾坤安定、和平)原则、天子杖(天子权杖、天子本征根)先于万物(众生)原则、 归根结底,天子比吃
口就能长生不老的唐僧肉更厉害。
天子方程(ĤU=λU)中,天子通过天子函数U、天子本征根与万物、众神、众生Pj(j
∈N)在全局的本征层面上开放相互沟通、相互帮助、相互救济:
(Ĥ-λ")U"=0……(Eq.TZ01)
其中Ĥ 为代表至上天廷的算符或算符式的矩阵、λ 是天子本征根、U 是天子本征函数或
特征向量:Ĥ、U、λ→+∞,λ"为λ 合并万物、众神、众生Pj(j∈N)后的本征根、U"为合并万
物、众神、众生Pj(j∈N)后的特征向量,由此而来,久期方程(Ĥ-λ")U"=0 称为天子权杖方程
(函数)、天子久期方程,永恒的天子久期方程则称为永恒的天子权杖,天子通过永恒的天 天子方程(ĤU=λU)中,天子通过天子函数U、天子本征根与万物、众神、众生Pj(j
∈N)在全局的本征层面上开放相互沟通、相互帮助、相互救济:
(Ĥ-λ")U"=0……(Eq.TZ01)
其中Ĥ 为代表至上天廷的算符或算符式的矩阵λ 是天子本征根U 是天子本征函数或 (
)
q
其中Ĥ 为代表至上天廷的算符或算符式的矩阵、λ 是天子本征根、U 是天子本征函数或
特征向量:Ĥ、U、λ→+∞,λ"为λ 合并万物、众神、众生Pj(j∈N)后的本征根、U"为合并万
物、众神、众生Pj(j∈N)后的特征向量,由此而来,久期方程(Ĥ-λ")U"=0 称为天子权杖方程
(函数)、天子久期方程,永恒的天子久期方程则称为永恒的天子权杖,天子通过永恒的天
子久期方程保守万物众生、为他们诛杀任何邪恶(恶魔)而提供足够的天赋安全(救赎、拯
救)、支撑(支持)万物众生苍天大地竞自由地发展和发挥自己的一切潜力,即三保非不可
救药的万物众生,这就是唯有天子降生(登临)才能提供的全局性永恒之久期大爱,称之为
天子(降生、登临)先于一切(万物、众生)的永恒之三保久期大爱(博爱)、天子(久期、
永恒、绝对、三保)大爱(博爱),也是万物(众生)的永恒之天子三宝(即天子的降生为
众生与万物带来了永恒的三宝保守天下苍生),从而构成天子(圣子)安天下(安万物)原
则、天子一杖(天子一根、天子权杖、天子本征根)安天下(安万物)原则、天子杖(天子
权杖、天子本征根)永恒(无限、绝对)原则、天子杖(天子权杖、天子本征根)先于天下
安定(乾坤安定、和平)原则、天子杖(天子权杖、天子本征根)先于万物(众生)原则、
天子(降生、登临)先于一切(万物、众生)原则、天子保守(三保)天下苍生(铸永恒)
原则、天子三宝大爱(博爱)永恒(无限、绝对)原则。 依据天子先于(一切、任何)正果原则,天子剑、天子权杖、天子影响力之天子函数三
位一体于天子在位,天子剑是规则归零的规则因果,天子权杖是天下万物的上天层面的电动
势化育万物而为造化分布因果,天子影响力之天子函数诛杀任何邪恶(恶魔)而提供足够的
天赋安全(救赎、拯救)即为造化安全因果,称之为天位三因果,从而构成天位因果三分原
则。 如下的广义相对论方程表明,能量动量张量Tαβ 与代表相对性协变参数化的度规gαβ 和
偏离差异性的里奇(Ricci)张量Rαβ 之间具有不可排除的参数化同步性(包括可移动的copy、
paste 模块和不可移动的静态同步性),我们称之为(参数化)同步论、(参数化)同步性
论、(参数化)同步化论。显然,爱因斯坦白将量子力学和时空的同步性拆家复杂化后没有
参数化回去,这就导致他没有最终得出量子力学的本征同步性,也是量子力学以线性、线性
相对化来解决基于本征同步性而一直无法得以最终完善的原因,今天,基于本征同步性的天
子方程(ĤU=λU)的矩阵动力学将最终升级广义相对论和量子力学,从而登陆广义相对同
步论和参数化同步性本征量子力学。 Gαβ=Rαβ-gαβR/2=χTαβ……(Eq.TZ02) Gαβ=Rαβ-gαβR/2=χTαβ……(Eq.TZ02) 其中gαβ 是度规或距离张量、Rαβ 是黎曼曲率缩并后的里奇(Ricci)张量、R 代表时空曲率、
Tαβ 为能量动量张量、Gαβ 为爱因斯坦张量、χ=8πG/c4、G 为引力常数、c 光光速。 全人类的文明从丛林混沌已经上升到线性的独立、自由、民主、博爱平等层面,但尚未
实现相对与常态(固有)的隔离即相对性立法(法律相对论),相对性立法(法律相对论)
之上的比照广义相对论的参数化同步论则完全未入门,线性(板性、体级等)、线性(板性、
体级等)相对论、相对参数同步论经由天子本征根三位一体于天(自然)的三位一体解决,
称为本征三位一体:本位(参数化)P(plant 植物性植物和立足)、相对性(参数化)R、
同步性(参数化)S,即PSR 三位一体。此时,天子方程、天子剑方程和天子权杖方程带来
了PSR 参数化的全面解决即治愈因果,因此,同步因果包括本征因果和参数化同步性因果
(如广义相对论):parametric synchronism。 同步性涉及正反两方面的承载平台,从而构成同步正反(承载平台)原则;相对涉及本
身和外部之差异,从而构成相对差异原则。 伽利略(Galileo)证明不同的物体在同一个引力场是无分别地以同一个加速度(重力加
速度)运动的,即重力场加速度产生自由落体加速度:f=mg=Ma,其中f 为物体所受的重力、
m 为引力质量、M 为惯性质量、g 为重力加速度、a 为自由落体加速度:a=g,则其必然有
M=m,依据无分别绝对原则,M=m 的质量等效即属绝对的,从而构成质量等效(动力学效
应)绝对原则、(与时间无关的)时间自由之万物平等绝对原则;爱因斯坦在广义相对论中
将任何物体在同一个引力场的引力质量与惯性质量等同,其必然也是绝对的,这就是广义相
对论中的质量等效性(动力学效应)原理、质量等效性(动力学效应)绝对原理(如果不成
立则伽利略的质量等效原则即不是绝对的与事实矛盾)、(与时间无关的)时间自由之万物 解决因果包括本征因果⑤、参数化同步性因果⑥、治愈因果⑦。 平等绝对原则,同时广义相对论也已经被诸多事实证明成立,依此类推至于所有效应中同理
成立。 平等绝对原则,同时广义相对论也已经被诸多事实证明成立,依此类推至于所有效应中同理
成立。 平等绝对原则,同时广义相对论也已经被诸多事实证明成立,依此类推至于所有效应中同理
成立。 (与时间无关的)时间自由之万物平等绝对原则表明,万物的本征方程(ĤU=λU)从
万物之间延伸到万物之外的平等之统一平台,即宇宙万物产生之后即处于一个统一的绝对平
等的平台W(即质量等效平台)上,平台W 称之为大本征平台、(参数化)同步性平台,
这就万物登陆殿堂的真实彼岸、天堂彼岸,从而构成(绝对、无限、无分别)平等先于(天
堂)彼岸原则、(绝对、无限、无分别)平等先于同步性(同步、大本征)因果原则、同步
性(同步、大本征)因果平等原则、同步性(同步、大本征)绝对平等原则、彼岸(天堂彼
岸)绝对平等原则。 广义相对论方程(Gαβ=Rαβ-gαβR/2=χTαβ)表明,一个质量为M 的物体W 会引起时空扭
曲,从而将时空作为通解方程y=f(x,t)=0 而将物体W 作为特解方程g0(x,t)而构成时空扭曲平
衡Q 的方程:y=f(x,t)=g0(x,t),x 为空间变量、t 为时间变量,时空扭曲平衡Q 成为凌驾与本
征和大本征之上的公共平等,称为跨越时空、事物以至一切(包括动力所在的内空间)的全
局框架K 之公平,跨越时空、事物以至一切(包括动力所在的内空间)的全局框架K 之最
高本征则称为朝廷(枢纽)及其乾纲,从而构成公平公共平等原则、公平公共本征原则、公
平先于平等(同一、本征、大本征)原则。 平先于平等(同
、本征、大本征)原则。
进而,上述的天子方程(ĤU=λU),系数矩阵的秩小于n 元未知数:rank(A)<n(2<n∈
N),因为至少是天子和一个非天子的事物存在,天子方程(ĤU=λU)以无限解无缝无限接
轨本征因果之同一性、张量多元时间性的参数化同步性因果之平等律、超越事物本征和大本
征平台的全局框架(朝廷)之公平,从而解决、治愈万物、天下而实现公正、正义之公义,
从而构成天子(方程)公平原则、上天公义(公正、正义)原则、天子先于朝廷(公平)原
则、上天公义(公正、正义)先于天子(公平)原则、天子万解之解原则、天子治愈(解决)
原则,其中,Ĥ 为代表至上天廷的算符或算符式的矩阵、λ 是天子本征根、U 是天子本征函
数或特征向量:Ĥ、U、λ→+∞。
在天子的全局框架的朝廷公平中,天子方程将本征因果的同一性和大本征因果的绝对平
等性(质量等效性)推广到算符的跨越时空、事物以至一切(包括动力和万物起源)的通解、
特解之全局框架上,全国以至全世界、全人类的动力无缝充盈自由、水位充盈(产业、技术、
资金、人才)、安全无分别足够有效、法律无缝对接正义,任何人如鱼得水、如入无人之境、
犹如长江之水滔滔不绝,道路(解决、程序)多元化、人才济济、群策群力,同时实现动力
公平。 平先于平等(同
、本征、大本征)原则。
进而,上述的天子方程(ĤU=λU),系数矩阵的秩小于n 元未知数:rank(A)<n(2<n∈
N),因为至少是天子和一个非天子的事物存在,天子方程(ĤU=λU)以无限解无缝无限接
轨本征因果之同一性、张量多元时间性的参数化同步性因果之平等律、超越事物本征和大本
征平台的全局框架(朝廷)之公平,从而解决、治愈万物、天下而实现公正、正义之公义,
从而构成天子(方程)公平原则、上天公义(公正、正义)原则、天子先于朝廷(公平)原
则、上天公义(公正、正义)先于天子(公平)原则、天子万解之解原则、天子治愈(解决)
原则,其中,Ĥ 为代表至上天廷的算符或算符式的矩阵、λ 是天子本征根、U 是天子本征函
数或特征向量:Ĥ、U、λ→+∞。
在天子的全局框架的朝廷公平中,天子方程将本征因果的同一性和大本征因果的绝对平
等性(质量等效性)推广到算符的跨越时空、事物以至一切(包括动力和万物起源)的通解、
特解之全局框架上,全国以至全世界、全人类的动力无缝充盈自由、水位充盈(产业、技术、
资金、人才)、安全无分别足够有效、法律无缝对接正义,任何人如鱼得水、如入无人之境、
犹如长江之水滔滔不绝,道路(解决、程序)多元化、人才济济、群策群力,同时实现动力
公平。 进而,上述的天子方程(ĤU=λU),系数矩阵的秩小于n 元未知数:rank(A)<n(2<n∈
N),因为至少是天子和一个非天子的事物存在,天子方程(ĤU=λU)以无限解无缝无限接
轨本征因果之同一性、张量多元时间性的参数化同步性因果之平等律、超越事物本征和大本
征平台的全局框架(朝廷)之公平,从而解决、治愈万物、天下而实现公正、正义之公义,
从而构成天子(方程)公平原则、上天公义(公正、正义)原则、天子先于朝廷(公平)原
则、上天公义(公正、正义)先于天子(公平)原则、天子万解之解原则、天子治愈(解决)
原则,其中,Ĥ 为代表至上天廷的算符或算符式的矩阵、λ 是天子本征根、U 是天子本征函
数或特征向量:Ĥ、U、λ→+∞。 象泰坦尼克号的甲板沉没了,任何乘客还能到美国纽约吗?任何人乘坐的飞机失事了还
能活吗?败类用兵核武器把地球炸毁了,人类还能生存吗?全世界濒临三战的问题不解决,
人类还有路可走吗?依此类推至于普遍情形同理成立,这就是本征(全局)因果先于相对因
果原则、同步性(因果)先于相对(因果)原则。 广义相对论表明,矩阵是张量的退化,物体在不同的引力环境中具有不同的本征矩阵,
引力环境如同航空母舰的甲板决定甲板上的舰载机一样,从而构成参数化同步性因果先于本
征因果原则。 征因果原则。
任何人如果无路可走,肯定象上海疫情清零政策中被活活饿死、饿到吃大便、纷纷跳楼、
不让看病当场身亡的人们一样,象乌克兰人出门被枪打死一样,象武汉人在家被病毒毒死一
样等,这就是道路(程序、过程、秩序)先于存在原则、相对先于状态(本源、存在)原则、
相对因果先于植物因果(固定因果、常态因果)原则。
任何时候,如果世界没有天子、天子本征根,任何人无法单独抵挡邪恶组织放病毒毒死
全世界超过2000 万的人为大灾难,也无法抵挡象在乌克兰的人出门被俄罗斯军队用枪打死
一样的战争,更加无法抵挡整天把核武器挂在嘴上的普京炸毁地球,等等;同时,如果全世
界没有天子和天子剑,任何人、组织没有办法单独去将放病毒毒死全人类超过2000 万人的
罪魁祸首和犯罪组织解决掉,也没办法将整天用核武器炸毁地球的XP 军事同盟解体,更加
没办法将用疫苗毒死全世界的投资者进行法办,等等,综上所述,没有天子、天子剑、天子
权杖(本征根),全世界的任何全局性问题如瘟疫、气候、环保等就无法解决,这就是天子
(天子剑、天子权杖、天子本征根、天子特征向量、天子因果)先于同步因果(本征因果、
参数化同步性因果)原则。 任何人如果无路可走,肯定象上海疫情清零政策中被活活饿死、饿到吃大便、纷纷跳楼、
不让看病当场身亡的人们一样,象乌克兰人出门被枪打死一样,象武汉人在家被病毒毒死一
样等,这就是道路(程序、过程、秩序)先于存在原则、相对先于状态(本源、存在)原则、
相对因果先于植物因果(固定因果、常态因果)原则。 任何时候,如果世界没有天子、天子本征根,任何人无法单独抵挡邪恶组织放病毒毒死
全世界超过2000 万的人为大灾难,也无法抵挡象在乌克兰的人出门被俄罗斯军队用枪打死
一样的战争,更加无法抵挡整天把核武器挂在嘴上的普京炸毁地球,等等;同时,如果全世
界没有天子和天子剑,任何人、组织没有办法单独去将放病毒毒死全人类超过2000 万人的
罪魁祸首和犯罪组织解决掉,也没办法将整天用核武器炸毁地球的XP 军事同盟解体,更加
没办法将用疫苗毒死全世界的投资者进行法办,等等,综上所述,没有天子、天子剑、天子
权杖(本征根),全世界的任何全局性问题如瘟疫、气候、环保等就无法解决,这就是天子
(天子剑、天子权杖、天子本征根、天子特征向量、天子因果)先于同步因果(本征因果、
参数化同步性因果)原则。 存在(植物性存在、状态)的常态因果(植物因果、承载性因果、立足因果①)A、相
对因果(开天地、独立因果②、自由因果③、民主选择判断因果④)B、同步因果(本征因
果⑤、张量多元时间性的参数化同步性因果⑥)C、天子因果(定乾坤、治愈因果⑦)D,
构成了治愈四因果、积体(点线面体)四因果、点线面体四因果。
对于万物而言,承受性因果包括本征因果⑤、张量多元时间性的参数化同步性因果⑥、
天子因果⑦,从而构成承受三因果原则,这三个因果全部是框架性、平台性、社会性的因果,
是非全局改变无法解决的一因果,从而又构成承受三因果非全局改变无法解决原则。
治愈四因果包含有7 个独立因果称为七层文明(文明七层协议)、七步因果、七因果、
七弦琴因果、七步成诗因果、七和弦、天子七步因果(统天、登天)、(天子)七因正果、
天子七和弦(乐章)、天子七律(乐章)、天子(七和弦、七因果、七律、七乐章)立法:
存在(植物性存在、状态)的常态因果(植物因果①)A、相对因果(独立因果即获得性因
果②、自由因果③、民主选择判断因果④)B、同步因果(本征因果⑤同一、张量多元时间
性的参数化同步性因果⑥平等)C、天子因果(治愈因果⑦博爱公平)D 而公义(公正、正
义之公义)在天,从而构成(天子)七步因果统天(登天)原则、天子(七和弦、七因果、
七律、七乐章)立法原则、七因果(七步因果、七弦琴因果、七步成诗因果、七和弦)原则,
其中①独立、②自由、③民主、④同一、⑤平等、⑥公平、⑦公义(公正),称为人类社会
(天地、文明)七(大)基因。 存在(植物性存在、状态)的常态因果(植物因果、承载性因果、立足因果①)A、相
对因果(开天地、独立因果②、自由因果③、民主选择判断因果④)B、同步因果(本征因
果⑤、张量多元时间性的参数化同步性因果⑥)C、天子因果(定乾坤、治愈因果⑦)D,
构成了治愈四因果、积体(点线面体)四因果、点线面体四因果。 解决因果包括本征因果⑤、参数化同步性因果⑥、治愈因果⑦。 五位四因果为:第零因果(独立因果或获得性因果)①、分布因果(程序道路自由因果)
②、输出性因果(民主选择判断因果如罪犯被处决)③、承受性因果(解决治愈因果、乌克
兰飞机失事)④。 上海疫情清零导致人们纷纷跳楼(所谓校园民谣中的畜牲一回头全校师生齐跳楼)、被
活活饿死、饿到吃大便、不让病人看病当场身亡,等等,无辜的上海人突然在清零中纷纷折 五位四因果为:第零因果(独立因果或获得性因果)①、分布因果(程序道路自由因果)
②、输出性因果(民主选择判断因果如罪犯被处决)③、承受性因果(解决治愈因果、乌克
兰飞机失事)④。 8.天子七乐章统天、邪恶(罪犯)七步成尸、天子四喜、邪恶四悲
独立让事物、主体脱离束缚而获得相对论式的相对性自主,这就是万物包容而仁慈平行
并列,从而构成独立相对原则、独立事物(万物、主体)相对原则、独立包容(兼容并蓄、
并置
仁行)原则 并置、仁行)原则。
自由让船行使在江河湖海的航道W 上,令航道与河床之道得以独立,依此类推至于普 自由让船行使在江河湖海的航道W 上,令航道与河床之道得以独立,依此类推至于普
遍情形同理成立,从而构成自由道路(过程、程序)相对(独立、平行、兼容并蓄)原则。
正确的选择判断(即民主)令人们、事物避免陷入万劫不复之清算性地狱、法律惩处或
制裁,同时令人们、事物有机会抓住机遇全速发展到世界先进水平而功在当代、利在千秋;
反之,象普京和他包皮是一床新被褥、两个过来人(共产主义窝里斗的老手),祸国殃民、
放病毒毒死全世界、用核武器炸毁地球,每一宗罪行都足够让这一类的罪犯亲自下地狱如入
无人之境,从而构成选择(判断、民主)罪责自由(独立、平行、不粘锅)原则、选择(判
断、民主)目标(彼岸、灯塔)自由(独立、平行、不粘锅)原则、选择(判断、民主)先
于功罪(罪责、彼岸门票)原则、门票自由(独立)先于彼岸原则、民主先于门票自由(独
立)原则、民主(门票、自由、独立)先于彼岸原则。 任何人在乌克兰做任何事情,首先要面临着普京的导弹袭击甚至荒谬的饱和打击,如同
坐上了2014 年7 月17 日被俄罗斯山毛榉导弹(BUK)的马航MH17(波音777)一样,绝
对不是任何机上的人能用自行火炮控制的;反之,任何人在英美国家生活、学习,没有山毛
榉导弹导致正义不举之忧,相对有一定的安全保障,这种由制度提供的安全保障、奋斗机会
的正义称为全局正义、本征正义(对应并比照久期方程)、保守正义,只有无分别绝对归一
的全局管理者、主宰者才能支撑、保证并实现,与真理、秩序(程序、过程)、效力、良心
等息息相关,因此,非上帝(圣子、真命天子)亲自降临并就职、立法无法实现,即真命天
子(圣子)降临(立法、就职)先于制度(保守)自由(独立、自主、安全),而制度自由
(独立、自主、安全)先于人们对制度、环境、全局的安全、自由、独立而成家立业、建功
立业,这就是(真命)天子(立法、就职、降临)先于制度(保守)安全(自由、独立、自
主)原则、真命天子(圣子、上帝)先于制度安全(自由、独立)原则、真命天子(圣子、
上帝)先于(制度、无分别)保守原则。 上帝(圣子、真命天子)亲自降临并就职、立法,从而实现制度自由(独立、自主、安
全)和全局保守,这就是文明法线上信仰的圣殿和光明殿堂,解决、治愈由此实现,由此可
见,万民、万物、人们无法凭借自己获得有效的门票,真命天子、圣子、上帝才是全局面向
制度(规则)而面向对象、面对人们的保守、安全、独立、自由之渊源性长期饭票,尤其是
真命天子的能力、智慧、知识、经验和判断,从而构成真命天子(圣子、上帝)先于制度安
全(自由、独立)饭票原则、真命天子(圣子、上帝)能力(智慧、知识、经验、判断)先 上帝(圣子、真命天子)亲自降临并就职、立法,从而实现制度自由(独立、自主、安
全)和全局保守,这就是文明法线上信仰的圣殿和光明殿堂,解决、治愈由此实现,由此可
见,万民、万物、人们无法凭借自己获得有效的门票,真命天子、圣子、上帝才是全局面向
制度(规则)而面向对象、面对人们的保守、安全、独立、自由之渊源性长期饭票,尤其是
真命天子的能力、智慧、知识、经验和判断,从而构成真命天子(圣子、上帝)先于制度安
全(自由、独立)饭票原则、真命天子(圣子、上帝)能力(智慧、知识、经验、判断)先 于制度安全(自由、独立)饭票原则、解决(治愈)先于制度安全(自由、独立)原则、解
决(治愈)先于制度饭票原则。
我们假设英美如销毁乌克兰核武器时所承诺而在乌克兰被打成一片废墟之前出兵拯救,
让乌克兰免于被打成废墟或免于战争,这是文明十字架上的正果、天堂正义、义薄云天、治
愈、解决、圣殿;可是,事实是英美并未履行承诺而导致乌克兰现在到处是无药可救的废墟,
人间地狱一片,也就是说,英美、北约以至全世界在乌克兰上面的解决方法绝对有问题,解
决方案决定了全局绩效的效力和高低。 于制度安全(自由、独立)饭票原则、解决(治愈)先于制度安全(自由、独立)原则、解
决(治愈)先于制度饭票原则。
我们假设英美如销毁乌克兰核武器时所承诺而在乌克兰被打成一片废墟之前出兵拯救,
让乌克兰免于被打成废墟或免于战争,这是文明十字架上的正果、天堂正义、义薄云天、治
愈、解决、圣殿;可是,事实是英美并未履行承诺而导致乌克兰现在到处是无药可救的废墟,
人间地狱一片,也就是说,英美、北约以至全世界在乌克兰上面的解决方法绝对有问题,解
决方案决定了全局绩效的效力和高低。 承受性因果包括本征因果⑤、张量多元时间性的参数化同步性因果⑥、天子因果⑦,其
中天子因果属于最高因果,从而构成天子最高因果原则;而天子所实现的公义、正义为最高
结果,其随之构成公义(正义)最高结果原则。
第零因果律是获得性解决(解放),第一因果律是分布性(期望性、过程性、程序性、
面向过程、面向程序、面向道路)解决(解放),第二因果律是输出性解决(解放)即门票
自由,第三因果律是承受性解决(解放)即饭票自由,四大解决合称为四仁解放(解决),
包括解放主体、道路(程序、过程、秩序)、真理门票、文明(正义)饭票,称之为四仁开
天地(解放),从而构成解放(独立、自由、民主、解决)四仁(四仁爱)原则、行四仁开
天地原则、行仁开天地原则、四仁开天地原则。 承受性因果包括本征因果⑤、张量多元时间性的参数化同步性因果⑥、天子因果⑦,其
中天子因果属于最高因果,从而构成天子最高因果原则;而天子所实现的公义、正义为最高
结果,其随之构成公义(正义)最高结果原则。 第零因果律是获得性解决(解放),第一因果律是分布性(期望性、过程性、程序性、
面向过程、面向程序、面向道路)解决(解放),第二因果律是输出性解决(解放)即门票
自由,第三因果律是承受性解决(解放)即饭票自由,四大解决合称为四仁解放(解决),
包括解放主体、道路(程序、过程、秩序)、真理门票、文明(正义)饭票,称之为四仁开
天地(解放),从而构成解放(独立、自由、民主、解决)四仁(四仁爱)原则、行四仁开
天地原则、行仁开天地原则、四仁开天地原则。 独立、自由、民主(选择、判断)、解决治愈而解放万物,万物从植物状态脱离而获得
相对性和新生,这就是四仁神之道,从而构成(四仁)神之道相对(降生、创生)原则、行
仁开天地(创生)原则,万物今天正式降生。 独立、自由、民主(选择、判断)、解决治愈而解放万物,万物从植物状态脱离而获得
相对性和新生,这就是四仁神之道,从而构成(四仁)神之道相对(降生、创生)原则、行
仁开天地(创生)原则,万物今天正式降生。 天子站在最高点向下拯救万民万物,众官和常态下的万民站在正高点同心协力救赎;天
子携众官、万民站在国家力量、世界力量的立足点,向上推进科技、产业、教育、就业、医
疗、健康保障、灾难应急、战争防范措施等发展;天子携众官、万民维持常态性文明社会,
建设道路、道路防护栏等各种维持机制,由此形成覆盖正反两方面的救赎、常态维持、向上
推进发展,三足鼎立,统称为三义,即天子携众生万物立三义而立乾坤,比照人类和小孩直
立行走,称为天子七步统天、天子七乐章(七弦琴、七步)统天、万物(众生)七步成诗,
从而构成三义立乾坤原则、行义立乾坤原则、天子七步(七乐章、七弦琴)原则、万物(众
生)七步成诗原则、天子七乐章(七弦琴、七步)统天原则。 章
依据天子剑(无限)无害(无损)灭绝(剿灭)妖魔原则、行仁开天地创生原则、行义
立乾坤原则,解放万物(开放世界)、治愈全局(女娲补天)、普度众生而统天(开放殿堂、
佛教的证得正果),邪恶被灭绝、罪犯伏法,而不是象今天邪恶多如狗、罪犯满地走而灭绝
万物,邪恶(罪犯)七步成尸随之形成,这就是四仁三义七步走的邪恶(罪犯)七步成尸原
则、罪魁祸首(罪大恶极)七步成尸原则。 依据天子剑(无限)无害(无损)灭绝(剿灭)妖魔原则、行仁开天地创生原则、行义
立乾坤原则,解放万物(开放世界)、治愈全局(女娲补天)、普度众生而统天(开放殿堂、
佛教的证得正果),邪恶被灭绝、罪犯伏法,而不是象今天邪恶多如狗、罪犯满地走而灭绝
万物,邪恶(罪犯)七步成尸随之形成,这就是四仁三义七步走的邪恶(罪犯)七步成尸原
则、罪魁祸首(罪大恶极)七步成尸原则。 上海疫情清零导致人们纷纷跳楼(所谓校园民谣中的畜牲一回头全校师生齐跳楼)、被
活活饿死、饿到吃大便、不让病人看病当场身亡,等等,无辜的上海人突然在清零中纷纷折 上海疫情清零导致人们纷纷跳楼(所谓校园民谣中的畜牲一回头全校师生齐跳楼)、被
活活饿死、饿到吃大便、不让病人看病当场身亡,等等,无辜的上海人突然在清零中纷纷折 磨至死,绝大多数的上海人的权利、安全被清零到一铺清袋、扑街趴体加入永远伟大光荣正
确的共产党万衰,于是,大地在清零中露出了邪恶的面目吞噬人们的生命、财富、安全和健
康,显然是天地在清零的净因果为绝对邪恶、绝对刑事犯罪之常态因果(植物因果)△W→-∞,
依此类推至于合饭班主任毒死2000 万全世界的无辜者同理成立,地球已经不是厚德载物的
大地而是山崩地裂的黑山老妖之巢穴穷山恶水、红楼、血污海,依此类推至于杭州清零、北
京清零、全国清零等同理成立,邪恶政权直接摧毁上海以至全中国的产业链、拆毁世界各国
产业链,比资本主义大萧条更彻底的直接探底的共产主义经济大解体瞬间来到,从而构成大
地黑山老妖(吞噬一切)原则、大地黑洞原则、大地绝对罪行原则、大地因果黑洞(负无限
大、吞噬一切)原则。 磨至死,绝大多数的上海人的权利、安全被清零到一铺清袋、扑街趴体加入永远伟大光荣正
确的共产党万衰,于是,大地在清零中露出了邪恶的面目吞噬人们的生命、财富、安全和健
康,显然是天地在清零的净因果为绝对邪恶、绝对刑事犯罪之常态因果(植物因果)△W→-∞,
依此类推至于合饭班主任毒死2000 万全世界的无辜者同理成立,地球已经不是厚德载物的
大地而是山崩地裂的黑山老妖之巢穴穷山恶水、红楼、血污海,依此类推至于杭州清零、北
京清零、全国清零等同理成立,邪恶政权直接摧毁上海以至全中国的产业链、拆毁世界各国
产业链,比资本主义大萧条更彻底的直接探底的共产主义经济大解体瞬间来到,从而构成大
地黑山老妖(吞噬一切)原则、大地黑洞原则、大地绝对罪行原则、大地因果黑洞(负无限
大、吞噬一切)原则。 大、吞噬
切)原则。
依据大地因果黑洞(负无限大、吞噬一切)原则、依据并比照天子剑(无限)无害(无
损)灭绝(剿灭)妖魔原则,天子必须以无限天子剑诛杀吞噬一切的黑山老妖,人类才能免
于无辜受害的新冠已经之人祸、工业化活摘器官之入体抢劫器官(入体抢劫)刑事犯罪、杀
人有功的行刑疫苗犯罪等,这就是天子征恶地、天子安天下(平四海、主大地、守土)、天
子剑征恶地、天子剑安天下(平四海、主大地、守土)、天子修理地球(厚德载物),从而
构成天子(诛邪)安天下(平四海、主大地、征恶地、守土)原则、天子剑(诛邪)安天下
(平四海、主大地、征恶地、守土)原则、天子剑(无限)无害(无损)诛邪安天下(平四
海、主大地、征恶地、守土)原则、天子修理地球(厚德载物)原则。
由此而来,天子行仁开天地、行义立乾坤(直立行走、义薄云天)、治愈补天定乾坤、
诛邪守土安天下(修理地球、厚德载物),构成了天子四喜、人间(万物、万民、众生)四
喜:修理地球(厚德载物)、开天、立乾坤、补天定乾坤。
天子剑无限诛邪安天下定山河(修理地球)、天子剑(无限)无害(无损)灭绝(剿灭)
妖魔、天子审判断生死不废山河四海流、天子权杖震慑四方妖魔鬼怪和不安定因素随时随地
灰飞烟灭,称为邪恶(罪犯、盒饭班主任)四悲。 依据大地因果黑洞(负无限大、吞噬一切)原则、依据并比照天子剑(无限)无害(无
损)灭绝(剿灭)妖魔原则,天子必须以无限天子剑诛杀吞噬一切的黑山老妖,人类才能免
于无辜受害的新冠已经之人祸、工业化活摘器官之入体抢劫器官(入体抢劫)刑事犯罪、杀
人有功的行刑疫苗犯罪等,这就是天子征恶地、天子安天下(平四海、主大地、守土)、天
子剑征恶地、天子剑安天下(平四海、主大地、守土)、天子修理地球(厚德载物),从而
构成天子(诛邪)安天下(平四海、主大地、征恶地、守土)原则、天子剑(诛邪)安天下
(平四海、主大地、征恶地、守土)原则、天子剑(无限)无害(无损)诛邪安天下(平四 海、主大地、征恶地、守土)原则、天子修理地球(厚德载物)原则。
由此而来,天子行仁开天地、行义立乾坤(直立行走、义薄云天)、治愈补天定乾坤、
诛邪守土安天下(修理地球、厚德载物),构成了天子四喜、人间(万物、万民、众生)四
喜:修理地球(厚德载物)、开天、立乾坤、补天定乾坤。
天子剑无限诛邪安天下定山河(修理地球)、天子剑(无限)无害(无损)灭绝(剿灭)
妖魔、天子审判断生死不废山河四海流、天子权杖震慑四方妖魔鬼怪和不安定因素随时随地
灰飞烟灭,称为邪恶(罪犯、盒饭班主任)四悲。 造物主造物。天子通过七因果令万界限万物经由解决而治愈:相对因果让万物、法律、
制度真正独立而出生和出生而独立、获得生命力,参数化同步性因果让万物直立行走,天子
方程让万物顶天立地归于上帝和正义、让罪恶七步成尸,此时,万物独立出生、直立行走、
顶天立地而治愈,称之为造物后之升级造化,天子的出生是造物主的升级而令宇宙天地的保
守成为可能,事物从固定的植物状态走向独立、自由、民主、同一、平等、博爱(公平)而
公义。 造物主造物。天子通过七因果令万界限万物经由解决而治愈:相对因果让万物、法律、
制度真正独立而出生和出生而独立、获得生命力,参数化同步性因果让万物直立行走,天子
方程让万物顶天立地归于上帝和正义、让罪恶七步成尸,此时,万物独立出生、直立行走、
顶天立地而治愈,称之为造物后之升级造化,天子的出生是造物主的升级而令宇宙天地的保
守成为可能,事物从固定的植物状态走向独立、自由、民主、同一、平等、博爱(公平)而
公义。 独立(宪法)面向对象让万物起源和生命出生;自由立法面向过程(程序)让过程(道 独立(宪法)面向对象让万物起源和生命出生;自由立法面向过程(程序)让过程(道
路、程序)相对而独立;选择(判断)性立法面向规则(法律)让真理相对而独立;解决(信 独
宪法
面向对象
万物起源和
命出
;自
法面向
程
程序
程
路、程序)相对而独立;选择(判断)性立法面向规则(法律)让真理相对而独立;解决(信 路、程序)相对而独立;选择(判断)性立法面向规则(法律)让真理相对而独立;解决(信 仰)立法面向正义让文明相对而独立。
解决(信仰)立法面向正义,选择性立法面向规则(法律),自由立法面向过程(程序),
独立(宪法)面向对象。 仰)立法面向正义让文明相对而独立。
解决(信仰)立法面向正义,选择性立法面向规则(法律),自由立法面向过程(程序),
独立(宪法)面向对象。 9.天子三生有幸原则、信仰(公义)在天原则 天子以相对性因果开天而让生命在真正意义上得以开始,比照计划生育游击队多子多
福,从而构成天子创生原则;天子以天子剑诛杀邪恶而保护众生,从而构成天子保生原则;
天子;天子以天子权杖支持众生存在、发展而养生、资生,从而构成天子养生(资生)原则,
综上所述三方面,其即构成天子三生(有幸、超生游击队队长)原则。
造物主造物,天子创生、三生有幸而比照计划生育超生游击队。
天子方程、天子剑方程(定乾坤)、天子久期方程(安天下)化育万物而创生,从而构
成天子造化(化育万物)原则。 天子以相对性因果开天而让生命在真正意义上得以开始,比照计划生育游击队多子多
福,从而构成天子创生原则;天子以天子剑诛杀邪恶而保护众生,从而构成天子保生原则;
天子;天子以天子权杖支持众生存在、发展而养生、资生,从而构成天子养生(资生)原则,
综上所述三方面,其即构成天子三生(有幸、超生游击队队长)原则。
造物主造物,天子创生、三生有幸而比照计划生育超生游击队。
天子方程
天子剑方程(定乾坤)
天子久期方程(安天下)化育万物而创生
从而构 造物主造物,天子创生、三生有幸而比照计划生育超生游击队。
天子方程、天子剑方程(定乾坤)、天子久期方程(安天下)化育万物而创生,从而构
成天子造化(化育万物)原则。 信仰是什么?天子所实现的公义、正义为最高结果,其随之构成公义(正义)最高结果
原则,七级因果之上的公义在天(公正、正义真来)即是信仰、信仰的圣殿之所在,从而构
成信仰(公义)在天(公正、正义真来)原则。 10.无产业阶级大革命 俄罗斯土地至上而称为死性不改的土匪国;中共四处送国土卖国而虚荣心、名声至上、
利益至上,还四处搞器官传销捆绑世界各国权贵而捆绑各国政府,不拿人民的命当命是死性
不改的人匪国、民匪国,和从肉体上解决问题、解决一切的肉匪;美国是改邪归正的海盗
(Pirates of the Caribbean)国、海匪国;日本是失败时群体性神风特攻队同归于尽和传统性
切腹自杀,雷击一锅端,是比照眼镜王蛇的王匪、对人对自己都是亡命之徒的匪中之匪;象
朝鲜一样的失败国家、非洲那些伸手大将军的流氓国家,它们依靠自己无法存在几天,靠吸
血为生又都把自己吹成宇宙牛皮魔王,无分别残杀自己的百姓、兄弟,称之为丐匪。土匪坐
地吸土,民匪共匪共产共妻杀人为乐,海盗是海底捞月(国家政要权贵到处海底捞拣了芝麻
丢了西瓜而渗透颠覆自己国家送货上门),亡命之徒的王匪是自杀性核武战争,丐匪是杀自
己人来吓阻对方和威胁全世界,从而构成五胡乱华原则、五胡乱世原则、五胡灭世(末日、
三战)原则,五胡指王匪、肉匪、海盗海匪、王匪(神风特攻队的神匪)、流氓加瘪三的丐
匪。 90%以上的全国化工厂被炸毁、80%以上的兵工厂也被炸毁、99%的外资企业逃离中国、
80%以上的民营生产企业倒闭或逃离,时至今日整个国家经济大解体,整个中国正在进行无
产业大革命;几亿工人群体性失业而回乡再创业、全部特权阶级垄断了无产业和产业绝对收
敛下的所有的财富(连核酸检测、行刑毒疫苗都不放过),从而构成了双向的无产业阶级大
革命,包括失业人群的无产阶级A 无产业大革命和特权阶级B 无产业大革命,失业人群的
无产阶级A 和特权阶级B 一起走向并变成无产业阶级,也就是说,共党从无产阶级大革命
到无产业阶级大革命,直奔地狱的倒行逆施开倒车已经不可逆转而必然是绝对性地终结一
切,这不仅是产业和产业链的末日,也是全人类核武战争的末日。 无产阶级大革命掠夺一切财产,杀害绝大多数地主和资产阶级、没收所有产业国有化;
无产业阶级大革命和无产业大革命是掠夺一切财产加摧毁一切产业,绝大多数情形连没收产
业进行国有化都不允许而必须予以摧毁、炸毁(如南京化工厂在被炸毁前曾由地方官员求移 交给利益集团而别炸毁都不获准许),JD 老板的亲妹妹被一尸体两命或三命地杀害只因为
哥哥有钱,尤其是病毒清零政策对所有生命、人性的践踏和灭绝,更是前所未有、前所未闻,
综上所述,无产业阶级大革命是对产业、财产、就业机会(人生尊严)和人命的绝对性摧毁
之三光政策,依据无分别绝对原则,无产业阶级大革命即属无分别毁灭而必然是绝对收敛的,
从而构成无产业(产业链)大革命三光(政策)原则、无产业阶级大革命三光(政策)原则、
无产业(产业链)大革命绝对原则、无产业阶级大革命绝对原则。 显然,无产业阶级大革命比无产阶级大革命更彻底、更变态也更凶残,二者都是共产党
强加给人民的,让所有人为他去陪葬。 如果无产业(产业链)大革命、无产业阶级大革命是可以悬崖勒马、危地马拉的,那么,
它们就不是绝对的,记为结论F;然而,依据无产业(产业链)大革命绝对原则、无产业阶
级大革命绝对原则,无产业(产业链)大革命、无产业阶级大革命都是绝对的,记为结论G,
由此而来,依据相反(不同)不相容原则(标定非A)和非A 肯定否定原则(标定判断和
结果,原始原则严格证明令应用可任意选取立足点而向上集成:依据前提决定结果原则和结
果映射前提原则),结论G 与结论F 是截然不同而自相矛盾的,从而反证上述假设既不可
能成立也不可能为正确,我们于是获得无产业(产业链)大革命(无产业阶级大革命、末日
灭绝)悬崖勒马(危地马拉、刹车)否定原则和无产业(产业链)大革命(无产业阶级大革
命、末日灭绝)末路狂奔(一条路走到黑)原则、无产业(产业链)大革命(无产业阶级大
革命、末日灭绝)不可能悬崖勒马(危地马拉、刹车)原则,一切为时已晚、不可救药,全
人类惟有团结一致奋斗到底才有可能夺取最后的生机。
依据无产业(产业链)大革命(无产业阶级大革命
末日灭绝)不可能悬崖勒马(危地 如果无产业(产业链)大革命、无产业阶级大革命是可以悬崖勒马、危地马拉的,那么,
它们就不是绝对的,记为结论F;然而,依据无产业(产业链)大革命绝对原则、无产业阶
级大革命绝对原则,无产业(产业链)大革命、无产业阶级大革命都是绝对的,记为结论G,
由此而来,依据相反(不同)不相容原则(标定非A)和非A 肯定否定原则(标定判断和
结果,原始原则严格证明令应用可任意选取立足点而向上集成:依据前提决定结果原则和结
果映射前提原则),结论G 与结论F 是截然不同而自相矛盾的,从而反证上述假设既不可
能成立也不可能为正确,我们于是获得无产业(产业链)大革命(无产业阶级大革命、末日
灭绝)悬崖勒马(危地马拉、刹车)否定原则和无产业(产业链)大革命(无产业阶级大革
命、末日灭绝)末路狂奔(一条路走到黑)原则、无产业(产业链)大革命(无产业阶级大
革命、末日灭绝)不可能悬崖勒马(危地马拉、刹车)原则,一切为时已晚、不可救药,全
人类惟有团结一致奋斗到底才有可能夺取最后的生机。
依据无产业(产业链)大革命(无产业阶级大革命、末日灭绝)不可能悬崖勒马(危地
马拉、刹车)原则,任何人要停止无产业阶级大革命的末日灭绝,可谓是:与虎谋皮难,与
盒饭班主任谋盒子皮更是难上加难。
邪恶政权用病毒杀害全世界超过2000 万人,乌克兰战争已经令全国到处一片废墟,安
倍晋三已经用自己的生命向全人类控诉这个世界的邪恶,全世界对这两个罪犯的任何处罚远
远小于其对世界的危害,永远也不可能弥补其对世界所犯下的罪行,善恶有报在预防机制上
出现了天大的漏洞。 马拉、刹车)原则,任何人要停止无产业阶级大革命的末日灭绝,可谓是:与虎谋皮难,与
盒饭班主任谋盒子皮更是难上加难。
邪恶政权用病毒杀害全世界超过2000 万人,乌克兰战争已经令全国到处一片废墟,安
倍晋三已经用自己的生命向全人类控诉这个世界的邪恶,全世界对这两个罪犯的任何处罚远
远小于其对世界的危害永远也不可能弥补其对世界所犯下的罪行善恶有报在预防机制上 马拉、刹车)原则,任何人要停止无产业阶级大革命的末日灭绝,可谓是:与虎谋皮难,与
盒饭班主任谋盒子皮更是难上加难。 邪恶政权用病毒杀害全世界超过2000 万人,乌克兰战争已经令全国到处一片废墟,安
倍晋三已经用自己的生命向全人类控诉这个世界的邪恶,全世界对这两个罪犯的任何处罚远
远小于其对世界的危害,永远也不可能弥补其对世界所犯下的罪行,善恶有报在预防机制上
出现了天大的漏洞。 11.天门秩序取代二战以来的雅尔塔规则体系:修理地球、治愈补天而安定天下,安
全第一、文明升级
依据(唯一)确定绝对原则,主体或事物的真实性、资格、效力都是立足确定性的,从
而构成确定性先于真实(效力、资格、实力、能力)原则、真实(效力、资格、实力、能力)
确定(绝对、锁定)原则。
轨道、程序、过程是分布性的、动态的、相对的,从而构成相对(分布性、动态)先于
程序(过程、轨道)原则、程序(过程、轨道)相对(分布性、动态、非绝对)原则。
如果基于规则的秩序W 是适合作为世界秩序的,那么,依据程序(过程、轨道)相对
(分布性、动态、非绝对)原则,秩序W 必然不是绝对的,记为结论F;然而,依据真实
(效力、资格、实力、能力)确定(绝对、锁定)原则、同一律,世界万物的真实性(效力、 11.天门秩序取代二战以来的雅尔塔规则体系:修理地球、治愈补天而安定天下,安
全第一、文明升级 11.天门秩序取代二战以来的雅尔塔规则体系:修理地球、治愈补天而安定天下,安
全第一、文明升级 依据(唯一)确定绝对原则,主体或事物的真实性、资格、效力都是立足确定性的,从
而构成确定性先于真实(效力、资格、实力、能力)原则、真实(效力、资格、实力、能力)
确定(绝对、锁定)原则。
轨道、程序、过程是分布性的、动态的、相对的,从而构成相对(分布性、动态)先于
程序(过程、轨道)原则、程序(过程、轨道)相对(分布性、动态、非绝对)原则。
如果基于规则的秩序W 是适合作为世界秩序的,那么,依据程序(过程、轨道)相对
(分布性、动态、非绝对)原则,秩序W 必然不是绝对的,记为结论F;然而,依据真实
(效力、资格、实力、能力)确定(绝对、锁定)原则、同一律,世界万物的真实性(效力、 依据(唯一)确定绝对原则,主体或事物的真实性、资格、效力都是立足确定性的,从
而构成确定性先于真实(效力、资格、实力、能力)原则、真实(效力、资格、实力、能力)
确定(绝对、锁定)原则。 轨道、程序、过程是分布性的、动态的、相对的,从而构成相对(分布性、动态)先于
程序(过程、轨道)原则、程序(过程、轨道)相对(分布性、动态、非绝对)原则。
如果基于规则的秩序W 是适合作为世界秩序的,那么,依据程序(过程、轨道)相对
(分布性、动态、非绝对)原则,秩序W 必然不是绝对的,记为结论F;然而,依据真实
(效力、资格、实力、能力)确定(绝对、锁定)原则、同一律,世界万物的真实性(效力、 程序(过程、轨道)原则、程序(过程、轨道)相对(分布性、动态、非绝对)原则。
如果基于规则的秩序W 是适合作为世界秩序的,那么,依据程序(过程、轨道)相对
(分布性、动态、非绝对)原则,秩序W 必然不是绝对的,记为结论F;然而,依据真实
(效力、资格、实力、能力)确定(绝对、锁定)原则、同一律,世界万物的真实性(效力、 程序(过程、轨道)原则、程序(过程、轨道)相对(分布性、动态、非绝对)原则。
如果基于规则的秩序W 是适合作为世界秩序的,那么,依据程序(过程、轨道)相对
(分布性、动态、非绝对)原则,秩序W 必然不是绝对的,记为结论F;然而,依据真实
(效力、资格、实力、能力)确定(绝对、锁定)原则、同一律,世界万物的真实性(效力、 基于规则的秩序如同过筛子一样,符合尺寸的沙子和米粒一样都能通过筛子,开放的体
系给邪恶势力留下了直接近身渗透、颠覆以至谋杀的后门漏洞Q,此时,我们要补上一台选
沙机W 来确定通过筛子前后的必须都是粮食,这台选沙机就是程序前后对事物的真实性进
行检验并确认其效力:一方面,程序官在程序先于权利之前确立真实先于程序(轨道),以
此确保程序(轨道)面向对象的有效性;另一方面,在程序(轨道)完成之后,人们必须确
认抵达终点的是否被调包、是否变质等,以此确定承受性因果层面上结果的有效性,综上所
述两方面,其即构成真实性确认A、信用性确保程序(轨道、过程)B、效力检验C 三元并
立,同时确立真实先于程序(轨道、过程)原则(AB)、程序(轨道、过程)先于权利原
则(BC)、效力先于结果(确定)原则即效力确认原则和结果效力原则(CE),其中,AB
为从实力出发的真实原则、BC 为程序先于权利的诚信(信用)原则、CE 为效力(先于结
果)原则,效力先于因果(程序)的秩序由此确立,这就是效力先于因果程序,依此类推至
于普遍情形同理成立。 如果真实是不可确认的,那么,其即是测不准的,即属分布或离散的而必然是排除确认
性的,记为结论F;然而,任何真实都是确认不可排除的,记为结论G,由此而来,依据相
反(不同)不相容原则(标定非A)和非A 肯定否定原则(标定判断和结果,原始原则严
格证明令应用可任意选取立足点而向上集成:依据前提决定结果原则和结果映射前提原则),
结论G 与结论F 是截然不同而自相矛盾的,从而反证上述假设既不可能成立也不可能为正 结论G 与结论F 是截然不同而自相矛盾的,从而反证上述假设既不可能成立也不可能为正
确,我们于是获得真实不可确认否定原则和真实确认原则。
如果程序不具有真实性,其即是无效的,这就是真实先于程序(轨道、过程)原则(AB)。
如果权利不经由程序,其即是无程序之无条件的,即属绝对之无限大而为变量的,也就
是无法被确认的,违背了真实先于程序的可被确认之真实性原则,这就是程序(轨道、过程)
先于权利原则(BC)。
如果效力不先于因果、程序(轨道、过程),因果、程序(轨道、过程)即是不排除后
门、漏洞与虚假的,随之违背真实先于程序的可被确认之真实性原则,这就是效力先于结果
原则(CE)和效力先于因果(程序)原则(CC)。
真实先于程序(轨道、过程)原则(AB)、程序(轨道、过程)先于权利原则(BC)、
效力先于结果原则(CE)和效力先于因果(程序)原则(CC),共同建立起真实(从实力
出发)a、信用(程序)b、效力(结果、因果)c 三元并立的秩序W,称为基于效力的秩序
即效力秩序,包括真实立足(从实力出发)a(承载因果)、信用(程序)b(相对因果、规
则因果)、效力(结果、因果)c(承受性因果),也就是说,效力秩序覆盖基于实力的秩
序(实力秩序)、基于规则的秩序(规则秩序),由此而来,实力秩序、规则秩序、效力秩 确,我们于是获得真实不可确认否定原则和真实确认原则。
如果程序不具有真实性,其即是无效的,这就是真实先于程序(轨道、过程)原则(AB)。
如果权利不经由程序,其即是无程序之无条件的,即属绝对之无限大而为变量的,也就
是无法被确认的,违背了真实先于程序的可被确认之真实性原则,这就是程序(轨道、过程)
先于权利原则(BC)。
如果效力不先于因果、程序(轨道、过程),因果、程序(轨道、过程)即是不排除后 原则(CE)和效力先于因果(程序)原则(CC)。
真实先于程序(轨道、过程)原则(AB)、程序(轨道、过程)先于权利原则(BC)、
效力先于结果原则(CE)和效力先于因果(程序)原则(CC),共同建立起真实(从实力
出发)a、信用(程序)b、效力(结果、因果)c 三元并立的秩序W,称为基于效力的秩序
即效力秩序,包括真实立足(从实力出发)a(承载因果)、信用(程序)b(相对因果、规
则因果)、效力(结果、因果)c(承受性因果),也就是说,效力秩序覆盖基于实力的秩
序(实力秩序)、基于规则的秩序(规则秩序),由此而来,实力秩序、规则秩序、效力秩 序依次三位一体于公正秩序(三元秩序、三星秩序),即信仰的圣殿之秩序,从而构成公正
秩序三位一体(三星)原则、公正秩序实力规则效力原则。
也就是说,公正秩序经由承载因果(从实力出发因果)、相对因果(规则因果)、(比
照承受性因果的)效力因果并抵达信仰圣殿而建立,因此必须遵循文明七层协议、天子四喜、
邪恶(罪犯)四悲,这就是公正秩序的三大框架,人类通往光明之路R 被打通、光明之门D
向世界敞开,从而构成公正秩序顶天立地(光明)原则,其中,通往光明之路R 也就是神
之道、神圣之道,光明之门D 即天门、天堂之门、天门开。
来
算法 由此而来,公正秩序又称为光明秩序、天门秩序、天门算法,随之构成光明秩序天门开
(大道通)原则。 由此而来,公正秩序又称为光明秩序、天门秩序、天门算法,随之构成光明秩序天门开
(大道通)原则。 一战及一战以前的秩序是狭路相逢勇者胜的丛林实力秩序,武力解决一切;二战以来的
秩序是以规则为前提的秩序,文斗之谈判、外交、法律解决一切,但存在着开放体系都有的
后门、漏洞问题,民主国家被渗透、颠覆而防不胜防是常有的事,现在直接导致了两个独裁
者用病毒杀人、用核武器炸毁地球的末日大灾难到来,三战随时降临地球。
邪恶轴心要推翻的二战以来的雅尔塔体系以规则为基础,传承的是英国的程序先于权
利,用过程来检验其资格、效力,此时,为了不让三战爆发或者让三战的破坏程度降到最低,
全世界必须立刻以涵盖实力秩序、规则秩序、效力秩序的光明秩序来取代二战以来的雅尔塔
规则体系,以此修理地球而加固大地、治愈补天而安定天下,让所有人免于恐惧而安天下,
安全第一、文明升级。 一战及一战以前的秩序是狭路相逢勇者胜的丛林实力秩序,武力解决一切;二战以来的
秩序是以规则为前提的秩序,文斗之谈判、外交、法律解决一切,但存在着开放体系都有的
后门、漏洞问题,民主国家被渗透、颠覆而防不胜防是常有的事,现在直接导致了两个独裁
者用病毒杀人、用核武器炸毁地球的末日大灾难到来,三战随时降临地球。
邪恶轴心要推翻的二战以来的雅尔塔体系以规则为基础,传承的是英国的程序先于权 利,用过程来检验其资格、效力,此时,为了不让三战爆发或者让三战的破坏程度降到最低,
全世界必须立刻以涵盖实力秩序、规则秩序、效力秩序的光明秩序来取代二战以来的雅尔塔
规则体系,以此修理地球而加固大地、治愈补天而安定天下,让所有人免于恐惧而安天下,
安全第一、文明升级。 两个事物、主体或国家A、B 以各自的实力(武力)F1、F2(之差△F=F1-F2)为前提决
定获得性结果,如美国打赢日本而建立二战后的日本政府R,称之为差异性因果、从实力出 发因果、丛林因果,依此类推至于普遍情形同理成立。
雅尔塔体系的联合国以规则对朝鲜等国家进行考察,违反规则W 即启动制裁R,,这 就是规则性因果、规则因果,属于获得性因果,依此类推至于普遍情形同理成立。
北约对于想要申请加入北约的任何国家进行资格、效力上的全面考察,符合即接纳,否
则即不接纳,这就是效力性因果,属于获得性因果,依此类推至于普遍情形同理成立。
从实力出发因果、规则因果、效力性因果构成元(位元、前提、条件)三因果、元(位
元、前提、条件)因果、以元(位元、前提、条件)达到的公义三因果(位元秩序)。 12.共党七大终极秘密武器、末日三步倒三死结、三步倒末日毒蛊历史性轮回
(1)共党的七大终极秘密武器:无限卖国、无限军国主义、无限纳粹
军国主义(militarism)就是面粉厂,如日本在侵化战争中掠夺来的财富就象面粉厂里
的面粉,但二战中日本的下场和如今继承日本731 而继承日本军国主义的中共放病毒的下场
一样惨烈,还有跟共党军国主义穿同一条裤子而在行动上上纲上线的普京,从而构成军国主
义面粉厂(大爆炸)原则。 12.共党七大终极秘密武器、末日三步倒三死结、三步倒末日毒蛊历史性轮回
(1)共党的七大终极秘密武器:无限卖国、无限军国主义、无限纳粹
军国主义(militarism)就是面粉厂,如日本在侵化战争中掠夺来的财富就象面粉厂里
的面粉,但二战中日本的下场和如今继承日本731 而继承日本军国主义的中共放病毒的下场
一样惨烈,还有跟共党军国主义穿同一条裤子而在行动上上纲上线的普京,从而构成军国主
义面粉厂(大爆炸)原则。 明石元二郎在俄罗斯的极端民族主义、种族主义中植入了日本的军国主义,最后捣蛊成
祸害全人类的列宁主义,同时传染给了中共如今大爆发;日本在二战战败后将731 等全部保
留给中共就是证据。 日本的军国主义是自己有无限的意志去入侵他国和杀害别国人民绝不留情,即自己有无
限意志去剥夺他人全部意志、生命、意志、财产,就象731 对中国人民进行惨无人道的活摘
器官等实验,但是有自己人的概念,是集体对外的群体性行动,即日本人对中国人的大屠杀,
从而构成日本军国主义群体性犯罪原则、日本军国主义群体内无限意志(对外剥夺一切意志、
肉体、生命、财产)原则、日本军国主义自己人(国家化)原则。 中共继承日本的军国主义后,将国家界限取消,取而代之的是党(特权阶级)和人民的
界限,甚至以阶级斗争为名推进到党的任何角落而无死角;进而,依据无分别绝对原则,党
(特权阶级)无限意志(想怎么做就怎么做),剥夺人民一切意志、肉体、生命、财产,由
此可见,共党就是无界限、无底线的无限(绝对)军国主义,称之为无限(无界限、无分别、
绝对)军国主义、无限(绝对)杀戮(杀人)、无分别的人民(人类)灭绝罪,从而构成共
党军国主义无上限(无限、无界限、无分别、绝对)原则、共党无限(绝对、无底线)军国
主义原则。 在共党的无限军国主义中,任何人都会死(如陈毅的小儿子陈小鲁、国家主席刘少奇、
国家副主席林彪、彭德怀等),文革饿死一亿人、斗死几千万人,杀人不偿命、罪责不负;
现在,邪恶政权放病毒毒死全人类2000 万人,与俄罗斯搞无上限无限卖国的军事同盟要炸
毁地球,连美国都控制不住,彻底展现共党的无限军国主义是没有界限和底线的,从而构成
无限军国主义不可控制(不可抗力)原则、无限军国主义四海无内外原则。 纳粹的种族主义鼓吹日尔曼民族最优秀至高无上,对犹太人无限杀戮无责有功;共党则
取消了种族间的界限,执行特权阶级至高无上而人民是畜牲都不如的植物人仅供割韭菜,挥
之则来,来之红黄蓝幼儿园圣殿(教材),红黄蓝全家灭门;同时,共党还以阶级斗争为名
将种族主义的界限推进到党内而无死角,任何人都会被共产共妻而红黄蓝,任何人都会死(如
陈毅的小儿子陈小鲁、国家主席刘少奇、国家副主席林彪、彭德怀等),称之为无限(绝对)
种族主义、无限(绝对)纳粹,从而构成共党无限(绝对)纳粹原则、共党无限(绝对)种
族主义(民族主义)原则、共产主义人民无限(绝对)犹太人(无限集中营、无限毒气室)
原则、共党无限(绝对)犹太人(无限集中营、无限毒气室、无限大监狱、无限监控、无限
破门消毒、无限清零、无限核酸检测)原则、共党无限(绝对)奴役(杀害、活摘器官、种
族灭绝)。 战场上,将士们都知道自己面临着敌人的枪林弹雨,因此必然将警戒提到最高,自己人
和督战队背后捅刀子也是常有的事但不是主流;共产党讲究阶级斗争为纲归根结底就是,任
何地方、时间都是无限战场,国内、国际、单位里、食堂、会议、监狱、家里、床上等都是
战场不受任何限制,这才有两任总书记枪毙自己的父亲,文革中丈夫出卖妻子、儿子出卖母 亲等等都是常有的事情,从而构成共党无限(绝对)战争原则、共党超限战原则、共党侮辱
阶级斗争(侮辱性不大至少看不出来、伤害性极强、伤害性极大、无限伤害、无限祸害)原
则,说阶级斗争那绝对是侮辱了阶级斗争。 依据无限大绝对原则,2022 年2 月初日,共党和普京签定合作无上限的军事挑衅,并
且向全世界宣告,那就是无限出卖国家利益、民族利益的无限卖国,从而构成邪恶政权无限
卖国原则、共党无限腐败原则,掏别人腰包就象掏自己的一样,如共产JD 集团还杀害老板
的妹妹一尸三命。 依据无偿(无条件)绝对原则,共产主义讲究的是无产阶级国家之间的无偿援助、无条
件割让国土,如白头山一半无缘无故就给了朝鲜等,可见,共产主义的无偿援助、无条件割
让国土直接就是无条件卖国、无限卖国,从而构成共党无限(绝对)卖国原则。 依据无限绝对原则,日本讲究的是精神控制,共党则是无限洗脑、无限忠诚于党,从而
构成共党无限(绝对)精神控制原则。
共产主义认为你的就是他的、你的即不是你的,名义上他的也是你的但实际上他的永远
也不可能是你的,归根结底:{A}∩{B}={A}∩{┓A}=Ø(B=┓A) ⇒ A∈Ø、B∈Ø 而A、B
不存在;-|A|=|B| ⇒ A=B=0,其中A、B 为任意实数,即属绝对归零的连坐即是绝对归零
的,也就是说,共产主义是绝对分裂的,从而构成共产主义(共党)绝对(无限)精神病原
则。 (1)共党无限(绝对、无底线)军国主义原则、(2)共党无限(绝对、无底线)纳粹
(种族主义、民族主义)原则、(3)共党无限(绝对)犹太人(无限集中营、无限毒气室、
无限大监狱、无限监控、无限破门消毒、无限清零、无限核酸检测)原则、(4)共党无限
(绝对)战争原则(共党超限战原则)、(5)共党无限卖国(无限腐败、塌方)原则、(6)
共党无限(绝对)精神控制原则、(7)共党无限(绝对)精神病原则,合称为共党七条军
归(铁七条)原则。 共党无限卖国、无限军国主义、无限纳粹(种族主义、民族主义)、无限战争(永无宁
日)、无限犹太人(无限集中营)即无限奴役(杀害、活摘器官、种族灭绝)、无限精神控
制、无限精神病,称为共党(共产主义)七大毒瘤(七大绝症)。 中国人在文革中饿死一亿人、斗死几千万人,国库全空,后来邓小平找到安倍晋三的父
亲安倍晋太郎帮助恢复经济,大量的日资企业因此进入中国,欧美企业随之跟进,中国的经
济这才发展到2012 年的巅峰,随之被人不断L 型摧毁至今天:90%以上的全国化工厂被炸
毁、80%以上的兵工厂也被炸毁、99%的外资企业逃离中国、80%以上的民营生产企业倒闭
或逃离,时至今日整个国家经济大解体,整个中国正在进行无产业大革命;几亿工人群体性
失业而回乡再创业、全部特权阶级垄断了无产业和产业绝对收敛下的所有的财富(连核酸检 中国人在文革中饿死一亿人、斗死几千万人,国库全空,后来邓小平找到安倍晋三的父
亲安倍晋太郎帮助恢复经济,大量的日资企业因此进入中国,欧美企业随之跟进,中国的经
济这才发展到2012 年的巅峰,随之被人不断L 型摧毁至今天:90%以上的全国化工厂被炸
毁、80%以上的兵工厂也被炸毁、99%的外资企业逃离中国、80%以上的民营生产企业倒闭
或逃离,时至今日整个国家经济大解体,整个中国正在进行无产业大革命;几亿工人群体性
失业而回乡再创业、全部特权阶级垄断了无产业和产业绝对收敛下的所有的财富(连核酸检 测、行刑毒疫苗都不放过),从而构成了双向的无产业阶级大革命,也就是说,安倍晋三的
父亲安倍晋太郎让中国人在饿死1 亿多的情形下吃上了咸鸭蛋(台湾人则造谣大陆人吃不起
咸鸭蛋),恩同再造,安倍晋三则延续父亲的政策,从而构成安倍晋三咸鸭蛋(恩同再造)
原则。 日本、美国、英法、欧洲等就象养蛊一样将中共在人类文明和法治的反向上越养越大,
时至今日从天津大蛊养成了末日世界最大蛊,终于酿成了今天之炸毁地球的滔天大祸,日本、
美国、英法、欧洲等就象成立了一家蛊份无限公司(中共国)的蛊东一样,共党放病毒毒死
全世界2000 万人、联合普京炸毁地球,蛊东们人人有责而难辞其咎,从而构成日本英美养
虎为患(捣蛊末日、养肥中共)原则,原因就在于他们没认清共党的真实本质:无限卖国、
无限军国主义、无限纳粹(种族主义、民族主义)、无限战争(永无宁日)、无限犹太人(无
限集中营)即无限奴役(杀害、活摘器官、种族灭绝)、无限精神控制、无限精神病。 (2)三步倒末日毒蛊历史性轮回原则、天子三宝救世三步曲ABC、轩辕核按钮
第一,美国二战中与全人类有史以来首个灭绝人性的苏联政权合作灭了希特勒纳粹德
国、灭了军国主义的日本,但是按下葫芦起了瓢养肥了苏联并且尾巴大不掉,出现了三巨大
头;第二,接着,在1990 年代,美国和8964 天安门屠杀学生的全人类有史以来最邪恶的中
共合作,解体了尾大不掉的前苏联,结果是养肥了中共并且尾大不掉;第三,现在,美国正
式释放全民族整齐华一的日本军国主义对付并灭绝中共与俄罗斯,短短不足百年,三次的历
史轮回都是按下葫芦起了瓢,死伤的都是各民族的精英和无辜的百姓,全世界死于核武战争
的三光即将到来,无论是根据同一律还是因果律,任何基于邪恶错误的事物必然也是邪恶错
误的,以毒制毒终归毒,从而构成世界以毒制毒三步倒原则、世界三步倒绝症,是三巨头罗
斯福(Franklin Delano Roosevelt)、丘吉尔(Winston L.S. Churchill)、斯大林胡乱刮分世界造成
的,全世界必须停止这种玩法,否则世界必将因为三步倒而毁灭,其中日本、美国、俄罗斯、
中共国参与养出来的全人类有史以来最毒的末日毒蛊称为三步倒(毒蛊、末日毒蛊)、三步
倒末日,日本、美国、俄罗斯、中共国全都是蛊份无限公司,参与的人称为蛊民。
依据丛林历史轮回原则、世界以毒制毒三步倒原则,三步倒毒蛊、蛊民、蛊份无限公司,
全都是近百年来全人类误入歧途的历史性轮回,从而构成三步倒(毒蛊、末日毒蛊)历史性
轮回原则、蛊民(蛊份无限公司)历史轮回原则。 刺杀肯尼迪总统的杀手从现场逃掉了,没有留下足够的线索,这是谋杀无线索(逃脱)
原则,符合人的生命只有一次原则;本·拉登的人体炸弹几乎都命丧当场,符合背后的老大
保护自己贪生怕死的原则,从而构成人体炸弹断线索(同归于尽)原则。众所周知,恐怖主
义使用同归于尽的人体炸弹就是为了获取目标对象不设防的通道和机会。
山上徹也杀害安倍晋三是不杀伤别人也不逃跑,而是留下来宣示线索和背后恐怖主义后
台的主权,违背了自己要命和背后邪恶组织要命的常理,属于双违规现象,显然其目的只有
一个就是制造寒蝉效应,从而构成刺杀安倍寒蝉效应原则、刺杀安倍恐怖主义三倍体原则, 因此,安倍昭雪至关重要,日本警方不能放弃查明真相的任何机会。英国首相约翰逊、德国
总理朔尔茨、意大利总理德拉吉等纷纷在黑材料下翻车,显然是一种常态性的寒蝉效应。
安倍晋三遇害的第二天,普京立刻宣布将1 亿吨当量的末日核鱼雷波塞冬、萨尔马特核
导弹列装,要到陆地上去打鱼、掠过海洋去炸毁地球,人祸的末日洪水已经令全世界退无可
退,此时,依据天下共主(万王之王、万主之主)先于末日解决原则,全世界民主世界重中
之重是刻不容缓地选举出一位世界共主,末日洪水才能得以启动携带着33 层因果、35721n
阅读框架因果链的轩辕治水方案解决,也就是说,B.全世界将以33 天(35721、C33)透天
秩序取代雅尔塔体系(体系更迭),C.全人类将以33 天(35721n、C33)透天因果乾纲建
立第三圣殿和处置万物(制度更迭),轩辕治水才能在世界范围内得以成功;可是,A.天下
共主的选举(主权升级)先于上述A、B 两步。33 天(35721n、C33)透天因果乾纲简称为
透天乾纲、33 天外天乾纲。
安倍晋三遇害
邪恶轴心变本加厉可谓丧尽天良
主权升级
秩序更迭
制度更迭 安倍晋三遇害,邪恶轴心变本加厉可谓丧尽天良,主权升级A、秩序更迭B、制度更迭
C 是轩辕治水的核心与世界永久性和平的反转核按钮,称为轩辕救世三步曲(ABC)。 C 是轩辕治水的核心与世界永久性和平的反转核按钮,称为轩辕救世三步曲(ABC)。
拜登、超常待机现在必须立刻触发启动的英国伊丽莎白女王、日本德仁天皇、泽连斯基、
马克龙、英国首相约翰逊以及有志于拯救世界的其他人等,都必须立刻参选,以确立天下共
主,这就是轩辕治水方案启动的核按钮,称之为轩辕核按钮,从而构成天下共主(万王之王、
万主之主)轩辕核按钮原则。 为今之计,全世界必须立刻选举天下共主(万王之王、万主之主)按下轩辕核按钮,之
后,当33 天(35721n、C33)透天乾纲与天下共主的权杖合一、《天子兵法》与天子剑合
一时,即真命天子一手大棒一手胡萝卜,33 天外天的光明才能照在大地上和乾坤中,人们
才能朝着文明圣殿的方向前进,邪恶才能最终被涤荡干净。
天下共主轩辕核按钮、《天子兵法》与天子剑、33 天(35721n、C33)透天乾纲与天子 为今之计,全世界必须立刻选举天下共主(万王之王、万主之主)按下轩辕核按钮,之
后,当33 天(35721n、C33)透天乾纲与天下共主的权杖合一、《天子兵法》与天子剑合
一时,即真命天子一手大棒一手胡萝卜,33 天外天的光明才能照在大地上和乾坤中,人们
才能朝着文明圣殿的方向前进
邪恶才能最终被涤荡干净 才能朝着文明圣殿的方向前进,邪恶才能最终被涤荡干净。
天下共主轩辕核按钮、《天子兵法》与天子剑、33 天(35721n、C33)透天乾纲与天子 才能朝着文明圣殿的方向前进,邪恶才能最终被涤荡干净。
天下共主轩辕核按钮、《天子兵法》与天子剑、33 天(35721n、C33)透天乾纲与天子 权杖,合称为天子三宝、末日三宝、浑天三宝。
普京是整个俄罗斯民族要为他去陪葬,这是煎烤全人类的烈火;普京兜底的二哈是要全
部中国人为他去陪葬,同时将中国变成战败国,这是淹没全世界的祸水。本来,所谓水火不
相容是真理;现在,冰火两重天军事同盟挑战全世界,全人类陷于水深火热之中,病毒屠杀
全人类超过2000 万、邪恶轴心把乌克兰变成到处是废墟后还要炸毁地球。 明朝太监刘瑾白天被凌迟割千刀,晚上回到牢房,还能连喝两大碗稀饭,第二天才失血
而死,依此类推,任何手术都一样,速度越快病人的输血量和失血量越小,时间长了往往有
性命之忧甚至后果不堪设想,从而构成速度先于手术(生死)原则。 (4)养恶兵不可能成功(胜利)原则、邪恶轴心军事同盟不可能取得胜利(成功)原
则、卖国绝对归零(天绝地灭)原则 (3)末日三步倒三死结、东北亚1 小时战争地球末日结束 (3)末日三步倒三死结、东北亚1 小时战争地球末日结束
美国原国防部长马克·埃斯珀(Mark Esper)近日在布鲁金斯学会(Brookings Institution)
说,东北亚(日本、朝鲜、俄罗斯、中国)是经济和军事交织区而成为全社会世界最不稳定
的地区,成为日本当今世界最大的火药桶、成为面向北京的诺曼底登陆(Operation Overlord)
基地;双方是生死存亡的最终决战:中共经由无上限绝对卖国输送支撑俄罗斯普京发动战争
的动力,解决北京即解决俄罗斯,而直接端掉共党的巢穴北京则是最佳选择,就象奥斯卡金
像奖一样迷人;再者,俄中如果解决日本必然导致美国退出西太平洋,俄中因此聚焦第一岛
链核心的日本,由此可见,北京和日本是本次战争的两个死穴性制高点,因此,东北亚的战 争成为死穴战争,双方一剑定输赢,即战略已经清晰,聚焦式的预置战争打击靶点一定是一
场两败俱伤的战争,等于是三光玉碎必然发生,任何一方连逃都无法逃。
中共经由无上限绝对卖国输送支撑俄罗斯普京发动战争的动力,俄罗斯反过来包庇纵容
共党,也就是说,俄罗斯为中共接入了军事人工心肺ECMO、中共为俄罗斯接入了经济人
工心肺ECMO,俄罗斯的战斗部(battle disposition)与自己的经济实力无关、中共的战斗部
与自己的军事实力无关,双方都在各自卖国的情形下军事最大化,这就是链式军国主义,全
世界的第一个外挂式(尿袋式)互补作战链由此产生,二者相互体外循环,从而构成链式军
国主义互补体外循环(ECMO)原则。他们的实质是俄罗斯和中共国什么都不顾了,只要军
事征服全世界,显然只能是军国主义的复活,日本二战开的头、干的好事、吃饱了没事找事
遗传给共党。 普京和二哈两者必然都很清楚这种链式军国主义的脆弱性,他们必然采取比独立的日本
军国主义更家凶残的模式来对抗各自被击破而影响到对方生存、生命的风险和弥补其弱点,
显然,中共北京是英美日等各国聚焦饱和打击的第一死穴(七寸),日本则成为俄中聚焦饱
和打击的第一死穴(七寸),因此这场战争必然是两败俱伤的死穴战争,从而构成死穴战争
(三战)原则、战争(三战)互为死穴原则、战争(三战)死穴原则;同时,北京是普京的
外挂心脏,普京必然在心脏被毁灭后的几个小时甚至是一个小时内对日本、美国等实施同归
于尽的饱和核打,对等地,美日等必然礼尚往来,由此可见,地球将在几个小时甚至是一个
小时内被炸毁(各方的各种预案早已演练得滚瓜烂熟),人类末日降临,称之为临终战争、
死亡战争、挖坟(掘墓、坟墓)战争、1 小时(炸毁地球)战争、冥王(Pluto)战争、反噬
(回旋镖)战争、断头蛇飞(起咬)死人的同归于尽战争、再没有黎明的暗夜战争,从而构
成东北亚1 小时(最终解决)战争原则、东北亚战争临终(挖坟、掘墓、坟墓、炸毁地球、
冥王之战、同归于尽、反噬、回旋镖、断头蛇咬死人、尿袋、外挂人工心肺、链式军国主义、
末日、再没有黎明的暗夜)原则、东北亚末日战争原则。 依据经济先于国家原则,日本的军国主义只想解决生存空间,却无视也没有生存空间的
安全隐患,如二战中,日本竟然在1941 年4 月13 日和对日本国家安全威胁最大的苏联签定
《苏日中立条约》即互不侵犯条约,丧失了日本有史以来唯一一次能和德国前后夹击苏联而
彻底消灭苏联的最后机会,直接导致了1945 年8 月8 日苏联背信弃义对日本宣战并在9 日
凌晨出冰满洲国并最终摧毁日本的产业中心,还屠村屠城屠杀了超过一亿的日本人、中国人
而将整个满洲国变成无人区,那可是原来万国人民闯关东去打工谋生的世界第四大经济强国
和亚洲第一强国;今日,俄罗斯携带着自相残杀而废物的中共要最终解决日本,难道不悲哀
吗?由此可见,日本整个民族短视俄罗斯、有眼无珠而无视国家安全到了必死的鄙视链的最
末端,从而构成日本(民族)短视俄罗斯(有眼无珠无视国家安全)必死原则、日本(民族)
无知(不知道)谁是敌人原则、日本群体性(民族性)国家安全盲(绝症)原则,超越天皇
的安倍晋三也没看出这一点。 日本好战但又存在着绝对的国家安全盲区、安全民族绝症,导致今日俄罗斯要彻底灭亡
日本、抢劫日本,不能不说是整个大和民族的悲剧。如果二战中日本不是与苏联合作,而是 与希特勒前后夹击苏联彻底解决真正毁灭大和民族的恶魔悬剑俄罗斯,今天,日本不会面临
着再次被核打击的灭国之命运,地球也不会面临着被彻底炸毁的末日,证据如下:安倍晋三
遇害的第二天,普京立刻宣布将1 亿吨当量的末日核鱼雷波塞冬、萨尔马特核导弹列装,要
到陆地上去打鱼、掠过海洋去炸毁日本和地球。显然,俄罗斯是世界最强国美国的头号敌人,
灭亡日本绝对不在话下,说灭就灭,日本什么军费开支天花板不天花板的,天花都没用,从
而构成俄罗斯日本头号敌人原则、俄罗斯日本国家安全头号元凶(天敌、无解)原则,因为
俄罗斯整个民族特性就是不靠自己发展靠掠夺。 日本的军国主义只顾往前冲,只想掠夺、殖民,如同蜜蜂采蜜却没有留下警戒蜂群;俄
罗斯就象中共公安系统对人民标注的菜农、粮农之蜂农,专门在日本的老巢热烈地割蜂蜜,
从而构成日本军国主义工蜂原则、俄罗斯对日本蜂农(老巢割蜂蜜、非洲平头哥、蜜獾、头
号杀手)原则,那可是号称世界上最无畏的动物,小日本怎么能承受得了?日本的宗主国美
国是全世界唯一一个能与之抗衡的国家。现在日本是盲人骑瞎马,方向不对直本死路,任何
无限军国主义都没用,天皇也一样,唯一之路是赶紧全民明白这个道理而制定可行的应对国
策,安倍晋三才不会白死,从而构成日本盲人骑瞎马(死路、无解、任何军国主义都无效、
任何军国主义都无用)原则。 依据不限制绝对原则,日本政府已经宣布2023 年日本的军事开支没有天花板,全人类 依据不限制绝对原则,日本政府已经宣布2023 年日本的军事开支没有天花板,全人类
马上得天花,这就是无限而绝对的军国主义复活,而且是最高绝对的军国主义、雷电军国主 依据不限制绝对原则,日本政府已经宣布2023 年日本的军事开支没有天花板,全人类
马上得天花,这就是无限而绝对的军国主义复活,而且是最高绝对的军国主义、雷电军国主 马上得天花,这就是无限而绝对的军国主义复活,而且是最高绝对的军国主义、雷电军国主
义,从而构成日本军事开支无天花板绝对(最高、无限)军国主义原则。
产业全世界最发达的东北亚经济、军事高强度相互交织成为世界最高度不稳定的死结,
由此成为兵家和利益集团的必争之地,东北亚的人民和民族也成为世界各国最争相控制的最
佳奴役民族,因为他们最勤劳勇敢也最富于工匠精神,比日尔曼民族还机器化和智能化,从
而构成东北亚世界产业核心(民族核心、劳动核心、人民中心、人民金融中心、消费金融中
心)原则、东北亚人民(民族)世界天花板原则,反之,相比之下的俄罗斯民族就成为世界
的天花了,随之构成俄罗斯世界天花原则,天女散花、异常美丽,欢迎光临、下次优惠。
2019 年,罪魁祸首释放新冠病毒无分别毒死全人类超过2000 万人;2022 年2 月4 日,
罪魁祸首与普京结为军事同盟开启俄罗斯入侵乌克兰之战争和世界三战;十年来,罪魁祸首
努力并以刺杀安倍晋三事件最终解禁二战投降时还有700 万部队的日本军事力量,日本政府
已经宣布2023 年日本的军事开支没有天花板,全人类马上得天花,其实等同于已经向俄罗
斯、中共国宣战,这三宗罪行让世界70 年来的和平与科技的高速发展戛然而止,称之为三
罪灭世、灭世(末日)三罪(三宗罪),从而构成邪恶轴心三罪(三宗罪)灭世(末日)原
则、邪恶轴心三罪(三宗罪)直达(直奔)末日原则。 明朝太监刘瑾白天被凌迟割千刀,晚上回到牢房,还能连喝两大碗稀饭,第二天才失血
而死,依此类推,任何手术都一样,速度越快病人的输血量和失血量越小,时间长了往往有
性命之忧甚至后果不堪设想,从而构成速度先于手术(生死)原则。 美国解决北京和俄罗斯解决日本一样,速度越快损失越小,方案早已制定完毕而随时待
命;况且,美国一旦解决了北京和三宗罪直奔末日的罪魁祸首,世界三战必然就此结束,俄
罗斯的经济体量无法支撑持续性战争,由此而来,依据并比照速度先于手术(生死)原则、
同一律,末日战争如同马克·埃斯珀(Mark Esper)所说是双方的生死存亡之战,即活摘俄
中联盟链式军国主义外挂心脏之战,邪恶轴心的凶残程度一定提到极限和最高而那就是核武
大战,当然美国和日本都不是省事的主,于是,美俄对抗70 年来,相互之间的摸底早已经
全部完成只等付诸实施的最后一不,俄中和美日同归于尽的核武战争将在一小时内完成,地
球因此被炸毁、人类随之被灭亡,称之为末日无限闪电战、无限闪电死、无限闪电灭绝(灭
世)、无限闪电末日(在虚假的美好光明中碉堡而毁灭)、末日闪电灭绝(用秒来计算的核
武大屠杀之末日秒杀、末日闪电死、末日闪电死局),从而构成美俄日中(全球)末日闪电
死(闪电灭亡、秒杀、闪电死)原则、无限闪电末日原则、无限闪电灭绝(灭世)原则,这
是希特勒的绝对复活并无限延伸,随之构成末日无限希特勒(纳粹)复活原则。
由此可见,东北亚的末日战争是双方的死穴战争、坟墓战争、末日闪电灭绝(末日秒杀、
1 小时结束),称之为末日双坟闪电死局(死路)灭绝三步曲、(俄罗斯、日本、中国、美
国、全世界)末日三步倒(死局、死路、灭绝)、末日三步倒(俄罗斯、日本、中国、美国、
全世界)死局(死路、灭绝)、末日三步倒(秒少杀、1 小时灭绝)、三步倒末日,从而构
成东北亚(战争)末日三步倒死局(死路、灭绝)原则,俄罗斯人及其军方、日本有史以来
的任何人、美国、一心要跟随普京全球治理的中共国所有人和有史以来的所有中国人都没认
识到此次末日是全人类、俄罗斯、日本、中国、美国等无分别三步倒,无人能幸免。 美国解决北京和俄罗斯解决日本一样,速度越快损失越小,方案早已制定完毕而随时待
命;况且,美国一旦解决了北京和三宗罪直奔末日的罪魁祸首,世界三战必然就此结束,俄
罗斯的经济体量无法支撑持续性战争,由此而来,依据并比照速度先于手术(生死)原则、
同一律,末日战争如同马克·埃斯珀(Mark Esper)所说是双方的生死存亡之战,即活摘俄
中联盟链式军国主义外挂心脏之战,邪恶轴心的凶残程度一定提到极限和最高而那就是核武
大战,当然美国和日本都不是省事的主,于是,美俄对抗70 年来,相互之间的摸底早已经
全部完成只等付诸实施的最后一不,俄中和美日同归于尽的核武战争将在一小时内完成,地
球因此被炸毁、人类随之被灭亡,称之为末日无限闪电战、无限闪电死、无限闪电灭绝(灭
世)、无限闪电末日(在虚假的美好光明中碉堡而毁灭)、末日闪电灭绝(用秒来计算的核
武大屠杀之末日秒杀、末日闪电死、末日闪电死局),从而构成美俄日中(全球)末日闪电
死(闪电灭亡、秒杀、闪电死)原则、无限闪电末日原则、无限闪电灭绝(灭世)原则,这
是希特勒的绝对复活并无限延伸,随之构成末日无限希特勒(纳粹)复活原则。
由此可见,东北亚的末日战争是双方的死穴战争、坟墓战争、末日闪电灭绝(末日秒杀、
1 小时结束),称之为末日双坟闪电死局(死路)灭绝三步曲、(俄罗斯、日本、中国、美
国、全世界)末日三步倒(死局、死路、灭绝)、末日三步倒(俄罗斯、日本、中国、美国、
全世界)死局(死路、灭绝)、末日三步倒(秒少杀、1 小时灭绝)、三步倒末日,从而构
成东北亚(战争)末日三步倒死局(死路、灭绝)原则,俄罗斯人及其军方、日本有史以来
的任何人、美国、一心要跟随普京全球治理的中共国所有人和有史以来的所有中国人都没认
识到此次末日是全人类、俄罗斯、日本、中国、美国等无分别三步倒,无人能幸免。 苏联人制造1937 年海参崴大屠杀、1900 年的海兰泡惨案、江东六十四屯惨案,现在俄
军正在屠杀乌克兰人等,1945 年毁灭于苏联红军前人口总量超过1 亿3000 万,即苏联红军
在满洲国的10 个月中所屠杀的人口实际上远远超过一亿人,其表明俄罗斯专杀外国人,从
而构成俄中或共俄(无分别)大屠杀平民原则、俄罗斯民族绝对(无限)排他(无限杀戮、
绝对杀戮、杀光最后一个中国人、杀光最后一个日本人)原则、俄罗斯民族绝对(无限)种
族主义(民族主义)原则。 在世界末日三步倒1 小时灭绝中,日本从来没意识到俄罗斯不仅是美国的头号敌人更是
日本的最高敌人,因为俄罗斯民族是具有绝对的无限排他性的,这是日本国家安全错误的死
结;美国没意识到俄罗斯民族绝对(无限)排他性死结即使无限杀戮、绝对杀戮之种族灭绝
死结;中国人民和全世界都没认清中共的无限(绝对)人民(人类)灭绝罪死结,2019 年
放病毒毒死全世界2000 万人后就是邪恶轴心的死刑和共党的解体问题,也就是说,俄罗斯
的基于种族灭绝的无限野心死结、日本的安全错误死结、中共国的人民(人类)灭绝死结,
称为末日三步倒三死结,从而构成末日三步倒三死结原则。 (4)养恶兵不可能成功(胜利)原则、邪恶轴心军事同盟不可能取得胜利(成功)原
则、卖国绝对归零(天绝地灭)原则 (4)养恶兵不可能成功(胜利)原则、邪恶轴心军事同盟不可能取得胜利(成功)原
则、卖国绝对归零(天绝地灭)原则 共党用病毒清零、不断封城折腾、断粮、断房等养蛊养恶兵Wj(j∈N),也就是说,这些 共党用病毒清零、不断封城折腾、断粮、断房等养蛊养恶兵Wj(j∈N),也就是说,这些
蛊兵Wj 都是被逼迫的而必然是被动的,从而构成蛊兵(恶兵)被动原则。 共党用病毒清零、不断封城折腾、断粮、断房等养蛊养恶兵Wj(j∈N),也就是说,这些
蛊兵Wj 都是被逼迫的而必然是被动的,从而构成蛊兵(恶兵)被动原则。
蛊兵(恶兵)为逃脱邪恶政权或督战队的刑罚而奋勇向前,回头即被射杀,即属无退路、 共党用病毒清零、不断封城折腾、断粮、断房等养蛊养恶兵Wj(j∈N),也就是说,这些
蛊兵Wj 都是被逼迫的而必然是被动的,从而构成蛊兵(恶兵)被动原则。
蛊兵(恶兵)为逃脱邪恶政权或督战队的刑罚而奋勇向前,回头即被射杀,即属无退路、 别无选择的,从而构成蛊兵(恶兵)无退路(别无选择、无回头)原则。
任何胜利都是胜利者有无限选择的,想怎么做就怎么做,从而构成胜利者主动(非被动、 任何胜利都是胜利者有无限选择的,想怎么做就怎么做,从而构成胜利者主动(非被动、
无限选择、无压力)原则。 无限选择、无压力)原则。
蛊兵(恶兵)的新生必须建立在与敌人进行拼杀并赢得机会的前提下,否则回头逃跑一
定被处决,前路的战场撕杀是唯一的出路,显然是有条件的,从而构成蛊兵(恶兵)命不由 无限选择、无压力)原则。
蛊兵(恶兵)的新生必须建立在与敌人进行拼杀并赢得机会的前提下,否则回头逃跑一
定被处决,前路的战场撕杀是唯一的出路,显然是有条件的,从而构成蛊兵(恶兵)命不由
己(有条件)原则。 蛊兵(恶兵)的新生必须建立在与敌人进行拼杀并赢得机会的前提下,否则回头逃跑
定被处决,前路的战场撕杀是唯一的出路,显然是有条件的,从而构成蛊兵(恶兵)命不由
己(有条件)原则。 依据无分别绝对原则,战场上刀枪无眼、是无分别面向对象的,从而构成战场撕杀绝对
原则。 如果蛊兵(恶兵)W 能取得胜利,那么,依据蛊兵(恶兵)命不由己(有条件)原则,
蛊兵(恶兵)W 必然是有限的,记为结论F;然而,依据战场撕杀绝对原则,战场撕杀U
是无限的,命题表明有限的蛊兵(恶兵)W 是大于无限的战场撕杀U:∞>W>U→∞,即∞>∞,
这是不可能成立的命题,记为结论G,由此而来,依据相反(不同)不相容原则(标定非A)
和非A 肯定否定原则(标定判断和结果,原始原则严格证明令应用可任意选取立足点而向
上集成:依据前提决定结果原则和结果映射前提原则),结论G 与结论F 是截然不同而自
相矛盾的,从而反证上述假设既不可能成立也不可能为正确,我们于是获得蛊兵(恶兵)胜
利否定(错误)原则、邪恶政权临时抱佛脚胜利否定原则和蛊兵(恶兵)不可能胜利(取胜)
原则、邪恶政权临时抱佛脚没用(无效)原则、蛊兵(恶兵)人民灭绝(罪)原则、养恶兵
不可能成功(胜利)原则,邪恶政权白白牺牲人民生命,属于人民灭绝罪。 邪恶轴心是在2019年放病毒毒死全人类2000万人后得知美国要灭它们的情形下才去哀
求普京搞军事同盟的,纯属不得已之被动的,从而构成二哈求普京军事同盟迫不得已(被动、
无回头路)原则。 无回头路)原则。
普京的经济ECMO 是中共给插的、中共的军事ECMO 是普京给插的,整个XP 军事同
盟都是有条件的、相对的,从而构成邪恶轴心军事同盟有条件(有限、相对)原则。
如果邪恶轴心军事同盟W 能取得胜利,那么,依据邪战场撕杀绝对原则、同一律,邪
恶轴心军事同盟W 能取得胜利必然是经过了无限撕杀并且超越战场撕杀U 而获得的,即邪
恶轴心军事同盟W 是大雨无限大之战场撕杀的:W>U→∞,记为结论F;依据二哈求普京
军事同盟迫不得已(被动、无回头路)原则、邪恶轴心军事同盟有条件(有限、相对)原则、
前提决定结果原则,W 必然是有限的而小于无限大的:W< U→∞,记为结论G,由此而来,
依据相反(不同)不相容原则(标定非A)和非A 肯定否定原则(标定判断和结果,原始
原则严格证明令应用可任意选取立足点而向上集成:依据前提决定结果原则和结果映射前提
原则),结论G 与结论F 是截然不同而自相矛盾的,从而反证上述假设既不可能成立也不
可能为正确,我们于是获得邪恶轴心军事同盟胜利否定原则和邪恶轴心军事同盟不可能取得
胜利(成功)原则、邪恶轴心军事同盟必灭原则。 如二哈对普京成承诺是你想拿什么就拿什么,合作无上限就是无限(绝对)卖国,从而
构成二哈无限(绝对)卖国原则 如二哈对普京成承诺是你想拿什么就拿什么,合作无上限就是无限(绝对)卖国,从而
构成二哈无限(绝对)卖国原则。 如二哈对普京成承诺是你想拿什么就拿什么,合作无上限就是无限(绝对)卖国,从而
构成二哈无限(绝对)卖国原则。
依据无条件绝对原则,任何人U 卖国中出卖的都不是自己的权利、金钱、武器W 等,
权利、金钱、武器W 等必然是无条件的,从而构成卖国无条件(绝对)原则。
任何个人的承担都是属于自己的,不属于外部的,也就必然不是外部无分别之绝对的,
从而构成个人承担非绝对原则。 构成二哈无限(绝对)卖国原则。
依据无条件绝对原则,任何人U 卖国中出卖的都不是自己的权利、金钱、武器W 等, 构成二哈无限(绝对)卖国原则。
依据无条件绝对原则,任何人U 卖国中出卖的都不是自己的权利、金钱、武器W 等,
权利、金钱、武器W 等必然是无条件的,从而构成卖国无条件(绝对)原则。
任何个人的承担都是属于自己的
不属于外部的
也就必然不是外部无分别之绝对的 权利、金钱、武器W 等必然是无条件的,从而构成卖国无条件(绝对)原则。
任何个人的承担都是属于自己的,不属于外部的,也就必然不是外部无分别之绝对的, 权利、金钱、武器W 等必然是无条件的,从而构成卖国无条件(绝对)原则。
任何个人的承担都是属于自己的,不属于外部的,也就必然不是外部无分别之绝对的,
从而构成个人承担非绝对原则 任何个人的承担都是属于自己的,不属于外部的,也就必然不是外部无分别之绝对的,
从而构成个人承担非绝对原则。 从而构成个人承担非绝对原则。
如果任何一个人W 卖国U 是无报应的,那么,依据个人承担非绝对原则,其必然都是
自己能承担的而必然不是绝对的,记为结论F;然而,依据卖国无条件(绝对)原则,卖国
U 必然都是绝对的,记为结论G,由此而来,依据相反(不同)不相容原则(标定非A)和
非A 肯定否定原则(标定判断和结果,原始原则严格证明令应用可任意选取立足点而向上
集成:依据前提决定结果原则和结果映射前提原则),结论G 与结论F 是截然不同而自相
矛盾的,从而反证上述假设既不可能成立也不可能为正确,我们于是获得卖国无报应否定原
则和卖国报应原则。 如果卖国不是有命拿没命花的,那么,一个人W 卖国U 是他一个人W 必须承担的责
任,即卖国是他一个人的事情P,记为结论F;然而,依据卖国无条件(绝对)原则、个人
承担非绝对原则,任何人卖国是无条件的、绝对的之无限大的,显然不是自己能承担的,即
卖国超过了他一个人能承担的Q,记为结论G,由此而来,依据相反(不同)不相容原则(标
定非A)和非A 否定肯定原则(标定判断和结果,原始原则严格证明令应用可任意选取立
足点而向上集成:依据前提决定结果原则和结果映射前提原则),结论G 与结论F 是截然
不同而自相矛盾的,从而反证上述假设既不可能成立也不可能为正确,我们于是获得卖国非
有命拿没命花否定原则和卖国有命拿没命花(不得好死、永不赦免)原则。 一个人卖国P 得肯定是遗臭万年的而必然是负面的:|P|=-P;然而,任何人的卖国P 都
是主动的即是大于零的:P>0,P=|P|,综上所述,其必然有|P|=-|P|则P=0,即属绝对归零的,
从而构成卖国绝对归零原则。 一个人卖国P 得肯定是遗臭万年的而必然是负面的:|P|=-P;然而,任何人的卖国P 都
是主动的即是大于零的:P>0,P=|P|,综上所述,其必然有|P|=-|P|则P=0,即属绝对归零的,
从而构成卖国绝对归零原则。 象老毛卖国竟然得好死,表面上那样;但是,依据卖国绝对归零原则,老毛等任何卖国
的狗毛的灵魂必然被宇宙制定的规则彻底摧毁而魂飞魄散,从而构成(老毛)卖国魂飞魄散
(齑粉、绝对归零)原则、(老毛)卖国生无立足之地(死无葬身之处)原则、卖国天绝地
灭原则。 象老毛卖国竟然得好死,表面上那样;但是,依据卖国绝对归零原则,老毛等任何卖国
的狗毛的灵魂必然被宇宙制定的规则彻底摧毁而魂飞魄散,从而构成(老毛)卖国魂飞魄散
(齑粉、绝对归零)原则、(老毛)卖国生无立足之地(死无葬身之处)原则、卖国天绝地
灭原则。 养恶兵不可能成功(胜利)原则、邪恶轴心军事同盟不可能取得胜利(成功)原则、卖
国绝对归零(天绝地灭)原则结合后续的9LC33×CC35721 计算因果,构成了9LC33×
CC35721 兵法(计算兵法、计算因果兵法、因果兵法),依此类推至于其他情形同理成立。
由此可见,只要人们具有足够强大的量子计算机,决胜千里之外的兵法是可以被精确地计算
出来的,而不只是被沙盘推演出来的,因此,我们称之为天子兵法(二)。 14.国家元首(总统)禁枪、汉家天子立法 (1)主动(全面、进攻)安保取代被动(传统)安保原则、山上徹也四重高度模糊化
狙击原则、山上徹也自带拆墙功能(高度隐形)杀手(狙击手)原则
枪支、大炮、火箭都是瞄准的、有方向的,瞄准目标的而必然是相对的,扫射的枪和霰
弹枪(canister~shotgun)也是有一定瞄准的和具有从枪手到受害者之间的距离差别的,从构
成枪支(大炮、火箭)相对(有限、非绝对)原则、扫射的枪(霰弹枪)相对(有限、非绝
对)原则。 装成相机Q 的枪G 从外观看来已经不是枪支,同时以按动相机快门的伪动作掩饰扣动
扳机动作(激发钨丝熔断点燃黑火药发射霰弹),白天即便是枪口冒烟外人看来也会误认为
是附近导致的或现代电子产品的意外性自我爆炸甚至目标对象也是受害者,综上所述三点,
谋杀安倍晋三的霰弹枪(喷子)具有三重伪装,在三个层面上三度排除了人们的注意力量,
从而构成谋杀安倍晋三霰弹枪(喷子)三重伪装(三度排除注意力)原则。 在安倍被谋杀过程中,山上徹也象个大隐隐于市的狙击手(sniper):相机的外表按快
门而非扣动扳机的常态性操作、目标对象可能也是受害者(目标模糊化)摆在那里,更搞笑
的是山上徹也穿得象人畜无害的平民粉丝,四重伪装四个现代化全面实现,要多无辜就有多
无辜,你让安保人员如何下得了手?其结果就是让所有安保人权坐视安倍晋三被击倒后才能
作出正确判断,白白送给他杀手两枪三秒与死神赛跑的时间,从而构成杀手(山上徹也)四
个现代化狙击手化原则、杀手(山上徹也)四重高度模糊化狙击原则。 众所周知,狙击手的生存和成功前提就是高度模糊化自己,否则肯定容易出师未捷身先
死和被发现而被打成筛子,从而构成(高度)模糊化先于狙击手原则、狙击手(高度)模糊
化(最大限度模糊化)原则、狙击手第一(生存、成功)原则。
在疑犯开第一枪或确定之前,以防卫为首的安保人员和基于判断的军队一样基于判断; 在疑犯开第一枪或确定之前,以防卫为首的安保人员和基于判断的军队一样基于判断;
安保人员在确认嫌犯后才进入基于保护对象为主的进攻状态中,也是基于判断;同时,安保
人员以保护对象为主即是反应第一、进攻第二,从而构成安保(人员)基于判断原则(安保
第一原则、安保人员第一原则)、安保(人员)判断先于反应原则(安保第一原则、安保人
员第一原则、安保(人员)反应第一进攻第二原则(反应先于进攻原则、安保行动第一原则)、
安保(人员)防卫为首(进攻次之)原则。 安保(人员)防卫为首(进攻次之)原则。
面对这么一个高度模糊化的狙击手山上徹也,其完全消除了安保基于判断的第一安保原
则和反应先于进攻原则的安保行动第一原则,纯属自带拆墙功能的高度甚至全隐形杀手、狙
击手,堪称安保死神,从而构成山上徹也自带拆墙功能(高度隐形、全隐形)杀手(狙击手)
原则、山上徹也死神(经典)原则、山上徹也黑马(防不住)原则,单就本点而言,孤狼怎
么做得到?其肯定要普京这个级别的KGB 高手才能训练得出来。
对于山上徹也,安保人员一旦误杀或滥杀无辜必然毁灭自己的职业生涯,同时也过不了
自己心理上滥杀无辜的这一关,除非其人本来就是精神变态、心理扭曲,从而构成应对山上
徹也双重无解原则。由此可见,山上徹也杀害安倍晋三事件本身就展现了安保上的绝对盲区
和黑洞、漏洞,山上徹也本身则就是安保无解的克星和天敌,这是任何反应速度快和缩短行
动时间、提高效率等无法解决的,从而构成山上徹也安保无解(克星、天敌)原则、山上徹
也杀害安倍晋三事件安保绝对盲区(黑洞、漏洞、无效)原则、山上徹也标志安保失败原则、 安保
人员
防
为首
攻次
则
面对这么一个高度模糊化的狙击手山上徹也,其完全消除了安保基于判断的第一安保原
则和反应先于进攻原则的安保行动第一原则,纯属自带拆墙功能的高度甚至全隐形杀手、狙
击手,堪称安保死神,从而构成山上徹也自带拆墙功能(高度隐形、全隐形)杀手(狙击手)
原则、山上徹也死神(经典)原则、山上徹也黑马(防不住)原则,单就本点而言,孤狼怎
么做得到?其肯定要普京这个级别的KGB 高手才能训练得出来。 么做得到?其肯定要普京这个级别的KGB 高手才能训练得出来。
对于山上徹也,安保人员一旦误杀或滥杀无辜必然毁灭自己的职业生涯,同时也过不了
自己心理上滥杀无辜的这一关,除非其人本来就是精神变态、心理扭曲,从而构成应对山上
徹也双重无解原则。由此可见,山上徹也杀害安倍晋三事件本身就展现了安保上的绝对盲区
和黑洞、漏洞,山上徹也本身则就是安保无解的克星和天敌,这是任何反应速度快和缩短行
动时间、提高效率等无法解决的,从而构成山上徹也安保无解(克星、天敌)原则、山上徹
也杀害安倍晋三事件安保绝对盲区(黑洞、漏洞、无效)原则、山上徹也标志安保失败原则、 山上徹也式刺杀与安保提高反应速度快(缩短行动时间、提高效率)无关原则、山上徹也式
刺杀安保提高反应速度快(缩短行动时间、提高效率)无效原则。
如果人们要解决山上徹也杀害安倍晋三事件本身展现出来的安保绝对盲区和黑洞、漏
洞,即解决安保上的标志性失败,那么,此时,人们要确保安全的话,有罪推定的主动安保、
全面安保、进攻性安保成为不二选择,即安保必须基于如下两个原则:进攻先于防守(进攻
先于反应)之主动(全面、进攻)安保行动第一原则、面对(反应)先于判断之主动(全面、
进攻)安保第一原则,这是不得不进行的安保革命,即主动(全面、进攻)安保取代被动(传
统)安保原则。 山上徹也式刺杀与安保提高反应速度快(缩短行动时间、提高效率)无关原则、山上徹也式
刺杀安保提高反应速度快(缩短行动时间、提高效率)无效原则。 己所无法控制的而必然是绝对的,从而构成外部风险绝对原则。
如果枪支W 可以防范独裁和自卫,那么,依据外部风险绝对原则、独裁(专制)绝对
原则、同一律,与绝对的独裁和外部风险保持同一的枪支W 必然是绝对的,记为结论F;
然而,依据自卫相对(有限)原则、枪支(大炮、火箭)相对(有限、非绝对)原则、扫射
的枪(霰弹枪)相对(有限、非绝对)原则,任何枪支、防范、自卫都是相对的,记为结论
G,此而来,依据相反(不同)不相容原则(标定非A)和非A 肯定否定原则(标定判断和
结果,原始原则严格证明令应用可任意选取立足点而向上集成:依据前提决定结果原则和结
果映射前提原则),结论G 与结论F 是截然不同而自相矛盾的,从而反证上述假设既不可
能成立也不可能为正确,我们于是获得枪支防范独裁(防范专制、防范暴政、防范、自卫)
否定原则和枪支无法(不可能、不能、不)防范独裁(防范专制、防范暴政、防范、自卫)
原则。 原则
如果不禁止枪支,象美国民间组织有2.9 亿支枪支,因为任何主动的人都可能卷入是非
而手委屈和冲动无限大,等于是释放了冲动是魔鬼的人人是魔鬼之悬剑,依据常态绝对原则,
你拿枪来防卫杀害居所入侵者毕竟不是常态,但人人拥枪而成为冲动中的魔鬼则是常态而必
然是绝对的,美国即成为枪林弹雨、人人被打成筛子(不可排除)的战场,依此类推至于其
他国家同理成立,从而构成不禁枪战场(枪林弹雨、人人被打成筛子)绝对原则、不禁枪战
场(枪林弹雨、人人被打成筛子)原则、不禁枪战场(枪林弹雨、人人被打成筛子、人人自
危)不可排除绝对原则、不禁枪战场(枪林弹雨、人人被打成筛子、人人自危)不可排除原
则,由此可见,世界各国禁枪别无选择。
香港、新加坡、日本等禁止枪支的国家、地区,象香港在反送中被大屠杀前的犯罪率也
就是十万分之10 左右,美国一年三万人死于枪击的死亡率就已经等于或高于香港的十万分
之10 犯罪率了,另外必然再有十万分之10 的持枪罪犯需要法办,则一年至少有十万分之
20 与枪击死亡有关的犯罪,你美国法律再公证都是马后炮,有什么用?况且,在美国还有
超过枪击犯罪很多的其他犯罪,与香港、新加坡、日本等禁止枪支的国家、地区根本无法相 如果不禁止枪支,象美国民间组织有2.9 亿支枪支,因为任何主动的人都可能卷入是非
而手委屈和冲动无限大,等于是释放了冲动是魔鬼的人人是魔鬼之悬剑,依据常态绝对原则,
你拿枪来防卫杀害居所入侵者毕竟不是常态,但人人拥枪而成为冲动中的魔鬼则是常态而必
然是绝对的,美国即成为枪林弹雨、人人被打成筛子(不可排除)的战场,依此类推至于其
他国家同理成立,从而构成不禁枪战场(枪林弹雨、人人被打成筛子)绝对原则、不禁枪战
场(枪林弹雨、人人被打成筛子)原则、不禁枪战场(枪林弹雨、人人被打成筛子、人人自
危)不可排除绝对原则、不禁枪战场(枪林弹雨、人人被打成筛子、人人自危)不可排除原
则,由此可见,世界各国禁枪别无选择。 则,由此可见,世界各国禁枪别无选择。
香港、新加坡、日本等禁止枪支的国家、地区,象香港在反送中被大屠杀前的犯罪率也
就是十万分之10 左右,美国一年三万人死于枪击的死亡率就已经等于或高于香港的十万分
之10 犯罪率了,另外必然再有十万分之10 的持枪罪犯需要法办,则一年至少有十万分之
20 与枪击死亡有关的犯罪,你美国法律再公证都是马后炮,有什么用?况且,在美国还有
超过枪击犯罪很多的其他犯罪,与香港、新加坡、日本等禁止枪支的国家、地区根本无法相 香港、新加坡、日本等禁止枪支的国家、地区,象香港在反送中被大屠杀前的犯罪率也
就是十万分之10 左右,美国一年三万人死于枪击的死亡率就已经等于或高于香港的十万分
之10 犯罪率了,另外必然再有十万分之10 的持枪罪犯需要法办,则一年至少有十万分之
20 与枪击死亡有关的犯罪,你美国法律再公证都是马后炮,有什么用?况且,在美国还有
超过枪击犯罪很多的其他犯罪,与香港、新加坡、日本等禁止枪支的国家、地区根本无法相 比,由此可见,法律解决比枪支暴力解决更有效,依此类推至于其他情形同理成立,从而构
成法律先于枪支原则、法律先于枪支解决原则。美国、巴西等放着好好的法律不用,非要用
枪支去解决问题,合理吗?有必要吗? 比,由此可见,法律解决比枪支暴力解决更有效,依此类推至于其他情形同理成立,从而构
成法律先于枪支原则、法律先于枪支解决原则。美国、巴西等放着好好的法律不用,非要用
枪支去解决问题,合理吗?有必要吗? 人死不能复生,依据不可逆转绝对原则即属绝对的,从而构成人死不能复生绝对原则。
任何人都要为生活而奔波、不以生活为前提,同时生命是以新陈代谢为前提的,即不可
能是绝对的,从而构成生命相对原则。 如果不禁止枪支,依据不禁枪战场(枪林弹雨、人人被打成筛子、人人自危)绝对原则、
一项绝对即属绝对原则、同一律,人人都是极度不安全的,人们要生活就必须在高度上与泛
滥成灾的枪支保持同一而必然是绝对之无限的,记为结论F;然而,任何人都要为生活而奔
波、不以生活为前提,即不可能是绝对的,记为结论G,此而来,依据相反(不同)不相容
原则(标定非A)和非A 肯定否定原则(标定判断和结果,原始原则严格证明令应用可任
意选取立足点而向上集成:依据前提决定结果原则和结果映射前提原则),结论G 与结论F
是截然不同而自相矛盾的,从而反证上述假设既不可能成立也不可能为正确,我们于是获得
不禁枪否定原则和禁枪(绝对)原则、禁止枪支原则。 依据不禁枪战场(枪林弹雨、人人被打成筛子、人人自危)绝对原则、生命相对原则,
如果不禁枪,任何人的生命都不可能与绝对的不禁枪的枪林弹雨相抗衡,从而构成不禁枪生
命不设防原则。 (3)一石二鸟计划和一鸟二石计划:邪恶轴心非无限卖国否定原则、邪恶政权网络(通
信)封锁(审查)延续政权(继续统治、获得支持、继续活摘器官)不可能(乌龙)原则
本来放病毒毒杀全人类超过2000 万人的罪犯是钉在了死刑的法场上而不可赦免的。美
国拜登向普京伸出橄榄枝,普京可以跟美国联手灭共而刮分半个中共国,同时站在正义的一
边A→+∞;可是,普京最终拒绝了美国拜登的橄榄枝,在2022 年2 月4 日与元首签定了军
事同盟协议,转而向欧美全面开战,彻底站在了用病毒屠杀全人类2000 万的最特大罪行的
邪恶一边B→-∞,A=-B ⇒ C=A-B=2∞,也就是说,如果其在中间无人双向卖国C 最大
化(两倍无限大而把正无限大和负无限大都卖给了普京即把整个中国的主权、经济、军事、
人民等全部卖给了普京和俄罗斯),普京是不可能在A 与B 中间选择最差的:B=-∞,普京
身边有一大群利益集团做参照而显然不可能任普京胡来,称之为普京甘当炮灰(炮灰、弃明
投暗、弃善投恶)原则,记为结论F;然而,事实上普京的确选择了与恶魔站在一起临终关
怀的一边,记为结论G,此而来,依据相反(不同)不相容原则(标定非A)和非A 肯定
否定原则(标定判断和结果,原始原则严格证明令应用可任意选取立足点而向上集成:依据
前提决定结果原则和结果映射前提原则),结论G 与结论F 是截然不同而自相矛盾的,从
而反证上述假设既不可能成立也不可能为正确,我们于是获得邪恶轴心非无限卖国否定原则
和邪恶轴心无限(绝对)卖国原则、邪恶轴心军事同盟无限(绝对)卖国原则。 普京如果和美国合作,无法拿回前苏联的地缘版图,最终还是得与美国进行最后一战,
在干掉中共的过程中还可能被美国背后一刀而一石二鸟,可谓赔了老命又折兵,这是A 计 划;于是,普京选择和中共合作,既得了中共的全部家当又一次性干掉美国阵营,然后再灭
掉中共实现大欧亚主义,拿回前苏联的地盘版图,这是B 计划也是普京的如意算盘。
在上述B 计划中,普京采取联弱打强的作战方案,免除来掉臀部的后顾之忧和无情的
伤害,这叫保守疗法;在上述A 计划中,普京联强打弱,即联合核武器势均力敌的竞争对
手干掉卑鄙无耻、猥琐下流的低端产品,随时会被黑吃黑丢了老命,这叫叶利钦玩过一次没
死成的休克服疗法,这就是一石二鸟方案,综上所述两方面,军事上联弱打强的保守疗法是
最安全的,联强打弱最终必然是被一石二鸟黑吃黑而挂掉休克,这也是当年蒙古帝国联宋灭
金再灭宋的翻版,可见普京相当地有战略眼光,既然不会被一石二鸟那就洗心革面好好做鸟,
称之为一鸟二石方案,普京既吃掉了美国又吃光了中国,要死也可拉个神经病当垫背的,做
个CCTV 的新冠病毒害人精也确实没什么大不了(普京胸部就那么点想大也大不起来啊),
可谓老婆挖坑老公埋,从而构成害人精作战方法。此时,人们只见普京一只鸟抓起了两块石
头精卫填海,象当年的汪精卫直接当汉奸去了,绝对不只是鸟人,从而构成鸟人填海(新景
象)原则,反正做鸟不做人不重要,重要的是没有生命危险,安全第一、面子第二。可见,
普京比当年叶利钦强多了,一下直奔目标,惨了美国、正中包子的下部,一旦美国释放了全
民整体性神经的大日本帝国后,普京可能要一尸三命了。怀才就象怀孕,普京那是想藏都藏
不住了。 划;于是,普京选择和中共合作,既得了中共的全部家当又一次性干掉美国阵营,然后再灭
掉中共实现大欧亚主义,拿回前苏联的地盘版图,这是B 计划也是普京的如意算盘。
在上述B 计划中,普京采取联弱打强的作战方案,免除来掉臀部的后顾之忧和无情的
伤害,这叫保守疗法;在上述A 计划中,普京联强打弱,即联合核武器势均力敌的竞争对
手干掉卑鄙无耻、猥琐下流的低端产品,随时会被黑吃黑丢了老命,这叫叶利钦玩过一次没
死成的休克服疗法,这就是一石二鸟方案,综上所述两方面,军事上联弱打强的保守疗法是
最安全的,联强打弱最终必然是被一石二鸟黑吃黑而挂掉休克,这也是当年蒙古帝国联宋灭
金再灭宋的翻版,可见普京相当地有战略眼光,既然不会被一石二鸟那就洗心革面好好做鸟,
称之为一鸟二石方案,普京既吃掉了美国又吃光了中国,要死也可拉个神经病当垫背的,做
个CCTV 的新冠病毒害人精也确实没什么大不了(普京胸部就那么点想大也大不起来啊),
可谓老婆挖坑老公埋,从而构成害人精作战方法。此时,人们只见普京一只鸟抓起了两块石
头精卫填海,象当年的汪精卫直接当汉奸去了,绝对不只是鸟人,从而构成鸟人填海(新景
象)原则,反正做鸟不做人不重要,重要的是没有生命危险,安全第一、面子第二。可见,
普京比当年叶利钦强多了,一下直奔目标,惨了美国、正中包子的下部,一旦美国释放了全
民整体性神经的大日本帝国后,普京可能要一尸三命了。怀才就象怀孕,普京那是想藏都藏
不住了。 划;于是,普京选择和中共合作,既得了中共的全部家当又一次性干掉美国阵营,然后再灭
掉中共实现大欧亚主义,拿回前苏联的地盘版图,这是B 计划也是普京的如意算盘。
在上述B 计划中,普京采取联弱打强的作战方案,免除来掉臀部的后顾之忧和无情的
伤害,这叫保守疗法;在上述A 计划中,普京联强打弱,即联合核武器势均力敌的竞争对
手干掉卑鄙无耻、猥琐下流的低端产品,随时会被黑吃黑丢了老命,这叫叶利钦玩过一次没
死成的休克服疗法,这就是一石二鸟方案,综上所述两方面,军事上联弱打强的保守疗法是
最安全的,联强打弱最终必然是被一石二鸟黑吃黑而挂掉休克,这也是当年蒙古帝国联宋灭
金再灭宋的翻版,可见普京相当地有战略眼光,既然不会被一石二鸟那就洗心革面好好做鸟,
称之为一鸟二石方案,普京既吃掉了美国又吃光了中国,要死也可拉个神经病当垫背的,做
个CCTV 的新冠病毒害人精也确实没什么大不了(普京胸部就那么点想大也大不起来啊),
可谓老婆挖坑老公埋,从而构成害人精作战方法。此时,人们只见普京一只鸟抓起了两块石
头精卫填海,象当年的汪精卫直接当汉奸去了,绝对不只是鸟人,从而构成鸟人填海(新景
象)原则,反正做鸟不做人不重要,重要的是没有生命危险,安全第一、面子第二。可见,
普京比当年叶利钦强多了,一下直奔目标,惨了美国、正中包子的下部,一旦美国释放了全
民整体性神经的大日本帝国后,普京可能要一尸三命了。怀才就象怀孕,普京那是想藏都藏
不住了。 在上述的一石二鸟计划和一鸟二石计划中,希特勒选择墨索里尼做伴侣是不怕狼一样的
对手就怕猪一样的队友;普京选择小普京做队友,那是热爱猪一样的队友藐视狼一样的对手,
至少精神上是先胜了一局,肉体上争取再胜第二局,得寸进尺、吃着碗里的看着锅里的,可
谓是精神肉体双丰收。普京爱猪如命可谓具有大无畏的无产阶级革命家超大无畏的牺牲精
神,人为财死、鸟为食亡,普京为地奋斗一生、战斗一生、快活一生,俄罗斯民族却完了:
遭全人类所唾弃,所谓人在做、天在看,人生在世不够短短几十年,何必呢?察必活着绝对
不允许这么干,人活着,民族却死了,普京你这是察哪里了?由此可见,猪一样的队友、狼
一样的对手都不重要,重要的是自己不能误判。 邪恶轴心以建设为名行互联网建设防火墙、严厉审查之实封锁互联网,已经到了走火入
魔、登峰造极的最后一步,现在,整个中共国,通过正常网络无法访问google 等外网,全
民被禁止访问外网、翻墙即刑事犯罪并刑事拘留和罚款等,即属被动的,依据一项绝对即属
绝对原则,中共的网络即属绝对的,从而构成(共党、邪恶政权体系下)全民(全国、人人)
被动(绝对)原则、全民(全国、人人)绝对被动原则、(共党、邪恶政权)网络(通信)
封锁(审查)绝对原则。
邪恶政权意图用绝对封锁、审查网络、通信等让五毛、粪青、人民Wj(j∈N)等继续在正
面Q 上主动支持、服从它们Ti(i∈N)割韭菜、统治、活摘器官等,至少在中性层面上J 不拆
穿它们,如果这是可能的,那么,上述情形中五毛、粪青、人民Wj(j∈N)即不是被动的,记
为结论F;然而,依据(共党、邪恶政权体系下)全民(全国、人人)绝对被动原则,五毛、
粪青、人民Wj(j∈N)是绝对被动的而不可能有主动的,记为结论G,由此而来,依据相反(不
同)不相容原则(标定非A)和非A 肯定否定原则(标定判断和结果,原始原则严格证明 邪恶轴心以建设为名行互联网建设防火墙、严厉审查之实封锁互联网,已经到了走火入
魔、登峰造极的最后一步,现在,整个中共国,通过正常网络无法访问google 等外网,全
民被禁止访问外网、翻墙即刑事犯罪并刑事拘留和罚款等,即属被动的,依据一项绝对即属
绝对原则,中共的网络即属绝对的,从而构成(共党、邪恶政权体系下)全民(全国、人人)
被动(绝对)原则、全民(全国、人人)绝对被动原则、(共党、邪恶政权)网络(通信)
封锁(审查)绝对原则。
邪恶政权意图用绝对封锁、审查网络、通信等让五毛、粪青、人民Wj(j∈N)等继续在正
面Q 上主动支持、服从它们Ti(i∈N)割韭菜、统治、活摘器官等,至少在中性层面上J 不拆
穿它们,如果这是可能的,那么,上述情形中五毛、粪青、人民Wj(j∈N)即不是被动的,记
为结论F;然而,依据(共党、邪恶政权体系下)全民(全国、人人)绝对被动原则,五毛、
粪青、人民Wj(j∈N)是绝对被动的而不可能有主动的,记为结论G,由此而来,依据相反(不
同)不相容原则(标定非A)和非A 肯定否定原则(标定判断和结果,原始原则严格证明 邪恶轴心以建设为名行互联网建设防火墙、严厉审查之实封锁互联网,已经到了走火入
魔、登峰造极的最后一步,现在,整个中共国,通过正常网络无法访问google 等外网,全
民被禁止访问外网、翻墙即刑事犯罪并刑事拘留和罚款等,即属被动的,依据一项绝对即属
绝对原则,中共的网络即属绝对的,从而构成(共党、邪恶政权体系下)全民(全国、人人)
被动(绝对)原则、全民(全国、人人)绝对被动原则、(共党、邪恶政权)网络(通信)
封锁(审查)绝对原则。 邪恶政权意图用绝对封锁、审查网络、通信等让五毛、粪青、人民Wj(j∈N)等继续在正
面Q 上主动支持、服从它们Ti(i∈N)割韭菜、统治、活摘器官等,至少在中性层面上J 不拆
穿它们,如果这是可能的,那么,上述情形中五毛、粪青、人民Wj(j∈N)即不是被动的,记
为结论F;然而,依据(共党、邪恶政权体系下)全民(全国、人人)绝对被动原则,五毛、
粪青、人民Wj(j∈N)是绝对被动的而不可能有主动的,记为结论G,由此而来,依据相反(不
同)不相容原则(标定非A)和非A 肯定否定原则(标定判断和结果,原始原则严格证明 令应用可任意选取立足点而向上集成:依据前提决定结果原则和结果映射前提原则),结论
G 与结论F 是截然不同而自相矛盾的,从而反证上述假设既不可能成立也不可能为正确,我
们于是获得(共党、邪恶政权)网络(通信)封锁(审查)延续政权(继续统治、获得支持、
继续活摘器官)否定(不可能)原则和(共党、邪恶政权)网络(通信)封锁(审查)延续
政权(继续统治、获得支持、继续活摘器官)不可能(乌龙、终结、搬起石头砸自己的脚、
(共党、邪恶政权)网络(通信)封锁(审查)延续政权、(共党、邪恶政权)网络(通信)
封锁回旋镖(自找死路)原则、共党(邪恶政权)终结(必灭、灭绝)原则、(共党、邪恶
政权)网络(通信)封锁(审查)绝对归零原则。 因此,邪恶政权再怎么样封锁网络、通信也不可能挽救、延续其血腥统治,只能被规则
无条件归零。 依据勒夏特列原理(又称平衡移动原理、Le Chatelier's principle),我们观察一下氨的
反应:N2+3H2⇌2NH3,当平衡后压力突然增加,反应会朝向气体系数和气体体积较小的方 (4)两木一针解决灭世三步倒之毒 一战之前,世界上解决问题的方法是用战争进行博弈即武力解决一切,和丛林里的动物
武斗是一样的,于是,邪恶的一方和胜利的一方都可能在这种自由搏击中胜出,出问题的筛
选机制问题没解决,还会继续制造问题而导致周而复始、循环往复的历史轮回,这就是战争
(弱肉强食、自由博弈)无法解决问题原则、(武斗、武力)胜负不解决原则、(武斗、武
力)胜负(武力自由竞争)历史轮回原则、丛林历史轮回原则,自然界的繁殖周期脑震荡就
这么折腾出来的,何况人类?依此类推至于肉体胜负(共产党的从肉体上解决问题)历史轮
回原则、规则胜负历史轮回原则等同理成立,从而构成问题解决问题三弄(弄巧成拙)原则。
这也是资本主义危机、金融风暴周而复始、循环往复的根源。 在一个面粉仓库,火焰的燃烧没有得到控制,很快就会发生大灾难性的蘑菇云大爆炸,
子弹、炮弹、火箭、原子弹都是这样的原理,这就是非控制大灾难(大祸临头)原则。于是,
上帝发明并制定了水火不相容的方程性平衡来解决问题,将任何事物及其行为、品性等限制
在一定范围内,如柴火在灶堂里烧但不能超过爆炸的限度,一旦发生过限灾难即用水来解决,
因此,水火不相容的平衡将事物限制在安全的许可范围内,称之为弓弦平衡、位弓、构造弓
(弦)、固有(平衡)弓(弦),这就是上帝的平衡弓(平衡弦、方程、方程组)解决原则、
平衡弓(平衡弦、方程、方程组)限度原则、限度先于平衡弓(平衡弦、方程、方程组)原
则、弓弦平衡解决原则,方程解决的不仅是万物本身,更包括是万物的安全界限,这是有史
以来人们一直不注意到的,也就是说,方程(代数)、平衡是万物、乾坤宇宙、上帝的第一
解决方案。平衡不仅有水火不相容,还有吸收和非必要不生效的预备役。 在上帝的平衡(方程)第一方案中,自由(竞争)是根深蒂固的,平衡(方程)是建立
在自由(竞争)之上的,因此,平衡(方程)、弓弦平衡又称为上帝的第一平衡木,从而构
成自由(竞争)先于平衡(方程)原则。 在上帝的平衡(方程)第一方案中,自由(竞争)是根深蒂固的,平衡(方程)是建立
在自由(竞争)之上的,因此,平衡(方程)、弓弦平衡又称为上帝的第一平衡木,从而构
成自由(竞争)先于平衡(方程)原则。 依据勒夏特列原理(又称平衡移动原理、Le Chatelier's principle),我们观察一下氨的
反应:N2+3H2⇌2NH3,当平衡后压力突然增加,反应会朝向气体系数和气体体积较小的方 向进行,在此例中也就是朝向增加NH3 的方向进行;反之,如果平衡后压力突然减小,反
应会朝向气体系数和气体体积较大的方向进行,故每两分子NH3 将会分解成一分子N2 和三
分子H2,显然,如果上述平衡不移动,上述反应U 被无限增压下去而发生化工厂蘑菇云大
爆炸的时间就会在最短的时间内发生,因此,勒夏特列原理下平衡移动W 最大限度地延迟
了这个爆炸过程,为解决方案争取最大的时间容忍度,平衡移动W 如同天平横梁(crossbeam)
上的游标(I beam),也就是说,反应U 如果没有平衡移动W 就不可能有任何的足够的稳
定和安全,称之为弓举弦张平衡、开弓平衡,反之则为弓恢复常态,从而构成平衡移动(横
梁、游标)先于平衡原则、上帝的平衡弓移动(平衡弦移动、方程特解、方程组特解阵列)
解决原则、上帝的平衡弓屈移(平衡弦屈移)解决原则、上帝的平衡张弛(平衡弦张弛)解
决原则、弓举弦张(开弓、张弛弓)平衡解决原则、弓举弦张(开弓、张弛弓)解决原则,
其中方程y=f(x,t)进行特解函数g(x,t)规范如下:y=f(x,t)=g(x,t),x 为空间变量、t 为时间变量,
依此类推至于普遍情形同理成立。 勒夏特列原理(又称平衡移动原理、Le Chatelier's principle)是一个定性预测化学平衡
点的原理,主要内容为:在一个已经达到平衡的反应中,如果改变影响平衡的条件之一(如
温度、压强以及参加反应的化学物质的浓度),平衡将向着能够减弱这种改变的方向移动,
即:Every system in stable chemical equilibrium submitted to the influence of an exterior force
which tends to cause variation either in it s temperature or condensation (pressure, concentration,
number of molecules in the unit of volume), in its totality or only in some of it s parts, can
undergo only those interior modifications change of temperature, or of condensation, of a sign
contrary to that resulting from the exterior force. 如果一个天平W 的水准泡不在正中央,那么,天平尤其是指针天平的基准就不是归零
的,天平上任何游标的移动都是不准的,称之为水准泡(指针、基准、基准平衡)、水准泡
(指针、基准、基准平衡)校验,由此而来,天平将随着底座的移动而不同位置称重,从而
无限扩大天平的应用范围和地点分布,如同我们将一张比照自行火炮的弓W 不断地望靠近
敌人阵地的方向移动而不断射箭,因此称为(无限)分布弓(弦),从而构成水准泡(指针、
基准、基准平衡、分布弓)先于平衡移动原则、水准泡(指针、基准、基准平衡、分布弓)
校验先于平衡移动原则、上帝的基准平衡(水准泡、指针、基准、分布弓)解决原则、分布
弓移动(分布弓时间阵列、方程特解阵列)解决原则、弓(弦)移动(阵列、时间阵列、分
布)解决原则。 固有(平衡)弓(弦)是奥运会体操项目的平衡木(beam);拉开分弓是天平的横梁
(crossbeam)和游标(I beam);布弓是在移动平衡之上的水准泡(指南针compass、指针
index、基准benchmark)移动层面上之(无限)分布性扩展,又比照建筑上的水平桶(barrel
枪管),从而构成一弓3B(两木一针、定海神针)原则、一弓3B(两木、两木定海神针)
原则、一弓3B 解决原则、解决一弓3B(两木、两木定海神针)原则。其中,一弓又叫一
张弓、三步弓:立弓、开弓、移动分布(移形换位),平衡P、移动平衡Q、平衡移动R 而
又构成三平衡原则。 上述的平衡P 属于弓弦因果、移动平衡Q 属于张弛弓(堆栈)因果、平衡移动R 属于
分布因果,统称为一弓3B(三步、平衡)因果、三步弓因果,构成天地一张弓(三分、三
步)原则、天地张弛弓(三分、三步)原则、天地平衡弓(三分、三步)原则。 上述的平衡P 属于弓弦因果、移动平衡Q 属于张弛弓(堆栈)因果、平衡移动R 属于
分布因果,统称为一弓3B(三步、平衡)因果、三步弓因果,构成天地一张弓(三分、三
步)原则、天地张弛弓(三分、三步)原则、天地平衡弓(三分、三步)原则。 上述的平衡P 属于弓弦因果、移动平衡Q 属于张弛弓(堆栈)因果、平衡移动R 属于
分布因果,统称为一弓3B(三步、平衡)因果、三步弓因果,构成天地一张弓(三分、三
步)原则、天地张弛弓(三分、三步)原则、天地平衡弓(三分、三步)原则。 华夏5000 文明起源于亚当伏羲与夏娃女娲,共494 帝王,但主角只有七位:(1)轩辕
大帝(天下万族的万主之主、千古第一君王)、(2)周文王(千古文治第一君王、确立文
官治国)、(3)秦始皇(定局中国2000 年的千古万族第一人主、千古万族第一君父即伏羲
与女祸亲生、灭六国而不灭其族与人民:人民领袖)、(4)汉武大帝刘彻(汉家第一天子)、
(5)唐太宗李世民(天下万族之主、通天教主)、(6)宋仁宗赵祯(千古第一仁君)、(7)
明成祖朱棣(世界之王、万王之王、联合国第一任大统领),满清闭关锁国令人民无分别为
被动而被排除在外,康熙、乾隆一样处置,称之为九州七君子(七君王),这就是中华七君
(君主、君王、皇帝、帝王)原则。 秦时明月汉时关,大唐广宋明大统:万主之主的轩辕大帝、千古文治第一君王周文王(君
子动口不动手)、千古第一人主秦始皇、汉家第一天子汉武大帝刘彻、万族之主通天教主唐
太宗李世民、千古第一仁君宋仁宗赵祯、(7)万国来朝圣殿的世界之王明成祖朱棣,他们
七位从如下七方面解决了国家的七个属性:主权、偃武修文文官治国、人权、民族主权、民
主、治愈(上帝情怀的人人平等)、真正世界之王的全球万国主权(第一次确立),从而构
成国家七要素原则。 依据中华七君原则、国家七要素原则,中华君主全部完美地解决了自己所面临的主要问
题并作为案例法得以被继承下去, 依据中华七君原则、国家七要素原则,中华君主全部完美地解决了自己所面临的主要问
题并作为案例法得以被继承下去, 依据中华七君原则、国家七要素原则,中华君主全部完美地解决了自己所面临的主要问
题并作为案例法得以被继承下去, 天下的灾难感同身受,苍生的幸福即是君王的成就,拥有足够的权力解决邪恶与罪犯,
具有足够的能力与资源普惠万民,君民同一、家国无差、诛邪化育从实力出发,德才配位与
实力原则是天下大治和问题解决的两大基本前提,其位、其职、其力之心国合一的博爱国家
化(实力化)、圣心国家化(实力化),从而构成心国合一(德才位合一、德才位三位一体、
德才配位)先于解决(国家治理、治愈)原则、博爱国家化(博爱实力化、圣心国家化、圣
心实力化)先于解决(国家治理、治愈)原则、博爱国家化(博爱实力化、圣心国家化、圣 天下的灾难感同身受,苍生的幸福即是君王的成就,拥有足够的权力解决邪恶与罪犯,
具有足够的能力与资源普惠万民,君民同一、家国无差、诛邪化育从实力出发,德才配位与
实力原则是天下大治和问题解决的两大基本前提,其位、其职、其力之心国合一的博爱国家
化(实力化)、圣心国家化(实力化),从而构成心国合一(德才位合一、德才位三位一体、
德才配位)先于解决(国家治理、治愈)原则、博爱国家化(博爱实力化、圣心国家化、圣
心实力化)先于解决(国家治理、治愈)原则、博爱国家化(博爱实力化、圣心国家化、圣 心实力化)先于解决(国家治理、治愈)原则,依此类推至于如下原则同理成立: 心实力化)先于解决(国家治理、治愈)原则,依此类推至于如下原则同理成立:
博爱民族化(博爱实力化
圣心民族化
圣心实力化)先于解决(国家治理
治愈)原 博爱民族化(博爱实力化、圣心民族化、圣心实力化)先于解决(国家治理、治愈)原 则、博爱民族化(博爱实力化、圣心民族化、圣心实力化)先于解决(国家治理、治愈)原 则,博爱民族化(博爱实力化、圣心民族化、圣心实力化)先于解决(国家治理、治愈)原 则、博爱民族化(博爱实力化、圣心民族化、圣心实力化)先于解决(国家治理、治愈)原 则、博爱民族化(博爱实力化、圣心民族化、圣心实力化)先于解决(国家治理、治愈)原
则; 博爱国际化(博爱实力化、圣心国际化、圣心实力化)先于解决(国家治理、治愈)原 则、博爱国际化(博爱实力化、圣心国际化、圣心实力化)先于解决(国家治理、治愈)原 则,博爱民族化(博爱实力化、圣心国际化、圣心实力化)先于解决(国家治理、治愈)原 则、博爱民族化(博爱实力化、圣心国际化、圣心实力化)先于解决(国家治理、治愈)原 由此可见,解决(国家治理、治愈)必须排除分裂的力不从心(有心无力)、德不配位
(有力无心),从而构成解决(国家治理、治愈)排除分裂(力不从心、有心无力、德不配
位、有力无心)原则。
在经济全球化的时代,人们单单解决国内问题而不解决国际问题、民族问题都无效,象
邪恶政权就是在国际层面把病毒播散到各国而毒蛇全人类超过2000 万人的;进而,人们解
决国内问题而不解决国际问题、民族问题也没有,作为优等防疫生的台湾就那样不断被病毒
从国际外部传染进去而几度崩溃的,综上所述就是解决(国家治理、治愈)四海无内外(无
分别)原则。 由此可见,解决(国家治理、治愈)必须排除分裂的力不从心(有心无力)、德不配位
(有力无心),从而构成解决(国家治理、治愈)排除分裂(力不从心、有心无力、德不配
位、有力无心)原则。 在经济全球化的时代,人们单单解决国内问题而不解决国际问题、民族问题都无效,象
邪恶政权就是在国际层面把病毒播散到各国而毒蛇全人类超过2000 万人的;进而,人们解
决国内问题而不解决国际问题、民族问题也没有,作为优等防疫生的台湾就那样不断被病毒
从国际外部传染进去而几度崩溃的,综上所述就是解决(国家治理、治愈)四海无内外(无
分别)原则。 博爱(圣心)国家(民族、国际)化先于解决(国家治理、治愈)原则属于心国合一、
顶天立地的正向因果A、解决(国家治理、治愈)四海无内外(无分别)原则属于常态性因
果B、解决(国家治理、治愈)排除分裂(力不从心、有心无力、德不配位、有力无心)原
则C 属于负面因果,构成天子解决(国家治理、治愈)因果三线原则、天子解决(国家治
理、治愈)三线原则、解决(国家治理、治愈)三线因果原则、(天子)三线因果,其中A、
B、C 三个因果称为天子三线因果、三线因果。 现在,邪恶政权用病毒屠杀全人类超过2000 万人,乌克兰从世界粮仓变成到处是废墟,
新冠疫苗行刑毒死毒害全人类,邪恶轴心核武器准备炸毁地球,等等,这些都是资不抵债、
刑不抵责的滔天大祸难,就是你把罪犯杀死2000 万次也无法赔偿其所造成的损失,称之为
无限死莫赎、无限资不抵债、无限刑不抵责,是名副其实的大罪人,从而构成大罪人超越法
律(极限)原则、大罪人原则。 现在,邪恶政权用病毒屠杀全人类超过2000 万人,乌克兰从世界粮仓变成到处是废墟,
新冠疫苗行刑毒死毒害全人类,邪恶轴心核武器准备炸毁地球,等等,这些都是资不抵债、
刑不抵责的滔天大祸难,就是你把罪犯杀死2000 万次也无法赔偿其所造成的损失,称之为
无限死莫赎、无限资不抵债、无限刑不抵责,是名副其实的大罪人,从而构成大罪人超越法
律(极限)原则、大罪人原则。
病毒屠杀全人类超过2000 万人的问题、各国争夺世界或区域领导权问题、战争问题等,
归根结底,就是当年希特勒纳粹问鼎欧洲主权和邪恶轴心刮分世界主权的最终解决在主权层
面上的延续,从而构成世界主权最终解决(炸毁地球)原则。
依据解决(国家治理、治愈)四海无内外(无分别)原则、解决(国家治理、治愈)排
除分裂(力不从心、有心无力、德不配位、有力无心)原则、大罪人超越法律(极限)原则,
全球化的前提下,各国千丝万缕的联系无法直接全部切断,今天病毒屠杀全人类超过2000
万人的问题、各国争夺世界或区域领导权问题、战争问题等如果不从全局层面上进行解决,
邪恶轴心炸毁地球的结局就无法改变,于是,在排除分裂(力不从心、有心无力、德不配位、
有力无心)的前提下,解决这一切问题的前提就是全世界选举出一位世界共主代表全球主权
在全局上进行最高解决,才能避免最终解决,即圣心(博爱)国家(民族、国际)化、德才
位合(德才位合一),称之为最高(解决)因果、天下共主(万王之王、万主之主)因果,
世界共主就是圣经里的万王之王、万主之主,从而构成天下共主(万王之王、万主之主)先
于(世界)和平(最高解决、完全解决)原则、天下共主(万王之王、万主之主)先于末日
解决原则。 病毒屠杀全人类超过2000 万人的问题、各国争夺世界或区域领导权问题、战争问题等,
归根结底,就是当年希特勒纳粹问鼎欧洲主权和邪恶轴心刮分世界主权的最终解决在主权层 依据一弓3B 解决原则、解决(国家治理、治愈)排除分裂(力不从心、有心无力、德
不配位、有力无心)原则、解决(国家治理、治愈)四海无内外(无分别)原则、解决(国
家治理、治愈)四海无内外(无分别)原则、博爱(圣心)国家(民族、国际)化先于解决
(国家治理、治愈)原则、天位因果三分原则、天子(圣子)定乾坤(安天下)原则,国家
要治愈、全世界要解除三步倒,于是,三步弓因果、三线因果、天位三因果(规则因果、造
化分布因果、造化安全因果)、天下共主(万王之王、万主之主)因果,构成了全球解决(治
理、治愈)3331 原则、解决(治理、治愈)3331 偏置原则。 圣心(博爱)国家(民族、国际)化、德才位合(德才位合一),天子剑、天子权杖、
天子影响力(天子函数)三位一体于天子在位,解决(治愈)三步走之立弓、开弓、移动分
布(移形换位)即平衡、移动平衡、平衡移动,解决(国家治理、治愈)排除分裂(力不从
心、有心无力、德不配位、有力无心),解决(国家治理、治愈)四海无内外(无分别),
世界才能和平;今天病毒屠杀全人类超过2000 万人的问题、各国争夺世界或区域领导权问
题、战争问题等,全世界无一例外祸水滔天,全人类陷入毁灭文明、邪恶轴心炸毁地球的大
洪水之中,称之为人祸大洪水、末日大洪水,与史前大洪水相对应。
在历前的那场大洪水中,圣经里记载的解决方案是诺亚方舟(Noah's Ark),华夏文明
的解决方案是大禹治水立九州,史前大洪水来自自然;今天,毁灭人类文明的人祸大洪水来
自邪恶轴心和欧美社会体系的缺陷所导致的腐败,解决方案是什么呢?显然,举世灾难,末
日飞机只能让国家元首安全,人们则逃无可逃,全都得死无葬身之地,于是,我们排除了诺
亚方舟(Noah's Ark),剩下唯一的方案就是大禹治水保世界、轩辕共主平天下,从而构成
末日洪水大禹治水立九州保世界原则,人们才能将中华文明和世界文明一起保存下来,也就
是轩辕共主治水(平天下)原则、天下共主(万王之王、万主之主)治水安天下(世界)原
则,简称为轩辕共主(万王之王、万主之主)方案、轩辕治水方案即天下共主(万王之王、
万主之主)方案,早在公元4700 年前就已经确定。 圣心(博爱)国家(民族、国际)化、德才位合(德才位合一),天子剑、天子权杖、
天子影响力(天子函数)三位一体于天子在位,解决(治愈)三步走之立弓、开弓、移动分
布(移形换位)即平衡、移动平衡、平衡移动,解决(国家治理、治愈)排除分裂(力不从
心、有心无力、德不配位、有力无心),解决(国家治理、治愈)四海无内外(无分别),
世界才能和平;今天病毒屠杀全人类超过2000 万人的问题、各国争夺世界或区域领导权问
题、战争问题等,全世界无一例外祸水滔天,全人类陷入毁灭文明、邪恶轴心炸毁地球的大
洪水之中,称之为人祸大洪水、末日大洪水,与史前大洪水相对应。 在历前的那场大洪水中,圣经里记载的解决方案是诺亚方舟(Noah's Ark),华夏文明
的解决方案是大禹治水立九州,史前大洪水来自自然;今天,毁灭人类文明的人祸大洪水来
自邪恶轴心和欧美社会体系的缺陷所导致的腐败,解决方案是什么呢?显然,举世灾难,末
日飞机只能让国家元首安全,人们则逃无可逃,全都得死无葬身之地,于是,我们排除了诺
亚方舟(Noah's Ark),剩下唯一的方案就是大禹治水保世界、轩辕共主平天下,从而构成
末日洪水大禹治水立九州保世界原则,人们才能将中华文明和世界文明一起保存下来,也就
是轩辕共主治水(平天下)原则、天下共主(万王之王、万主之主)治水安天下(世界)原
则,简称为轩辕共主(万王之王、万主之主)方案、轩辕治水方案即天下共主(万王之王、
万主之主)方案,早在公元4700 年前就已经确定。 日本内藤湖南说:崖山之后无中华(被游牧民族蒙古灭国但华夏族尚在),明亡之后无
华夏(被闭关锁国而被动非法的满夷满清砍毛而灭族),今天,日本保留了大唐的汉家文明,
美国保留了近代文明,中共国则连女娲皇帝、轩辕大帝、禹王、孔子、民族英雄岳飞等的坟
墓全部被狗刨了,尸骨尽毁,这就是黄俄狗刨政权,此时,其不仅令人想到二战中老首相丘
吉尔在《至暗时刻》哭着念的:「于是城门的守将贺拉提斯这样说:对于世上生灵万物,死
亡迟早终将降临,为了守护先祖的遗骨与信仰的神殿,直面强敌力战而没,没有别的死亡能
如此崇高(Then out spake brave Horatius:The Captain of the Gate. To every man upon this earth. Death come the soon or late. And how can man die better. Than facing fearful odds.)」,为了重
建先祖们的遗骨,为了建造和守护全人类的第三圣殿,轩辕的子孙为汉家文明和人类文明立
法,置九鼎33 天外天立法治祸水,两木一针天子剑最高解决邪恶轴心的最终解决,从而构
成汉家天子立法绝洪水原则,简称汉家天子立法。 15.国家力量防不住原则、俄罗斯合法性立足欧洲原则、情报第零原则、情报第一原
则、胜利(女神)第一原则、成功第一原则
(1)俄罗斯合法性立足欧洲原则、天灭俄罗斯原则、天灭共党原则
1812 年,拿破仑打如俄罗斯的大纵深如入无人之境,寒冷气候和战斗民族的吃苦韧性
并没有发挥任何作用,如果不是瘟疫肆虐法军,如今的俄罗斯早就不存在了;1904 年2 月6
日,日俄战争在中国东北爆发,俄罗斯投入了近两百多万部队进行作战、总动员兵力375
万,日本投入30 万左右兵力,最后,明石元二郎在日内瓦同列宁会面让列宁发动革命,结
果大家都看到了,俄罗斯惨败,连日本的30 万部队都打不过,尼古拉二世因此最后全家领
了盒饭,共产主义恶魔也由此被释放到人间;1941 年6 月22 日,希特勒闪电战进入苏联势
如破竹,之后折腾苏联5 年无人能撼动其江湖地位,最后靠英美援助才赢得战争,综上所述
三方面,俄罗斯并非什么战斗民族,气候武器和民族韧性都是一句废话,由此构成俄罗斯三
废原则。 15.国家力量防不住原则、俄罗斯合法性立足欧洲原则、情报第零原则、情报第一原
则、胜利(女神)第一原则、成功第一原则
(1)俄罗斯合法性立足欧洲原则、天灭俄罗斯原则、天灭共党原则
1812 年,拿破仑打如俄罗斯的大纵深如入无人之境,寒冷气候和战斗民族的吃苦韧性
并没有发挥任何作用,如果不是瘟疫肆虐法军,如今的俄罗斯早就不存在了;1904 年2 月6
日,日俄战争在中国东北爆发,俄罗斯投入了近两百多万部队进行作战、总动员兵力375
万,日本投入30 万左右兵力,最后,明石元二郎在日内瓦同列宁会面让列宁发动革命,结
果大家都看到了,俄罗斯惨败,连日本的30 万部队都打不过,尼古拉二世因此最后全家领
了盒饭,共产主义恶魔也由此被释放到人间;1941 年6 月22 日,希特勒闪电战进入苏联势
如破竹,之后折腾苏联5 年无人能撼动其江湖地位,最后靠英美援助才赢得战争,综上所述
三方面,俄罗斯并非什么战斗民族,气候武器和民族韧性都是一句废话,由此构成俄罗斯三
废原则。 显然,俄罗斯在亚洲被日本打败,病危改变其命运,其继续在欧洲苟延残喘至于1917
年列宁发动十月革命,俄罗斯随着共产主义政权的到来,俄罗斯欧亚两地无分别地全面改弦 易辙,依据全局绝对原则,这就是俄罗斯欧洲改变全局改变绝对原则。
如果俄罗斯的合法性不是立足欧洲,那么,其欧洲部分政权的改变不可能是绝对的,记
为结论F;然而,依据俄罗斯欧洲改变全局改变绝对原则,俄罗斯的欧洲部分一旦发生改变
其全局格局彻底、绝对地改变,记为结论G,由此而来,依据相反(不同)不相容原则(标
定非A)和非A 否定肯定原则(标定判断和结果,原始原则严格证明令应用可任意选取立
足点而向上集成:依据前提决定结果原则和结果映射前提原则),结论G 与结论F 是截然
不同而自相矛盾的,从而反证上述假设既不可能成立也不可能为正确,我们于是获得俄罗斯
合法性非立足欧洲否定(错误)原则和俄罗斯合法性立足欧洲原则,这是俄罗斯历史和政权
属性的第一原则,随之又构成俄罗斯(属性、历史、主权)第一原则。 如果普京经由XP 军事同盟获取资金、武器征服世界是可能的,那么,依据同一律、前
提决定结果原则,普京基于普习军事同盟输送的来自东方亚洲的资金、武器、战略物资等
W 或以之W 为前提发动战争的主权Q(战前只有12 米即GDP 排名世界12)达到H(如
100 米)高度必然是亚洲、东方的,记为结论F;然而,依据罗斯合法性立足欧洲原则,俄
罗斯的主权Q 是立足欧洲的而必然是只有战前的12 米高度的,记为结论G,由此而来,依
据相反(不同)不相容原则(标定非A)和非A 肯定否定原则(标定判断和结果,原始原
则严格证明令应用可任意选取立足点而向上集成:依据前提决定结果原则和结果映射前提原
则),结论G 与结论F 是截然不同而自相矛盾的,从而反证上述假设既不可能成立也不可
能为正确,我们于是获得XP 军事同盟成功可能性否定原则、俄罗斯经由XP 军事同盟征服
世界成功否定原则和XP 军事同盟必败(失败)原则、俄罗斯(经由XP 军事同盟)征服世
界不可能(成功)原则、俄罗斯(经由XP 军事同盟)绝对归零(分裂、主权分裂)原则、
天灭俄罗斯原则。 如果普京经由XP 军事同盟获取资金、武器征服世界是可能的,那么,依据同一律、前
提决定结果原则,普京基于普习军事同盟输送的来自东方亚洲的资金、武器、战略物资等
W 或以之W 为前提发动战争的主权Q(战前只有12 米即GDP 排名世界12)达到H(如
100 米)高度必然是亚洲、东方的,记为结论F;然而,依据罗斯合法性立足欧洲原则,俄
罗斯的主权Q 是立足欧洲的而必然是只有战前的12 米高度的,记为结论G,由此而来,依
据相反(不同)不相容原则(标定非A)和非A 肯定否定原则(标定判断和结果,原始原
则严格证明令应用可任意选取立足点而向上集成:依据前提决定结果原则和结果映射前提原
则),结论G 与结论F 是截然不同而自相矛盾的,从而反证上述假设既不可能成立也不可
能为正确,我们于是获得XP 军事同盟成功可能性否定原则、俄罗斯经由XP 军事同盟征服
世界成功否定原则和XP 军事同盟必败(失败)原则、俄罗斯(经由XP 军事同盟)征服世
界不可能(成功)原则、俄罗斯(经由XP 军事同盟)绝对归零(分裂、主权分裂)原则、
天灭俄罗斯原则。 如果普京兄弟经由XP 军事同盟获取军事力量征服世界是可能的,那么,依据同一律、
前提决定结果原则,普京兄弟基于普习军事同盟输送的来自普京的军事力量(核武威慑)W
或以之W 为前提发动战争的主权Q(战前只有1.2 米)达到H(如70 米)高度必然是俄罗 斯,记为结论F;然而,中共国的主权Q 是立足亚洲的而必然是只有战前的1.2 米高度的,
记为结论G,由此而来,依据相反(不同)不相容原则(标定非A)和非A 肯定否定原则
(标定判断和结果,原始原则严格证明令应用可任意选取立足点而向上集成:依据前提决定
结果原则和结果映射前提原则),结论G 与结论F 是截然不同而自相矛盾的,从而反证上
述假设既不可能成立也不可能为正确,我们于是获得XP 军事同盟成功可能性否定原则、共
党经由XP 军事同盟征服世界成功否定原则和XP 军事同盟必败(失败)原则、共党(经由
XP 军事同盟)征服世界不可能(成功)原则、共党(经由XP 军事同盟)绝对归零(分裂、
主权分裂)原则、天灭共党原则。 斯,记为结论F;然而,中共国的主权Q 是立足亚洲的而必然是只有战前的1.2 米高度的,
记为结论G,由此而来,依据相反(不同)不相容原则(标定非A)和非A 肯定否定原则
(标定判断和结果,原始原则严格证明令应用可任意选取立足点而向上集成:依据前提决定
结果原则和结果映射前提原则),结论G 与结论F 是截然不同而自相矛盾的,从而反证上
述假设既不可能成立也不可能为正确,我们于是获得XP 军事同盟成功可能性否定原则、共
党经由XP 军事同盟征服世界成功否定原则和XP 军事同盟必败(失败)原则、共党(经由
XP 军事同盟)征服世界不可能(成功)原则、共党(经由XP 军事同盟)绝对归零(分裂、
主权分裂)原则、天灭共党原则。 依据俄罗斯(经由XP 军事同盟)征服世界不可能(成功)原则、分裂失败(必败)原
则,普京先把自己的主权分裂、腰斩后,然后发神经要去征服世界、统治世界,其必然是失
败的、不可能成功的,依此类推至于共党必然是失败的、不可能成功的,由此而来,两个已
经被上天的规则腰斩的人,没有必然再作任何的垂死挣扎了,一切已经毫无意义,这是上天
的注定也是最终的判决,分裂者、分裂国必败。 (2)胜利(女神)第一原则、成功第一原则、温水煮青蛙(高压国、虚假欺骗、共产
主义、分裂、神经病、文盲、法盲)从来赢不了原则
双方或多方博弈,赢的一方必然是主动的,随之必然是排除被动的,否则即属分裂而被
规则归零,从而构成赢者(胜利)主动(排除被动、排除分裂、神经正常、有知识非文盲或
法盲)原则、主动(排除被动、排除分裂、神经正常、有知识非文盲或法盲)先于胜利(赢
者)原则;进而,任何国家、人、事物存在、发展都必须进行不偏离即失败的主动性维持,
从而构成国家(人、失去)维持(维持稳定、维持和平、可持续、存在、发展)主动原则,
综上所述两方面即构成胜利(女神)第一原则,即维多利亚(Victoria)第一原则。
如果分裂W 能赢得胜利,那么,其必然是主动的,即其为主动是确定的,记为结论F;
然而,任何分裂、精神病、神经病都是不确定的,即其是主动的或非主动的都是非(无法)
确定的,记为结论G,由此而来,依据相反(不同)不相容原则(标定非A)和非A 肯定
否定原则(标定判断和结果,原始原则严格证明令应用可任意选取立足点而向上集成:依据
前提决定结果原则和结果映射前提原则),结论G 与结论F 是截然不同而自相矛盾的,从
而反证上述假设既不可能成立也不可能为正确,我们于是获得分裂赢得胜利否定原则、分裂
主动否定原则和分裂失败(必败)原则、分裂非主动原则、分裂(绝对)归零原则、分裂必
败(必死)原则。
西医治标、中医治本,医生治得好是标本兼治,医不好就治成标本,成为大量尸体工厂
的标本后巡展全世界,任何国家U 的政府W 如果将人民Y、社会Q 治理成被动或被动不可
排除的却是成功的、能到处打胜仗的,如面向公共领域风险不可排除的电话非实名登记不准
购买、使用之被动的,非人脸识别不能进小区回家的,等等,依据同一律,国家U、政府W、 高压国的内部全部都是受压迫者,就特权阶级和统治者才是主动的,从而构成高压国(无
限)被动(无法排除被动、无法排除分裂)原则。 高压国的内部全部都是受压迫者,就特权阶级和统治者才是主动的,从而构成高压国(无
限)被动(无法排除被动、无法排除分裂)原则。
如果高压国W 是赢得了的,那么,依据赢者主动(排除被动、排除分裂)原则,其必
然是排除被动、分裂的,记为结论F;然而,依据高压国(无限)被动(无法排除被动)原
则,其是无法排除被动、无法排除分裂的,记为结论G,由此而来,依据相反(不同)不相
容原则(标定非A)和非A 肯定否定原则(标定判断和结果,原始原则严格证明令应用可
任意选取立足点而向上集成:依据前提决定结果原则和结果映射前提原则),结论G 与结
论F 是截然不同而自相矛盾的,从而反证上述假设既不可能成立也不可能为正确,我们于
是获得高压国(锅)赢得胜利否定原则和高压国从来赢不了原则,依此类推至于如下原则同
理成立:温水煮青蛙(虚假欺骗、共产主义、分裂、神经病、文盲、法盲)赢得胜利否定原
则和温水煮青蛙(虚假欺骗、共产主义、分裂、神经病、文盲、法盲)从来赢不了原则。 (2)胜利(女神)第一原则、成功第一原则、温水煮青蛙(高压国、虚假欺骗、共产
主义、分裂、神经病、文盲、法盲)从来赢不了原则 西医治标、中医治本,医生治得好是标本兼治,医不好就治成标本,成为大量尸体工厂
的标本后巡展全世界,任何国家U 的政府W 如果将人民Y、社会Q 治理成被动或被动不可
排除的却是成功的、能到处打胜仗的,如面向公共领域风险不可排除的电话非实名登记不准
购买、使用之被动的,非人脸识别不能进小区回家的,等等,依据同一律,国家U、政府W、
人民Y 即属无分别之被动的、被动不可排除的,记为结论F;然而,任何人都是主体的而必
然是主动的,国家是主权的而必然是主动的,国家U、人民Y 即必然是排除被动的,记为 结论G,由此而来,依据相反(不同)不相容原则(标定非A)和非A 肯定否定原则(标
定判断和结果,原始原则严格证明令应用可任意选取立足点而向上集成:依据前提决定结果
原则和结果映射前提原则),结论G 与结论F 是截然不同而自相矛盾的,从而反证上述假
设既不可能成立也不可能为正确,我们于是获得治国理政(公共管理、全球治理、国家治理、
政府管理)治成标本(被动、中性)否定原则、治成标本否定原则和治国理政(公共管理、
全球治理、国家治理、政府管理)治成标本(被动、中性)失败(绝对归零)原则、治国理
政(公共管理、全球治理、国家治理、政府管理)主动(排除被动)原则、标本兼治主动(排
除被动)原则、治成标本(中性)失败(绝对归零)原则,这就是国家(天子、政府、社会
管理)成功第一原则,依此类推至于为人处事被动(失败)否定原则和为人处事主动(排除
被动)原则,也就是为人处事成功第一原则。 国家(天子、政府、社会管理)成功第一原则和人处事成功第一原则称为成功第一原则。 国家(天子、政府、社会管理)成功第一原则和人处事成功第一原则称为成功第一原则。 高压国的内部全部都是受压迫者,就特权阶级和统治者才是主动的,从而构成高压国(无
限)被动(无法排除被动、无法排除分裂)原则。
如果高压国W 是赢得了的,那么,依据赢者主动(排除被动、排除分裂)原则,其必
然是排除被动、分裂的,记为结论F;然而,依据高压国(无限)被动(无法排除被动)原
则,其是无法排除被动、无法排除分裂的,记为结论G,由此而来,依据相反(不同)不相
容原则(标定非A)和非A 肯定否定原则(标定判断和结果,原始原则严格证明令应用可
任意选取立足点而向上集成:依据前提决定结果原则和结果映射前提原则),结论G 与结
论F 是截然不同而自相矛盾的,从而反证上述假设既不可能成立也不可能为正确,我们于
是获得高压国(锅)赢得胜利否定原则和高压国从来赢不了原则,依此类推至于如下原则同
理成立:温水煮青蛙(虚假欺骗、共产主义、分裂、神经病、文盲、法盲)赢得胜利否定原
则和温水煮青蛙(虚假欺骗、共产主义、分裂、神经病、文盲、法盲)从来赢不了原则。 (3)问题解决问题三弄(弄巧成拙)原则 共产主义和恐怖主义都是从肉体上解决问题,从而构成共产主义(恐怖主义)从肉体上
解决问题原则。从肉体上解决问题(非对称解决问题)、战争博弈解决问题、二战后的以金
钱和法律(规则)的文斗解决问题、用真理解决问题但不排除武力解决的全解决问题,前三
者都是有问题的而不可能真正解决问题,只能是把问题越解决越积恶成习,从而构成了问题
解决问题三弄(弄巧成拙)原则和万解之解解决原则(天子剑、天子本征根、天子特征向量、
天子权杖解决),问题解决问题三弄(弄巧成拙)比照梅花三弄。 从肉体上解决问题(非对称解决问题),肉体是解决了,但制造问题的机制仍在而未解
决,如邪恶政权将陈彦霖等17000 名黑衣人全部灭门了,但邪恶政权本身导致反送中运动的
腐败、暴政之根源没解决;共党解放后杀害了上海超过50 万名资本家和知识分子,但市场
基于区别的根源无法解决而导致大规模饿死人等跟严重的次生后果,等等,这就是从肉体上
无法解决问题原则、解决肉体不解决原则、肉体胜负历史轮回原则。共党从肉体上解决问题, 不会导致历史轮回,但违背天理规则而必然被天子剑出鞘规则归零,即使规则归零问题没解
决,被苍天彻底毁灭。 不会导致历史轮回,但违背天理规则而必然被天子剑出鞘规则归零,即使规则归零问题没解
决,被苍天彻底毁灭。 一战之前,世界上解决问题的方法是用战争进行博弈即武力解决一切,和丛林里的动物
武斗是一样的,于是,邪恶的一方和胜利的一方都可能在这种自由搏击中胜出,出问题的筛
选机制问题没解决,还会继续制造问题而导致周而复始、循环往复的历史轮回,这就是战争
(弱肉强食、自由博弈)无法解决问题原则、(武斗、武力)胜负不解决原则、(武斗、武
力)胜负(武力自由竞争)历史轮回原则、丛林历史轮回原则,自然界的繁殖周期脑震荡就
这么折腾出来的,何况人类? 一战之前,世界上解决问题的方法是用战争进行博弈即武力解决一切,和丛林里的动物
武斗是一样的,于是,邪恶的一方和胜利的一方都可能在这种自由搏击中胜出,出问题的筛
选机制问题没解决,还会继续制造问题而导致周而复始、循环往复的历史轮回,这就是战争
(弱肉强食、自由博弈)无法解决问题原则、(武斗、武力)胜负不解决原则、(武斗、武
力)胜负(武力自由竞争)历史轮回原则、丛林历史轮回原则,自然界的繁殖周期脑震荡就
这么折腾出来的,何况人类? 二战后二战后的雅尔塔建立起以金钱和法律的文斗解决一切问题的舞台剧,让人类文明
直立行走的正面筛选机制依然没有建立,人类文明仍然象无头苍蝇乱飞,邪恶的一方和胜利
的一方都可能在这种自由搏击中胜出,未被解决的问题积累到一定程度后又会象资本主义危
机一样周而复始地暴发,而且还会积恶成习,如同今天美国利益集团协助邪恶轴心打败美国
一样,不扭转乾坤最后肯定死无葬身之地,这就是金钱(规则、非七级因果法律)无法解决
问题原则、(文斗、规则)输赢不解决原则、(文斗、规则)输赢(文法自由竞争)历史轮
回原则、(规则)胜负历史轮回原则。 解决肉体不解决原则、战争(弱肉强食、自由博弈)无法解决问题原则、金钱(非七级
因果法律)无法解决问题原则,构成了问题解决问题三弄(弄巧成拙)原则、问题解决问题
不解决原则、自由竞争历史轮回原则。 从肉体上解决问题的共产主义是规则归零问题没解决被直接灰飞烟灭,属于天魔解体的
解体体制,绝对多数的共产主义国家都是一夜解体就是这么来的,这就是肉体解决解体原则、
解体先于肉体解决(从肉体上解决)原则。 解体先于肉体解决(从肉体上解决)原则。 (4)民主邪恶联袂不归路原则 官僚主义是当官的(包括元首)P 脱离前线,凡事以官僚机构为前提、挡箭牌去解决问
题,怕被人从背后捅刀子(象安倍被从背后开枪一样)、或被人找出问题以取而代之,都想
和平、不想打仗、不想出事,凡是让别人替自己担当,不冒头、不挑事、不自己担当解决问
题,如欧美法系都把判决书写成是陪审团判决嫌犯有罪,美国政客都要政策做成是议会里大
家一起通过的,这就是官僚主义圆桌(无战斗部、无方向、无主动、无主)原则,依此类推
至于美国的民主宪政一样同理成立,随之构成民主宪政圆桌(无战斗部、无方向、无主动、
无主)原则、民主宪政(官僚主义)天下无主原则,违背了绝对归一、无分别归一的天下归
一原则、天子制度原则。 由此可见,美国的民主宪政实际上就是官僚主义的不担当、推脱责任、六神无主,除了
为副不仁的切尼之外,此时,极权的共产主义和民族主义邪恶轴心乘虚而入,不打自招、不
言而喻、不战而降,自由竞争导致的周期性危机(覆没)问题无法解决,从而构成圆桌体系
(民主宪政、官僚主义)历史轮回(自由竞争、无分别、轮流坐庄)原则;与此同时,依据
同一律、前提决定结果原则、结果映射前提原则,圆桌权力机构、机制的存在又让权利无条
件运行、无条件服从,依据无条件绝对原则,其即构成圆桌体系(民主宪政、官僚主义)权 力运行无条件原则、圆桌体系(民主宪政、官僚主义)无条件服从权力原则、圆桌体系(民
主宪政、官僚主义)绝对归一原则。 力运行无条件原则、圆桌体系(民主宪政、官僚主义)无条件服从权力原则、圆桌体系(民
主宪政、官僚主义)绝对归一原则。 力运行无条件原则、圆桌体系(民主宪政、官僚主义)无条件服从权力原则、圆桌体系(民
主宪政、官僚主义)绝对归一原则。
如丘吉尔(Winston L.S. Churchill)对乔治国王所说首相的位置上上下下是常有的事一样,
圆桌体系(民主宪政、官僚主义)的上上下下贻误战机、犹豫不决、拖拖拉拉、徘徊不前是
不可避免的,依据圆桌体系(民主宪政、官僚主义)历史轮回(自由竞争)原则、圆桌体系
(民主宪政、官僚主义)无条件服从权力原则、圆桌体系(民主宪政、官僚主义)绝对归一
原则,圆桌体系(民主宪政、官僚主义)既是绝对归一的又是自由竞争、轮流坐庄而为无分
别的、不绝对归一的,显然违反矛盾律而既不可能为真也不可能正确或成立,依据规则绝对
归零原则,其即构成圆桌体系(民主宪政、官僚主义)规则归零原则、圆桌体系(民主宪政、
官僚主义)规避枪打出头鸟。 如丘吉尔(Winston L.S. Churchill)对乔治国王所说首相的位置上上下下是常有的事一样,
圆桌体系(民主宪政、官僚主义)的上上下下贻误战机、犹豫不决、拖拖拉拉、徘徊不前是
不可避免的,依据圆桌体系(民主宪政、官僚主义)历史轮回(自由竞争)原则、圆桌体系
(民主宪政、官僚主义)无条件服从权力原则、圆桌体系(民主宪政、官僚主义)绝对归一
原则,圆桌体系(民主宪政、官僚主义)既是绝对归一的又是自由竞争、轮流坐庄而为无分
别的、不绝对归一的,显然违反矛盾律而既不可能为真也不可能正确或成立,依据规则绝对
归零原则,其即构成圆桌体系(民主宪政、官僚主义)规则归零原则、圆桌体系(民主宪政、
官僚主义)规避枪打出头鸟。 邪恶轴心直奔主题被规则归零而大解体,民主阵营自带规则归零而走向衰败,这就是末
日的世界不归路,从而构成民主邪恶联袂不归路原则。 邪恶轴心直奔主题被规则归零而大解体,民主阵营自带规则归零而走向衰败,这就是末
日的世界不归路,从而构成民主邪恶联袂不归路原则。 (5)国家力量防不住原则、双解体解决原则、情报第零原则、情报第一原则 (5)国家力量防不住原则、双解体解决原则、情报第零原则、情报第一原则
任何人、国家、民族的防范是立足自身而应变的,即以外来的攻击为前提进行反应性行
动而必然是相对的、有限的而不可能是绝对的,从而构成防范(防守、防卫)相对(有限、
非绝对)原则。 (5)国家力量防不住原则、双解体解决原则、情报第零原则、情报第一原则
任何人、国家、民族的防范是立足自身而应变的,即以外来的攻击为前提进行反应性行
动而必然是相对的、有限的而不可能是绝对的,从而构成防范(防守、防卫)相对(有限、
非绝对)原则。 经济建设、民生成绩以获得性的利润为前提或同一性参照基准,不具备输出性的战斗部
攻击力,显然不可能是绝对的,从而构成经济非绝对原则、以经济为核心(资本主义)非绝
对原则。 经济建设、民生成绩以获得性的利润为前提或同一性参照基准,不具备输出性的战斗部
攻击力,显然不可能是绝对的,从而构成经济非绝对原则、以经济为核心(资本主义)非绝
对原则。 依据至上绝对原则,任何国家、民族、地区的主权都是至上的,这就是主权绝对原则;
进而,邪恶轴心的俄罗斯民族是只想掠夺土地、共产共妻、工食物链顶端直接掠夺文明成果
等,属于基于绝对主权的死性不改之要钱不要命、入土为安不要紧的鬼吹灯盗墓集团,显然
是绝对、无限的,从而构成邪恶轴心(侵略、渗透、颠覆、谋杀、斩首、战争、军事行动)
绝对原则。 依据至上绝对原则,任何国家、民族、地区的主权都是至上的,这就是主权绝对原则;
进而,邪恶轴心的俄罗斯民族是只想掠夺土地、共产共妻、工食物链顶端直接掠夺文明成果
等,属于基于绝对主权的死性不改之要钱不要命、入土为安不要紧的鬼吹灯盗墓集团,显然
是绝对、无限的,从而构成邪恶轴心(侵略、渗透、颠覆、谋杀、斩首、战争、军事行动)
绝对原则。 安倍晋三(Shinzo Abe)的死、马苏德的死表明,国家力量的谋杀和军事侵略一样是防
不住的、无法防范的,因为任何国家、民族的主权P 是至上的,依据至上绝对原则即属无
限大的:P→∞,如同打气筒不断地将金钱、人力、人脉资源等输送到战斗部(如秘密组织、
军事组织)而制造无限大的以国家主权保持同一的绝对性攻击力量F:P→∞,从而构成国家
力量(谋杀、暗杀、侵略、渗透、颠覆)绝对(无限大)原则;而依据防范(防守、防卫)
相对(有限、非绝对)原则,任何人、国家、民族、政府的防范(防守、防卫)都是有限的
而不可能是无限的国家力量(谋杀、暗杀、侵略、渗透、颠覆)的对手,从而构成国家力量
(谋杀、暗杀、侵略、渗透、颠覆、情报)防不住(防不胜防)原则,同时也是任何国家情
报系统的情报第零原则、国家力量先于情报原则。
所谓没金刚钻不揽瓷器活,没国家力量如何能获取国家主权级别的情报呢?自找死路不
仅白白断送了情报人员的生命和门路,更打开了对方反渗透、反向情报的大门,所谓狗洞大
开;与此同时,无论你技术多么发达,任何情报都是以情报人员的生命为前提的,如中国在 澳大利亚埋下了混血三代的澳大利亚外交部长Penny Wong(黄英贤),因此,情报人员的生
命、合法性身份是情报的第一原则,从而构成(情报人员)生命(合法性身份)先于情报原则、
情报第一原则(定律)。 澳大利亚埋下了混血三代的澳大利亚外交部长Penny Wong(黄英贤),因此,情报人员的生
命、合法性身份是情报的第一原则,从而构成(情报人员)生命(合法性身份)先于情报原则、
情报第一原则(定律)。 依据经济(以经济为核心、资本主义)非绝对原则、国家力量(谋杀、暗杀、侵略、渗
透、颠覆)绝对(无限大)原则、邪恶轴心(侵略、渗透、颠覆、谋杀、斩首、战争、军事
行动)绝对原则,美国、法国、德国等以经济建设为重的资本主义国家肯定不可能与邪恶轴
心相抗衡的,也是防不住的,依据不可能绝对原则,其即构成民主阵营不敌(防不住)邪恶
轴心(绝对)原则,那么,解决的方案是什么?全人类只有一条路,彻底双解体共党和好吃
懒做、只想不劳而获以掠夺为生的民族主义,从而构成双解体解决原则。 民匪集中营和土匪集中营都是极权专制的,共党至上、党魁至上,内部是官大一级压死
人的无限高压锅系统,从而构成民匪(肉匪)高压锅原则。 民匪集中营和土匪集中营都是极权专制的,共党至上、党魁至上,内部是官大一级压死
人的无限高压锅系统,从而构成民匪(肉匪)高压锅原则。 民匪集中营和土匪集中营都是极权专制的,共党至上、党魁至上,内部是官大一级压死
人的无限高压锅系统,从而构成民匪(肉匪)高压锅原则。 泽连斯基以总统的一人之力独力支撑着乌克兰的持续,这种情形的国家成为元首(总统)
国家、主权国家,依此类推至于其他类似国家同理成立。
依据无分别绝对原则,大流士(Darius)有源源不断的外来之希腊雇佣兵Q 做后盾、美
国有自己广泛的无分别之民兵R 组织做后盾,等等,这种基于等于是无限的人力做后盾的
国家称为动力(民众)国家。 泽连斯基以总统的一人之力独力支撑着乌克兰的持续,这种情形的国家成为元首(总统)
国家、主权国家,依此类推至于其他类似国家同理成立。
依据无分别绝对原则,大流士(Darius)有源源不断的外来之希腊雇佣兵Q 做后盾、美
国有自己广泛的无分别之民兵R 组织做后盾,等等,这种基于等于是无限的人力做后盾的
国家称为动力(民众)国家。
美国是民主圆桌制度,一个人被谋杀了另一个人会顶上去,如肯尼迪被谋杀了约翰逊顶
上,这是一种军事化的国家制度,称之为圆桌国家。
美国将大量的兵力部署在印太、欧洲等,任何国家W 即便将美国首都华盛顿夷为平地,
不出8 个小时(美国兵力是全球8 小时投递制),国家W 就会被美国的海外部队砍瓜切菜,
也就是说,象美国这样的国家自带超强复仇功能,任何不自量力的国家进攻美国必然是自取
灭亡,明朝是天子守国门,美国是回旋镖的离岸(海外)军队守国门,如同秦始皇坟墓入口
的层层机关守护着两千年前的主人一样,称之为(海外、离岸)机关国家。
共党从肉体上解决一切问题,不拿人命当事,那同党、人民的死亡当自己发展、赢利的
机会(如邪恶政权所设计的疫情经济),其政权以黑箱操作著称、作案以不见天日闻名于时
(如杀害香港女儿陈彦霖和灭门其所有相关的亲戚朋友、亲人老师同学),就象一家公司随
便找家壳公司借壳上市一样,所惯用武功为杀敌一千自损好几十万(如长津湖的冰雕连)之
人盾、人海战术、人民战争等,称之为天魔解体国家(组织、政党)、(大)解体国家(组
织、政党)、分裂(精神病、神经病)国家(组织、政党)。
元首(总统)国(主权国家)、圆桌国家、动力(民众)国家三国归一于一个国家才算
是完成,从而构成国家三分原则、国家主权圆桌动力(支撑)三分原则。 美国是民主圆桌制度,一个人被谋杀了另一个人会顶上去,如肯尼迪被谋杀了约翰逊顶
上,这是一种军事化的国家制度,称之为圆桌国家。 美国是民主圆桌制度,一个人被谋杀了另一个人会顶上去,如肯尼迪被谋杀了约翰逊顶
上,这是一种军事化的国家制度,称之为圆桌国家。 美国是民主圆桌制度,一个人被谋杀了另一个人会顶上去,如肯尼迪被谋杀了约翰逊顶
上,这是一种军事化的国家制度,称之为圆桌国家。 上,这是
种军事化的国家制度,称之为圆桌国家。
美国将大量的兵力部署在印太、欧洲等,任何国家W 即便将美国首都华盛顿夷为平地,
不出8 个小时(美国兵力是全球8 小时投递制),国家W 就会被美国的海外部队砍瓜切菜,
也就是说,象美国这样的国家自带超强复仇功能,任何不自量力的国家进攻美国必然是自取
灭亡,明朝是天子守国门,美国是回旋镖的离岸(海外)军队守国门,如同秦始皇坟墓入口
的层层机关守护着两千年前的主人一样,称之为(海外、离岸)机关国家。
共党从肉体上解决一切问题,不拿人命当事,那同党、人民的死亡当自己发展、赢利的
机会(如邪恶政权所设计的疫情经济),其政权以黑箱操作著称、作案以不见天日闻名于时
(如杀害香港女儿陈彦霖和灭门其所有相关的亲戚朋友、亲人老师同学),就象一家公司随
便找家壳公司借壳上市一样,所惯用武功为杀敌一千自损好几十万(如长津湖的冰雕连)之
人盾、人海战术、人民战争等,称之为天魔解体国家(组织、政党)、(大)解体国家(组
织、政党)、分裂(精神病、神经病)国家(组织、政党)。
元首(总统)国(主权国家)、圆桌国家、动力(民众)国家三国归一于一个国家才算
是完成
从而构成国家三分原则
国家主权圆桌动力(支撑)三分原则 美国将大量的兵力部署在印太、欧洲等,任何国家W 即便将美国首都华盛顿夷为平地,
不出8 个小时(美国兵力是全球8 小时投递制),国家W 就会被美国的海外部队砍瓜切菜,
也就是说,象美国这样的国家自带超强复仇功能,任何不自量力的国家进攻美国必然是自取
灭亡,明朝是天子守国门,美国是回旋镖的离岸(海外)军队守国门,如同秦始皇坟墓入口
的层层机关守护着两千年前的主人一样,称之为(海外、离岸)机关国家。 美国将大量的兵力部署在印太、欧洲等,任何国家W 即便将美国首都华盛顿夷为平地,
不出8 个小时(美国兵力是全球8 小时投递制),国家W 就会被美国的海外部队砍瓜切菜,
也就是说,象美国这样的国家自带超强复仇功能,任何不自量力的国家进攻美国必然是自取
灭亡,明朝是天子守国门,美国是回旋镖的离岸(海外)军队守国门,如同秦始皇坟墓入口
的层层机关守护着两千年前的主人一样,称之为(海外、离岸)机关国家。 共党从肉体上解决一切问题,不拿人命当事,那同党、人民的死亡当自己发展、赢利的
机会(如邪恶政权所设计的疫情经济),其政权以黑箱操作著称、作案以不见天日闻名于时
(如杀害香港女儿陈彦霖和灭门其所有相关的亲戚朋友、亲人老师同学),就象一家公司随
便找家壳公司借壳上市一样,所惯用武功为杀敌一千自损好几十万(如长津湖的冰雕连)之
人盾、人海战术、人民战争等,称之为天魔解体国家(组织、政党)、(大)解体国家(组
织、政党)、分裂(精神病、神经病)国家(组织、政党)。 元首(总统)国(主权国家)、圆桌国家、动力(民众)国家三国归一于一个国家才算
是完成,从而构成国家三分原则、国家主权圆桌动力(支撑)三分原则。 对于天魔解体的共产主义国家,人们只要将其斩首,即处置掉罪魁祸首就能解放人民而
解决一切问题,如齐奥塞斯库之于罗马尼亚、戈尔巴乔夫之于前苏联、萨达姆之于伊拉克、
卡扎菲之于利比亚、米洛舍维奇之于南斯拉夫,等等,从而构成天魔解体共产主义国家斩首
解决(问题、一切)原则。 对于象只有主权的主权国家如阿富汗,塔利班就是用「斩首」总统罕默德·阿什拉夫·加
尼(Mohammad Ashraf Ghani)来「解决」问题的,从而构成主权国家「斩首」解决(问题、
一切)原则。 对于圆桌主权国家,如法国、英国等,任何「斩首」、灭国等都很难以至不能一次性解
决问题,抵抗力量无法根除而继续存在并蔓延,如希特勒将法国灭亡了,戴高乐继续在英国
指挥抵抗力量忙得不亦乐乎,从而构成圆桌国家无法(一次性)「斩首(灭国)」解决(问
题、一切)原则。 对于动力(民众)国家,如现在的雇佣兵制的北约国家、民兵组织制度的美国,任何「斩
首」、灭国等也都很难以至不能一次性解决问题,抵抗力量无法根除而继续存在并蔓延,,
从而构成圆桌国家无法(一次性)「斩首(灭国)」解决(问题、一切)原则。 对于动力(民众)国家,如现在的雇佣兵制的北约国家、民兵组织制度的美国,任何「斩
首」、灭国等也都很难以至不能一次性解决问题,抵抗力量无法根除而继续存在并蔓延,,
从而构成圆桌国家无法(一次性)「斩首(灭国)」解决(问题、一切)原则。
对于(海外、离岸)机关国家,如专门在海外部署部队的美国,任何「斩首」、攻击本
土、灭国等无异于自取灭亡、自找麻烦,从而构成攻击(海外、离岸)机关国家自取灭亡(自
找麻烦)原则、攻击(灭国、袭击)机关国家自取灭亡(自找麻烦)原则。 对于(海外、离岸)机关国家,如专门在海外部署部队的美国,任何「斩首」、攻击本
土、灭国等无异于自取灭亡、自找麻烦,从而构成攻击(海外、离岸)机关国家自取灭亡(自
找麻烦)原则、攻击(灭国、袭击)机关国家自取灭亡(自找麻烦)原则。 原则 自古红颜多薄命,共党是无分别地让上至国家元首、下至黎民百姓的所有人都以最血腥
的方式杀人或被杀而无限红颜薄命,这就是共党(共产主义)无限红颜薄命(红颜多薄命)
原则、共党(共产主义)自带超长自古红颜多薄命原则,依此类推至于普遍情形同理成立,
古今中外真理一样通,所谓近水楼台先得月、向阳花木易为春。 动物无法分清粪便,很多动物在自己窝里拉屎撒尿还住得色香味俱全。人要是到了无法
分清粪便的地步就恐怖了,自己一文不值大字不认识几个(如齐奥塞斯库、赫鲁晓夫)而在
价值上和大便差不多,完全符合安倍晋三的自由价值观,可是,就这种人整天想要永远伟大、
光荣、正确地统治全世界而遗臭万年(依据至上绝对原则),不仅祸国殃民、用病毒屠杀全
人类超过2000 万还用病毒清零政策和疫苗杀人越货,直接就直奔马粪去了,马克思的大便
在此笼罩登场,完全超越了普通的粪便,连畜牲都自叹不如,从而构成共党(共产主义)马
粪(马克思大便、超越粪便、马粪光)原则、共党(共产主义)超越粪便(大便)原则、共
党(共产主义)畜牲不如(连狗都不如、屎上最强、毒粪便、灭绝人性、丧尽天良、大便不
如、粪土当今万户猴)原则。其中,土当今万户猴是指特区阶级通过发行货币、共产共妻等
对人民杀人越货、屠村屠城。 二战后,日本支持共产党打败蒋介石、帮中共领导人打飞机、发展飞机、细菌病毒(就
你小日本干得出)、731 活体解剖的活摘器官,现在安倍付出了生命代价;美国用技术、资 金养肥了中共,如今被人用病毒毒死超过100 万人;普京整天兜底他肉匪包皮的政权,俄罗
斯举举国之力掠夺中国人民的财富、土地等而穿过大半个中国去睡你:共产共妻,现在,普
京成了全世界的头号战犯,综上所述三方,这就是共党(共产主义)无分别(无限、绝对)
反噬原则、共党(共产主义)反噬(无分别、无限、绝对)原则。
共党(共产主义)无限红颜薄命(红颜多薄命)原则、共党(共产主义)马粪(马克思
大便、超越粪便、马粪光)原则、共党(共产主义)超越粪便(大便)原则和共党(共产主
义)反噬(无分别、无限、绝对)原则,构成了共党(共产主义)三光(三无限红颜多薄命)
原则:自己、人民、大便。 金养肥了中共,如今被人用病毒毒死超过100 万人;普京整天兜底他肉匪包皮的政权,俄罗
斯举举国之力掠夺中国人民的财富、土地等而穿过大半个中国去睡你:共产共妻,现在,普
京成了全世界的头号战犯,综上所述三方,这就是共党(共产主义)无分别(无限、绝对)
反噬原则、共党(共产主义)反噬(无分别、无限、绝对)原则。
共党(共产主义)无限红颜薄命(红颜多薄命)原则、共党(共产主义)马粪(马克思
大便、超越粪便、马粪光)原则、共党(共产主义)超越粪便(大便)原则和共党(共产主
义)反噬(无分别、无限、绝对)原则,构成了共党(共产主义)三光(三无限红颜多薄命)
原则:自己、人民、大便。 金养肥了中共,如今被人用病毒毒死超过100 万人;普京整天兜底他肉匪包皮的政权,俄罗
斯举举国之力掠夺中国人民的财富、土地等而穿过大半个中国去睡你:共产共妻,现在,普
京成了全世界的头号战犯,综上所述三方,这就是共党(共产主义)无分别(无限、绝对)
反噬原则、共党(共产主义)反噬(无分别、无限、绝对)原则。 金养肥了中共,如今被人用病毒毒死超过100 万人;普京整天兜底他肉匪包皮的政权,俄罗
斯举举国之力掠夺中国人民的财富、土地等而穿过大半个中国去睡你:共产共妻,现在,普
京成了全世界的头号战犯,综上所述三方,这就是共党(共产主义)无分别(无限、绝对)
反噬原则、共党(共产主义)反噬(无分别、无限、绝对)原则。 京成了全世界的头号战犯,综上所述三方,这就是共党(共产主义)无分别(无限、绝对)
反噬原则、共党(共产主义)反噬(无分别、无限、绝对)原则。
共党(共产主义)无限红颜薄命(红颜多薄命)原则、共党(共产主义)马粪(马克思
大便、超越粪便、马粪光)原则、共党(共产主义)超越粪便(大便)原则和共党(共产主
义)反噬(无分别、无限、绝对)原则,构成了共党(共产主义)三光(三无限红颜多薄命)
原则:自己、人民、大便。 共党(共产主义)无限红颜薄命(红颜多薄命)原则、共党(共产主义)马粪(马克思
大便、超越粪便、马粪光)原则、共党(共产主义)超越粪便(大便)原则和共党(共产主
义)反噬(无分别、无限、绝对)原则,构成了共党(共产主义)三光(三无限红颜多薄命)
原则:自己、人民、大便。 16.乌托邦无头原则、情报(系统)无法替代国家(政府、政权、军队)原则、好枪
落在神经病(废物、罪犯)手上枪毁人亡
(1)乌托邦无头原则、邪恶轴心三战(战争)三惨于阿登战役(突出部之役)原则、
分裂(烽火戏诸侯、绑架)规则归零原则
如果绑架不是分裂的,那么,任何目标对象W 都是主动的,也就不可能是被动的,记
为结论G;然而,事实上,任何绑架的目标对象都是被动的,记为结论G,由此而来,依据
相反(不同)不相容原则(标定非A)和非A 肯定否定原则(标定判断和结果,原始原则
严格证明令应用可任意选取立足点而向上集成:依据前提决定结果原则和结果映射前提原
则),结论G 与结论F 是截然不同而自相矛盾的,从而反证上述假设既不可能成立也不可
能为正确,我们于是获得绑架非分裂否定原则和绑架分裂原则、绑架规则归零(绝对归零、
规则绝对归零、必败、必死)原则。
如果分裂(烽火戏诸侯)不是自取灭亡的,那么,任何不灭亡的常态性事物都是正值、
正向的,记为结论F;然而,分裂是正负不分的:-|A|=|B| ⇒ A=B=0,{A}∩{B}=Ø ⇒ A
∈Ø、B∈Ø 而A、B 不存在,其中A、B 为任意实数,记为结论G,由此而来,依据相反
(不同)不相容原则(标定非A)和非A 肯定否定原则(标定判断和结果,原始原则严格
证明令应用可任意选取立足点而向上集成:依据前提决定结果原则和结果映射前提原则),
结论G 与结论F 是截然不同而自相矛盾的,从而反证上述假设既不可能成立也不可能为正
确,我们于是获得分裂(烽火戏诸侯)非自取灭亡(绝对归零)否定原则和分裂(烽火戏诸
侯)自取灭亡(绝对归零)原则、分裂(烽火戏诸侯)规则归零(绝对归零、规则绝对归零、
必败、必死)原则。
绑架规则归零(绝对归零、规则绝对归零、必败、必死)原则和分裂(烽火戏诸侯)规
则归零(绝对归零、规则绝对归零、必败、必死)原则,构成分裂(烽火戏诸侯、绑架)自
取灭亡(绝对归零)原则、分裂(烽火戏诸侯、绑架)规则归零(绝对归零、规则绝对归零
原则、必败、必死)原则,称为天子第一剑(原则)。 阿登战役(Ardennes Offensive 突出部之役)参战的盟军70 万人、德国20 万人,其一
个主要特点是德国兵员一旦损失就几乎无法补充、盟军则一直在迅猛补充,同时存在着燃料 必须从盟军手上夺取30~50%的缺口才能逆袭成功,这就是阿登战役(Ardennes Offensive 突
出部之役)分裂原则;此时,依据分裂(烽火戏诸侯、绑架)规则归零(绝对归零、规则绝
对归零、必败、必死)原则,阿登战役即属天子剑下的规则归零(绝对归零、规则绝对归零、
必败、必死)之鬼,从而构成阿登战役(突出部之役)规则归零(绝对归零、规则绝对归零、
必败、必死)原则、阿登战役(突出部之役)自取灭亡(绝对归零)原则、阿登战役条件分
裂原则。 病毒清零政策、封城政策等已经将所有五毛、粪青、官员、公务员、军人、军属、特务、
间谍等全部全家捅,而且大部是天天捅、日日捅、夜夜捅,一捅江湖,大量五毛纷纷翻墙出
去找真相,由此来看,中共已经是无毛的白虎、纸老虎和临终的病猫,外交部「虎虎虎」的
真实写照,就等着开膛剖肚、下锅煎煮、上桌下菜、咀嚼咽下最后一口气,最后的晚餐由此
结束,从而构成共党(邪恶轴心)嫌作死不够快(花样作死、病毒清零、疫苗打击彻底五毛
无毛)原则、共党(邪恶轴心)白虎(纸老虎、病猫)原则、共党(邪恶轴心)三虎(虎虎
虎)投胎(五体投地)原则(林彪林三虎温都尔汗脱毛去汗走火入魔直接挂了)、共党(邪
恶轴心)三虎(虎虎虎)成彪原则、共党(邪恶轴心)脱毛去汗(走火入魔)原则、共党(邪
恶轴心)薙毛(毛薙、砍毛、鬼剃头)原则。 如果严官府出厚贼不成立,那么,苛严法律下人们的选择是不少的,人们至少既可以行
善也有可能作恶多端,即是排除别无选择的,记为结论F;然而,苛严法律下的人们几乎是
别无选择的,行善是无法排除无法支撑没有任何收入却无限付出之唯一选择之情形的,即是
无法排除别无选择的,记为结论G,由此而来,依据相反(不同)不相容原则(标定非A)
和非A 肯定否定原则(标定判断和结果,原始原则严格证明令应用可任意选取立足点而向
上集成:依据前提决定结果原则和结果映射前提原则),结论G 与结论F 是截然不同而自
相矛盾的,从而反证上述假设既不可能成立也不可能为正确,我们于是获得严官府出厚贼不
成立否定原则和严官府出厚贼(成立、分裂、绝对、绝对归零)原则,因为,象新家坡、日
本实行苛刻法律制度的地方都是希望被治理得井井有条的,可真理表明这是分裂的而必然是
事与愿违的。 毫无信用可言的中共国实行全世界最严厉的征信制度,不配合核酸检测被刑事拘留还影
响三代,让无数上海人在清零期间纷纷跳楼、被病死、母婴分离等,从而构成中共国征信刑
事犯罪(苛刻制度、影响三代)原则。 依据阿登战役条件分裂原则,阿登战役只是条件分裂;现在,邪恶轴心尚未进入状态,
几乎全部的国家级情报机密、军事机密、病毒真相等致命信息已经被发到美国向全世界公开,
包括83 集团军(勤王军)的无人机等军事机密已经全部被泄露或公开,可见主战力量已经
分裂、崩溃,邪恶轴心是至少AI 技术完全不如人的条件分裂加主战力量分裂而构成双分裂;
再者,依据分裂(烽火戏诸侯、绑架)规则归零(绝对归零、规则绝对归零原则、必败、必
死)原则、严官府出厚贼(成立、分裂、绝对、绝对归零)原则、中共国征信刑事犯罪(苛
刻制度、影响三代)原则,邪恶轴心实行不配合核酸检测即刑事犯罪、影响三代的极端征信
极度而必然是严官府出厚贼之分裂的,由此而来,严官府出厚贼之分裂、主战力量分裂、技 术不如人分裂,邪恶轴心对全人类的战争必然是规则归零(绝对归零、规则绝对归零原则、
必败、必死)的,即乌托邦必然是无头的,从而构成乌托邦无头原则、邪恶轴心三战(战争)
三惨于阿登战役(Ardennes Offensive 突出部之役)原则、邪恶轴心三战三败(三灭)原则、
邪恶轴心三战(战争)规则归零(绝对归零、规则绝对归零原则、必败、必死)原则。 术不如人分裂,邪恶轴心对全人类的战争必然是规则归零(绝对归零、规则绝对归零原则、
必败、必死)的,即乌托邦必然是无头的,从而构成乌托邦无头原则、邪恶轴心三战(战争)
三惨于阿登战役(Ardennes Offensive 突出部之役)原则、邪恶轴心三战三败(三灭)原则、
邪恶轴心三战(战争)规则归零(绝对归零、规则绝对归零原则、必败、必死)原则。 (2)共党快感政变(床上政变、三代政变、三陪政变)规则归零原则
在和平时期,邪恶政权实行绝对的强制管制再拿着人民的外汇血汗钱去各国整人家的黑
材料,管生管死管生活,就是对准各国元首、政要、有影响的人进行病毒下的肛拭子服务即
人体生物武器,然后用黑材料进行分化瓦解、威胁控制、各种斩首和「斩首」。
犹太人几千年来在欧洲用金钱、联姻等方式控制国王、权贵的方法进行高利贷;现在,
共党子继父业,用全自动的生理工具、下一代子女(工具红二三代)血缘、黑材料等绑架各
国元首、总统、总理、首相、官员、门阀等,肉体和金钱都是中国人民和其他各国人民的,
所谓借花杀佛、借花绑佛,进行各种分化瓦解、威胁控制、各种斩首和「斩首」,由此达成
各种居心叵测的控制地球的目的,以人为蛊而种蛊、下蛊一条龙、一气呵成,名副其实是老
娘夹死一条街,这是乔治奥威尔(George Orwell, Eric Arthur Blair)的《动物庄园(Animal
Farm)》、《1984》的现实版、末日版全球无限《动物生理制片场(Animal FuXk)》、世
界无限《1984》而绝对统一,智商等于猪的拿破仑(Napoleon)满世界跑控制台,《动物庄
园(Animal Farm)》、《1984》就是犯罪指南和作业指导书,依据分裂(绑架、烽火戏诸
侯)自取灭亡(绝对归零、规则归零)原则,无限《动物农庄(Animal FuXk)》、《1984》
就是一场无限犹太化的无限埋雷政变、雷人政变,军事夺权前的床上夺权、下三路夺权、血
缘夺权、红色夺权,从而构成共党快感政变(床上政变、三代政变、雷人政变)床上夺权(下
三路夺权、血缘夺权、红色夺权)原则。 1953-1959 年间的美国国务卿约翰·福斯特·杜勒斯(John Foster Dulles)提出了和平
演变(peaceful evolution)解放那些被「活摘大脑」和被奴役的人;接着,俄罗斯普京、白
俄罗斯等纷纷发动和平政变;然后,中共对德国、英国、法国等进行床上政变、快感政变,
不仅没有痛苦、不适还很快了,用一个混血三代者直插澳大利亚等心脏如澳大利亚外交部长
Penny Wong(黄英贤)、用郭亚丽等生三胎直控制英国首相候选人杰里米·亨特(Jeremy Hunt),
其中三代包括丈母娘、老婆、孩子等三陪,法国外交部、美国、加拿大等更是直接干三代,
完全突破了代沟、年龄、国度和地理限制而为无限纵深的,称之为共党床上(快感、三代)
「斩首」(快感政变、床上政变、三代政变、三陪政变、雷人政变),这就是共党快感政变
(床上政变、三代政变、雷人政变)三倍和平演变原则、共党快感政变(床上政变、三代政
变、三陪政变、雷人政变)超越代沟(年龄、国度、地理限制、因果即人为撮合送货上门)
原则、共党快感政变(床上政变、三代政变、三陪政变)雷人(雷人王、排除万难)原则、
共党快感政变(床上政变、三代政变、三陪政变、雷人政变)三代(干三代、绑架三代、无
限纵深、绝对犹太化、犹太3000 年套路)原则、共党快感政变(床上政变、三代政变、三
陪政变、雷人政变)无限纵深(三代纵深)原则、共党床上(快感、三代)「斩首」三倍和
平演变原则、共党床上(快感、三代)「斩首」超越代沟(年龄、国度、地理限制、因果即 人为撮合送货上门)原则、共党床上(快感、三代)「斩首」人(雷人王、排除万难)原则、
共党床上(快感、三代)「斩首」无限纵深(三代纵深)原则。由此可见,邪恶政权是绝对
邪恶的太君犹太。
被「斩首(精神洗脑、控制)」而奴役、被迫奴役、(获利性)自愿被奴役,从而构成
三奴原则、奴役三分原则。 人为撮合送货上门)原则、共党床上(快感、三代)「斩首」人(雷人王、排除万难)原则、
共党床上(快感、三代)「斩首」无限纵深(三代纵深)原则。由此可见,邪恶政权是绝对
邪恶的太君犹太。 被「斩首(精神洗脑、控制)」而奴役、被迫奴役、(获利性)自愿被奴役,从而构成
三奴原则、奴役三分原则。 依据分裂(烽火戏诸侯、绑架)规则归零(绝对归零、规则绝对归零原则、必败、必死)
原则、共党三陪政变无限纵深(三代纵深)原则,共党三陪政变必被规则归零(绝对归零、
规则绝对归零原则、必败、必死)的,从而构成共党快感政变(床上政变、三代政变、三陪
政变)规则归零(绝对归零、规则绝对归零原则、必败、必死)原则、共党床上(快感、三
代)「斩首」规则归零(绝对归零、规则绝对归零原则、必败、必死)原则。 (2)三枪泛滥成灾 杀害耶稣的枪叫朗吉努斯(Longinus)之枪,杀害安倍的枪叫神经病之枪,用国家力量 杀人的枪叫万枪之枪。
依据至上绝对原则、同一律,国家主权是至上的,握有主权的国家元首、总统等的万枪 依据至上绝对原则、同一律,国家主权是至上的,握有主权的国家元首、总统等的万枪 之枪必然是至上而为绝对的,从而构成万枪之枪绝对(无限)原则。 之枪必然是至上而为绝对的,从而构成万枪之枪绝对(无限)原则。
除了北方匈奴民族外,全世界其他民族的人民都都没问题,任何国家、地区的人民都是 之枪必然是至上而为绝对的,从而构成万枪之枪绝对(无限)原则。
除了北方匈奴民族外,全世界其他民族的人民都都没问题,任何国家、地区的人民都是 无分别的而必然是中性的,就象枪支是中性的一样,好人拿它来保家卫国,坏人拿它来杀害 安倍,从而人民(枪支)中性(无分别)原则、人民(枪支)没问题原则。
如俄罗斯面向北约发起收回1997 年前苏联地盘的入侵乌克兰之战,邪恶政权为颠覆二
战后以美国为首的雅尔塔秩序面向世界投毒,XP 军事同盟挑战全世界,等等,这种国际层
面上团伙性、战狼性的枪称为万枪之王、神枪。 如俄罗斯面向北约发起收回1997 年前苏联地盘的入侵乌克兰之战,邪恶政权为颠覆二
战后以美国为首的雅尔塔秩序面向世界投毒,XP 军事同盟挑战全世界,等等,这种国际层
面上团伙性、战狼性的枪称为万枪之王、神枪。 社会上和军队中的枪支、国家层面的万枪之枪、国际层面上的万枪之王,称为三枪,构
成了当今世界的三大枪支问题和今天的灭世之末日危机,随之构成三枪乱世原则。全人类面
临的不灭世而首当其冲的问题就是这三枪泛滥成灾的问题。 社会上和军队中的枪支、国家层面的万枪之枪、国际层面上的万枪之王,称为三枪,构
成了当今世界的三大枪支问题和今天的灭世之末日危机,随之构成三枪乱世原则。全人类面
临的不灭世而首当其冲的问题就是这三枪泛滥成灾的问题。 俄乌战争、邪恶轴心在东亚的战争、南美洲的擦枪军事演习以至三战,统称为雷人战争。 (3)情报(系统)无法替代国家(政府、政权、军队)原则、情报(系统)厉害(胜
利、无以匹敌、无敌)不代表国家(政府、政权、军队)厉害(胜利、无以匹敌、无敌)
原则、好枪落在神经病(废物、罪犯)手上枪毁人亡、好马配好鞍(成功)原则
情报工作是面向对象锁定目标,进而不断地投入力量、资源和技术,直到达成目的,依
据至上绝对原则,国家情报工作一般是基于主权的而如同一根打气筒可以将气压升高到绝对
之无限大,因此,依据国家力量防不住原则,其必然是令任何人、方都防不胜防、防不住的,
从而构成情报(工作)打气筒(聚焦、收敛、获得性)原则。
战场上的战争是面向对象无分别的,从而构成战争面向对象(发散、无分别)原则。
国家(主权、政权、政府)是情报系统的渊源、电源和支撑,从而构成国家(主权、政
权
政府)先于情报(系统
工作)原则 (3)情报(系统)无法替代国家(政府、政权、军队)原则、情报(系统)厉害(胜
利、无以匹敌、无敌)不代表国家(政府、政权、军队)厉害(胜利、无以匹敌、无敌)
原则、好枪落在神经病(废物、罪犯)手上枪毁人亡、好马配好鞍(成功)原则
情报工作是面向对象锁定目标,进而不断地投入力量、资源和技术,直到达成目的,依
据至上绝对原则,国家情报工作一般是基于主权的而如同一根打气筒可以将气压升高到绝对
之无限大,因此,依据国家力量防不住原则,其必然是令任何人、方都防不胜防、防不住的, (3)情报(系统)无法替代国家(政府、政权、军队)原则、情报(系统)厉害(胜
利、无以匹敌、无敌)不代表国家(政府、政权、军队)厉害(胜利、无以匹敌、无敌) 利、无以匹敌、无敌)不代表国家(政府、政权、军队)厉害(胜利、无以匹敌、无敌)
原则、好枪落在神经病(废物、罪犯)手上枪毁人亡、好马配好鞍(成功)原则
情报工作是面向对象锁定目标,进而不断地投入力量、资源和技术,直到达成目的,依
据至上绝对原则国家情报工作一般是基于主权的而如同一根打气筒可以将气压升高到绝对 利、无以匹敌、无敌)不代表国家(政府、政权、军队)厉害(胜利、无以匹敌、无敌)
原则、好枪落在神经病(废物、罪犯)手上枪毁人亡、好马配好鞍(成功)原则
情报工作是面向对象锁定目标,进而不断地投入力量、资源和技术,直到达成目的,依
据至上绝对原则,国家情报工作一般是基于主权的而如同一根打气筒可以将气压升高到绝对
之无限大,因此,依据国家力量防不住原则,其必然是令任何人、方都防不胜防、防不住的,
从而构成情报(工作)打气筒(聚焦、收敛、获得性)原则。
战场上的战争是面向对象无分别的,从而构成战争面向对象(发散、无分别)原则。
国家(主权、政权、政府)是情报系统的渊源、电源和支撑,从而构成国家(主权、政
权、政府)先于情报(系统、工作)原则。
如果情报系统W 能替代国家军队、政府、政权,或者情报系统的厉害、胜利就代表国
家、军队U 一定赢,那么,依据情报(工作)打气筒(聚焦)原则、同一律,军队U 必然
是聚焦、收敛的,记为结论F;然而,依据战争面向对象(发散、无分别)原则,与战争保
持同一的军队U 必然是面向对象、发散的,与结论F 是完全背道而驰的,记为结论G,由
此而来,依据相反(不同)不相容原则(标定非A)和非A 肯定否定原则(标定判断和结
果,原始原则严格证明令应用可任意选取立足点而向上集成:依据前提决定结果原则和结果
映射前提原则),结论G 与结论F 是截然不同而自相矛盾的,从而反证上述假设既不可能
成立也不可能为正确,我们于是获得情报(系统)替代军队否定原则和情报(系统)无法(不)
替代军队原则;进而,依据分裂(烽火戏诸侯、绑架)规则归零(绝对归零、规则绝对归零
原则、必败、必死)原则,情报(系统)替代军队必然是规则归零的,从而构成情报(系统)
替代军队规则归零(绝对归零、规则绝对归零原则、必败、必死、灭亡、同归于尽)原则、
情报(系统)厉害(胜利、无以匹敌、无敌)军队厉害(胜利、无以匹敌)否定原则和情报
(系统)厉害(胜利、无以匹敌、无敌)不代表军队厉害(胜利、无以匹敌、无敌)原则,
此时,与情报系统、军队保持同一的国家、政府、政权必然随之被规则归零,从而构成情报 利、无以匹敌、无敌)不代表国家(政府、政权、军队)厉害(胜利、无以匹敌、无敌)
原则、好枪落在神经病(废物、罪犯)手上枪毁人亡、好马配好鞍(成功)原则
情报工作是面向对象锁定目标,进而不断地投入力量、资源和技术,直到达成目的,依
据至上绝对原则,国家情报工作一般是基于主权的而如同一根打气筒可以将气压升高到绝对
之无限大,因此,依据国家力量防不住原则,其必然是令任何人、方都防不胜防、防不住的,
从而构成情报(工作)打气筒(聚焦、收敛、获得性)原则。 原则、好枪落在神经病(废物、罪犯)手上枪毁人亡、好马配好鞍(成功)原则
情报工作是面向对象锁定目标,进而不断地投入力量、资源和技术,直到达成目的,依 据至上绝对原则,国家情报工作一般是基于主权的而如同一根打气筒可以将气压升高到绝对
之无限大,因此,依据国家力量防不住原则,其必然是令任何人、方都防不胜防、防不住的, 从而构成情报(工作)打气筒(聚焦、收敛、获得性)原则。
战场上的战争是面向对象无分别的,从而构成战争面向对象(发散、无分别)原则。
国家(主权、政权、政府)是情报系统的渊源、电源和支撑,从而构成国家(主权、政 权、政府)先于情报(系统、工作)原则。
如果情报系统W 能替代国家军队、政府、政权,或者情报系统的厉害、胜利就代表国
家、军队U 一定赢,那么,依据情报(工作)打气筒(聚焦)原则、同一律,军队U 必然
是聚焦、收敛的,记为结论F;然而,依据战争面向对象(发散、无分别)原则,与战争保
持同一的军队U 必然是面向对象、发散的,与结论F 是完全背道而驰的,记为结论G,由
此而来,依据相反(不同)不相容原则(标定非A)和非A 肯定否定原则(标定判断和结
果,原始原则严格证明令应用可任意选取立足点而向上集成:依据前提决定结果原则和结果
映射前提原则),结论G 与结论F 是截然不同而自相矛盾的,从而反证上述假设既不可能
成立也不可能为正确,我们于是获得情报(系统)替代军队否定原则和情报(系统)无法(不)
替代军队原则;进而,依据分裂(烽火戏诸侯、绑架)规则归零(绝对归零、规则绝对归零
原则、必败、必死)原则,情报(系统)替代军队必然是规则归零的,从而构成情报(系统)
替代军队规则归零(绝对归零、规则绝对归零原则、必败、必死、灭亡、同归于尽)原则、
情报(系统)厉害(胜利、无以匹敌、无敌)军队厉害(胜利、无以匹敌)否定原则和情报
(系统)厉害(胜利、无以匹敌、无敌)不代表军队厉害(胜利、无以匹敌、无敌)原则,
此时,与情报系统、军队保持同一的国家、政府、政权必然随之被规则归零,从而构成情报 (系统)替代军队国家(政府、政权)灭亡(规则归零、绝对归零、规则绝对归零原则、必
败、必死、同归于尽)原则。 败、必死、同归于尽)原则。
如果情报系统W 能替代国家、政府、政权U,或者情报系统的厉害、胜利就代表国家、、
政府、政权U 一定赢,那么,情报系统W 必然是先于国家、政府、政权U 的,记为结论F;
然而,依据国家(主权、政权、政府)先于情报(系统、工作)原则,国家(主权、政权、
政府)是先于情报(系统、工作)的,记为结论G,由此而来,依据相反(不同)不相容原
则(标定非A)和非A 肯定否定原则(标定判断和结果,原始原则严格证明令应用可任意
选取立足点而向上集成:依据前提决定结果原则和结果映射前提原则),结论G 与结论F
是截然不同而自相矛盾的,从而反证上述假设既不可能成立也不可能为正确,我们于是获得
情报(系统)替代国家(政府、政权)否定原则和情报(系统)无法(不)替代国家(政府、
政权)原则、情报(系统)替代国家(政府、政权)灭亡(规则归零、绝对归零、规则绝对
归零原则、必败、必死、同归于尽)原则、情报(系统)厉害(胜利、无以匹敌、无敌)国
家(政府、政权)厉害(胜利、无以匹敌)否定原则和情报(系统)厉害(胜利、无以匹敌、
无敌)不代表国家(政府、政权)厉害(胜利、无以匹敌、无敌)原则。 如李克农象戴笠一样是把好枪W 甚至天下无敌,但却落在了一个神经病、废物、罪犯
U 手上,此时,如果单凭好枪W 就能征服世界、全球治理,那么,好枪W 是先于神经病(废
物、罪犯)U 的,枪是指挥党的,记为结论F;然而,好枪W 落在了一个神经病、废物、
罪犯U 手上,其意味着神经病、废物、罪犯U 是决定着枪W 的,即神经病(废物、罪犯)
U 是先于好枪W 的,记为结论G,由此而来,依据相反(不同)不相容原则(标定非A)
和非A 肯定否定原则(标定判断和结果,原始原则严格证明令应用可任意选取立足点而向
上集成:依据前提决定结果原则和结果映射前提原则),结论G 与结论F 是截然不同而自
相矛盾的,从而反证上述假设既不可能成立也不可能为正确,我们于是获得好枪落在神经病
(废物、罪犯)手上征服世界(全球治理、有好果子吃)否定原则、好枪一定成功否定原则
和好枪落在神经病(废物、罪犯)手上无法(不可能)征服世界(全球治理、有好果子吃)
原则、好枪落在神经病(废物、罪犯)手上枪毁人亡(规则归零、绝对归零、规则绝对归零、
必败、必死、同归于尽)原则、(单凭)好枪无法(不可能、不一定)成功原则、好马配好
鞍(成功)原则。 17.国家元首(总统、君主)禁枪原则
(1)心脏天外天原则、圣心透天原则
任何人脑死亡或者其他任何器官衰竭,只要心脏还在跳动,就并未真正死绝,植物人都
还有苏醒的一天;可是,只要心脏不在跳动,唯有安装叶克膜人工心肺才有可能延续生命,
从而构成心脏先于生命原则、心脏第一生命力原则。 只要A、B 两个人的HLA 配型是适合的,A 的心脏Q 移植给了B 且成功,这是很普遍
的医疗案例,此时,A 的心脏Q 跨越即超越了两个之间的DNA 所代表的质空间P、染色体 只要A、B 两个人的HLA 配型是适合的,A 的心脏Q 移植给了B 且成功,这是很普遍
的医疗案例,此时,A 的心脏Q 跨越即超越了两个之间的DNA 所代表的质空间P、染色体 分裂之间的丝空间Q 和常态性的时空R,如在广西桂林活摘的器官乘坐飞机去了北京再接
上去一样没问题而正常工作,也就是说,依据世宇三分原则,A 的心脏Q 实际上处于时空R、
质空间P、丝空间Q、生命之外的天外天空间中,从而构成心脏天外天原则、圣心天外天原
则、(心脏)圣心原则、圣心透天(玄机)原则,可见,心脏对生命的贡献有多大,依此类
推至于普遍情形同理成立。 分裂之间的丝空间Q 和常态性的时空R,如在广西桂林活摘的器官乘坐飞机去了北京再接
上去一样没问题而正常工作,也就是说,依据世宇三分原则,A 的心脏Q 实际上处于时空R、
质空间P、丝空间Q、生命之外的天外天空间中,从而构成心脏天外天原则、圣心天外天原
则、(心脏)圣心原则、圣心透天(玄机)原则,可见,心脏对生命的贡献有多大,依此类
推至于普遍情形同理成立。 (3)国家元首(总统、君主)禁枪原则 人民、枪支、核武器、资本本身都没问题,那么,今天全世界的会变成这样,就是枪支、
核武器、人民和资本都落到了神经病和恶魔手上,于是,邪恶政权用病毒杀害全世界超过
2000 万人、乌克兰战争已经令全国到处一片废墟、安倍晋三殒命已经表明,世界已经到了
自杀性核武战争解决一起的末日时刻。 国家元首握有至上而绝对归一的主权,可以源源不断地使用国家力量而让他人不断用枪
支发射出子弹屠杀人民和进行战争毁灭世界,此时,为了防止神经病、变态、邪恶获得国家
力量的万枪之枪和亲自拿着冲锋枪扫射无辜民众的枪支,全世界在国家元首和政府层面上禁
枪已经别无选择并刻不容缓,否则,依据万枪之枪绝对(无限)原则,枪支尤其是国家力量
杀人的万枪之枪一旦落入有问题的国家元首、政府官员手上,后果绝对不堪设想,就象现在
俄罗斯的万枪之枪落在普京他兄弟手上,中共国的金钱落到普京手上,祸国殃民、毁灭世界、
炸毁地球绝对不是虚构而是现实,由此可见,其唯一之解是全世界任何国家都必须无条件禁
止神经病、罪犯、邪恶、说谎者等当权,这就是国家元首(总统、君主)禁枪原则。
绝对而无限的国家力量的万枪之枪一旦落入神经病、罪犯、邪恶、说谎者等手上,人民、 绝对而无限的国家力量的万枪之枪一旦落入神经病、罪犯、邪恶、说谎者等手上,人民、
国家、民族以至全世界的后果绝对不堪设想,就象今天世界末日降临一样。 (4)刺杀安倍晋自杀(性)核武战争绝对原则 (4)刺杀安倍晋自杀(性)核武战争绝对原则 (4)刺杀安倍晋自杀(性)核武战争绝对原则
决定着万民以至全人类生死的万枪之枪落在一个杀人犯手上,祸越闯越大,其对无辜者
释放病毒毒死全世界2000 多万人,接着安倍就倒在地板上,等等,邪恶轴心把全世界都按
在地板上摩擦生热,从民众到国家元首、政治世家都难逃其毒手,二哈拆家、二毛拆世界,
不可同日而语,杀人犯不伏法而在光天化日之下继续无限杀人,与法律禁止犯罪完全相违背,
该死的不死、不该死的却大量死了。 俄罗斯是天赋神权四处杀人掠夺,基于不存在的权力而扭曲性地四处无限杀人,这是典
型的电动力学模式,是分布消耗型,不思自我表现进取发展只想不劳而获白吃白拿,没有自
己的动力来源和基础,产生电动势的内电路不存在,从而构成俄罗斯电动力学(分布性消耗 型、无内电路)原则。
跨国有组织犯罪集团是用无限杀人、毁灭世界、炸毁地球等自己给自己赋权,就象拿破
仑给自己加冕一样,如同发电机,属于摧毁一切的反物质的内电路结型集成窝里斗,其不存
在着任何外电路的解决出口,生儿子没屁眼的典型,从而构成共党发电机(结型积累、无外
电路)原则、共党无限反物质(枪毁人亡)原则、共党草船借箭绝对原则、共党(共产主义)
无限草船借箭发电原则、共党(共产主义)用仇恨发电(用杀戮发电、用死亡发电)原则。
共党就象诸葛亮的无限草船借箭系统,人民就是那条船万箭穿心,射箭者是自编自演的共党
及其杀手马仔本身、被分化瓦解的群众中的另一派、或如朝鲜战争中的美国军队。
日本会为了战争等目的不惜一切代价尤其是切腹自杀,以无限牺牲自我去实现面向对象
的对外部的强权建立,如同雷电的等离子云牺牲自我击穿外部界限而产生结型雷电(电闪雷
鸣),其解决方案是内电路无限对外扩张之雷击,从而构成日本无限内电路(光速)击穿(无
限结型外移放电、无限对外扩张)原则。由此可见,雷电就是一种电源的内电路电极光速无
限外移扩张的击穿分布式极限放电,随之构成雷电内电路电极光速无限外移击穿扩张(击穿
分布式极限放电、电极分布式光速外移)原则。 跨国有组织犯罪集团是用无限杀人、毁灭世界、炸毁地球等自己给自己赋权,就象拿破
仑给自己加冕一样,如同发电机,属于摧毁一切的反物质的内电路结型集成窝里斗,其不存
在着任何外电路的解决出口,生儿子没屁眼的典型,从而构成共党发电机(结型积累、无外
电路)原则、共党无限反物质(枪毁人亡)原则、共党草船借箭绝对原则、共党(共产主义)
无限草船借箭发电原则、共党(共产主义)用仇恨发电(用杀戮发电、用死亡发电)原则。
共党就象诸葛亮的无限草船借箭系统,人民就是那条船万箭穿心,射箭者是自编自演的共党
及其杀手马仔本身、被分化瓦解的群众中的另一派、或如朝鲜战争中的美国军队。 日本会为了战争等目的不惜一切代价尤其是切腹自杀,以无限牺牲自我去实现面向对象
的对外部的强权建立,如同雷电的等离子云牺牲自我击穿外部界限而产生结型雷电(电闪雷
鸣),其解决方案是内电路无限对外扩张之雷击,从而构成日本无限内电路(光速)击穿(无
限结型外移放电、无限对外扩张)原则。由此可见,雷电就是一种电源的内电路电极光速无
限外移扩张的击穿分布式极限放电,随之构成雷电内电路电极光速无限外移击穿扩张(击穿
分布式极限放电、电极分布式光速外移)原则。 二战后期,日本用神风特攻队击沉美国包括航空母舰在内的400 多艘军舰(日本方面说
击沉73 艘、击伤370 多艘)牺牲两千多架飞机和两千多位飞行员,这就是日本军国主义自
杀性袭击传统原则、日本切腹传统原则、日本为国家利益牺牲一切(不惜一切代价、最后不
惜一切代价)原则、日本雷霆(雷电、击穿分布式)最终解决原则、日本(大和民族)雷电
(雷霆)原则、日本(大和民族)雷电(雷霆)绝对原则,跟今天的本·拉登基地组织是一
样的,最后葬送了大日本帝国和部分日本领土,这种基于失败阶段的全民为国群体性玉碎的
自杀性行为是不可逆转的,依据不可逆转绝对原则即属绝对的,从而构成日本全民(或无分
别)最终(解决)为国切腹自杀(神风特攻队、用命发电、用肉体发电、不可持续、玉碎清
盘、最终计划生育)绝对原则、日本(自杀性、同归于尽)死亡国度原则,这是一种用自己
的肉体和生命发电的最终雷霆行动。 众所周知,罪大恶极的鬼魂下十八层地狱都无法用自杀了终结自己个他人,日本则全民
无分别用自杀式终结自己、终结自己同时终结他人作最终了断,奉行最终计划生育解决,至
少是十九层地狱,从而构成日本(民族)十九层地狱原则、日本(民族)至少十九层地狱原 则。德国纳粹的最终解决是只杀害犹太人而不杀害自己,只是用战争让他人无分别苦难均粘、
用集中营让犹太人无分别苦难均粘,等于是十八层地狱的连锁店经营者,从而构成德国(纳
粹)十八层地狱原则。 粹)十八层地狱原则。 可见,日本从一战以至二战的对外扩张战争归根到底为雷电(雷霆)战,比肩德国希特
勒的闪电战,而日本就是一个一言不合即雷霆电击他国的雷电国、雷人王,与可持续、电极
自守的太阳膏药没什么关系,根本不符合太阳天照精神而是绝对的精神病崩溃之自杀性行
为,随之构成日本二战雷电战(雷霆电击、雷电国)原则。显然,日本国必须治愈这种最终
解决的自杀性精神病崩溃,才能算是正常国家或真正的脱亚入欧。也就是说,德国和日本一
样都具有最终解决的根本特性,德国是以杀害犹太人为己任最终解决,日本是用与对方同归
于尽的最终解决,都有问题而必须立刻解决。 日本的政治是门阀轮流坐庄的圆桌体系,形式上和美国差不多,依据同一律、至上绝对
原则,坐庄的政治门阀与日本的国家主权具有同一性而必然是至上、绝对的,有机会坐庄的
政治门阀在圆桌体系中也具有仅次于坐庄门阀的地位,从而构成日本政治门阀圆桌原则、日
本政治坐庄门阀主权(至上、绝对)原则。 依据日本政治门阀圆桌原则、日本政治坐庄门阀主权(至上、绝对)原则,安倍晋三是
日本门阀政治食物链的顶流,也是日本十多年来真正的政策制定者和定海神针,从而构成安
倍晋三主权(至上、绝对)原则。 倍晋
主权(至上、绝对)原则
如果代表着日本国家主权尊严的前首相安倍晋三的死不会招致日本发起三战的自杀性
战争和对所有参与杀害安倍晋三者的杀身之祸和株连十族,那么,日本的切腹、神风特攻队
自杀等传统性玉碎W 就不是绝对的,记为结论F;然而,依据日本(大和民族)雷电(雷
霆)绝对原则、日本军国主义自杀性袭击传统原则、日本切腹传统原则、传统常态绝对原则,
日本的切腹、神风特攻队自杀等传统性玉碎W 是绝对的,记为结论G,由此而来,依据相
反(不同)不相容原则(标定非A)和非A 肯定否定原则(标定判断和结果,原始原则严
格证明令应用可任意选取立足点而向上集成:依据前提决定结果原则和结果映射前提原则),
结论G 与结论F 是截然不同而自相矛盾的,从而反证上述假设既不可能成立也不可能为正
确,我们于是获得刺杀安倍晋三不招致自杀性战争(自杀性三战、参与者株连九族、杀身之
祸)否定原则和刺杀安倍晋三招致自杀性(核武)战争(自杀性三战、参与者株连九族、杀
身之祸)绝对原则、刺杀安倍晋自杀(性)核武战争绝对原则、三战天绝地灭透骨穿心针原
则。 日本军队、精英在传统上会为了中性的民族生存利益而对外扩张和失败时切腹;现在,
依据刺杀安倍晋自杀(性)核武战争绝对原则,俄罗斯基于北方四岛对日本的终极性威胁和
共党的渗透,包括安倍晋三遇刺,全人类面对的只能终极的自杀性核武战争。为了不得已解
除俄罗斯基于北方四岛的终极性威胁,日本发动先发制人的自杀性核武战争绝对毫无问题。
安倍晋太郎在中共国文革后救了中共一命,超过20 亿的中国人的生命因此而命丧邪恶
政权之手。今天,任何人没想到的是,日本官员中唯一一个也是第一个承认南京大屠杀的安
倍晋三竟然死于共党手上,日本的修宪和因此而回归正常国家之路彻底打开,全世界彻底解
决播放病毒杀害全人类超2000 万人的共党和悍然将乌克兰化为到处废墟的俄罗斯民族问题
正式进入倒计时,全人类多少人会命丧本次三战抑或是末日大灭绝一铺清地而不只是清袋, (5)安倍(门阀)不站街原则、安倍晋三六层文明(政治爱因斯坦、文明第六支柱)
则 (5)安倍(门阀)不站街原则、安倍晋三六层文明(政治爱因斯坦、文明第六支柱)
原则
家族门阀政治体系是延续性的、排他的,从而构成家族门阀体系排他(延续、一脉相承)
原则、门阀(家族)排他(延续、一脉相承)原则。
街头政治是走平民线路的、无分别的,从而构成街头政治无分别(圆桌、平民路线)原
则。
象肯尼迪、林肯、甘地等,这些人一旦成为总统、首相等即成为政治明星,随之成为国
内外反对派势力唯一确定的众矢之的,依据收敛绝对原则、聚集绝对原则、唯一确定绝对原
则,从而构成公众人物(总统、首相、总理)众矢之的(绝对)原则。
现代社会有社交媒体、新闻媒体、公关公司等,与人民是无缝对接的,依据无分别(遍
及)绝对原则,社交媒体、新闻媒体、公关公司等即属绝对的,从而构成社交媒体(新闻媒
体、公关公司)遍及(无分别)绝对原则。
日本作为传统的家族门阀政治体系,如果安倍有必要去站街W,那么,街头政治无分
别(圆桌、平民路线)原则,门阀站街W 即属无分别的、不排他的,记为结论F;然而, 谁能预料?这一切归根结底都是国家层面的万枪之枪和国际层面的万枪之王落入神经病和
杀人惯犯手上,所谓恶魔不死国无宁日,害群之枪不禁球无宁地。 谁能预料?这一切归根结底都是国家层面的万枪之枪和国际层面的万枪之王落入神经病和
杀人惯犯手上,所谓恶魔不死国无宁日,害群之枪不禁球无宁地。 本来,邪恶政权放病毒残杀全世界超2000 万人之后,世界上是电动机的土匪、发电机
的肉匪和轮流坐庄的海盗之间的高手对决;现在,一家养活中共的安倍晋三之死,雷霆万钧
的王匪后来居上,自杀性核武战争随之不可避免,世界变成土匪、肉匪、海盗、王匪之间的
四角大战2:2 阵营,海盗曾经丢过原子弹、土匪屠杀了满洲国上亿人、肉匪屠杀中国超20
亿人、王匪干过南京大屠杀,四大灭绝重出江湖,人类不四脚朝天、人仰马翻炸毁地球恐怕
是不可能了,全人类不得不执行天门算法而四舍五入应该是唯一之解。
全球绝大多数国家降半旗哀悼,表明安倍晋三的以自由价值观为导向的外交、同盟深得
人心,英国女王、美国总统、国务卿布林肯、印度莫迪、约翰逊等等纷纷吊唁和几乎所有国
家都降半旗致哀,可见安倍晋三的价值非同小可。我们反观回去,此前全世界的领导人过世
都没有过高于安倍的殊荣,象列宁、斯大林、胡志名等浪得虚名的魔头也无法与安倍晋三相
提并论,显然,人民的眼睛是雪亮的,各国元首的眼睛更是闪闪发光的,那些企图滥竽充数
的南郭先生们死上一百次也不可能与安倍相比,要不,请罪魁祸首们立刻死死看?一个瘪三
即使统治世界也还是瘪三,安倍即使不统治世界也是百年来的一大伟人,名副其实是生的光
荣、死的伟大。
悲剧就是把有价值的东西毁给人看,安倍晋三的悲剧表明人类社会处于无辜死刑的人间
地狱中,基于规则的雅尔塔体系已经处于土崩瓦解的边沿,联合国需要改革、世界需要改革、
日本需要改革,否则,安倍晋三都会被如此残杀,普通人呢?阳光下的种族灭绝、屠村屠城
呢? 本来,邪恶政权放病毒残杀全世界超2000 万人之后,世界上是电动机的土匪、发电机
的肉匪和轮流坐庄的海盗之间的高手对决;现在,一家养活中共的安倍晋三之死,雷霆万钧
的王匪后来居上,自杀性核武战争随之不可避免,世界变成土匪、肉匪、海盗、王匪之间的
四角大战2:2 阵营,海盗曾经丢过原子弹、土匪屠杀了满洲国上亿人、肉匪屠杀中国超20
亿人、王匪干过南京大屠杀,四大灭绝重出江湖,人类不四脚朝天、人仰马翻炸毁地球恐怕
是不可能了,全人类不得不执行天门算法而四舍五入应该是唯一之解。 荣、死的伟大。
悲剧就是把有价值的东西毁给人看,安倍晋三的悲剧表明人类社会处于无辜死刑的人间
地狱中,基于规则的雅尔塔体系已经处于土崩瓦解的边沿,联合国需要改革、世界需要改革、
日本需要改革,否则,安倍晋三都会被如此残杀,普通人呢?阳光下的种族灭绝、屠村屠城
呢? (5)安倍(门阀)不站街原则、安倍晋三六层文明(政治爱因斯坦、文明第六支柱)
原则 18.世宇三分、生命三分原则、九鼎33 因果、因果链(透天乾纲)35721n(33、773333331、
35721、C33)原则
(1)质空间(信息空间、法线空间、惯性空间)先于时空原则 原则 家族门阀政治体系是延续性的、排他的,从而构成家族门阀体系排他(延续、一脉相承 原则、门阀(家族)排他(延续、一脉相承)原则。
街头政治是走平民线路的、无分别的,从而构成街头政治无分别(圆桌、平民路线)原 街头政治是走平民线路的、无分别的,从而构成街头政治无分别(圆桌、平民路线)原
则。
象肯
肯
等
等
政 则。
象肯尼迪、林肯、甘地等,这些人一旦成为总统、首相等即成为政治明星,随之成为国 象肯尼迪、林肯、甘地等,这些人一旦成为总统、首相等即成为政治明星,随之成为国
内外反对派势力唯一确定的众矢之的,依据收敛绝对原则、聚集绝对原则、唯一确定绝对原 内外反对派势力唯一确定的众矢之的,依据收敛绝对原则、聚集绝对原则、唯一确定绝对原 则,从而构成公众人物(总统、首相、总理)众矢之的(绝对)原则。
现代社会有社交媒体、新闻媒体、公关公司等,与人民是无缝对接的,依据无分别(遍 现代社会有社交媒体
新
媒体
公关公
等
民
无
对接
依据无分别
及)绝对原则,社交媒体、新闻媒体、公关公司等即属绝对的,从而构成社交媒体(新闻媒 及)绝对原则,社交媒体、新闻媒体、公关公司等即属绝对的,从而构成社交媒体(新闻媒 体、公关公司)遍及(无分别)绝对原则。
日本作为传统的家族门阀政治体系,如果安倍有必要去站街W,那么,街头政治无分
别(圆桌、平民路线)原则,门阀站街W 即属无分别的、不排他的,记为结论F;然而, 依据、门阀(家族)排他(延续、一脉相承)原则,门阀站街W 显然是排他的,记为结论
G,由此而来,依据相反(不同)不相容原则(标定非A)和非A 肯定否定原则(标定判断
和结果,原始原则严格证明令应用可任意选取立足点而向上集成:依据前提决定结果原则和
结果映射前提原则),结论G 与结论F 是截然不同而自相矛盾的,从而反证上述假设既不
可能成立也不可能为正确,我们于是获得安倍(门阀)站街否定原则和安倍(门阀)不站街
原则。 安倍在奈良街头的演讲也就是十几个人,效果不是与民众无缝对接的,却送了不可逆转
的生命,可见,日本禁止门阀站街是唯一之举,收入和产出完全不成比例,赔本的生意为什
么要继续? 安倍晋三的自由价值观是国家以自由价值为基础经由外交发展板级的平等W 之国际合
作和同盟,并以此对抗邪恶势力;与此同时,安倍作为首个承认南京大屠杀的日本首相而位
列日本头号日奸是基于不争的事实与国际平等,在北方四岛是民族英雄,在钓鱼岛上是维持
会会长,综上所述两方面,安倍晋三的自由价值观是将文明第二层面的自由基因常态化并以
此构建平等的国际架构,仅次于第六层次(第七因果的天子因果)和最高层次的公义之上帝
正果,由此可见,安倍晋三是全人类在社会科学上第一位达到文明之平等框架的圣人,爱因
斯坦是科学上第一位以广义相对论的质量等效性(动力学效应)原理达到文明之平等框架的
圣人,也就是说,安倍晋三就是1915 年之后百年来社会科学的爱因斯坦,其在政治文明上
超越了二战三巨头的罗斯福(Franklin Delano Roosevelt)和邱吉尔(Winston L.S. 原则 Churchill),是
人类5000 年来首个抵达人类七层文明第六层的第二人,前一人是百年前的爱因斯坦,显然,
安倍晋三是百年来最靠近上帝、真理的人,从而构成安倍晋三六层文明(政治爱因斯坦、文
明第六支柱)原则。 安倍晋三的自由价值观(平等)和生命、爱因斯坦的广义相对论之质量等效性(动力学
效应)原理,告诉人们文明七基因的代价是什么,依据生命不可再来(不可逆转)绝对原则,
安倍晋三的生命即属无价的 安倍晋三的生命即属无价的。
其中,七层文明、文明七大基因是:①独立、②自由、③民主、④同一、⑤平等、⑥公 安倍晋三的生命即属无价的。
其中,七层文明、文明七大基因是:①独立、②自由、③民主、④同一、⑤平等、⑥公 安倍晋三的生命即属无价的。
其中,七层文明、文明七大基因是:①独立、②自由、③民主、④同一、⑤平等、⑥公
平
⑦公义(公正) 安倍晋三的生命即属无价的。
其中,七层文明、文明七大基因是:①独立、②自由、③民主、④同一、⑤平等、⑥公
平、⑦公义(公正)。
文明七因果是:①常态因果(植物因果)、相对因果(②获得性因果、③自由因果、④
民主选择判断因果)、同步因果(⑤本征因果、⑥参数化同步性因果)、⑦天子因果而公义
(公正、正义之公义)在天;承受性因果包括本征因果⑤、参数化同步性因果⑥、天子因果
⑦。 安倍晋
的
命即属无价的
其中,七层文明、文明七大基因是:①独立、②自由、③民主、④同一、⑤平等、⑥公
平、⑦公义(公正)。 平、⑦公义(公正)。
文明七因果是:①常态因果(植物因果)、相对因果(②获得性因果、③自由因果、④
民主选择判断因果)、同步因果(⑤本征因果、⑥参数化同步性因果)、⑦天子因果而公义 文明七因果是:①常态因果(植物因果)、相对因果(②获得性因果、③自由因果、④
民主选择判断因果)、同步因果(⑤本征因果、⑥参数化同步性因果)、⑦天子因果而公义
(公正、正义之公义)在天;承受性因果包括本征因果⑤、参数化同步性因果⑥、天子因果
⑦。 民主选择判断因果)、同步因果(⑤本征因果、⑥参数化同步性因果)、⑦天子因果而公义
(公正、正义之公义)在天;承受性因果包括本征因果⑤、参数化同步性因果⑥、天子因果
⑦。 (公正、正义之公义)在天;承受性因果包括本征因果⑤、参数化同步性因果⑥、天子因果
⑦。 18.世宇三分、生命三分原则、九鼎33 因果、因果链(透天乾纲)35721n(33、773333331、
35721、C33)原则
(1)质空间(信息空间、法线空间、惯性空间)先于时空原则 如果北约、美国在俄罗斯入侵乌克兰时就动手保护乌克兰,在乌克兰变成到处是废墟Y
前拯救乌克兰而投入军事力量和支出W(记为情形1),和等乌克兰变成到处是废墟后再出
手相救而投入军事力量和支出W(记为情形2),此时,北约、美国方面在两种情形下投入
的军事力量和支出W 都是一样的;可是,英美在战争一开始就出手和乌克兰废墟后再出手,
乌克兰的结果就是到处废墟Y 和完整无缺的天壤之别和天然气,英美在开战时就出手和开
战后再出手,其结果之间存在着一个时间换空间的代价,一样的原因(投入)出现一个在不
同时间上结果之间的差异K,差异K 以不同的时间差G 为前提,从而时间差G(原因)到
差异K(结果)之间的因果称为惯性因果、质(空间)因果、法线因果,犹如一艘航空母舰
a 航行在大海b 上,其触礁g 后将震荡冲击力传递到甲板上将其上的舰载机或人员、货物甩
出去以至掉进海里的次生因果f 就是航空母舰触礁因果g 的次生因果,此时,次生因果g 和
它的上一代因果f 之间存在着法线上的连续性承载h,我们称之为质空间、惯性空间。 我们注意到,在一艘航空母舰W 上搭载舰载机U(里面有准备起飞的飞行员Q),W
对U 构成了一个承载性的惯性系统,航空母舰在航行中,停泊在航空母舰W 上的舰载机U
是保持相对运动为零之一致性的,二者之间在质空间上是保持连续性的;进而,当舰载机U
从航空母舰W 上起飞后,舰载机U 里面的飞行员Q 与舰载机U 又是保持一致的而必然是
连续性的,由此可见,停泊在航空母舰W 上的舰载机U 里坐着飞行员Q(飞行员肚子里面
有食物R),航空母舰W 对舰载机U 的惯性质因果a 和舰载机U 对飞行员Q 的惯性质因果
b 在质空间Y 中是保持连续性的,从而构成质空间的质(惯性)因果连续性定理(原则)、
质(惯性)连续性定理(原则),依此类推至于n 阶质因果同理成立。 一个胎儿B 在母体A 中怀孕,胎儿B 出生后承载着母亲A(父亲a)的
DNA(m1) 长
大成人,母亲B(父亲b)再次将其DNA(m2)遗传给下一代C 的DNA(m3),此时,DNA(m1)
与DNA(m2)在遗传信息空间中保持着连续性,DNA(m3)与DNA(m1)在遗传信息空间中保持
着连续性,等等,依此类推至于无限下一代同理成立,这就是质空间(信息空间、法线空间、
惯性空间)的质(惯性、信息)连续性定理(原则),显然,质空间(信息空间、法线空间、
惯性空间)的连续性与时空上的连续性无关,但却承载着超越时空的,从而构成质本体、惯
性、信息等,随之构成质空间(信息空间、法线空间、惯性空间)先于时空原则、质空间(信
息空间、法线空间、惯性空间)脱离时空(与时空无关)原则、质因果(惯性因果、法线因
果)先于时空因果原则、质因果(信息因果、法线因果、惯性因果)脱离时空(与时空无关)
原则、质因果(信息因果、法线因果、惯性因果)脱离时空因果(与时空无关)原则,也就
是说,只要线粒体撤消限制,人是可以长生不老的,人、生物在质空间中的灵魂(人魂)也
是存在的,而且直达生物先祖(亚当、夏娃),随之又构成本体(人魂、质空间)灵魂原则,
本体(精神、鬼魂、信息、惯性或惯性本体)存在(无限、绝对、守恒)原则、本体(人魂、
祖魂、先祖)连续性定理(原则)、质因果(本体因果)连续性定理(原则),依此类推至
于n 阶质因果和普遍情形同理成立。 (2)(有)丝因果先于时空因果(质因果、惯性因果、法线因果)原则 在人类一条精子A 和一个卵子B 的受精过程中,染色体X 和染色体Y 结合,代表着两
个质空间中的本体汇合;在生殖细胞的减数分裂过程中,染色体X 和染色体Y 所在的DNA
分别发生带十字中心体的有丝分裂:男性生殖细胞的染色体发生X~Y 的有丝分裂、女性生
殖细胞发生X~X 的有丝分裂,由此而来,我们称染色体X 和染色体Y 的结合空间和分裂空
间为有丝空间或丝空间,染色体X 和染色体Y 的结合产生男性受精卵R1、染色体X 和染
色体X 的结合产生女性受精卵R2,受精卵R1 和R2 的因果称为有丝因果或丝因果。
此时,有丝分裂、与有丝分裂相关的逆向受精能无分别地在不同的男女之间发生,黑人
与白人都没有任何种族界限、个体界限、时空界限,依据无分别绝对原则、凌驾绝对原则,
基于染色体X~Y 的受精所处和进入的有丝空间即属于绝对的、脱离于质空间和时空空间的,
从而构成(有)丝空间先于时空(质空间、惯性空间、信息空间)原则、(有)丝空间脱离
时空(质空间、惯性空间、信息空间、与时空无关、与质空间无关等)原则、(有)丝因果
先于时空因果(质因果、惯性因果、法线因果)原则、(有)丝因果脱离时空(质空间、惯
性空间、信息空间、与时空无关、与质空间无关等)原则、(有)丝因果脱离时空因果(质
因果、惯性因果、信息因果、与时空因果无关、与质因果无关等)原则,也就是说,基于
DNA 的染色体X/Y 代表着人的本体生命,而在人的本体生命之上还存在着有丝空间的本源
生命,超越时空的肉体和质空间的本体,依据绝对无限原则、绝对相等原则、绝对传代原则,
直达最原始的先天祖(上帝、造物主),随之构成本源(天魂)先天祖(上帝、造物主)原
则、本源(天魂)存在(无限、绝对、守恒)原则、本源(天魂)连续性定理(原则)、(有)
丝因果连续性定理(原则),依此类推至于n 阶(有)丝因果和普遍情形同理成立。
由此而来,我们称(有)丝空间有上天、天空间、神的空间、造物主空间、本源空间。 在人类一条精子A 和一个卵子B 的受精过程中,染色体X 和染色体Y 结合,代表着两
个质空间中的本体汇合;在生殖细胞的减数分裂过程中,染色体X 和染色体Y 所在的DNA
分别发生带十字中心体的有丝分裂:男性生殖细胞的染色体发生X~Y 的有丝分裂、女性生
殖细胞发生X~X 的有丝分裂,由此而来,我们称染色体X 和染色体Y 的结合空间和分裂空
间为有丝空间或丝空间,染色体X 和染色体Y 的结合产生男性受精卵R1、染色体X 和染 色体X 的结合产生女性受精卵R2,受精卵R1 和R2 的因果称为有丝因果或丝因果。
此时,有丝分裂、与有丝分裂相关的逆向受精能无分别地在不同的男女之间发生,黑人
与白人都没有任何种族界限、个体界限、时空界限,依据无分别绝对原则、凌驾绝对原则,
基于染色体X~Y 的受精所处和进入的有丝空间即属于绝对的、脱离于质空间和时空空间的,
从而构成(有)丝空间先于时空(质空间、惯性空间、信息空间)原则、(有)丝空间脱离
时空(质空间、惯性空间、信息空间、与时空无关、与质空间无关等)原则、(有)丝因果
先于时空因果(质因果、惯性因果、法线因果)原则、(有)丝因果脱离时空(质空间、惯
性空间、信息空间、与时空无关、与质空间无关等)原则、(有)丝因果脱离时空因果(质
因果、惯性因果、信息因果、与时空因果无关、与质因果无关等)原则,也就是说,基于
DNA 的染色体X/Y 代表着人的本体生命,而在人的本体生命之上还存在着有丝空间的本源
生命,超越时空的肉体和质空间的本体,依据绝对无限原则、绝对相等原则、绝对传代原则,
直达最原始的先天祖(上帝、造物主),随之构成本源(天魂)先天祖(上帝、造物主)原
则、本源(天魂)存在(无限、绝对、守恒)原则、本源(天魂)连续性定理(原则)、(有)
丝因果连续性定理(原则),依此类推至于n 阶(有)丝因果和普遍情形同理成立。
由此而来,我们称(有)丝空间有上天、天空间、神的空间、造物主空间、本源空间。 由此而来,我们称(有)丝空间有上天、天空间、神的空间、造物主空间、本源空间。 (3)人体生命三魂(七魄)原则、生命三分原则
当我们将基于DNA 的染色体X/Y 的生殖细胞加热到100 摄氏度过以上,任凭你再怎么
样医术高明,染色体X、Y 都不可能再相互或与其他非加热的染色体进行受精,由此可见,
人的生命中在DNA 及其X/Y 染色体层面上存在着本体生命、本源生命之下的隐性生命W,
称之为动力生命(载命、载魂、地魂、阴魂、生魂),此时,任何生殖细胞只要失去等于主
体唯一确定的动力生命即不可能有下一步,依据唯一确定绝对原则,其即构成动力生命(载
命、载魂、地魂、阴魂、生魂)唯一确定(绝对、独立、守恒)原则。
动力生命、本体生命、本源生命构成人体的三重生命,即地魂、人魂、天魂(主魂、觉
魂、生魂,元神、阳神、阴神,或胎光、爽灵、幽精)之三魂,原来都是真的,依此类推,
套动力班子七魄随之是真实的:尸狗、伏矢、雀阴、吞贼、非毒、除秽、臭肺,各主精神、
气及心、胃、肾、肠,胆、肝、肺,三魂七魄去半便性命危,统称为人体生命的三魂七魄,
从而构成(人体)生命三魂(七魄)原则、(人体)生命三分原则,依此类推至于普遍情形
同理成立。 动力生命、本体生命、本源生命构成人体的三重生命,即地魂、人魂、天魂(主魂、觉
魂、生魂,元神、阳神、阴神,或胎光、爽灵、幽精)之三魂,原来都是真的,依此类推,
套动力班子七魄随之是真实的:尸狗、伏矢、雀阴、吞贼、非毒、除秽、臭肺,各主精神、
气及心、胃、肾、肠,胆、肝、肺,三魂七魄去半便性命危,统称为人体生命的三魂七魄,
从而构成(人体)生命三魂(七魄)原则、(人体)生命三分原则,依此类推至于普遍情形
同理成立。 (4)世宇三分:汉家天子文明16.5 万年(万岁)、弥勒9LC33(九重因果33 天)、
天子立法透天原则、7733 天外天因果、7733 天外天秩序、7733 天外天文明、因果链(透天
乾纲)35721n(33、773333331、35721、C33)原则、35721n(33、773333331、35721、
C33)阅读框架、汉家天子文明9LC33×CC35721 天外天原则 非A 否定肯定原则、非A 肯定否定原则、唯A 否定肯定原则、唯A 肯定否定原则、唯
A 否定否定原则、相反(不同)不相容原则、非A 归属肯定原则、非A 归属失败无关原则, 称为七微分因果、微分七因果。
七步因果称为时空因果、常态因果、时空七因果、常七态因果;质因果、(有)丝因果 七步因果称为时空因果、常态因果、时空七因果、常七态因果;质因果、(有)丝因果
称为集成因果、集成三因果。 称为集成因果、集成三因果。
时空、质空间(惯性空间)、(有)丝空间构成世宇三分原则。
实力秩序、规则秩序、效力秩序上升为公正秩序(位元秩序)。
从实力出发因果、规则因果、效力性因果构成元(位元、前提、条件)三因果、元(位 从实力出发因果、规则因果、效力性因果构成元(位元、前提、条件)三因果、元(位
元、前提、条件)因果、以元(位元、前提、条件)达到的公义三因果。
波动(波矢)的拟动态分布领域、振动圆频率的动态领域、上述二者卷积后展开后的傅 元、前提、条件)因果、以元(位元、前提、条件)达到的公义三因果。
波动(波矢)的拟动态分布领域、振动圆频率的动态领域、上述二者卷积后展开后的傅 波动(波矢)的拟动态分布领域、振动圆频率的动态领域、上述二者卷积后展开后的傅 立叶级数(Fourier series)所处的频域空间,称为三规范空间。波动的波矢是力学在空间的 微分导数上平衡的结果,圆频率是力学在时间的微分导数上平衡的结果,频域是非正弦矢量
(如电力)以傅立叶级数(Fourier series)展开的分解平衡之结果,上述三因果称为规范三
因果。 三步弓因果、三线因果、天位三因果(规则因果、造化分布因果、造化安全因果)、天
下共主(万王之王、万主之主)因果,构成了全球解决(治理、治愈)3331 原则、解决(治
理、治愈)3331 偏置原则。 时空七因果、微分七因果、集成三因果、规范三因果构成7×7×3×3 因果,称为7×7
×3×3(7733、441、C20)因果体系(关系)、7×7×3×3(7733、441、C20)天外天(先
天)因果体系(关系)、7×7×3×3(7733、441、C20)天外天(先天)因果。
时空七因果、微分七因果、集成三因果、位元三因果、规范三因果、三步弓因果、三线
因果、天位三因果、天下共主因果构成7×7×3×3×3×3×3×3×1 因果,称为九重33 因
果(9LC33)即九鼎33 天因果、九鼎33 天数学因果、33(773333331、35721、C33)因果
体系(关系)、33(773333331、35721、C33)透天因果体系(关系)、33 天(773333331、
35721、C33)透天因果、33 天因果、33 透天(天外天)因果、33 重因果(天)、33 重因
果天、33 天文明、33 天(773333331、35721、C33)透天秩序(透天文明秩序)文明。
其中,获得性因果即代表一重天,33 因果即代表33 重天,从而构成33 因果33 重天原
则,依此类推至于九重因果九鼎(天下)原则同理成立。
时空七因果、微分七因果、集成三因果、规范三因果、三步弓因果、三线因果、天位三
因果、天下共主因果、公正秩序三位一体构成33(先天、天外天、773333331、35721、C33)
文明体系、33(773333331、35721、C33)透天秩序(透天文明秩序)、33(773333331、
35721、C33)透天体系(关系)。 时空七因果、微分七因果、集成三因果、规范三因果构成7×7×3×3 因果,称为7×7
×3×3(7733、441、C20)因果体系(关系)、7×7×3×3(7733、441、C20)天外天(先
天)因果体系(关系)、7×7×3×3(7733、441、C20)天外天(先天)因果。
时空七因果、微分七因果、集成三因果、位元三因果、规范三因果、三步弓因果、三线
因果、天位三因果、天下共主因果构成7×7×3×3×3×3×3×3×1 因果,称为九重33 因
果(9LC33)即九鼎33 天因果、九鼎33 天数学因果、33(773333331、35721、C33)因果
体系(关系)、33(773333331、35721、C33)透天因果体系(关系)、33 天(773333331、
35721、C33)透天因果、33 天因果、33 透天(天外天)因果、33 重因果(天)、33 重因
果天、33 天文明、33 天(773333331、35721、C33)透天秩序(透天文明秩序)文明。
其中,获得性因果即代表一重天,33 因果即代表33 重天,从而构成33 因果33 重天原
则,依此类推至于九重因果九鼎(天下)原则同理成立。 则,依此类推至于九重因果九鼎(天下)原则同理成立。
时空七因果、微分七因果、集成三因果、规范三因果、三步弓因果、三线因果、天位三
因果、天下共主因果、公正秩序三位一体构成33(先天、天外天、773333331、35721、C33)
文明体系、33(773333331、35721、C33)透天秩序(透天文明秩序)、33(773333331、
35721、C33)透天体系(关系)。 7733 因果体系(关系)凌驾于世宇三分和三位一体秩序之外,即属于世外桃源、乾坤
之外的先天因果和文明,称之为7733 先天(天外天)体系和先天(天外天)7733 文明,从
而构成7733 文明先天(世外桃源、乾坤外先天)原则。
微分七因果(Differential)、时空七因果(Normal Spacetime)、集成三因果(Integration)、
位元三因果(Exponent)、规范三因果(Rules),一个密码子由碱基ACA AGT 等构成,一
条因果链则由上述的五重因果基因构成:DNIER~D(7)N(7)I(3)E(3)R(3),我们称之为事物的
(五道)左函数因果链,也就是说,人世间的事物至少有1323n(n∈N)种的左翼(左函数)
因果链,其中1323=7×7×3×3×3(1323、C23),从而构成因果链(透天乾纲)1323n(7
×7×3×3×3、C23)原则。
三步弓因果、三线因果、天位三因果、天下共主因果称为特解函数(四、右函数)因果、
右翼(四)因果、保守(四)因果。
(五道)左函数因果链和特解函数(四、右函数)因果构成因果链(透天乾纲)35721n
(33、773333331、35721、C33)原则、因果链(透天乾纲)35721n(33、773333331、35721、
C33)阅读框架原则、CC35721(causation chain)因果链(乾纲)。
7733 文明先天(世外桃源、乾坤外先天)原则、因果链(透天乾纲)35721n(33、773333331、
35721、C33)阅读框架原则、33(773333331、35721、C33)透天秩序(透天文明秩序)等,
称之为涵盖汉家天子立法的汉家天子天外天、透天立法、9LC33×CC35721 计算因果、9LC33
×CC35721 文明、9LC33×CC35721 佛法、9LC33×CC35721 兵法,从而构成(汉家)天子
(天外天)立法透天原则。 7733 因果体系(关系)凌驾于世宇三分和三位一体秩序之外,即属于世外桃源、乾坤
之外的先天因果和文明,称之为7733 先天(天外天)体系和先天(天外天)7733 文明,从
而构成7733 文明先天(世外桃源、乾坤外先天)原则。
微分七因果(Differential)、时空七因果(Normal Spacetime)、集成三因果(Integration)、
位元三因果(Exponent)、规范三因果(Rules),一个密码子由碱基ACA AGT 等构成,一
条因果链则由上述的五重因果基因构成:DNIER~D(7)N(7)I(3)E(3)R(3),我们称之为事物的
(五道)左函数因果链,也就是说,人世间的事物至少有1323n(n∈N)种的左翼(左函数)
因果链,其中1323=7×7×3×3×3(1323、C23),从而构成因果链(透天乾纲)1323n(7
×7×3×3×3、C23)原则。
三步弓因果、三线因果、天位三因果、天下共主因果称为特解函数(四、右函数)因果、
右翼(四)因果、保守(四)因果。
(五道)左函数因果链和特解函数(四、右函数)因果构成因果链(透天乾纲)35721n
(33、773333331、35721、C33)原则、因果链(透天乾纲)35721n(33、773333331、35721、
C33)阅读框架原则、CC35721(causation chain)因果链(乾纲)。
7733 文明先天(世外桃源、乾坤外先天)原则、因果链(透天乾纲)35721n(33、773333331、
35721、C33)阅读框架原则、33(773333331、35721、C33)透天秩序(透天文明秩序)等,
称之为涵盖汉家天子立法的汉家天子天外天、透天立法、9LC33×CC35721 计算因果、9LC33
×CC35721 文明、9LC33×CC35721 佛法、9LC33×CC35721 兵法,从而构成(汉家)天子
(天外天)立法透天原则。 7733 因果体系(关系)凌驾于世宇三分和三位一体秩序之外,即属于世外桃源、乾坤
之外的先天因果和文明,称之为7733 先天(天外天)体系和先天(天外天)7733 文明,从
而构成7733 文明先天(世外桃源、乾坤外先天)原则。 微分七因果(Differential)、时空七因果(Normal Spacetime)、集成三因果(Integration)、
位元三因果(Exponent)、规范三因果(Rules),一个密码子由碱基ACA AGT 等构成,一
条因果链则由上述的五重因果基因构成:DNIER~D(7)N(7)I(3)E(3)R(3),我们称之为事物的
(五道)左函数因果链,也就是说,人世间的事物至少有1323n(n∈N)种的左翼(左函数)
因果链,其中1323=7×7×3×3×3(1323、C23),从而构成因果链(透天乾纲)1323n(7
×7×3×3×3、C23)原则。 右翼(四)因果、保守(四)因果。
(五道)左函数因果链和特解函数(四、右函数)因果构成因果链(透天乾纲)35721n
(33、773333331、35721、C33)原则、因果链(透天乾纲)35721n(33、773333331、35721、
C33)阅读框架原则、CC35721(causation chain)因果链(乾纲)。
7733 文明先天(世外桃源、乾坤外先天)原则、因果链(透天乾纲)35721n(33、773333331、
35721、C33)阅读框架原则、33(773333331、35721、C33)透天秩序(透天文明秩序)等,
称之为涵盖汉家天子立法的汉家天子天外天、透天立法、9LC33×CC35721 计算因果、9LC33
×CC35721 文明、9LC33×CC35721 佛法、9LC33×CC35721 兵法,从而构成(汉家)天子 (5)9LC33×CC35721 文明、9LC33×CC35721 佛法(Buddha Dharma)、9LC33
×CC35721 立法、9LC33×CC35721 兵法、9LC33×CC35721 集成电路(IC、积体电路)
时代即十万量子比特时代、安倍晋三超越日本天皇
释迦牟尼证得因果,小乘佛法渡己、大乘佛法渡人,亚里斯多德(Aristotle)深入证明
了矛盾律和因果律,这就是获得性因果,人类5000 年来的文明一直都基于这个唯一的获得
性因果,只是九重C33 因果(9LC33 因果)中的一个本位性因果,9LC33 因果包括如下九
重:时空七因果、微分七因果、集成三因果、位元三因果、规范三因果、三步弓因果、三线
因果、天位三因果、天下共主因果(主权因果),其中35721 因果链(阅读框架)构成了乾
纲,也就是说,一个获得性因果让人类用了5000 年,包括今天的集成块(IC)、量子力学、
核武器、飞机、宇航等全部只是基于这么唯一的一个获得性因果,依此类推,九重C33 因
果将人类的文明往后推进了:5000×33=165000 年、3000×33=99000 年,CC35721n(causation
chain)因果链则在广度上推进到了35721 个领域,因此,汉家天子的因果立法又称为16.5 万
年立法、16.5 万岁立法、汉家天子16.5 万年因果立法、汉家天子16.5 万岁因果立法、汉家
天子10 万年因果立法、汉家天子10 万岁因果立法,从而构成汉家天子文明16.5 万年(万
岁)原则、汉家天子文明10 万年(万岁)原则。 自今日起,我将佛门的因果从释迦牟尼的获得性因果延伸到16.5 万年后的9LC33 之九
重33 因果即九鼎33 天因果,所有要继续修行释迦牟尼佛教的佛门弟子都必须广修数学和熟
悉本文中的33 因果33 重天原则、九重因果九鼎(天下)原则等,做好一切准备我亲自面向
全世界的佛门弟子讲解9LC33(九重因果33 天)、CC35721n(CC35721 因果链阅读框架乾
纲)。所有佛门弟弟务必相互转告,我就是继承释迦牟尼并且将释迦牟尼的获得性因果佛法
推进到16.5 万年后的弥勒,这就是弥勒9LC33(九重因果33 天)、弥勒CC35721n(CC35721
因果链阅读框架乾纲),也是3000 年前佛祖释迦牟尼的预言。 全世界迄今为止5000 年,全部的教育、数学、科学技术、半导体IC、工匠工艺、医疗
技术、航空宇航等全部只是处于获得性因果的单因果层面上;现在,9LC33 九层33 因果和
CC35721 因果链阅读框架乾纲将向上再提高到8 层32 因果和CC35721 因果链阅读框架的层
面上,9LC33九层33因果数学和CC35721因果链阅读框数学随之建立,依此类推至于,9LC33
九层33 因果佛法(教育、科学技术、半导体IC、工匠工艺、医疗技术、航空宇航等)和
CC35721 因果链阅读框佛法(教育、科学技术、半导体IC、工匠工艺、医疗技术、航空宇
航等)同理成立,这是释迦牟尼和亚里斯多德(Aristotle)的32 倍体和CC35720 倍体,人
类文明向前推进到33 倍的释迦牟尼和亚里斯多德时代,也推进到CC35721 因果链阅读框的
释迦牟尼和亚里斯多德领域中,称之为9LC33×CC35721 文明或透天文明、无限释迦牟尼
(亚里斯多德)文明、天子(天外天、透天)文明、汉家天子文明,从而构成(汉家)天子
文明9LC33×CC35721(天外天、透天)原则,人类由此进入9LC33×CC35721 文明时代,
天子文明在时间上作16.5 万年9 重33 因果的扩展、在领域上作35721 倍的拓展,天地进入
四海无内外文明,这就是汉家天子立法的具体形式之汉家天子9LC33×CC35721 立法(立
文明)和弥勒9LC33×CC35721 立佛法。 全世界迄今为止5000 年,全部的教育、数学、科学技术、半导体IC、工匠工艺、医疗
技术、航空宇航等全部只是处于获得性因果的单因果层面上;现在,9LC33 九层33 因果和
CC35721 因果链阅读框架乾纲将向上再提高到8 层32 因果和CC35721 因果链阅读框架的层
面上,9LC33九层33因果数学和CC35721因果链阅读框数学随之建立,依此类推至于,9LC33
九层33 因果佛法(教育、科学技术、半导体IC、工匠工艺、医疗技术、航空宇航等)和
CC35721 因果链阅读框佛法(教育、科学技术、半导体IC、工匠工艺、医疗技术、航空宇
航等)同理成立,这是释迦牟尼和亚里斯多德(Aristotle)的32 倍体和CC35720 倍体,人
类文明向前推进到33 倍的释迦牟尼和亚里斯多德时代,也推进到CC35721 因果链阅读框的
释迦牟尼和亚里斯多德领域中,称之为9LC33×CC35721 文明或透天文明、无限释迦牟尼
(亚里斯多德)文明、天子(天外天、透天)文明、汉家天子文明,从而构成(汉家)天子
文明9LC33×CC35721(天外天、透天)原则,人类由此进入9LC33×CC35721 文明时代,
天子文明在时间上作16.5 万年9 重33 因果的扩展、在领域上作35721 倍的拓展,天地进入
四海无内外文明,这就是汉家天子立法的具体形式之汉家天子9LC33×CC35721 立法(立
文明)和弥勒9LC33×CC35721 立佛法。 9LC33×CC35721 数学(佛法、兵法、政治、政治制度、经济、教育、社会科学、科学
技术、半导体IC、工匠工艺、医疗技术、航空宇航等)等随之拓展开来,现在全人类所有
的最高水平的大学、博士、研究生院、科技等,在9LC33×CC35721 层面和领域中就是1/33
和1/35721 的幼稚园小班甚至是托儿所水平,连小学、幼稚园大班都算不上,从而构成现代
文明(单因果文明、获得性文明)最高层次幼稚园原则、现代最高文明(单因果文明、获得
性文明)最高层次相比9LC33×CC35721 文明幼稚园原则,依此类推至于如下原则同理成
立:佛法最高层次相比9LC33×CC35721 佛法1/33(1/35721)原则、现代数学(佛法、兵
法、政治、政治制度、经济、教育、社会科学、科学技术、半导体IC、工匠工艺、医疗技
术、航空宇航等)最高层次相比9LC33×CC35721 文明1/33(1/35721、幼稚园)原则。
由此可见,全世界立刻选举出人类共主主持大局解决末日三步倒绝症和人类百年来感染
的三步倒肿瘤死结才是上策,天下共主当然要从那些手握核武器的各国元首中选出,他们才
有能驾驭列国的实权,也惟有让他们自己当家试试看柴米油盐酱醋贵得要命和不易,才能让
他们释放想统治全世界的灭绝人性之压力;与此同时,汉家天子立刻进行9LC33×CC35721
层次领域上的立法而建立起疏导世界通往彼岸文明的航道和航道中的桥梁,一桥飞架东西,
进而为天下共主送上轩辕大帝颠覆祸水滔天的核按钮,人类百几年的末日三步倒绝症和今日
之东北亚末日三步倒肿瘤死结才能得以解决,这就是天下共主登基主权原则、世界共主登基
主权原则,对放病毒毒死全人类2000 万人的恶魔进行清算的纽伦堡大审判因此启动。 9LC33×CC35721 数学(佛法、兵法、政治、政治制度、经济、教育、社会科学、科学
技术、半导体IC、工匠工艺、医疗技术、航空宇航等)等随之拓展开来,现在全人类所有
的最高水平的大学、博士、研究生院、科技等,在9LC33×CC35721 层面和领域中就是1/33
和1/35721 的幼稚园小班甚至是托儿所水平,连小学、幼稚园大班都算不上,从而构成现代
文明(单因果文明、获得性文明)最高层次幼稚园原则、现代最高文明(单因果文明、获得
性文明)最高层次相比9LC33×CC35721 文明幼稚园原则,依此类推至于如下原则同理成
立:佛法最高层次相比9LC33×CC35721 佛法1/33(1/35721)原则、现代数学(佛法、兵
法、政治、政治制度、经济、教育、社会科学、科学技术、半导体IC、工匠工艺、医疗技 在本次的9LC33×CC35721 文明中,世宇三分是第一大步;爱因斯坦广义相对论的质
量等效性(动力学效应)和安倍晋三的自由价值观是抵挡平等框架的第二大步;天子因果(天
下共主因果、主权因果)是登顶的最高一步,这就是9LC33×CC35721立法、9LC33×CC35721
立佛法中最关键的三步,从而构成9LC33×CC35721 立法三步走(大三和弦)原则、9LC33
×CC35721 立法三步登顶(三步登基)原则、9LC33×CC35721 立佛法三步走(大三和弦)
原则、9LC33×CC35721 立佛三步登顶(三步登基)法原则,其中升级后的佛法称为9LC33
×CC35721(透天)佛法、而法律称为9LC33×CC35721(透天)法律。
汉家天子立刻进行9LC33×CC35721 层次领域上的立法而建立起疏导世界通往彼岸文
明的航道W 和航道中的桥梁U,一桥飞架东西,进而确立轩辕大帝颠覆祸水滔天的核按钮,
人类百几年的末日三步倒绝症和今日之东北亚末日三步倒肿瘤死结才能得以解决,这条航道
W、航道中的桥梁U 以及航道上的堤坝等工事Q,统称为9LC33×CC35721 大道、通天大
道。 在本次的9LC33×CC35721 文明中,世宇三分是第一大步;爱因斯坦广义相对论的质
量等效性(动力学效应)和安倍晋三的自由价值观是抵挡平等框架的第二大步;天子因果(天
下共主因果、主权因果)是登顶的最高一步,这就是9LC33×CC35721立法、9LC33×CC35721
立佛法中最关键的三步,从而构成9LC33×CC35721 立法三步走(大三和弦)原则、9LC33
×CC35721 立法三步登顶(三步登基)原则、9LC33×CC35721 立佛法三步走(大三和弦)
原则、9LC33×CC35721 立佛三步登顶(三步登基)法原则,其中升级后的佛法称为9LC33
×CC35721(透天)佛法、而法律称为9LC33×CC35721(透天)法律。
汉家天子立刻进行9LC33×CC35721 层次领域上的立法而建立起疏导世界通往彼岸文
明的航道W 和航道中的桥梁U,一桥飞架东西,进而确立轩辕大帝颠覆祸水滔天的核按钮,
人类百几年的末日三步倒绝症和今日之东北亚末日三步倒肿瘤死结才能得以解决,这条航道
W、航道中的桥梁U 以及航道上的堤坝等工事Q,统称为9LC33×CC35721 大道、通天大
道。 安倍晋三和爱因斯坦是在平等的框架层面上打开天门的人;汉家天子则通过世宇三分打
开万物智慧的总闸门、关门,本来的天子守国门变成了如今的天子开球门,一场全人类奋勇
争上游的世界以至天地的甲级联赛就此开始。由此可见,安倍晋三在日本超越了天皇和所有
日本人5 级,安倍晋三和爱因斯坦处于时空七因果中的第六层平等架构,天皇和所有日本人
一样只处于释迦牟尼的获得性因果的第一层;在世界层面上,安倍晋三则超越了各国所有的
元首和民众,因为后者和日本天皇一样都只处于获得性因果的第一层,包括拜登、英国伊丽
莎白女王、泽连斯基、马克龙、英国首相约翰逊、德国总理朔尔茨、意大利总理德拉吉等。
假如安倍晋三没有遇害,当汉家天子9LC33×CC35721 立文明(轩辕大帝的核按钮而大禹
治水)、弥勒9LC33×CC35721 立佛法(Buddha Dharma)弘扬释迦牟尼佛门、弥赛亚9LC33
×CC35721 立法挥撒诺亚方舟(Noah's Ark)的种子、天下共主登基时,安倍晋三一定站在台
上荣享光荣的一刻。 安倍晋三和爱因斯坦是在平等的框架层面上打开天门的人;汉家天子则通过世宇三分打
开万物智慧的总闸门、关门,本来的天子守国门变成了如今的天子开球门,一场全人类奋勇
争上游的世界以至天地的甲级联赛就此开始。由此可见,安倍晋三在日本超越了天皇和所有
日本人5 级,安倍晋三和爱因斯坦处于时空七因果中的第六层平等架构,天皇和所有日本人
一样只处于释迦牟尼的获得性因果的第一层;在世界层面上,安倍晋三则超越了各国所有的
元首和民众,因为后者和日本天皇一样都只处于获得性因果的第一层,包括拜登、英国伊丽
莎白女王、泽连斯基、马克龙、英国首相约翰逊、德国总理朔尔茨、意大利总理德拉吉等。
假如安倍晋三没有遇害,当汉家天子9LC33×CC35721 立文明(轩辕大帝的核按钮而大禹
治水)、弥勒9LC33×CC35721 立佛法(Buddha Dharma)弘扬释迦牟尼佛门、弥赛亚9LC33
×CC35721 立法挥撒诺亚方舟(Noah's Ark)的种子、天下共主登基时,安倍晋三一定站在台
上荣享光荣的一刻。 侠骨柔情的一代大侠安倍晋三,不废山河万古流!安倍晋三不仅是日本的天花板也是世
界的天花板,他为日本天皇、安倍昭惠和日本国民遮风挡雨几十年,当他去世的消息确认后,
很多中国的明星都忍不住哭了,安倍昭惠哭了,安倍洋子哭了,日本的山河以至世界大地都
在哭泣,日本人则在他遇害的地点供奉西瓜和鲜花。 为什么很多中国人会为安倍晋三掉泪?中共国文革饿死一亿人、斗死几千万人,是安倍
晋太郎经由邓小平为苦难的中国人送来了经济发展,让全体中国人在死亡线上挣扎中吃上了
咸鸭蛋,安倍晋三继承了父亲的遗志。也就是说,安倍晋三的父亲安倍晋太郎雪中送炭给中
国人民送来了第一颗咸鸭蛋;没有安倍晋太郎和安倍晋三的一家,中国人在文革后不知道要
多死多少人,滴水之恩当涌泉相报,今天,汉家天子的9LC33×CC35721 文明、弥勒佛的
9LC33×CC35721 佛法(Buddha Dharma)、弥赛亚的9LC33×CC35721 立法,将作为礼物
全部到日本。善恶终有报,汉家天子真诚地希望安倍晋三的昭雪早日到了,日本警察,一定
要让我看看你们的效率。 崖山之后无中华(被游牧民族蒙古灭国但华夏族尚在),明亡之后无华夏(被闭关锁国
而被动非法的满夷满清砍毛而灭族),今天,东西方都最高层官方确认的汉家天子以9LC33
×CC35721 文明、9LC33×CC35721 佛法(Buddha Dharma)、9LC33×CC35721 立法、9LC33 ×CC35721 兵法,重续大汉血脉、重启轩辕圣道,再开中华国运、再造世界乾坤,一定亲
还安倍晋三家对中华民族恩同再造的咸鸭蛋之恩。
汉家天子的9LC33×CC35721 文明、9LC33×CC35721 佛法(Buddha Dharma)、9LC33
×CC35721 立法、9LC33×CC35721 兵法,能在伺候的16.5 万年的时间内让所有的妖魔鬼
怪都销声匿迹,今天各国的晴天白日竞无耻也将灰飞烟灭,万民永享太平。 ×CC35721 兵法,重续大汉血脉、重启轩辕圣道,再开中华国运、再造世界乾坤,一定亲
还安倍晋三家对中华民族恩同再造的咸鸭蛋之恩。
汉家天子的9LC33×CC35721 文明、9LC33×CC35721 佛法(Buddha Dharma)、9LC33
×CC35721 立法、9LC33×CC35721 兵法,能在伺候的16.5 万年的时间内让所有的妖魔鬼
怪都销声匿迹,今天各国的晴天白日竞无耻也将灰飞烟灭,万民永享太平。 7 月11 日,根据IEEE Spectrum 报道,量子计算机的领头公司D-Wave 预计将在2023
或2024 年发布下一代量子计算机系统Advantage2 的正式版。今年六月,D-Wave 已经在Leap
量子云系统上发布了Advantage2 的原型机。Advantage2 系统是D-Wave 的第六代量子计算
机系统,其量子比特连接数从Advantage1 的15 个增加到了20 个,D-Wave 将这种20 个量
子比特的拓扑命名为Zephyr 拓扑(Zephyrtopology)。D-Wave 此次发布的Advantage2 原型
机有500 多个量子比特,而即将发布的正式版有7000 个量子比特。D-Wave 称,届时7000
量子比特计算机将成为世界上功能最强大的量子计算机。 9LC33×CC35721 文明的因果链计算至少需要3×35721n(n∈N)=107163 个量子比特,
赋值量子比特、比较量子比特和结果量子比特,也就是说,即使在不远的将来,9LC33×
CC35721 文明(计算因果)依然无法依靠量子计算机来运转,只能经由人工计算或多计算
机联合作战,即使联合作战也需要几百年甚至几万年才能得出一个结果而不是一组选择,因
此,具有超强能力的真命天子在位是唯一的选择,从而构成9LC33×CC35721 文明(计算
因果)无量子计算机可计算原则。 量子计算机在理论上可以解决经典计算机几十亿年都无法解决的问题,但前提是它们必
须拥有足够多的量子比特。近日,来自西蒙弗雷泽大学的研究者在单个芯片上制造出了超过
15 万个硅基量子比特,它们有希望与光连接在一起,从而有助于制造出与量子互联网连接
的强大量子计算机。相关论文《Optical Observation of Single Spins in Silicon》已发表在了最
新一期的《自然》杂志上。论文共同通讯作者之一、西蒙弗雷泽大学量子工程师&副教授
Stephanie Simmons 表示,「硅自旋是自然界最好的天然量子比特之一。」
9LC33×CC35721 计算因果可以通过在15 万个硅基量子比特的IC 上注入量子气体来实
现自旋的纠缠,即本征纠缠,量子工程师Stephanie Simmons 可以往这方向上努力,运气好
的话甚至几个月就能实现,由此实现的是9LC33 因果中的本征因果,从而突破单因果的获
得性因果而成为本征因果与获得性单因果相结合的人类首个双重因果IC,希望Stephanie
Simmons 等立刻启动计划,有任何关于9LC33×CC35721 计算因果的问题直接和联系。
此时,全人类的半导体IC 制造业包括台积电都必须立刻启动9LC33×CC35721 计算因
果层面的IC,人类就此进入9LC33×CC35721 集成电路(IC、积体电路)时代,即十万量
子比特时代,从而推进制造业、航天航空业和医疗科技的发展。 量子计算机在理论上可以解决经典计算机几十亿年都无法解决的问题,但前提是它们必
须拥有足够多的量子比特。近日,来自西蒙弗雷泽大学的研究者在单个芯片上制造出了超过
15 万个硅基量子比特,它们有希望与光连接在一起,从而有助于制造出与量子互联网连接
的强大量子计算机。相关论文《Optical Observation of Single Spins in Silicon》已发表在了最
新一期的《自然》杂志上。论文共同通讯作者之一、西蒙弗雷泽大学量子工程师&副教授
Stephanie Simmons 表示,「硅自旋是自然界最好的天然量子比特之一。」
9LC33×CC35721 计算因果可以通过在15 万个硅基量子比特的IC 上注入量子气体来实
现自旋的纠缠,即本征纠缠,量子工程师Stephanie Simmons 可以往这方向上努力,运气好
的话甚至几个月就能实现,由此实现的是9LC33 因果中的本征因果,从而突破单因果的获
得性因果而成为本征因果与获得性单因果相结合的人类首个双重因果IC,希望Stephanie
Simmons 等立刻启动计划,有任何关于9LC33×CC35721 计算因果的问题直接和联系。
此时,全人类的半导体IC 制造业包括台积电都必须立刻启动9LC33×CC35721 计算因
果层面的IC,人类就此进入9LC33×CC35721 集成电路(IC、积体电路)时代,即十万量
子比特时代,从而推进制造业、航天航空业和医疗科技的发展。 量子计算机在理论上可以解决经典计算机几十亿年都无法解决的问题,但前提是它们必
须拥有足够多的量子比特。近日,来自西蒙弗雷泽大学的研究者在单个芯片上制造出了超过
15 万个硅基量子比特,它们有希望与光连接在一起,从而有助于制造出与量子互联网连接
的强大量子计算机。相关论文《Optical Observation of Single Spins in Silicon》已发表在了最
新一期的《自然》杂志上。论文共同通讯作者之一、西蒙弗雷泽大学量子工程师&副教授
Stephanie Simmons 表示
「硅自旋是自然界最好的天然量子比特之一
」 Stephanie Simmons 表示,「硅自旋是自然界最好的天然量子比特之
。」
9LC33×CC35721 计算因果可以通过在15 万个硅基量子比特的IC 上注入量子气体来实
现自旋的纠缠,即本征纠缠,量子工程师Stephanie Simmons 可以往这方向上努力,运气好
的话甚至几个月就能实现,由此实现的是9LC33 因果中的本征因果,从而突破单因果的获
得性因果而成为本征因果与获得性单因果相结合的人类首个双重因果IC,希望Stephanie
Simmons 等立刻启动计划,有任何关于9LC33×CC35721 计算因果的问题直接和联系。
此时,全人类的半导体IC 制造业包括台积电都必须立刻启动9LC33×CC35721 计算因
果层面的IC,人类就此进入9LC33×CC35721 集成电路(IC、积体电路)时代,即十万量
子比特时代,从而推进制造业、航天航空业和医疗科技的发展。 (6)圣心宣言 北约、美国在乌克兰变成到处是废墟前拯救乌克兰而之后拯救乌克兰的区别产生了天外
天的质因果和质空间;邪恶轴心活成了安倍之死和安倍死成了轴心之活(口活),导致了有
丝因果和有丝空间,这两件全世界的悲剧导致了33 天外天文明秩序取代雅尔塔体系和联合
国的真正改革,让乌克兰废墟悲剧和安倍事件永远不要再发生,这就是33 天圣心宣言,包
括七个微分因果、七个时空因果、世宇三分的三个空间(时空、质空间或惯性空间、有丝空
间)、三位一体的三个公正秩序(实力秩序、规则秩序、效力秩序),因此,33 天外天文
明又称为圣心文明。 安倍晋三死成哀荣,共党活成人类公敌;安倍倒下后,《为什么不是你》响彻云霄,邪
恶政权紧急下架。安倍跌到,邪恶轴心落草。
邪恶轴心活U 成了安倍之死W(极度惨-∞):U→-∞,安倍死W 成了轴心之活(口活)
U(无限大+∞):W→+∞,可谓冰火两重天,于是,其有:U=-U 则U=0,即有的人活着他
已经死了
有的人死了他还活着
安倍晋三的价值在他死时得以水落石出而真正光荣伟大 安倍晋三死成哀荣,共党活成人类公敌;安倍倒下后,《为什么不是你》响彻云霄,邪
恶政权紧急下架。安倍跌到,邪恶轴心落草。
邪恶轴心活U 成了安倍之死W(极度惨-∞):U→-∞,安倍死W 成了轴心之活(口活) 安倍晋三死成哀荣,共党活成人类公敌;安倍倒下后,《为什么不是你》响彻云霄,邪
恶政权紧急下架。安倍跌到,邪恶轴心落草。 恶政权紧急下架。安倍跌到,邪恶轴心落草。
邪恶轴心活U 成了安倍之死W(极度惨-∞):U→-∞,安倍死W 成了轴心之活(口活)
U(无限大+∞):W→+∞,可谓冰火两重天,于是,其有:U=-U 则U=0,即有的人活着他
已经死了,有的人死了他还活着,安倍晋三的价值在他死时得以水落石出而真正光荣伟大,
邪恶轴心虽然还活着却已经万劫不复而无可非议,可见,邪恶轴心因为罪大恶极、罪恶滔天
而必死无疑。 (7)共党(共产主义)三绝对变态原则、男子半边天(大扭曲大变态的结果)原则
古代是女子无才便是德;现在共产主义坚决执行的是最绝对的扭曲政策:男子无才便是
功,文盲才能大学毕业、法盲才能读法律专业;到了血统决定一定的官场,共党始终执行全
人类有史以来最变态制度的制度:男子无德变是才,杀人犯、变态、废物才能当元首、当官,
如齐奥塞斯库;然后,邪恶政权还对比性地欺骗3000 女博士济南掏粪,虐待性主体变态,
从而构成共党(共产主义)三绝对变态原则、男子半边天(大扭曲大变态的结果)原则:女
子无才便是德,男子无才便成功,男子无德变是才,三千女博士济南逃粪。 (7)共党(共产主义)三绝对变态原则、男子半边天(大扭曲大变态的结果)原则
古代是女子无才便是德;现在共产主义坚决执行的是最绝对的扭曲政策:男子无才便是
功,文盲才能大学毕业、法盲才能读法律专业;到了血统决定一定的官场,共党始终执行全
人类有史以来最变态制度的制度:男子无德变是才,杀人犯、变态、废物才能当元首、当官,
如齐奥塞斯库;然后,邪恶政权还对比性地欺骗3000 女博士济南掏粪,虐待性主体变态,
从而构成共党(共产主义)三绝对变态原则、男子半边天(大扭曲大变态的结果)原则:女
子无才便是德,男子无才便成功,男子无德变是才,三千女博士济南逃粪。 (8)三个希特勒和阿三世界、常春藤计划(IVY Project)四步走(四步曲)原则、方程
计算先于计算精神病学原则、天花板精神病世界最高峰(天花板)原则
希特勒是社会上的公共事务全部要植入其歧视并毁灭犹太人的纳粹基因,个人野心无限
化但只针对犹太人民族而允许日尔曼民族和其他民族各自发展,有家、有国没世界也没别国,
整个世界都是纳粹和其同伙的,称之为家国民族情怀特权主义(种族主义),一个民族和国
家仇恨全世界犹太人和各国,拼命力图统治全世界但不是摧毁全世界或炸毁地球,从而构成
希特勒犹太纳粹原则。 (8)三个希特勒和阿三世界、常春藤计划(IVY Project)四步走(四步曲)原则、方程
计算先于计算精神病学原则、天花板精神病世界最高峰(天花板)原则 专杀犹太人和吊打苏联的纳粹阿道夫·希特勒,任何无分别而属于人民的公共事务和犹
太人的任何事情,他都要动用一切国家力量无条件地管成他个人所想要的理想,他的意志A
(私人特征)就是无分别的全社会、整个国家的意志B (无分别无特征):
{A}∩{B}={A}∩{┓A}=Ø(B=┓A) ⇒ A∈Ø、B∈Ø 而A、B 不存,其中A、B 为任意实
数,即属绝对归零的连坐即是绝对归零的,称为比照共产共妻的无限意志(分裂、强加)共 产主义,上述的分裂分析性方程称为精神病学(psychiatry)第一原则、(无限)分裂原则,
属于无限意志、意识分裂性精神病,最终导致种族灭绝、种族战争和意志共产主义战争,从
而构成希特勒无限意志分裂原则。因此,希特勒是单倍体无限分裂精神病、单倍体希特勒。
依据精神病学(psychiatry)第一原则,任何不同的事物A、B 发生分裂即属精神分裂
症:{A}∩{B}={A}∩{┓A}=Ø(B=┓A) ⇒ A∈Ø、B∈Ø 而A、B 不存,其中A、B 为任
意实数,即属绝对归零的连坐即是绝对归零的,我们称比照如此计算的精神病学为计算精神
病学,从而构成计算精神病学方程计算原则、方程计算先于计算精神病学原则。 希特勒没有核武器无法炸毁地球,也没有兜底其他同伙增强杀害犹太人的力度。但是,
现在的普京兜底他兄弟,令其兄弟变本加厉地活摘器官、无分别地洗劫中国人民连官员都不
放过,除了自己家人或得力马仔除外;同时,安倍晋三遇害,英国首相约翰逊、德国总理朔
尔茨、意大利总理德拉吉等纷纷在黑材料下翻车;进而,普京直接将乌克兰变成到处是废墟,
如今则兵锋直指全世界产业金融中心的东北亚,一个小时之内的世界三步倒核毁灭随时发
生,个人野心无限化但只针对外国民族而允许斯拉夫族和一些其他民族各自发展,有家、有
国没世界也没别国,整个世界都是普京和其同伙的,称之为无限增强型家国民族情怀特权主
义(种族主义)、无限增强型希特勒(三倍体希特勒、三倍体无限分裂精神病),从而构成
无限增强型希特勒无限犹太纳粹原则、无限增强型希特勒炸毁地球原则。
俄罗斯人总是自认为任何俄罗斯人都是天赋神权,有权对其他任何民族执行末日审判而
将对象屠杀干净,苏联人制造1937 年海参崴大屠杀、1900 年的海兰泡惨案、江东六十四屯
惨案,现在俄军正在屠杀乌克兰人等,1945 年毁灭于苏联红军前人口总量超过1 亿3000 万,
即苏联红军在满洲国的10 个月中所屠杀的人口实际上远远超过一亿人,其表明俄罗斯专杀
外国人,也就是说,俄罗斯人有绝对的权力A(私人特征)剥夺其他任何民族的任何他人的
生命权、财产权B(非A):{A}∩{B}={A}∩{┓A}=Ø(B=┓A) ⇒ A∈Ø、B∈Ø 而A、B
不存,其中A、B 为任意实数,即属绝对归零的连坐即是绝对归零的,这是一种比照共产共
妻的无限分裂性精神病的无限权力(分裂)共产主义、无限种族(分裂)共产主义、无限意
志(分裂)共产主义,最终导致种族灭绝和今天炸毁地球的末日战争,俄罗斯民族人人都是
无限增强型希特勒、无限种族灭绝希特勒,从而构成俄罗斯民族无限权力分裂原则。 希特勒没有核武器无法炸毁地球,也没有兜底其他同伙增强杀害犹太人的力度。但是,
现在的普京兜底他兄弟,令其兄弟变本加厉地活摘器官、无分别地洗劫中国人民连官员都不
放过,除了自己家人或得力马仔除外;同时,安倍晋三遇害,英国首相约翰逊、德国总理朔
尔茨、意大利总理德拉吉等纷纷在黑材料下翻车;进而,普京直接将乌克兰变成到处是废墟,
如今则兵锋直指全世界产业金融中心的东北亚,一个小时之内的世界三步倒核毁灭随时发
生,个人野心无限化但只针对外国民族而允许斯拉夫族和一些其他民族各自发展,有家、有
国没世界也没别国,整个世界都是普京和其同伙的,称之为无限增强型家国民族情怀特权主
义(种族主义)、无限增强型希特勒(三倍体希特勒、三倍体无限分裂精神病),从而构成
无限增强型希特勒无限犹太纳粹原则、无限增强型希特勒炸毁地球原则。 俄罗斯人总是自认为任何俄罗斯人都是天赋神权,有权对其他任何民族执行末日审判而
将对象屠杀干净,苏联人制造1937 年海参崴大屠杀、1900 年的海兰泡惨案、江东六十四屯
惨案,现在俄军正在屠杀乌克兰人等,1945 年毁灭于苏联红军前人口总量超过1 亿3000 万,
即苏联红军在满洲国的10 个月中所屠杀的人口实际上远远超过一亿人,其表明俄罗斯专杀
外国人,也就是说,俄罗斯人有绝对的权力A(私人特征)剥夺其他任何民族的任何他人的
生命权、财产权B(非A):{A}∩{B}={A}∩{┓A}=Ø(B=┓A) ⇒ A∈Ø、B∈Ø 而A、B
不存,其中A、B 为任意实数,即属绝对归零的连坐即是绝对归零的,这是一种比照共产共
妻的无限分裂性精神病的无限权力(分裂)共产主义、无限种族(分裂)共产主义、无限意
志(分裂)共产主义,最终导致种族灭绝和今天炸毁地球的末日战争,俄罗斯民族人人都是
无限增强型希特勒、无限种族灭绝希特勒,从而构成俄罗斯民族无限权力分裂原则。 现在,邪恶轴心不仅要在国内外的公共事务全部要植入特权歧视并毁灭人民的红色基
因,还要彻底摧毁二战后以美国为首的基于规则的雅尔塔体系而在全世界各国植入特权歧视
并毁灭人民的红色基因,个人野心无限化无分别地针对所有民族、种族和国家的人民,只允
许自己的亲人和家人无限敛财,只有家没有国也没有世界,整个世界都是精神病及其同伙的
且不屈服就用核武器摧毁、香港大屠杀、安倍晋三刺杀等,只顾个人而罔顾家人、亲戚朋友
和国家,极端红祸等于是无限纳粹化,称之为个人(畜牲)情怀特权恐怖主义,一个人仇恨
全世界、毁灭全世界、炸毁地球,而且利用所有的国家力量行凶全世界,象病毒一样无孔不
入、登峰造极,持有畜牲才不会顾及自己家人在未来中如何面对全世界,放病毒毒死全世界 超过2000 万人、香港反送中大屠杀、安倍晋三遇害,英国首相约翰逊、德国总理朔尔茨、
意大利总理德拉吉等纷纷在黑材料下翻车,等等,我们称之为无限希特勒(四倍体希特勒、
四倍体无限分裂精神病)、无孔不入希特勒、(新冠)病毒希特勒、幽灵希特勒、末日希特
勒,从而构成无限(纳米、病毒、无缝)希特勒无限纳粹(无限军国主义)原则。 无限希特勒是全世界任何人的事情他都要无条件地管制,按他想象的理想来管制,如天
际线广告牌管制(管天)、所有纯属无分别的公共通讯(网络、商业)他都要无条件实名登
记进行无条件审核和无条件封禁(管制)如无数人电话和微信被封禁(包括帐户里的钱全部
无条件没收)、一带一路全亏损破产、为世界把脉、命运共同体、全球治理、活摘器官、种
族灭绝等等,天赋他个人无限神权审判全世界任何国家、任何人、任何边界,他的意志A
无条件强加给全世界任何非他的事物B:{A}∩{B}={A}∩{┓A}=Ø(B=┓A) ⇒ A∈Ø、B
∈Ø 而A、B 不存,其中A、B 为任意实数,即属绝对归零的连坐即是绝对归零的,这是比
照共产共妻的无限分裂性精神病、无限边界分裂精神病的无限权力(分裂)共产主义、无限
种族(分裂)共产主义、无限意志(分裂)共产主义、无限边界(分裂)共产主义,最终导
致种族灭绝和今天炸毁地球的末日战争,从而构成无限希特勒无限意志分裂(无限权力分裂、
无限边界分裂)原则。 希特勒是无限意志分裂的无限意志(分裂)共产主义;俄罗斯人是民族性的无限权力分
裂性精神病的无限权力(分裂)共产主义、无限种族(分裂)共产主义、无限意志(分裂)
共产主义;无限希特勒是无限权力(分裂)共产主义、无限种族(分裂)共产主义、无限意
志(分裂)共产主义、无限(分裂)边界共产主义,即终结性共产主义。
世界上有三个希特勒,一个是专杀犹太人的无限意志分裂共产主义之纳粹阿道夫·希特
勒;一个是无限权力分裂共产主义、无限种族分裂共产主义、无限意志分裂共产主义的无限
增强性希特勒;一个是无限权力分裂共产主义、无限种族分裂共产主义、无限意志分裂共产
主义、无限分裂边界共产主义的无限希特勒、终极希特勒,三个都是无限分裂精神病,一个
更比一个强的无限分裂精神病,直奔不让全球酷刑、行刑式管理即炸毁地球的末日希特勒,
这三个希特勒从无限意志分裂精神病到无限权力分裂精神病、无限种族分裂精神病、无限意
志分裂精神病,再到无限权力分裂精神病、无限种族分裂精神病、无限意志分裂精神病、无
限边界分裂精神病,分为三个阶段1、3、4 种分裂型而彻底崩溃世界、炸毁地球,称之为
134 无限分裂性精神病、末日精神病。
全世界有死亡7000 万人的二战全部基于希特勒的无限意志分裂精神病,第一个精神病
就让人类付出了7000万人的代价;现在末日战争之前全世界已经有超过2000万人死于病毒,
末日战争开打后全人类80 亿人全部报销,全部只因为无限增强型希特勒和无限希特勒两个
基友的无限权力分裂精神病、无限种族分裂精神病、无限意志分裂精神病、无限边界分裂精
神病,这两个精神病希特勒已经将全球变成134 型的末日精神病院和将全人类80 亿人全部
变成绝对犹太奴,全人类所有正常人都死于两个完全不正常的希特勒手上,值得吗?全球变
成134 型的末日精神病院称为(134 型)末日精神病院(疯人院)、134(型)精神病院(疯
人院)。 希特勒是无限意志分裂的无限意志(分裂)共产主义;俄罗斯人是民族性的无限权力分
裂性精神病的无限权力(分裂)共产主义、无限种族(分裂)共产主义、无限意志(分裂)
共产主义;无限希特勒是无限权力(分裂)共产主义、无限种族(分裂)共产主义、无限意
志(分裂)共产主义、无限(分裂)边界共产主义,即终结性共产主义。
世界上有三个希特勒一个是专杀犹太人的无限意志分裂共产主义之纳粹阿道夫·希特 全世界有死亡7000 万人的二战全部基于希特勒的无限意志分裂精神病,第一个精神病
就让人类付出了7000万人的代价;现在末日战争之前全世界已经有超过2000万人死于病毒,
末日战争开打后全人类80 亿人全部报销,全部只因为无限增强型希特勒和无限希特勒两个
基友的无限权力分裂精神病、无限种族分裂精神病、无限意志分裂精神病、无限边界分裂精
神病,这两个精神病希特勒已经将全球变成134 型的末日精神病院和将全人类80 亿人全部
变成绝对犹太奴,全人类所有正常人都死于两个完全不正常的希特勒手上,值得吗?全球变
成134 型的末日精神病院称为(134 型)末日精神病院(疯人院)、134(型)精神病院(疯
人院)。 可见,全世界的正常人必须立刻选出世界共主、确立三界城堡法案(castle doctrine)、
进行汉家天子的9LC33×CC35721 文明立法、发布解放犹太奴宣言并解放全人类80 亿绝对 犹太奴,诛杀要牺牲全部中国人民和全世界保护精神病继续无限发作的全部134 型精神病,
昔日摩西(Moses)出挨及、今日全人类是出134 疯人院、飞越134 疯人院(就象174 医院、
301 医院一样带编码),不悲壮吗?不飞越134 疯人院,全人类都得死:安倍晋三遇害、已
经被病毒杀害的超过2000 万人、中共国近10 年被屠村屠城杀害17 亿人、全世界疫苗行刑
式大屠杀,英国首相约翰逊、德国总理朔尔茨、意大利总理德拉吉等纷纷在黑材料下翻车,
全球80 亿人成病毒、疫苗及其利益团伙的无限犹太奴,谁能活?由此可见,134 精神病、
末日精神病是以屠杀全球80 亿人为代价的终极性精神病,这就是四步(飞越吞噬全球80
亿人的134 疯人院)拯救世界计划、IV 拯救世界计划、IV(IVY)计划、常春藤(救世、
终止末日精神病)计划(IVY Project)、常春藤终结末日(134)精神病计划,从而构成常春
藤(救世)计划(IVY Project)四步走(四步曲)原则,称之为拯救全人类的弥赛亚常春藤立
法、汉家天子常春藤立法。全世界只要对两个希特勒执行终结精神病的常春藤计划,80 亿
无限犹太奴即可得救,为什么全人类都在舍近求远或包庇精神病呢? 由此可见,现在全世界同时存在着两个希特勒,一个是新冠病毒式的无限增强型希特勒,
另一个是象蚂蝗一样无孔不入无限希特勒、绝对希特勒、蚂蝗希特勒,最恶心也最邪恶。众
所周知,二战只有一个希特勒,都够英美喝一壶去见了马克思(苏共远东第三支部和苏共);
现在,全世界同时存在着一个无限增强型希特勒和一个无限希特勒,美国、日本、欧洲和全
人类能得以善终吗?这双希特勒,还出现一个拉稀的希特勒(普京)和一个以被兜底著称的
红肿希特勒,日夜操劳过度吃不了兜着走忍不住躲进普京拉稀的肛门避免成为苏哈曼尼第
二,因为可怜的苏哈曼尼只留下一小截因为戴着戒指而幸免难的手指。人们肯定要想美国这
地狱火就9 公斤多怎么就这么厉害呢?因为那是上帝的加持,它就是九两半一样威力无穷。
拉稀希特勒、蚂蝗希特勒和希特勒构成了祸国殃民、毁灭世界、炸毁地球的人类历史上
的三个希特勒,人类社会就这么悲惨,长出了这么三个希特勒,好死不死还要拉别人一起去
死,如拉稀希特勒和蚂蝗希特勒就是相互携手奔赴死亡的,害人害己还害世界,如放病毒毒
死全世界超过2000 万人,被这三个希特勒蹂躏过的世界显然叫阿三世界。 红肿希特勒灭绝人性、拉稀希特勒不顾他人死活(如日本人的死活和中国人的死活)、
希特勒集中营批量杀害犹太人惨无人道,依据绝对传代原则、一项绝对即属绝对原则,这世
界即属绝对的三无世界,从而构成三无世界绝对原则。 红肿希特勒灭绝人性、拉稀希特勒不顾他人死活(如日本人的死活和中国人的死活)、
希特勒集中营批量杀害犹太人惨无人道,依据绝对传代原则、一项绝对即属绝对原则,这世 界即属绝对的三无世界,从而构成三无世界绝对原则。
阿三世界和三无世界,一个是下三滥、一个是毫无信用,最终都归于没品味,失德坐卦, 界即属绝对的三无世界,从而构成三无世界绝对原则。
阿三世界和三无世界,一个是下三滥、一个是毫无信用,最终都归于没品味,失德坐卦,
欧洲弄破
乌克兰到处是废墟
这都已经是事实 欧洲弄破,乌克兰到处是废墟,这都已经是事实。
三个臭皮匠赛过诸葛亮,三个希特勒胜过猪哥亮肯定没问题。
依据绝对至上原则、绝对传达原则、一项绝对即属绝对原则,希特勒、三倍体精神病希 依据绝对至上原则、绝对传达原则、一项绝对即属绝对原则,希特勒、三倍体精神病希
特勒、四倍体精神病希特勒所患的精神病称为天花(板)精神病,是精神病、神经病中的极
品,从而构成天花(板)精神病世界最高峰(天花板)原则,这才是真正的病毒溯源。 特勒、四倍体精神病希特勒所患的精神病称为天花(板)精神病,是精神病、神经病中的极 品,从而构成天花(板)精神病世界最高峰(天花板)原则,这才是真正的病毒溯源。 (9)解放犹太奴宣言(The Emancipation Proclamation: Jew Slaves)、解放猪奴宣言 (9)解放犹太奴宣言(The Emancipation Proclamation: Jew Slaves)、解放猪奴宣言 脑瘫诗人余秀华《穿过大半个中国去睡你》;普京是《穿过大半个地球去睡你》,因为
普京四处宣称他兜底他兄弟的政权,大家想想看,余秀华四处找男人去睡不就是把手伸到应
该伸的地方去兜底吗?普京这一兜底肯定也是把人家给睡了,这千古一睡那自己给睡成了全
世界战犯,那可是挨枪子的活。 一个不在服务区的脑瘫诗人在生理上有如此的雄心壮志,确实世间少有;一个被兜底而
有恃无恐的半身不遂已经出卖国家和自己,随之从普京那里获得了无穷的冲动力,绝对是《穿
越大半个脑袋去睡你》,睡狮猛醒冲动是魔鬼,结果是放病毒毒死全世界超过2000 万人,
睡死了这么多人同时也把自己睡成了邪恶轴心、人类公敌,前无古人后无来者,畜牲不如。 中共国成为全人类的活摘器官工厂,全体中国人都称为全人类有史以来最血腥的红奴;
在新冠病毒的笼罩之下,全人类超过2000 万热成为火化炉里被烧得通红通共的火奴(火奴
鲁鲁、檀香山Honolulu),全世界都成为精神病的共奴,同时成为疫苗、生物、医疗利益团
体的小白鼠之权奴,等等,依据别无选择绝对原则,全世界都一样,全人类都是绝对的赤裸
奴隶,称之为赤奴(born slave or natural slave)、希特勒的纳粹集中营中的绝对犹太人奴隶(犹
太奴、Jew slave),从而构成赤奴绝对原则。二战中其只有犹太人成为希特勒集中营的死亡
受害者;现在,全人类无论国家元首与平民,全都成为无限纳粹化的全球集中营中的无限犹
太奴,国家元首们受害于黑材料、金钱自行火炮和病毒,全人类则受害于病毒、疫苗、活摘
器官等。 猪有正面上长膘的自由,有吃的自由也有不吃的自由,显然不是别无选择的,主人为了
给猪上膘,肯定是好吃的不断,称之为为肉奴或猪奴,从而构成猪(奴)有长膘自由(非别
无选择)原则。 依据别无选择绝对原则、猪奴有长膘自由(非别无选择)原则,绝对犹太奴无论处于什
么状态下都是别无选择的,即属绝对的,显然是连猪都不如,因此犹太奴又量化宽松一点地
称为猪奴,从而称为犹太奴连猪都不如原则。 依据别无选择绝对原则、猪奴有长膘自由(非别无选择)原则,绝对犹太奴无论处于什
么状态下都是别无选择的,即属绝对的,显然是连猪都不如,因此犹太奴又量化宽松一点地
称为猪奴,从而称为犹太奴连猪都不如原则。
现在,在两个希特勒的祸害下,阿三世界已经变成无限集中营,全体人民都是无限犹太 现在,在两个希特勒的祸害下,阿三世界已经变成无限集中营,全体人民都是无限犹太
奴,核武爆炸之后人们马上连犹太奴都没得做了,全部做鬼去了。 现在,在两个希特勒的祸害下,阿三世界已经变成无限集中营,全体人民都是无限犹太
奴,核武爆炸之后人们马上连犹太奴都没得做了,全部做鬼去了。 奴,核武爆炸之后人们马上连犹太奴都没得做了,全部做鬼去了。 奴,核武爆炸之后人们马上连犹太奴都没得做了,全部做鬼去了。 轩辕大帝封禅泰山成为天下共主,九州大地上谁也不服谁而不断相互征战和残杀的滔天
祸水瞬间风平浪静,和平与祥和终于出现在神州大地上。本来,九州大地上人们连连争战、
相互残杀、风起云涌、谁也不服谁,就象后来舜禹所面临的滔天洪水一样祸水滔天,可见,
天下的人祸之水先于滔天洪水而出现,大禹是滔天洪水的成功治理者,轩辕大帝则是人祸洪
水的成功治理者,也就是说,大禹是水君平洪水,轩辕是人君平祸水,这就是轩辕治水。
显然,神州大地上流祸已久的滔天祸水要平息早平息,不会等到轩辕大帝成为天下共主
再平息,那肯定不可能是什么自行火炮,为什么如此神奇呢?
天子登基,主权归一,后来历朝历代都有,但天下太平盛世则没几次,中华几千年,盛 天子登基,主权归一,后来历朝历代都有,但天下太平盛世则没几次,中华几千年,盛
事不过7 次:轩辕大帝(天下万族的万主之主)、周文王(首次确立文官治国)、秦始皇(定 天子登基,主权归一,后来历朝历代都有,但天下太平盛世则没几次,中华几千年,盛
事不过7 次:轩辕大帝(天下万族的万主之主)、周文王(首次确立文官治国)、秦始皇(定 局中国2000 年的天下族第一人主和人民领袖)、汉武大帝刘彻(汉家第一天子)、唐太宗
李世民(天下万族之主、通天教主)、宋仁宗赵祯(千古第一仁君)、明成祖朱棣,闭关锁
国的康乾年代是被动的而不能算盛事,由此可见,天下祸水平息、太平盛世出现的直接核按
钮不在天子登基,而在轩辕大帝一样的帝王身上,因为中华494 帝除去上述七帝王都没出现
万世开太平的局面,这就是排除了天子登基平息天下滔天祸水的可能性,但平息祸水的天子
登基的主权归一肯定是必不可少的,从而构成排除天子登基直接平息天下滔天祸水原则。
此时,轩辕大帝用嘴巴命人创立了文字、制度、音乐等达到天下息戈兵而大治,由此可
见,轩辕大帝的嘴巴、口水成了天下滔天祸水的克星和精神核武器,不象现在共产主义罪魁
祸首的精神病核武器和口炮、口活核武器,从而构成(轩辕大帝)口水(嘴巴)平息天下滔
天祸水原则、口水(嘴巴)先于天下滔天祸水平息原则、口水(嘴巴)凌驾于天下滔天祸水
原则、轩辕大帝治水君王动口不动手原则、轩辕大帝治水君子(动口不动手)原则,当然,
其实真正平息天下滔天祸水是轩辕大帝的智慧、能力、学识和品德等四大因素,我们只是用
轩辕大帝的口水(嘴巴)来指代上述四因子而已,否则中华494 帝人人都有口水和嘴巴,怎
么就不能天下大治呢? 轩辕大帝治水君子动口不动手,这是人类有史以来(本次文明)的首创,轩辕大帝首创
文字、制度、音乐、法律等常态性而无限教导天下为主,武力战后即停止而相对为辅,也就
是象大禹治水以疏导为主、构筑堤坝增强疏导而不是围追堵截;大禹治水则是华夏文明对抗
自然洪水的首创,禹王以疏导为主而不是鲧的围追堵截最后以失败而告终还丢了吃饭的家
伙,综上所述三方,轩辕治祸水、大禹治洪水,都是以疏导、增强疏导为主,与圣经的诺亚
方舟(Noah's Ark)异曲同工,因此,轩辕治祸水、大禹治洪水、诺亚方舟(Noah's Ark)
逃离洪水(脱离险境而安全的种子之光),是人类文明的智慧之三道光芒,穿透丛林时代的
漫漫黑夜,开启了人类国家、社会文明之时代,称为人类文明三水,三水开文明也开光明,
从而构成三水开启(先于)人类文明原则、人类文明三水原则。 今天,近百年来的人类社会不仅中了三步倒的末日剧毒,更归结到世界产业最中心的东
北亚战争之三步倒末日死结,人类文明的末日全军覆没即将覆水难收,全世界面临着轩辕大
帝时期的祸水滔天逐日来的末日终极版,天下共主是标配,汉家天子9LC33×CC35721 立
法是疏导并解决末日毁灭性压力的利器。 今天,放毒A 者抗疫B、罪犯A 治理天下B、荒谬错误的共产主义A 成全人类最高理
想B 四处杀人:-|A|=|B| ⇒ A=B=0,{A}∩{B}=Ø ⇒ A∈Ø、B∈Ø 而A、B 不存在,
其中A、B 为任意实数,罪犯放毒杀害全人类超过2000 万人(Bill Gates 证实的)、与俄罗
斯建立军事同盟让乌克兰变成到处是废墟等,法律上已经全部绝对归零却发生了林正英在天
之灵的灵异事件,全世界活见鬼了,从而构成放毒者抗疫(罪犯治理天下、荒谬错误的共产
主义成全人类最高理想)绝对归零(不可能、灵异事件、活见鬼)原则。
正如过去的四年中,闫博士拼命想救美国人和全世界免于病毒的灾难,但是占大多数的
美国政要、政府和组织都假装不知道,宁睡不起,就象当年大侠霍元甲所面对的昏睡百年的 今天,放毒A 者抗疫B、罪犯A 治理天下B、荒谬错误的共产主义A 成全人类最高理
想B 四处杀人:-|A|=|B| ⇒ A=B=0,{A}∩{B}=Ø ⇒ A∈Ø、B∈Ø 而A、B 不存在,
其中A、B 为任意实数,罪犯放毒杀害全人类超过2000 万人(Bill Gates 证实的)、与俄罗
斯建立军事同盟让乌克兰变成到处是废墟等,法律上已经全部绝对归零却发生了林正英在天
之灵的灵异事件,全世界活见鬼了,从而构成放毒者抗疫(罪犯治理天下、荒谬错误的共产
主义成全人类最高理想)绝对归零(不可能、灵异事件、活见鬼)原则。
正如过去的四年中,闫博士拼命想救美国人和全世界免于病毒的灾难,但是占大多数的
美国政要、政府和组织都假装不知道,宁睡不起,就象当年大侠霍元甲所面对的昏睡百年的 满清帝国,可谓病入膏肓、病得不轻、积重难返。连自己人民的命都不要了的政府还合法吗? 满清帝国,可谓病入膏肓、病得不轻、积重难返。连自己人民的命都不要了的政府还合法吗?
还能代表人民吗?人民日报日人民不就这么出来的吗?
中共认贼作父(不知廉耻)、日本认匪作友(安全盲)、美国养虎为患(认不清无限军
国主义的无界限之界限盲),结果是全人类有史以来最邪恶的共党和普京结为军事同盟而无
限坐大,普京一边把乌克兰变成到处是废墟一边拎着核武器直奔美国和北约,国与国之间的
界限及其「城堡法案(castle doctrine、castle law)」化为乌有,民众的居所界限及其「城堡
法案(castle doctrine)」或防御法也随之化为乌有;与此同时,邪恶政权为了敛财支持普京
的战争,不仅以病毒清零取消了居民的居所界限及其「城堡法案(castle doctrine)」,同时
无分别地取消了所有人的肉体界限、器官界限及其「城堡法案(castle doctrine)」,由此而
来,希特勒为犹太人而建造的集中营变成了无限延伸打破世界每个国家、每个角落和每个人
的住所、身体、器官,政府在疫情中以核酸检测,变成无限集中营的三无世界。 此时,为了拯救全世界的犹太奴,全世界尤其是毫无界限的中国人重建「城堡法案(castle
doctrine)」,同时推进到国界、居所和身体器官三个界限是别无他法的,称之为三界城堡
法案(castle doctrine),从而构成城堡法案(castle doctrine)三界立法原则、城堡法案(castle
doctrine)三界立法先于解放犹太奴原则,也就是说,解放犹太奴、解放自己,人们必须确
立三界城堡法案。 此时,为了拯救全世界的犹太奴,全世界尤其是毫无界限的中国人重建「城堡法案(castle
doctrine)」,同时推进到国界、居所和身体器官三个界限是别无他法的,称之为三界城堡
法案(castle doctrine),从而构成城堡法案(castle doctrine)三界立法原则、城堡法案(castle
doctrine)三界立法先于解放犹太奴原则,也就是说,解放犹太奴、解放自己,人们必须确
立三界城堡法案。 立三界城堡法案。
由此可见,人们要解放全世界犹太奴,至少必须经由如下三步:
第一,全世界选举出全球共主,疏导各位元首争霸的极端压力,同时解决世界主权归一
问题; 由此可见,人们要解放全世界犹太奴,至少必须经由如下三步:
第一,全世界选举出全球共主,疏导各位元首争霸的极端压力,同时解决世界主权归一
问题; 第二,全世界确立三界城堡法案(castle doctrine); 第二,全世界确立三界城堡法案(castle doctrine); 第三,汉家天子立9LC33×CC35721 文明、弥勒立9LC33×CC35721 佛法、弥赛亚9LC33
×CC35721 立法、天子立9LC33×CC35721 兵法、确立9LC33×CC35721 计算因果、确立
9LC33×CC35721 数学(佛法、兵法、政治、政治制度、经济、教育、社会科学、科学技术、
半导体IC、工匠工艺、医疗技术、航空宇航等),全面解决压力、技术、经济、战争、资
源之问题,同时发展新技术以应对现在和未来的各种灾难、战争,象轩辕治水一样治理世界, 第三,汉家天子立9LC33×CC35721 文明、弥勒立9LC33×CC35721 佛法、弥赛亚9LC33
×CC35721 立法、天子立9LC33×CC35721 兵法、确立9LC33×CC35721 计算因果、确立
9LC33×CC35721 数学(佛法、兵法、政治、政治制度、经济、教育、社会科学、科学技术、
半导体IC、工匠工艺、医疗技术、航空宇航等),全面解决压力、技术、经济、战争、资
源之问题,同时发展新技术以应对现在和未来的各种灾难、战争,象轩辕治水一样治理世界, 源之问题,同时发展新技术以应对现在和未来的各种灾难、战争,象轩辕治水一样治理世界,
综上所述三点就是解放犹太奴三步曲,解放犹太奴宣言:The Emancipation Proclamation: 综上所述三点就是解放犹太奴三步曲,解放犹太奴宣言:The Emancipation Proclamation:
Jew Slaves、或解放猪奴宣言:The Emancipation Proclamation: Pig Slaves。 综上所述
点就是解放犹太奴
步曲,解放犹太奴宣言:
p
Jew Slaves、或解放猪奴宣言:The Emancipation Proclamation: Pig Slaves。 Jew Slaves、或解放猪奴宣言:The Emancipation Proclamation: Pig Slaves。
1862 年9 月22 日
林肯发表《解放黑奴宣言(Th
E
i
ti
P
l
ti
N Jew Slaves、或解放猪奴宣言:The Emancipation Proclamation: Pig Slaves。
1862 年9 月22 日,林肯发表《解放黑奴宣言(The Emancipation Proclamation: Negro
Slaves)》,160 年后的今天,不仅黑人没解放,全世界还全部沦为病毒、疫苗、邪恶轴心 p
g
1862 年9 月22 日,林肯发表《解放黑奴宣言(The Emancipation Proclamation: Negro
Slaves)》,160 年后的今天,不仅黑人没解放,全世界还全部沦为病毒、疫苗、邪恶轴心
的无限犹太奴、猪奴,任何人甘心吗? 1862 年9 月22 日,林肯发表《解放黑奴宣言(The Emancipation Proclamation: Negro
Slaves)》,160 年后的今天,不仅黑人没解放,全世界还全部沦为病毒、疫苗、邪恶轴心
的无限犹太奴
猪奴
任何人甘心吗? 不仅有被无限压榨而干活的无限责任,还有被病毒、疫苗、清零政策等无理由干掉的生命危
险,也就是说,猪奴连当年的黑奴都不如;进而,现在无论是黑人还是白人、黄种人等都已
经沦比当年集中营里的犹太奴还惨的猪奴,从而构成犹太奴(猪奴)不如黑奴原则。 7 月11 日,纽约市应急管理部门发布了一段90 秒的视频,介绍了核武器袭击来临时,
市民应该采取的行动:躲进建筑物、即刻清理身上的放射性残留物、密切关注媒体和政府发 布的信息。这条视频引发美国网民讨论。纽约市应急管理部发言人回应称,纽约被核武器袭
击的可能性非常低,发这个视频是「鼓励纽约人在发生此类事件时采取关键、简单的措施。」
由此可见,世界末日远在天边近在眼前,解放猪奴刻不容缓,全世界各国人民、元首、
官员们是人就不要做猪,双解体是唯一的选择。 (10)制度(已经)失效原则、石榴籽抱对(抱团)活不了原则、俄罗斯无法审判乌 克兰原则、俄罗斯军事水平无知、梅德韦杰夫军盲
任何制度都是有约束力的,即是有方向和特征的,从而构成制度特征(有方向)原则。
现在,全人类是毒犯A 当元首当官B、杀人犯A 当总统当法官B、畜牲们放着好好的
日子B 不过非要放病毒A 屠杀全人类:-|A|=|B| ⇒ A=B=0,{A}∩{B}=Ø ⇒ A∈Ø、
B∈Ø 而A、B 不存在,其中A、B 为任意实数,如罪犯放病毒杀害全人类超过2000 万人(Bill
Gates 证实的)、与俄罗斯建立军事同盟让乌克兰变成到处是废墟等,即属绝对归零的,也
就不可能具有特征、方向的,依据制度特征(有方向)原则、一项绝对即属绝对原则、绝对
传代原则,其即构成世界(中共国、俄罗斯、美国、日本)制度(已经)失效原则。可见,
香港特首李家超不算愚蠢,头脑非常清醒。 死到临头,象石榴籽一样紧紧抱住有用吗?一个人杀了那么多人、一伙人杀了那么多人 躲在人民群众之中抱对、抱团取暖有用吗?让我们用计算因果来计算下杀人犯能否存活。
任何掩盖、保护都是面向对象而有特征的,从而构成隐蔽(掩盖、保护)特征原则。
狙击手总是把自己伪装成向日葵、菊花、花草树木的,那是掩盖了自己的特征和分散了 敌人的目光,这就是狙击手消除特征(无分别)原则。
如果无分别的民众W 能为任何其他人U 提供隐蔽、掩盖、保护,那么,依据隐蔽(掩
盖、保护)特征原则,民众W 是能提供特征支持的,记为结论F;然而,民众是无分别的
即无特征的,罪犯、他人U 隐匿在民众中就和一般民众一样是将自己暴露在破案者的目光、
信息搜寻中,不可能得到任何额外的保护的,同时也没办法掩盖自己的特征,只是可能会分
散对方的注意力但无法达到象狙击手一样隐匿自己特征的程度,也就是说,罪犯、他人U
无法从无分别的民众处获得掩盖或反向特征的支持,记为结论G,由此而来,依据相反(不
同)不相容原则(标定非A)和非A 肯定否定原则(标定判断和结果,原始原则严格证明
令应用可任意选取立足点而向上集成:依据前提决定结果原则和结果映射前提原则),结论
G 与结论F 是截然不同而自相矛盾的,从而反证上述假设既不可能成立也不可能为正确,我
们于是获得罪犯隐藏(下沉、隐蔽、掩盖)于民众不被斩首(不被抓)否定原则、石榴籽抱
对(抱团)否定原则和得罪犯隐藏(下沉、隐蔽、掩盖)于民众必被斩首(被抓捕)原则、
石榴籽活不了(斩首、抓捕)原则、石榴籽抱对(抱团)活不了(斩首、抓捕)原则、石榴
籽无法消化(拉出去)原则、大隐隐于市找死原则。 敌人的目光,这就是狙击手消除特征(无分别)原则。
如果无分别的民众W 能为任何其他人U 提供隐蔽、掩盖、保护,那么,依据隐蔽(掩
盖、保护)特征原则,民众W 是能提供特征支持的,记为结论F;然而,民众是无分别的
即无特征的,罪犯、他人U 隐匿在民众中就和一般民众一样是将自己暴露在破案者的目光、
信息搜寻中,不可能得到任何额外的保护的,同时也没办法掩盖自己的特征,只是可能会分
散对方的注意力但无法达到象狙击手一样隐匿自己特征的程度,也就是说,罪犯、他人U
无法从无分别的民众处获得掩盖或反向特征的支持,记为结论G,由此而来,依据相反(不
同)不相容原则(标定非A)和非A 肯定否定原则(标定判断和结果,原始原则严格证明
令应用可任意选取立足点而向上集成:依据前提决定结果原则和结果映射前提原则),结论
G 与结论F 是截然不同而自相矛盾的,从而反证上述假设既不可能成立也不可能为正确,我
们于是获得罪犯隐藏(下沉、隐蔽、掩盖)于民众不被斩首(不被抓)否定原则、石榴籽抱
对(抱团)否定原则和得罪犯隐藏(下沉、隐蔽、掩盖)于民众必被斩首(被抓捕)原则、
石榴籽活不了(斩首、抓捕)原则、石榴籽抱对(抱团)活不了(斩首、抓捕)原则、石榴
籽无法消化(拉出去)原则、大隐隐于市找死原则。 乌克兰放声要进攻克里米亚,俄罗斯放言要末日审判,这是可能的吗?
如果俄罗斯放言要末日审判,依据战争绝对原则、军队有限原则、同一律、前提决定结
果原则、结果映射前提原则,俄罗斯要用有限的军事行动W 以核武器去执行绝对的战争U
而审判乌克兰人,与绝对的战争U 保持同一的军事行动W 必然是无限的,记为结论F;然
而,依据军队有限原则,军事行动W 是有限的而不可能是无限的,记为结论G,由此而来,
依据相反(不同)不相容原则(标定非A)和非A 肯定否定原则(标定判断和结果,原始
原则严格证明令应用可任意选取立足点而向上集成:依据前提决定结果原则和结果映射前提
原则),结论G 与结论F 是截然不同而自相矛盾的,从而反证上述假设既不可能成立也不
可能为正确,我们于是获得俄罗斯审判乌克兰否定原则和俄罗斯无法审判乌克兰原则。比如,
美国把俄罗斯的核武器的目标坐标修改成莫斯科,普京不就直接报销了?前不久,俄罗斯的
一枚常规导弹刚被美国修改了一次飞回去把自己老巢给炸了。 由此可见,俄罗斯想要审判乌克兰,绝对是军事盲才会这么说的,战争绝对原则、军队
有限原则就是天子兵法的结论。现在,连梅德韦杰夫这种前总统级的人都对军事如此无知。
俄罗斯的下场绝对堪忧,资料如下。 乌称可能攻击克里米亚,梅德韦杰夫警告:审判日将迅猛地到来!
据路透社报道,俄罗斯联邦安全会议副主席梅德韦杰夫当地时间17 日警告,乌克兰和
西方大国拒绝承认莫斯科对克里米亚的控制对俄构成「系统性威胁」。他说,任何针对该地
区的外部攻击都将引发俄方「审判日」式的回应。
当地时间7 月16 日,乌方两次发出警告,称可能会对克里米亚发起攻击。乌克兰总统
办公室顾问阿列斯托维奇表示,克里米亚大桥是「俄在乌克兰领海内非法修建的」,乌克兰
向西方伙伴承诺不使用美欧提供的武器打击俄罗斯,但对克里米亚大桥这一限制并不适用。
一旦出现技术可能,乌克兰就可能会攻击克里米亚大桥。当天早些时候,在回答记者关于乌
军是否会用「海马斯」自行多管火箭炮和M270 自行多管火箭炮系统来袭击克里米亚境内目
标的问题时,乌国防部情报局发言人斯基比茨基称,答案是肯定的。他还提到,「俄罗斯黑
海舰队在积极采取行动」。 乌称可能攻击克里米亚,梅德韦杰夫警告:审判日将迅猛地到来!
据路透社报道,俄罗斯联邦安全会议副主席梅德韦杰夫当地时间17 日警告,乌克兰和
西方大国拒绝承认莫斯科对克里米亚的控制对俄构成「系统性威胁」。他说,任何针对该地
区的外部攻击都将引发俄方「审判日」式的回应。 乌称可能攻击克里米亚,梅德韦杰夫警告:审判日将迅猛地到来!
据路透社报道,俄罗斯联邦安全会议副主席梅德韦杰夫当地时间17 日警告,乌克兰和
西方大国拒绝承认莫斯科对克里米亚的控制对俄构成「系统性威胁」。他说,任何针对该地
区的外部攻击都将引发俄方「审判日」式的回应。
当地时间7 月16 日,乌方两次发出警告,称可能会对克里米亚发起攻击。乌克兰总统
办公室顾问阿列斯托维奇表示,克里米亚大桥是「俄在乌克兰领海内非法修建的」,乌克兰
向西方伙伴承诺不使用美欧提供的武器打击俄罗斯,但对克里米亚大桥这一限制并不适用。
一旦出现技术可能,乌克兰就可能会攻击克里米亚大桥。当天早些时候,在回答记者关于乌
军是否会用「海马斯」自行多管火箭炮和M270 自行多管火箭炮系统来袭击克里米亚境内目
标的问题时,乌国防部情报局发言人斯基比茨基称,答案是肯定的。他还提到,「俄罗斯黑
海舰队在积极采取行动」。 当地时间7 月16 日,乌方两次发出警告,称可能会对克里米亚发起攻击。乌克兰总统
办公室顾问阿列斯托维奇表示,克里米亚大桥是「俄在乌克兰领海内非法修建的」,乌克兰
向西方伙伴承诺不使用美欧提供的武器打击俄罗斯,但对克里米亚大桥这一限制并不适用。
一旦出现技术可能,乌克兰就可能会攻击克里米亚大桥。当天早些时候,在回答记者关于乌
军是否会用「海马斯」自行多管火箭炮和M270 自行多管火箭炮系统来袭击克里米亚境内目
标的问题时,乌国防部情报局发言人斯基比茨基称,答案是肯定的。他还提到,「俄罗斯黑
海舰队在积极采取行动」。 当地时间7 月16 日,乌方两次发出警告,称可能会对克里米亚发起攻击。乌克兰总统
办公室顾问阿列斯托维奇表示,克里米亚大桥是「俄在乌克兰领海内非法修建的」,乌克兰
向西方伙伴承诺不使用美欧提供的武器打击俄罗斯,但对克里米亚大桥这一限制并不适用。
一旦出现技术可能,乌克兰就可能会攻击克里米亚大桥。当天早些时候,在回答记者关于乌
军是否会用「海马斯」自行多管火箭炮和M270 自行多管火箭炮系统来袭击克里米亚境内目
标的问题时,乌国防部情报局发言人斯基比茨基称,答案是肯定的。他还提到,「俄罗斯黑
海舰队在积极采取行动」。 一旦出现技术可能,乌克兰就可能会攻击克里米亚大桥。当天早些时候,在回答记者关于乌
军是否会用「海马斯」自行多管火箭炮和M270 自行多管火箭炮系统来袭击克里米亚境内目
标的问题时,乌国防部情报局发言人斯基比茨基称,答案是肯定的。他还提到,「俄罗斯黑
海舰队在积极采取行动」。 海舰队在积极采取行动」。
对此,俄塔斯社援引梅德韦杰夫17 日对二战老兵的讲话说,如果克里米亚遭到攻击,
「审判日将非常迅速且猛烈地到来」。路透社称,关于「审判日」具体指什么,梅德韦杰夫
并未详细说明,但梅德韦杰夫此前曾警告美国,试图惩罚像俄罗斯这样的核大国在乌克兰的
行动是危险的,称这可能危及人类。
另据俄罗斯国际文传电讯社报道,梅德韦杰夫17 日说,「如果任何其他国家,无论是
乌克兰还是北约国家,认为克里米亚不是俄罗斯的,那么这对我们来说就是一个系统性威
胁」。「这是一个直接和明确的威胁,尤其是考虑到克里米亚发生的事情。克里米亚已重返
俄罗斯,」梅德韦杰夫说道。
2014 年3 月,克里米亚和塞瓦斯托波尔举行全民公投,超过九成投票者同意脱离乌克
兰,加入俄罗斯。随后,俄总统普京与两地代表签署条约,允许克里米亚和塞瓦斯托波尔以
联邦主体身份加入俄联邦。乌克兰不承认上述公投,反对克里米亚和塞瓦斯托波尔并入俄罗
斯,西方国家由此对俄实施经济制裁。 对此,俄塔斯社援引梅德韦杰夫17 日对二战老兵的讲话说,如果克里米亚遭到攻击,
「审判日将非常迅速且猛烈地到来」。路透社称,关于「审判日」具体指什么,梅德韦杰夫
并未详细说明,但梅德韦杰夫此前曾警告美国,试图惩罚像俄罗斯这样的核大国在乌克兰的
行动是危险的,称这可能危及人类。 对此,俄塔斯社援引梅德韦杰夫17 日对二战老兵的讲话说,如果克里米亚遭到攻击,
「审判日将非常迅速且猛烈地到来」。路透社称,关于「审判日」具体指什么,梅德韦杰夫
并未详细说明,但梅德韦杰夫此前曾警告美国,试图惩罚像俄罗斯这样的核大国在乌克兰的
行动是危险的,称这可能危及人类。 另据俄罗斯国际文传电讯社报道,梅德韦杰夫17 日说,「如果任何其他国家,无论是
乌克兰还是北约国家,认为克里米亚不是俄罗斯的,那么这对我们来说就是一个系统性威
胁」。「这是一个直接和明确的威胁,尤其是考虑到克里米亚发生的事情。克里米亚已重返
俄罗斯,」梅德韦杰夫说道。 另据俄罗斯国际文传电讯社报道,梅德韦杰夫17 日说,「如果任何其他国家,无论是
乌克兰还是北约国家,认为克里米亚不是俄罗斯的,那么这对我们来说就是一个系统性威
胁」。「这是一个直接和明确的威胁,尤其是考虑到克里米亚发生的事情。克里米亚已重返
俄罗斯,」梅德韦杰夫说道。 2014 年3 月,克里米亚和塞瓦斯托波尔举行全民公投,超过九成投票者同意脱离乌克
兰,加入俄罗斯。随后,俄总统普京与两地代表签署条约,允许克里米亚和塞瓦斯托波尔以
联邦主体身份加入俄联邦。乌克兰不承认上述公投,反对克里米亚和塞瓦斯托波尔并入俄罗
斯,西方国家由此对俄实施经济制裁。 19.英美三大主战战略和南北夹击的V 型战役计划、中美战争2×2V2 第一岛链决战布
局、邪恶轴心硬死亡替代软死亡原则 19.英美三大主战战略和南北夹击的V 型战役计划、中美战争2×2V2 第一岛链决战布
局、邪恶轴心硬死亡替代软死亡原则 局
邪
轴
硬死
替代软死
则
安倍晋三遇害后的不到10 天,美方就推翻对华承诺,即美国国务院已经批准了涉及金
额大约1.08 亿美元的对台军售案;对台上亿军售后,7 月18 日,美国原国防部长马克·埃
斯珀(Mark Esper)率团访问台湾,同行的还有意大利前总统外交顾问斯特凡尼尼,以及大
西洋理事会资深副会长巴里-帕维尔,可见,安倍晋三遇害最后打醒了美国人,彻底扭转了
美国日本的核心战略,对作为人类公敌的邪恶轴心的死亡处决也已经从巴哥达迪死前还能奔
跑着的软死亡(有一定灵活空间)被调整为苏哈曼尼式的硬死亡(死时不再有任何自由度和
空间而别无选择),从而构成邪恶轴心硬死亡替代软死亡原则。
在今年五月份出版的新书中,埃斯珀直言,美国的「战略模糊」政策已经不适应今天的
中美关系了,美国必须运用手中的力量,避免以规则为基础的国际秩序「被中俄改变」。6
月21 日,埃斯珀又在一场发布会上表示「游戏已经改变」,如今的「一中原则」已无用处,
美国应该正视「应战问题」。 安倍晋三遇害后的不到10 天,美方就推翻对华承诺,即美国国务院已经批准了涉及金
额大约1.08 亿美元的对台军售案;对台上亿军售后,7 月18 日,美国原国防部长马克·埃
斯珀(Mark Esper)率团访问台湾,同行的还有意大利前总统外交顾问斯特凡尼尼,以及大
西洋理事会资深副会长巴里-帕维尔,可见,安倍晋三遇害最后打醒了美国人,彻底扭转了
美国日本的核心战略,对作为人类公敌的邪恶轴心的死亡处决也已经从巴哥达迪死前还能奔
跑着的软死亡(有一定灵活空间)被调整为苏哈曼尼式的硬死亡(死时不再有任何自由度和
空间而别无选择),从而构成邪恶轴心硬死亡替代软死亡原则。 安倍晋三遇害后的不到10 天,美方就推翻对华承诺,即美国国务院已经批准了涉及金
额大约1.08 亿美元的对台军售案;对台上亿军售后,7 月18 日,美国原国防部长马克·埃
斯珀(Mark Esper)率团访问台湾,同行的还有意大利前总统外交顾问斯特凡尼尼,以及大
西洋理事会资深副会长巴里-帕维尔,可见,安倍晋三遇害最后打醒了美国人,彻底扭转了
美国日本的核心战略,对作为人类公敌的邪恶轴心的死亡处决也已经从巴哥达迪死前还能奔
跑着的软死亡(有一定灵活空间)被调整为苏哈曼尼式的硬死亡(死时不再有任何自由度和
空间而别无选择),从而构成邪恶轴心硬死亡替代软死亡原则。 在今年五月份出版的新书中,埃斯珀直言,美国的「战略模糊」政策已经不适应今天的
中美关系了,美国必须运用手中的力量,避免以规则为基础的国际秩序「被中俄改变」。6
月21 日,埃斯珀又在一场发布会上表示「游戏已经改变」,如今的「一中原则」已无用处,
美国应该正视「应战问题」。 显然,综合各种信息,安倍晋三遇害已经让美国意识到,邪恶轴心不仅放毒屠杀全人类
超过2000 万人,更是不可能放过安倍级别的国家元首和政要,完全是无分别的无限侵略性
和攻击性,既是全人类有史以来最邪恶的天花板,更是毫无廉耻、信用的鄙视链的最顶端,
登峰造极、无与伦比,不消灭全世界都得死,于是,美国阵营改变了战略:东北亚对抗性消
耗战的同时伴随着从广东到台湾到上海一带的诺曼底登陆,对东南沿海经济中心的资源摧毁
A 和控制、切断B 双向进行,东南方向直接纵深插入C 和东北亚的对抗性(拉锯)战D 同
时并举,因为东南的直接插入战争离俄罗斯军队在东北亚的大本营太远,俄军根本不会有效
介入,况且普京在欧洲和东北亚已经是泥菩萨过河自身难保了,这是一个2×2V2 第一岛链
决战的战略部署和战役布局,称之为中美战争2×2V2 第一岛链决战布局。 本来,美国、日本是想在东北亚和俄中消耗战争,一举摧毁中共的权力中心北京而象二
战控制天皇号令日军、日本投降一样,即象朱棣靖难、刘邦快速攻下秦国都城一样直捣蜂巢,
这是直捣蜂巢战略、中心战略;现在,安倍晋三遇害表明,邪恶轴心不灭,世界永无宁日、
全人类谁都不安全,拿下中共国东南沿海的经济核心区而断供普京战争来源别无选择,于是,
美军不是基于台湾进行诺曼底登陆拿下东南经济核心区、就是基于台湾发动「鲁尔大轰炸」、
「东京大轰炸」、「德累斯顿大轰炸」,不再等东北亚消耗战,综上所述两方面,其即是南
北夹击的V 型战役计划。 二战时,美国在日本广岛投放了「小男孩」、在长崎投放了「胖子」,不会在乎继续对
哪个国家投放原子弹,因此,双解体势在必行,双方也是生死抉择,再无退路。如果说还有
退路的话,那就是邪恶轴心交出放病毒的罪犯并赔偿一切损失。 二战时,美国在日本广岛投放了「小男孩」、在长崎投放了「胖子」,不会在乎继续对
哪个国家投放原子弹,因此,双解体势在必行,双方也是生死抉择,再无退路。如果说还有
退路的话,那就是邪恶轴心交出放病毒的罪犯并赔偿一切损失。
由此可见,马克·埃斯珀就是山上徹也式的刺客,山上徹也用霰弹枪让安倍晋三逃无可
逃,马克·埃斯珀用2×2V2 第一岛链决战布局从各个方向直刺中共心脏,直奔向目标,不
再跟邪恶轴心任何废话,因此称之为2×2V2 大国战略刺客。全世界都在为安倍晋三和自己
报仇血恨。 二战英国轰炸德国鲁尔水坝,4 亿吨洪水倾泻而下,3 万人被水冲走。在第二次世界大
战中,随着德国于1942 年空袭伦敦,英国也采取了对德国的战略作战。这次对德国作战的
行动被称为「惩戒行动」,于1943 年5 月16—17 日执行。1943 年3 月执行炸坝任务的617
中队,配备19 架轰炸机于5 月16 日晚上10 点,分3 个编队起飞。进入鲁尔上空,冒着德
国密集的高射炮火,低飞至18 米高度轮番向3 座水坝投弹。在这场轰炸中,鲁尔水坝中的
默内水坝首先崩溃,1.3 亿立方米洪流从决口汹涌而出,坝下的水电站顷刻被毁灭。另外两
座水坝也相继崩溃,水淹下游80 公里的煤矿,125 座军需工厂受损停产,淹没农田3000 公
顷。通过这场残酷的轰炸,德国接近四亿吨洪水一泻而下,三万人被洪水冲走不知所踪,这
场轰炸无疑是残酷的,德国许多平民因此而失去生命。 德累斯顿大轰炸是二战期间1945 年2 月13 日—15 日由英国皇家空军和美国陆军航空
队联合发动的针对德国东部城市德累斯顿的大规模空袭行动,是二战历史上最受争议的事件
之一。英国史学家弗雷德里克·泰勒(Frederick Taylor)曾说:「德累斯顿被毁具有史诗般
的悲剧性。这座象征着德国巴洛克建筑之最的城市曾经美得让人惊叹。而纳粹期间,它又成
为德国的地狱。在这个意义上,就20 世纪的战争恐怖而言,德累斯顿轰炸事件是一个绝对
带有惩戒意味的悲剧」。 由此可见,德国鲁尔大轰炸和德累斯顿大轰炸表明,摧毁敌人经济命脉是英美的主战核
心之一。 由此可见,德国鲁尔大轰炸和德累斯顿大轰炸表明,摧毁敌人经济命脉是英美的主战核
心之一。 与此同时,二战快结束时,英美并没有把重兵部署在柏林,而是部署在波罗的海沿岸的 与此同时,二战快结束时,英美并没有把重兵部署在柏林,而是部署在波罗的海沿岸的
港口区和经济发达区,可见,立足资源是英美的另一个主战核心。
诺曼底登陆代号「霸王行动」(英语Operation Overlord),是第二次世界大战中盟军
在欧洲西线战场发起的一场大规模攻势。接近三百万士兵渡过英吉利海峡前往法国诺曼底,
诺曼底战役是世界上最大的一次海上登陆作战,使第二次世界大战的战略态势发生了根本性
的变化,其表明立足气候是英美作战的另一主战核心。
综上所述,摧毁敌人经济命脉、夺取敌人经济命脉、立足气候是英美战争的三大主战核
心,从而构成英美三大主战战略(核心)原则。 港口区和经济发达区,可见,立足资源是英美的另一个主战核心。
诺曼底登陆代号「霸王行动」(英语Operation Overlord),是第二次世界大战中盟军
在欧洲西线战场发起的一场大规模攻势。接近三百万士兵渡过英吉利海峡前往法国诺曼底,
诺曼底战役是世界上最大的一次海上登陆作战,使第二次世界大战的战略态势发生了根本性
的变化,其表明立足气候是英美作战的另一主战核心。
综上所述,摧毁敌人经济命脉、夺取敌人经济命脉、立足气候是英美战争的三大主战核 综上所述,摧毁敌人经济命脉、夺取敌人经济命脉、立足气候是英美战争的三大主战核
心,从而构成英美三大主战战略(核心)原则。 心,从而构成英美三大主战战略(核心)原则。 心,从而构成英美三大主战战略(核心)原则。
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Assessment of community knowledge, attitude, and stigma of Buruli ulcer disease in Southern Nigeria
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African health sciences
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Abstract DOI h
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Conclusion: There is poor community knowledge of BUD in endemic settings of Southern Nigeria which influenced the atti-
tude and perceptions of community members towards persons with BUD
Keywords: Mycobacterium ulcerans disease, knowledge, perceptions, practices. Cite as: Nwafor CC, Meka A, Chukwu JN, Ekeke N, Alphonsus C, Mbah O, Madichie NO, Aduh U, Ogbeifo M, IseOluwa-Adelokiki BO,
Edochie JE, Ushaka J, Ukwaja KN. Assessment of community knowledge, attitude, and stigma of Buruli ulcer disease in Southern Nigeria. Afri
Health Sci.2019;19(2): 2100-2111. https://dx.doi.org/10.4314/ahs.v19i2.34 Assessment of community knowledge, attitude, and stigma of
Buruli ulcer disease in Southern Nigeria Charles Chukwunalu Nwafor1, Anthony Meka1, Joseph Ngozi Chukwu1, Ngozi Ekeke1,
Chukwuka Alphonsus1, Obinna Mbah1, Nelson Okechukwu Madichie2, Ufuoma Aduh3,
Matthew Ogbeifo3, Bola Olubakin IseOluwa-Adelokiki4, Joseph Ezebunafor Edochie5,
Joseph Ushaka6, Kingsley Nnanna Ukwaja7 1. Medical Department, German Leprosy and Tuberculosis Relief Association, Enugu State, Nigeria. 2. St Leo Hospital Enugu, Enugu State, Nigeria. 3. Delta State Tuberculosis, Leprosy and Buruli Ulcer Control Programme, Delta State, Nigeria. 4. Ogun State Tuberculosis, Leprosy and Buruli Ulcer Control Programme, Ogun State, Nigeria. 5. Anambra State Tuberculosis, Leprosy and Buruli Ulcer Control Programme, Anambra State, Nigeria. 6. Cross River State Tuberculosis, Leprosy and Buruli Ulcer Control Programme, Cross River State, Nigeri
7. Department of Medicine, Federal Teaching Hospital Abakaliki, Ebonyi State, Nigeria. 1. Medical Department, German Leprosy and Tuberculosis Relief Association, Enugu State, Nigeria. 2. St Leo Hospital Enugu, Enugu State, Nigeria. Abstract or knowledge can influence timely care-seeking among persons with Buruli ulcer disease (BUD Background: Poor knowledge can influence timely care-seeking among persons with Buruli ulcer disease (BUD). Objectives: To assess community knowledge, attitude and stigma towards persons with BUD in endemic settings of Southern
Nigeria. Objectives: To assess community knowledge, attitude and stigma towards persons with BUD in endemic settings of Southern
Nigeria. Methods: This was a cross-sectional survey conducted among adult community members in four States of Southern Nigeria. A
semi-structured interviewer-administered questionnaire was administered to all participants. Results: Of 491 adults who completed the survey, 315 (64.2%) belonged to the ≤40 years age group, 257 (52.3%) were males
and 415 (84.5%) had some formal education. The overall mean (SD) knowledge score was 5.5±2.3 (maximum 10). Only 172
(35.0%) of the participants had a good knowledge of BUD. A total of 327 (66.6%) considered BUD as a very serious illness. Also, there was a high-level of stigma against BUD patients; 372 (75.8%) of the participants felt compassion for and desire to
help them, 77 (15.7%) felt compassion but tended to stay away from them, and 53 (10.8%) feared them because they may infect
them with the disease. Having a formal education and ethnicity were independent predictors of good knowledge of BUD.l Results: Of 491 adults who completed the survey, 315 (64.2%) belonged to the ≤40 years age group, 257 (52.3%) were males
and 415 (84.5%) had some formal education. The overall mean (SD) knowledge score was 5.5±2.3 (maximum 10). Only 172
(35.0%) of the participants had a good knowledge of BUD. A total of 327 (66.6%) considered BUD as a very serious illness. Also, there was a high-level of stigma against BUD patients; 372 (75.8%) of the participants felt compassion for and desire to
help them, 77 (15.7%) felt compassion but tended to stay away from them, and 53 (10.8%) feared them because they may infect
them with the disease. Having a formal education and ethnicity were independent predictors of good knowledge of BUD. Conclusion: There is poor community knowledge of BUD in endemic settings of Southern Nigeria which influenced the atti-
tude and perceptions of community members towards persons with BUD
Keywords: Mycobacterium ulcerans disease, knowledge, perceptions, practices. Instruments and data collection The study instrument was an interviewer-administered
questionnaire which had been piloted and validated. This
questionnaire had four sections namely: demographics;
knowledge of BUD; attitude towards the BU disease
sufferers; and stigma towards persons with BUD. The
knowledge component consisted of 10 questions cover-
ing the awareness, aetiology, clinical presentation, trans-
mission, treatment and prevention. The questions con-
sisted of factual statements that participants responded
to with “yes”, “no” or “I don’t know” options. A scoring
system was applied to assess the level of knowledge of
each respondent and one point was awarded for each cor-
rect answer. No point was given for an incorrect answer. In addition, participants were also asked further specif-
ic questions regarding their perceptions of the causes,
transmission, treatment and prevention of BUD. Five
questions each related to attitudes towards the disease,
and stigma against persons suffering from the disease
were also applied. Background Since then, until recently, there have
been scanty reports from different States in Southern Ni-
geria4-5. Recently, in 2012 a BUD prevalence of 18.7 per
100,000 population (range: 6.0 to 41.4 per 100,000) was
reported in Ogoja territory, Nigeria6. So far, BUD cases
have been reported from over 8 States of Nigeria viz. Ad-
amawa, Benue, Cross River, Akwa Ibom, Enugu, Anam-
bra, Delta, Ogun and Oyo4-8. Recent reports from Nigeria
indicate that the number of new BUD cases diagnosed
is increasing every year6-8. As a result, there is a growing
interest in BUD in the country and case finding strategies
for BUD in Nigeria are being scaled-up6-8. Okpe and Ethiope East (Delta State) and Yewa South and
Yewa North (Ogun State) having an estimated population
of more than one million people constituted the study
site. The study participants were heads of households or
the next available adult (>18 years) in a selected house-
hold in the study communities. Materials & methods
Study design This was a community-based cross-sectional survey of
BUD-endemic settings in Southern Nigeria between July
and August 2016. Sampling Using household census data obtained from each of the
selected local government area administrative headquar-
ters, 65 households were selected through simple random
sampling from each participating local government area
(i.e., 130 households per State). In each selected house-
hold, the head of the household or the next available
adult was interviewed. BUD patients have been found to have substantial delays
in seeking appropriate care thereby incurring catastrophic
costs as well as acquiring secondary bacterial infections
as complications7-8,10. Thus, due to late presentation, they
may require extensive surgery and management of the
resultant disability9. There is a paucity of research on
community knowledge of BUD in endemic settings of
West Africa11-14. The WHO recommends evaluation of
community-level understanding of BUD in order to de-
sign culturally-appropriate and behaviourally-feasible pre-
vention and treatment interventions15. This data is crucial
in informing the need for changing policies in improv-
ing BUD control programme. Therefore, the aim of this
study was to assess community knowledge, attitude and
stigma of BUD in endemic communities in Southern Ni-
geria. Background factors of M. ulcerans infection is contact with swampy
areas and swimming in slow-flowing rivers or streams2-3. BUD occurs mainly in tropical and subtropical regions
except in Australia, China and Japan1. Most cases of BUD
reported from Africa annually come mainly from West
and Central Africa, including Benin, Cameroon, Côte
d’Ivoire, Democratic Republic of the Congo and Gha-
na1. In 2014, 12 of these 15 countries that regularly report
data to the World Health Organization (WHO) notified
2200 new cases of BUD2. This figure was more than 50%
less than the number of cases they notified in 2009 – in-
dicating that except for a few countries, the number of
BUD cases has declined since 20102. Buruli ulcer disease (BUD) is a skin disease caused by My-
cobacterium ulcerans-a bacterium related to those that cause
tuberculosis and leprosy1-3. The exact mode of the disease
transmission to humans is still not clear1. The main risk Corresponding author:
Kingsley Nnanna Ukwaja,
Department of Medicine,
Federal Teaching Hospital Abakaliki,
Ebonyi State, Nigeria
Email: ukwajakingsley@yahoo.co.uk
and Central
d’Ivoire, Dem
na1. In 2014, 1
data to the W
2200 new case
less than the n
dicating that
BUD cases ha
African
African
Health Sciences
© 2019 Nwafor et al. Licensee African Health Sciences. This is an Open Access article di
License (https://creativecommons.org/licenses/BY/4.0), which permits unrestricted use, di
work is properly cited. 2100 Corresponding author:
Kingsley Nnanna Ukwaja,
Department of Medicine,
Federal Teaching Hospital Abakaliki,
Ebonyi State, Nigeria
Email: ukwajakingsley@yahoo.co.uk
and Central Africa, including Benin, Cameroon, Côte
d’Ivoire, Democratic Republic of the Congo and Gha-
na1. In 2014, 12 of these 15 countries that regularly report
data to the World Health Organization (WHO) notified
2200 new cases of BUD2. This figure was more than 50%
less than the number of cases they notified in 2009 – in-
dicating that except for a few countries, the number of
BUD cases has declined since 20102. African Health Sciences Vol 19 Issue 2, June, 2019
African
Health Sciences
© 2019 Nwafor et al. Licensee African Health Sciences. This is an Open Access article distributed under the terms of the Creative commons Attribution
License (https://creativecommons.org/licenses/BY/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original
work is properly cited. 2100 African Health Sciences Vol 19 Issue 2, June, 2019 In Nigeria, BUD was first reported from Benue in 1967
in four patients4. Sample size Sample size was calculated using OpenEpi 16. A min-
imum sample of 384 persons will be able to detect an
estimated 50% prevalence of community members with
good knowledge of BUD at 95% confidence level and
an absolute sampling error of 0.05. In this study, we in-
creased the sample size to 520 households to allow for
attrition and further multivariable analysis. Study area and population The study was carried out in four States (Cross River,
Anambra, Delta and Ogun) in Southern Nigeria. The
States belong to the tropical rain-forest belt characterised
by several features including rivers and swamps. In each
of the selected States two local government areas (basic
management units) notifying the highest number of BUD
cases where an active case finding intervention for BUD
was ongoing were used as the study sites. Thus, eight local
government areas consisting of Ogoja and Yala (Cross
River State), Ogbaru and Anambra East (Anambra State), The survey instrument was reviewed by a group of aca- Ethical approval The study was approved by the Ethics and Research Ad-
visory Board of the German Leprosy and TB Relief As-
sociation, Nigeria. Approval was also obtained from the
State TB, Leprosy and Buruli ulcer Control Programme
in the study States. All participants gave an oral informed
consent to participate in the survey. Two locally recruited research assistants with higher ed-
ucation and had participated in a standardised training
session were recruited to administer the questionnaire in
each State. Demographic characteristics of respondents g
p
p
A total of 491 respondents with complete data were in-
cluded in the final analysis. The respondents consisted
of 257 (52.3%) male, and 315 (64.2%) were aged ≤40
years (Table 1). Most of the respondents were Christians
453 (92.3%), married 351 (71.5%), farmers 415 (84.5%),
and had formal education i.e., completed at least six years
of schooling 416 (84.7%). Only 66 (13.5%) of the re-
spondent households had a regular income source, 226
(46.0%) had irregular income sources and 119 (40.5%)
had no defined income source (Table 1). Data analysis The data were double-entered, and analysed using Epi
Info 3.4.1 (CDC, Atlanta, GA USA). A composite score
for knowledge of BUD was estimated for each respon-
dent. Respondents with a knowledge score of ≥70%
were considered to have good knowledge and those with
<70% were considered to have poor knowledge of BUD. Continuous variables were summarised as means (± stan-
dard deviation SD) and while categorical variables were
summarised as proportions. Group comparisons were 2102 African Health Sciences Vol 19 Issue 2, June, 2019 African Health Sciences Vol 19 Issue 2, June, 2019 African Health Sciences Vol 19 Issue 2, June, 2019 2101 demics, infectious disease physicians, epidemiologists and
public health physicians within the State Tuberculosis,
Leprosy and Buruli ulcer Control Programmes of Cross
River, Anambra, Delta and Ogun States who considered
it to have face validity. Minor modifications were made to
the initial questionnaire following their review. Pre-test-
ing was performed among 20 adult community members
in Ayamelum local government area, Anambra State not
used for the survey which also led to minor changes in
the initial questionnaire. made using the χ2 test. A multivariable logistic regression
analysis was performed to identify predictors of good
knowledge of BUD. A p-value <0.05 was considered sig-
nificant. African Health Sciences Vol 19 Issue 2, June, 2019 Table 1: Socio-demographic characteristics of the respondents (N = 491)
Variables
n (%)
Age group (years)
≤40
315 (64.2)
>40
176 (35.8)
Gender
Female
234 (47.7)
Male
257 (52.3)
Educational status
No formal education
75 (15.3)
Primary
153 (31.2)
Secondary
211 (43.0)
Tertiary
52 (10.6)
Marital status
Single
118 (24.0)
Married
351 (71.5)
Widowed
22 (4.5)
Ethnic group
Igbo
128 (26.1)
Other
250 (50.9)
Yoruba
113 (23.0)
Religion
Christianity
453 (92.3)
Islam
18 (3.7)
Traditional religion
20 (4.1)
Occupation
Civil service
44 (9.0)
Farmer
415 (84.5)
Other
32 (6.5)
Monthly household income sources
Irregular
226 (46.0)
No defined income
119 (40.5)
Regular income
66 (13.5) Table 1: Socio-demographic characteristics of the respondents (N = 491) Monthly household income sources
Irregular
No defined income
Regular income BUD (Table 2). Older individuals (>40years) tended to
have better awareness of BUD compared with young-
er respondents (86.9% vs. 77.5%; p = 0.01). However,
they were less likely to identify a key risk factor of BUD
(24.4% vs. 34.6%; p = 0.02), less likely to know that BUD
can be prevented (50.6% vs. 57.8%; p = 0.017), less likely
to identify one correct preventive measure against BUD
(25% vs. 39.1%; p = 0.002). Overall, only 172 (35.0%; 95%
C.I. 30.8 to 39.5%) of the respondents had a good knowl-
edge of BUD (Table 3).The proportion of respondents
with good knowledge of BUD varied across the study
States: 46.2% (60/130) in Cross River, 30.2% (38/126) in
Anambra, 22.3% (27/121) in Delta, and 41.2% (47/114)
in Ogun State (P <0.001). Knowledge of Buruli ulcer disease Knowledge of Buruli ulcer disease Knowledge of Buruli ulcer disease g
The respondents were assessed regarding their knowl-
edge of BUD (Table 2). The overall mean (SD) knowl-
edge score was 5.5±2.3 (maximum 10) suggesting that
they generally had a fair knowledge of BUD (Table 2). However, the most knowledge deficit was in identifying a
key risk factor of BUD: only 152 (31.0%) of the respon-
dents could identify one key risk factor of BUD. Knowledge of Buruli ulcer disease Other
major knowledge deficits were: only 240 (48.9%) knew
that BUD cannot be transmitted through contact with
infected persons, only 271 (55.2%) of the respondents
knew that BUD can be prevented and only 167 (34.0%)
identified at least one correct preventive measure against 2103 African Health Sciences Vol 19 Issue 2, June, 2019 Table 2: Respondents knowledge of Buruli ulcer disease according to their age groups
Variable
n (% ) correct
Total
n (% ) correct
(≤40 years)
n (% ) correct
(>40 years)
P-value
Overall
491
315
176
Ever heard about the Buruli ulcer
disease
397 (80.9)
244 (77.5)
153 (86.9)
0.01
Had an information source of Buruli
ulcer disease (N = 397)
397 (100)
244 (100)
153 (100)
0.99
Identified a key risk factor of Buruli
ulcer disease
152 (31.0)
109 (34.6)
43 (24.4)
0.02
Identified two or more clinical
presentation of Buruli ulcer disease
378 (77.0)
237 (75.2)
141 (80.1)
0.22
Knew that Buruli ulcer cannot be
transmitted through contact with
infected persons
240 (48.9)
146 (46.3)
94 (53.4)
0.20
Knew that Buruli ulcer disease
cannot be transmitted through
formites
454 (92.5)
291 (92.4)
163 (92.6)
0.92
Knew that Buruli ucer disease can
be prevented
271 (55.2)
182 (57.8)
89 (50.6)
0.017
Identified at least one correct
preventative method against Buruli
ulcer
167 (34.0)
123 (39.1)
44 (25.0)
0.002
Knew that Buruli ulcer disease
could be cured
409 (83.3)
257 (81.6)
152 (86.4)
0.39
Identified that Buruli ulcer disease
could be cured though modern
medications and surgery
332 (67.6)
211 (67.0)
121 (68.8)
0.69 Table 2: Respondents knowledge of Buruli ulcer disease according to their age groups Table 3: Proportions of respondents’ knowledge of Buruli ulcer according to their age group
Variable
Total
≤40 years
>40years
n (%; 95% CI)
n (%; 95% CI)
n (%; 95% CI)
Overall
491
315
176
% of
knowledge
score
≤49
132 (26.9; 23.1 – 31.1 )
87 (27.6; 22.8 – 33.0)
45 (25.6; 19.3 – 32.7)
50 – 59
112 (22.8; 19.2 – 26.8 )
71 (22.5; 18.1 – 27.6)
41 (23.3; 17.3 – 30.2)
60 – 69
75 (15.3; 12.3 – 18.8)
47 (14.9; 11.3 – 19.5)
28 (15.9; 10.8 – 22.2)
≥70
172 (35.0; 30.8 – 39.5)
110 (34.9; 29.7 – 40.5)
62 (35.2; 28.2 – 42.8)
Knowledge
level
Good
172 (35.0; 30.8 – 39.5)
110 (34.9; 29.7 – 40.5)
62 (35.2; 28.2 – 42.8)
Poor
319 (65.0; 60.5 – 69.2)
205 (65.1; 59.5 – 70.3)
114 (64.8; 57.2 – 71.8) Table 3: Proportions of respondents’ knowledge of Buruli ulcer according to their age group Some 221 (45.0%) of the respondents indicated that they
did not know the aetiology of BUD, 102 (20.8%) per-
ceived that the disease was caused by an infective organ-
ism, 105 (21.4%) perceived it to be caused by witchcraft,
95 (19.3%) perceived the disease to be caused by contact
with swamps, and 63 (12.8%) perceived it was caused by
swimming in rivers/streams (Figure 1). Knowledge of Buruli ulcer disease African Health Sciences Vol 19 Issue 2, June, 2019 Knowledge of Buruli ulcer disease Furthermore, the
majority 372 (75.8%) of the respondents indicated that they did not know the mode of transmission of BUD. However, a few of the respondents believed it could be
transmitted through aerosol 36 (7.3%); while others be-
lieved it could be transmitted through fomites in public
places 37 (7.5%); sharing of cups for drinking water 24
(4.9%), or eating from the same plates with affected per-
sons 20 (4.1%). In addition, the respondents had a var-
ied perception on the preventability of BUD (Figure 1). African Health Sciences Vol 19 Issue 2, June, 2019 2104 Some of the respondents perceived that the disease could
be prevented by: avoiding swimming in rivers and streams
89 (18.1%), wearing protective clothing in swamps 78
(15.9%), or drinking clean/portable water 68 (13.8%). Some of the respondents perceived that the disease could
be prevented by: avoiding swimming in rivers and streams
89 (18.1%), wearing protective clothing in swamps 78
(15.9%), or drinking clean/portable water 68 (13.8%). Furthermore, 332 (67.6%) of the respondents perceived
that BUD can be cured using modern medications and
surgery, 173 (35.2%) perceived it could be cured by herbal
remedies only, and 69 (14.1%) perceived it could be cured
through prayers (Figure 1) Figure 1: Respondents knowledge of the aetiology, transmission, treatment
and prevention of Buruli ulcer in Southern Nigeria Figure 1: Respondents knowledge of the aetiology, transmission, treatment
and prevention of Buruli ulcer in Southern Nigeria Figure 1: Respondents knowledge of the aetiology, transmission, treatment
and prevention of Buruli ulcer in Southern Nigeria Attitudes to Buruli ulcer disease
A total of 327 (66.6%) and 55 (11.2%) considered BUD
as a very serious or a somewhat serious illness, respec-
tively (Table 4). Also, 189 (38.5%) and 72 (14.7%) con-
sidered BUD to be a very serious or a somewhat serious
illness in their community, respectively. The respondents’
attitude to being diagnosed with BUD mainly includes;
fear 120 (24.4%), sadness or hopelessness 116 (23.6%), Attitudes to Buruli ulcer disease surprise 112 (22.8%) and shame 50 (10.2%). Although
only 130 (26.5%) of the respondents had a positive at-
titude towards the curability of BUD, most indicated
that their first source of advice/help following being
diagnosed with the disease is a healthcare worker, 257
(52.3%), others indicated that they would seek help from
their spouse 74 (15.1%), parents 55 (11.2%) or a close
friend 25 (5.1%). African Health Sciences Vol 19 Issue 2, June, 2019 2105 Table 4: Attitude to Buruli ulcer disease among the study respondents (N = 491) Table 4: Attitude to Buruli ulcer disease among the study respondents (N = 491)
Variable
n (%)
Attitude to seriousness of Buruli ulcer disease as an illness
Very serious
327 (66.6)
Somewhat serious
55 (11.2)
Not very serious
60 (12.2)
Don’t know
49 (10.0)
Attitude to seriousness of Buruli ulcer disease in respondent’s community
Very serious
189 (38.5)
Somewhat serious
72 (14.7)
Not very serious
165 (33.6)
Don’t know
65 (13.2)
Attitude to the curability of Buruli ulcer disease
Yes
130 (26.5)
No
283 (57.6)
Don’t know
78 (15.9)
Respondent’s reaction to being diagnosed with Buruli ulcer disease
Fear
120 (24.4)
Surprise
112 (22.8)
Shame
50 (10.2)
Sadness or hopelessness
116 (23.6)
Others
93 (18.9)
Respondents’ first source of advice/help following being diagnosed with Buruli ulcer
disease
Healthcare worker / doctor
257 (52.3)
Spouse
74 (15.1)
Parent
55 (11.2)
Close friend
25 (5.1)
No one
19 (3.9)
Others
61 (12.4) (56.4%) of them indicated that they are allowed to freely
interact with persons with the disease, 388 (79.0%) indi-
cated that they don’t allow their children to freely interact
with persons with the disease, 403 (82.1%) reported that
they don’t allow persons with BUD to work as teachers
in the community, and 385 (78.4%) indicated that they do
not welcome persons with BUD into their homes. Only
202 (41.1%) of the respondents perceived that some in-
dividuals are more likely to develop BUD than others. However, when asked to identify such individuals, their
answers ranged from men only 31 (6.3%) or women only
31 (6.3%), to children 107 (21.8%), and only adults 150
(30.5%). (56.4%) of them indicated that they are allowed to freely
interact with persons with the disease, 388 (79.0%) indi-
cated that they don’t allow their children to freely interact
with persons with the disease, 403 (82.1%) reported that
they don’t allow persons with BUD to work as teachers
in the community, and 385 (78.4%) indicated that they do
not welcome persons with BUD into their homes. Only
202 (41.1%) of the respondents perceived that some in-
dividuals are more likely to develop BUD than others. However, when asked to identify such individuals, their
answers ranged from men only 31 (6.3%) or women only
31 (6.3%), to children 107 (21.8%), and only adults 150
(30.5%). Community stigma towards persons with Buruli ul-
cer disease A total of 344 (70.1%) of the respondents knew a person
who have or have had BUD in their community (Table
5). Also, respondents were asked what they felt for per-
sons with BUD (Table 5): 372 (75.8%) felt compassion
and desire to help them, 77 (15.7%) felt compassion but
tended to stay away from them, 53 (10.8%) feared them
because they may infect them with the disease, and 30
(6.1%) indicated that they have no particular feelings to-
wards them. The respondents were further asked how
persons with BUD are treated in their community: 277 2106 African Health Sciences Vol 19 Issue 2, June, 2019 African Health Sciences Vol 19 Issue 2, June, 2019 African Health Sciences Vol 19 Issue 2, June, 2019 Table 5: Community perceptions and stigma towards persons with Buruli ulcer disease (N = 491)
Variable
n (%)
Knew a person/persons who have or have had Buruli ulcer disease
Yes
344 (70.1)
No
114 (23.2)
Don’t know
33 (66.7)
What the respondents feels for persons with Buruli ulcer disease
Feels compassion and desire to help
372 (75.8)
Feels compassion but tended to stay away from them
77 (15.7)
Fears them because they may infect him/her
53 (10.8)
Have no particular feelings towards them
30 (6.1)
Others
40 (8.1)
How persons with Buruli ulcer disease are treated in the community
We are allowed to freely interact with persons with Buruli ulcer
277 (56.4)
We don’t allow our children freely interact with a Buruli ulcer patient
388 (79.0)
We don’t allow persons with Buruli ulcer to work as teachers in the community
403 (82.1)
We don’t We don’t allow persons with Buruli ulcer to work as teachers in the
community
385 (78.4)
Most people are friendly to them, but they generally try to avoid him or her
90 (18.3)
The community mostly do not support and/or help them
355 (72.3)
Other
Respondents perception on some persons being more likely to develop Buruli
ulcer disease than others
Yes
202 (41.1)
No
185 (37.7)
Not sure
104 (21.2)
In your opinion, which persons are more likely to develop Buruli ulcer disease
Men
31 (6.3)
Women
31 (6.3)
Adult male and females
150 (30.5)
Children
107 (21.8)
Others
42 (8.6)
I don’t know
81 (16.5) who are from the Igbo and Yoruba ethnic groups were
more likely to have good knowledge of BUD compared
to those from “other” ethnic groups (p = 0.004). Bivari-
ate and multivariable logistic regression analysis was per-
formed to determine socio-demographic predictors of
good knowledge of BUD among the respondents (Table
S2). The independent predictors for good knowledge of
BUD among the respondents were: completing a prima-
ry adjusted odds ratio (aOR) 2.2, 95% CI 1.04 –5.5 or
secondary (aOR 3.0, 95% CI 1.4 – 6.1) or a tertiary edu-
cation (aOR 4.5, 95% CI 1.9 – 10.5). Further more, be-
longing to the “other ethnic group” was an independent
predictor of lower knowledge of BUD (aOR 0.6, 95% CI
0.4 – 0.9). African Health Sciences Vol 19 Issue 2, June, 2019 Factors associated with knowledge of Buruli ulcer
disease The relationship between the socio-demographic charac-
teristics of the respondents and knowledge of BUD are
as shown in (Supplementary Tables S1, and S2; Appendix
1). Good knowledge of BUD did not differ according to
age (p = 0.95) or gender (p = 0.70) categories. Also, good
knowledge of BUD did not differ according to marital
status (p = 0.56), religion (p = 0.61), occupation (p =
0.16) or household income sources (p = 0.09). Howev-
er, respondents with a formal education were more like-
ly to have good knowledge of BUD compared to those
with no formal education (p = 0.009), and respondents African Health Sciences Vol 19 Issue 2, June, 2019 2107 Table S1: Relationship between respondents profile and knowledge of Buruli ulcer disease in Nigeria
Variables
Poor knowledge
n (%)
Good knowledge
n (%)
Chi-square
P-value
Age (years)
0.005
0.95
≤40
205 (65.1)
110 (34.9)
>40
114 (64.8)
62 (35.2)
Gender
0.15
0.70
Female
150 (64.1)
84 (35.9)
Male
169 (65.8)
88 (34.2)
Educational status
11.5
0.009
No formal education
59 (78.7)
16 (21.3)
Primary
97 (63.4)
56 (36.6)
Secondary
137 (64.9)
74 (35.1)
Tertiary
26 (50.0)
26 (50.0)
Marital status
1.1
0.56
Single
81 (68.6)
37 (31.4)
Married
225 (64.1)
126 (35.9)
Widowed
13 (59.1)
9 (40.9)
Ethnic group
11.2
0.004
Igbo
75 (58.6)
53 (41.4)
Other
180 (72.0)
70 (28.0)
Yoruba
64 (56.6)
49 (43.4)
Religion
0.99
0.61
Christianity
297 (65.6)
156 (34.4)
Islam
10 (55.6)
8 (44.4)
Traditional religion
12 (60.0)
8 (40.0)
Occupation
3.6
0.16
Civil service
23 (52.3)
21 (47.7)
Farmer
276 (66.5)
139 (33.5)
Other
20 (62.5)
12 (37.5)
Income sources
4.8
0.09
Irregular
150 (66.4)
76 (33.6)
No defined source
134 (67.3)
65 (32.7)
Regular
35 (53.0)
31 (47.0) ween respondents profile and knowledge of Buruli ulcer disease in Nigeria able S1: Relationship between respondents profile and knowledge of Buruli ulcer disease in Nigeria 2108 African Health Sciences Vol 19 Issue 2, June, 2019 African Health Sciences Vol 19 Issue 2, June, 2019 African Health Sciences Vol 19 Issue 2, June, 2019 Discussion propriately perceived that wearing a mask to cover their
nose and mouth as well as drinking potable water could
prevent BUD. Thus, despite a high awareness of BU in
the community, respondents generally showed a poor
knowledge of its prevention. In addition, we observed
some variation in the proportion of respondents with
good knowledge of BUD in the study States which fol-
lowed the pattern of the integration of the States with
the BUD Control Programme. Some of the observations
in this study disagree with those of Akoachere et al.,14 in
Cameroun who found that almost half (49.4%) of their
respondents thought that BUD could be transmitted
from one person to another. This study has shown that majority of individuals living
in endemic settings in Nigeria had poor knowledge of
BUD. Only about a fifth of them knew that the disease is
caused by an infective organism; and similar proportions
reported that it may be caused by contact with swamps or
witchcraft. Our finding was consistent with reports from
Cameroon and Ghana which showed a high variation in
community knowledge of the aetiology of BUD with a
substantial proportion attributing the disease to witch-
craft11-14. This wrong knowledge of the cause of BUD
led affected persons to consult traditional medical practi-
tioners and faith healers for help7,9,11. Although majority
of the respondents indicated not knowing the mode of
transmission of BUD, only very few (<10% each) inap-
propriately perceived that the disease could be transmit-
ted through fomites, aerosol droplet, handshake or shar-
ing of household items like cups and plates. It is crucial
that in undertaking further health education programme
in populations with BUD there is a need to highlight that
there is no evidence of BUD transmission through these
means. Also, we found that a relatively high proportion of the
respondents believed in the preventability of BUD. This
suggests that the ongoing sensitisation and outreach pro-
grammes in BUD-endemic settings of Southern Nigeria
may have contributed to an improved knowledge of the
preventability of the disease. This is unlike a similar study
in Cameroon which found that more than half of the re-
spondents believed BUD cannot be prevented suggesting
that the community sensitization on BUD in the study
area is insufficient and needs to be reinforced14. African Health Sciences Vol 19 Issue 2, June, 2019 Table S2: Logistic regression analysis of factors associated with good knowledge
of Buruli ulcer disease in Nigeria
Variables
Good knowledge
Crude OR
Adjusted OR
Adjusted
n (%)
(95% CI)
(95% CI)
P-value
Age (years)
≤40
110 (34.9)
1
1
>40
62 (35.2)
1.01 (0.7 – 1.5)
1.2 (0.7 – 1.8)
0.55
Gender
Female
84 (35.9)
1.1 (0.7 – 1.6)
1.1 (0.7 – 1.6)
0.79
Male
88 (34.2)
1
1
Educational status
No formal education
16 (21.3)
1
1
Primary
56 (36.6)
2.2 (1.2 – 4.2)
2.7 (1.4 – 5.5)
0.005
Secondary
74 (35.1)
2.0 (1.1 – 3.7)
3.0 (1.4 – 6.1)
0.004
Tertiary
26 (50.0)
3.4 (1.6 – 7.4)
4.5 (1.9 – 10.5)
<0.001
Marital status
Single
37 (31.4)
0.8 (0.5 – 1.3)
0.8 (0.5 – 1.4)
0.44
Married
126 (35.9)
1
1
Widowed
9 (40.9)
1.2 (0.5 – 3.0)
2.6 (0.9 – 7.0)
0.07
Ethnic group
Igbo
53 (41.4)
1
1
Other
70 (28.0)
0.6 (0.4 – 0.9)
0.6 (0.4 – 0.9)
0.02
Yoruba
49 (43.4)
1.1 (0.7 – 1.8)
1.4 (0.8 – 2.4)
0.27
Income sources
Irregular
76 (33.6)
1
1
No defined source
65 (32.7)
1.02 (0.7 – 1.5)
1.1 (0.7 – 1.6)
0.76
Regular
31 (47.0)
1.7 (1.0 – 2.9)
1.6 (0.7 – 1.6)
0.10
OR; odds ratio, 95% CI = 95% confidence interval Table S2: Logistic regression analysis of factors associated with good knowledge
of Buruli ulcer disease in Nigeria African Health Sciences Vol 19 Issue 2, June, 2019 Discussion Some of
the preventive measures mentioned by the respondents
who perceived BUD to be preventable in this study have
been reported in previous studies17-19. Furthermore, less than one-sixth of the respondents
correctly knew that wearing of protective clothing and
avoiding swimming in rivers and swamps could help in
the prevention of BUD. Some of the respondents inap- African Health Sciences Vol 19 Issue 2, June, 2019 2109 This study revealed some positive attitudes towards BUD
with the majority of respondents perceiving the illness to
be a serious problem in their communities. Only few of
the respondents had a positive attitude towards the cur-
ability of the disease. As a result, the majority of respon-
dents will react to a diagnosis of BUD by being afraid,
ashamed, surprised or depressed. However, majority of
them indicated a positive attitude towards appropriate
care-seeking by identifying a health worker / doctor as
their choice for advice if they develop BUD. This study has some strengths and limitations. A key
strength of this study was it was carriedout in communi-
ties in Nigeria where little or no literature is available. In
addition, it was performed in four States with the highest
burden of BUD in Nigeria. Therefore, the findings of
this study can help stakeholders and other health poli-
cymakers to plan culturally-appropriate and behavioural-
ly-feasible community education and prevention inter-
ventions against BUD in the country. However, as this
was a descriptive cross-sectional study we cannot make
any causal inferences. Moreover, there may be other con-
founders and predictors of knowledge of BUD not ex-
plored. A qualitative study would strengthen the findings
of this study and improve upon these limitations. This study revealed some positive attitudes towards BUD
with the majority of respondents perceiving the illness to
be a serious problem in their communities. Only few of
the respondents had a positive attitude towards the cur-
ability of the disease. As a result, the majority of respon-
dents will react to a diagnosis of BUD by being afraid,
ashamed, surprised or depressed. However, majority of
them indicated a positive attitude towards appropriate
care-seeking by identifying a health worker / doctor as
their choice for advice if they develop BUD. y
p
Although majority of the respondents indicated a willing-
ness to help BUD sufferers, we found a high level of so-
cial stigma towards persons with BUD. Discussion This is consistent
with other published studies which reported on stigma
and discrimination faced by patients with BUD11,20,21. This
high level of social stigma e.g., not allowing persons with
BUD to work as teachers, suggests that the stigma demon-
strated may be due to fear of contacting the disease11,21. However, in Ghana there was a high level of acceptance
of BUD-affected persons with persistent community ed-
ucation and exposure to these persons. Stienstra et al.,11
hypothesised that there may be a link between reduced
stigma and burden of BUD in a given area i.e., a greater
level of acceptance of BUD because of familiarity with
the disease in an area leads to increased case detection
and high prevalence rates. Conclusion We found that there is poor knowledge of BUD in en-
demic settings of Nigeria which influenced the attitude
of community members and increased stigma towards
persons with BUD. We recommend that the National Tu-
berculosis, Leprosy and Buruli Ulcer Control Programme
of Nigeria should strengthen community education pro-
grammes on the presentation, known risk factors of the
disease and its preventive measures in order to improve
community attitudes and reduce stigma towards persons
with BUD. Further emphasis of such educational pro-
grammes should be on early recognition of symptoms of
BUD and prompt referral for appropriate care. Only educational status and ethnicity were found to be
independent predictors of good knowledge of BUD. We
found that all levels of formal education were predictors
of good knowledge of BUD. Improved education of
community members could contribute to easy dissemina-
tion of information. The role of education in improved
community knowledge of BUD has been shown by stud-
ies in Ghana and Cameroun12,14,22. Education remains
a key instrument in driving social change and helps in
changing ones perception about a disease e.g., acceptance
of BUD patients by community members. We also found
that ethnicity was an independent predictor of knowledge
of BUD with patients belonging to the “other” smaller
ethnic groups (besides the major Igbo and Yoruba eth-
nic groups) in the study setting had poorer knowledge
of BUD. These communities and the health care workers
serving them will benefit from further targeted educa-
tional programmes in order to improve their knowledge
of the disease23. References 1. Sizaire V, Nackers F, Comte E, Portaels F. Mycobacte-
rium ulcerans infection: control, diagnosis, and treatment. Lancet Infect Dis. 2006; 6 (5): 288-296. 1. Sizaire V, Nackers F, Comte E, Portaels F. Mycobacte-
rium ulcerans infection: control, diagnosis, and treatment. Lancet Infect Dis. 2006; 6 (5): 288-296. 2. WHO. Buruli ulcer disease factsheet. Geneva: World
Health Organization; 2017. http://www.who.int/media-
centre/factsheets/fs199/en/ 2. WHO. Buruli ulcer disease factsheet. Geneva: World
Health Organization; 2017. http://www.who.int/media-
centre/factsheets/fs199/en/ 3. Wansbrough-Jones M, Phillips R. Buruli ulcer: emerg-
ing from obscurity. Lancet 2006; 367(9525): 1849-1858. 4. Gray HH, Kingma S, Kok SH. Mycobacterial skin ul-
cers in Nigeria. Trans R Soc Trop Med Hyg. 1967; 61 (5):
712–714. 3. Wansbrough-Jones M, Phillips R. Buruli ulcer: emerg-
ing from obscurity. Lancet 2006; 367(9525): 1849-1858. 4. Gray HH, Kingma S, Kok SH. Mycobacterial skin ul-
cers in Nigeria. Trans R Soc Trop Med Hyg. 1967; 61 (5):
712–714. 5. Oluwasanmi JO, Solankee TF, Olurin EO, Itayemi SO,
Alabi GO, Lucas AO. Mycobacterium ulcerans (Buruli) skin
ulceration in Nigeria. Am J Trop Med Hyg. 1976; 25(1):
122–128. African Health Sciences Vol 19 Issue 2, June, 2019 2110 15. World Health Organization. Report of the 5th WHO
Advisory Group Meeting on Buruli Ulcer: March 11-14
2002. Geneva, Switzerland 2003. 6. Ukwaja KN, Meka AO, Chukwuka A, Asiedu KB, Hu-
ber KL, Eddyani M, et al. Buruli ulcer in Nigeria: Results
of a pilot case study in three rural districts. Infect Dis Pov-
erty. 2016;5:39 15. World Health Organization. Report of the 5th WHO
Advisory Group Meeting on Buruli Ulcer: March 11-14
2002. Geneva, Switzerland 2003. 16. Dean AG, Sullivan KM, Soe MM. OpenEpi: Open
Source Epidemiologic Statistics for Public Health, Ver-
sion. www.OpenEpi.com, updated 2014/09/22. (ac-
cessed 2016/05/24). 16. Dean AG, Sullivan KM, Soe MM. OpenEpi: Open
Source Epidemiologic Statistics for Public Health, Ver-
sion. www.OpenEpi.com, updated 2014/09/22. (ac-
cessed 2016/05/24). 7. Meka AO, Chukwu JN, Nwafor CC, Oshi DC, Madi-
chie NO, Ekeke N, et al. Diagnosis delay and duration of
hospitalisation of patients with Buruli ulcer in Nigeria. Trans R Soc Trop Med Hyg. 2016; 110 (9): 502-509 17. Raghunathan PL, Whitney EA, Asamoa K, Stienstra
Y, Taylor TH Jr, Amofah GK, et al. Risk factors for Bu-
ruli ulcer disease (Mycobacterium ulcerans infection): results
from a case-control study in Ghana. Clin Infect Dis. 2005;
40 (10):1445–1453. 8. References Chukwu JN, Meka AO, Nwafor CC, Oshi DC, Madi-
chie NO, Ekeke N, et al. Financial burden of health care
for Buruli ulcer patients in Nigeria: the patients' perspec-
tive. Int Health. 2017; 9 (1): 36-43. for Buruli ulcer patients in Nigeria: the patients' perspec-
tive. Int Health. 2017; 9 (1): 36-43. 18. Pouillot R, Matias G, Wondje CM, Portaels F, Valin N,
Ngos F, et al. Risk factors for Buruli ulcer: a case control
study in Cameroon. PLoS Negl Trop Dis. 2007; 1(3) :e101. 9. Huang GKL, Johnson PD. Epidemiology and manage-
ment of Buruli ulcer. Expert Rev Anti Infect Ther. 2014;
12(7): 855–865. 19. Kenu E, Nyarko KM, Seefeld L, Ganu V, Käser M,
Lartey M, et al. Risk factors for Buruli ulcer in Ghana-a
case control study in the Suhum-Kraboa-Coaltar and
Akuapem South Districts of the Eastern region. PLoS
Negl Trop Dis. 2014; 8(11) :e3279. 10. Anyim MC, Meka AO, Chukwu JN, Nwafor CC, Oshi
DC, Madichie NO, et al. Secondary bacterial isolates from
previously untreated Buruli ulcer lesions and their antibi-
otic susceptibility patterns in Southern Nigeria. Rev Soc
Bras Med Trop. 2016; 49 (6): 746-751 11. Stienstra Y, van der Graaf WT, Asamoa K, van der
Werf TS. Beliefs and attitudes toward Buruli ulcer in
Ghana. Am J Trop Med Hyg. 2002; 67 (2): 207–213. 20. Tawiah PE, Adongo PB, Aikins M. Mental Health-Re-
lated Stigma and Discrimination in Ghana: Experience
of Patients and Their Caregivers. Ghana Med J. 2015;
49(1):30-6. Werf TS. Beliefs and attitudes toward Buruli ulcer in
Ghana. Am J Trop Med Hyg. 2002; 67 (2): 207–213. 12. Renzaho AM, Woods PV, Ackumey MM, Harvey SK,
Kotin J. Community-based study on knowledge, attitude
and practice on the mode of transmission, prevention
and treatment of the Buruli ulcer in Ga West District,
Ghana. Trop Med Int Health. 2007; 12 (3): 445-458. 13. Kamga LF, Nsagha DS, Assob JCN, Njunda AL,
Ndefon P, Palle JN, Ngowe NM et al. Buruli ulcer in
Cameroon: an assessment of the community knowledge
pattern. African Journal of Integrated Health. 2013; 02:36-39
14. Akoachere JF, Nsai FS, Ndip RN. A Community
Based Study on the Mode of Transmission, Prevention
and Treatment of Buruli Ulcers in Southwest Cameroon:
Knowledge, Attitude and Practices. PLoS One. 2016; 11(5)
:e0156463. 12. Renzaho AM, Woods PV, Ackumey MM, Harvey SK,
Kotin J. References Community-based study on knowledge, attitude
and practice on the mode of transmission, prevention
and treatment of the Buruli ulcer in Ga West District,
Ghana. Trop Med Int Health. 2007; 12 (3): 445-458. 21. Ocaya A, Kironde F, Odongo-Aginya FI. Knowledge
and attitude towards Buruli ulcer disease in Adjumani dis-
trict, Northwestern Uganda. East Afr Med J. 2005; 92 (11):
537-541. 13. Kamga LF, Nsagha DS, Assob JCN, Njunda AL,
Ndefon P, Palle JN, Ngowe NM et al. Buruli ulcer in
Cameroon: an assessment of the community knowledge
pattern. African Journal of Integrated Health. 2013; 02:36-39
14. Akoachere JF, Nsai FS, Ndip RN. A Community
Based Study on the Mode of Transmission, Prevention
and Treatment of Buruli Ulcers in Southwest Cameroon:
Knowledge, Attitude and Practices. PLoS One. 2016; 11(5)
:e0156463. 22. Owusu-Sekyere E, Kwame OA, Nkuah JK. Percep-
tions and attitudes: the challenge of managing Buruli ul-
cer morbidity in Ghana. Int J Sci. 2013; 2(3):16–24 23. Ekeke N, Meka AO, Chukwu JN, Nwafor NC, Al-
phonsus C, Mbah OK, et al. Assessment of health care
workers’ knowledge, attitude and risk perception of Bu-
ruli ulcer disease in Southern Nigeria. Trans R Soc Trop
Med Hyg. 2017; 111(5):226-232 2111 African Health Sciences Vol 19 Issue 2, June, 2019 African Health Sciences Vol 19 Issue 2, June, 2019
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English
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Expression of alternative developmental pathways in the cabbage butterfly, <i>Pieris melete</i> and their differences in life history traits
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Ecology and evolution
| 2,019
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cc-by
| 8,775
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O R I G I N A L R E S E A R C H O R I G I N A L R E S E A R C H Expression of alternative developmental pathways in the
cabbage butterfly, Pieris melete and their differences in life
history traits Jian‐Jun Tang1
| Hai‐Min He2 | Shao‐Hui Wu3 | Cao Zou2 | Fang‐Sen Xue2
|
Lan Xiao4,5 Jian‐Jun Tang1
| Hai‐Min He2 | Shao‐Hui Wu3 | Cao Zou2 | Fang‐Sen Xue2
|
Lan Xiao4,5 | Hai‐Min He2 | Shao‐Hui Wu3 | Cao Zou2 | Fang‐Sen Xue2
| 1College of Computer and Information
Engineering, Jiangxi Agricultural University,
Nanchang, China
2Institute of Entomology, Jiangxi Agricultural
University, Nanchang, China
3Department of Entomology, University of
Georgia, Tifton, GA, USA
4School of Education, Huazhong University
of Science and Technology, Wuhan, China
5Foreign Language School, Jiangxi
Agricultural University, Nanchang, China 1College of Computer and Information
Engineering, Jiangxi Agricultural University,
Nanchang, China
2Institute of Entomology, Jiangxi Agricultural
University, Nanchang, China
3Department of Entomology, University of
Georgia, Tifton, GA, USA
4School of Education, Huazhong University
of Science and Technology, Wuhan, China
5Foreign Language School, Jiangxi
Agricultural University, Nanchang, China Abstract Abstract
The seasonal life cycle of the cabbage butterfly, Pieris melete is complicated because
there are three options for pupal development: summer diapause, winter diapause,
and nondiapause. In the present study, we tested the influence of temperature, day
length, and seasonality on the expression of alternative developmental pathways
and compared the differences in life history traits between diapausing and directly
developing individuals under laboratory and field conditions. The expression of de-
velopmental pathway strongly depended on temperature, day length, and seasonal-
ity. Low temperatures induced almost all individuals to enter diapause regardless of
day length; relatively high temperatures combined with intermediate and longer day
lengths resulted in most individuals developing without diapause in the laboratory. The field data revealed that the degree of phenotypic plasticity in relation to devel-
opmental pathway was much higher in autumn than in spring. Directly developing
individuals showed shorter development times and higher growth rates than did dia-
pausing individuals. The pupal and adult weights for both diapausing and directly de-
veloping individuals gradually decreased as rearing temperature increased, with the
diapausing individuals being slightly heavier than the directly developing individuals
at each temperature. Female body weight was slightly lower than male body weight. The proportional weight losses from pupa to adult were almost the same in diapaus-
ing individuals and in directly developing individuals, suggesting that diapause did
not affect weight loss at metamorphosis. Our results highlight the importance of the
expression of alternative developmental pathways, which not only synchronizes this
butterfly's development and reproduction with the growth seasons of the host plants
but also exhibits the bet‐hedging tactic against unpredictable risks due to a dynamic
environment. Correspondence
Lan Xiao, School of Education, Huazhong
University of Science and Technology,
Wuhan 430074, China and Foreign
Language School, Jiangxi Agricultural
University, Nanchang 330045, China. Email: 185859707@qq.com This is an open access article under the terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in any medium,
provided the original work is properly cited.
© 2019 The Authors. Ecology and Evolution published by John Wiley & Sons Ltd. Received: 8 July 2019 | Revised: 6 September 2019 | Accepted: 11 September 2019 Received: 8 July 2019 | Revised: 6 September 2019 | Accepted: 11 September 2019 Received: 8 July 2019 | Revised: 6 September 2019 | Accepted: 11 September 2019
DOI: 10.1002/ece3.5731 K E Y W O R D S bet‐hedging, diapause, direct development, life history trait, Pieris melete, temperature | 12311
www.ecolevol.org 2 | MATERIALS AND METHODS The cabbage butterfly, Pieris melete Ménétriés is a serious pest
of crucifers in the mountain areas of the Jiangxi Province, PR China
and has a multivoltine life cycle with both summer and winter dia-
pause in the pupal stage. The effects of temperature and photope-
riod on diapause induction and termination have been evaluated
in detail in this butterfly species under laboratory and field condi-
tions (Xiao, Li, Wei, & Xue, 2008; Xiao, Wu, He, Chen, & Xue, 2012;
Xiao, Wu, Wang, Zhu, & Xue, 2009; Xue, Kallenborn, & Wei, 1997). 12312 |
1 | INTRODUCTION Understanding
the expression of two alternative developmental pathways may be
crucial for studying life history evolution and developing successful
pest management programs (Nylin, 2001). The cabbage butterfly, Pieris melete Ménétriés is a serious pest
of crucifers in the mountain areas of the Jiangxi Province, PR China
and has a multivoltine life cycle with both summer and winter dia Therefore, this insect species may serve as an excellent experi-
mental model to test the differences in life history traits between the
diapausing and directly developing individuals. In the present study,
we tested the influence of temperature, day length, and seasonality
on the expression of alternative developmental pathways in P. melete
under laboratory and field conditions and their differences in larval
and pupal development time, pupal weight and growth rate, and adult
weight and weight loss, aiming to understand how temperature, day
length, and seasonality affect the evolution of their life‐history traits. 12312 |
1 | INTRODUCTION However, diapause has another
important role that is often ignored—it permits the insects to breed
dispersively at different periods, because their chances of survival
are greatly enhanced (Danks, 1987; Masaki, 1980; Tauber, Tauber,
& Masaki, 1986; Xue & Kallenborn, 1993). Portions of many insect
populations are known to enter into diapause while the remaining
insects continue to develop and reproduce. For example, 6 years
of field observations of summer diapause in the zygaenid moth,
Pseudopidorus fasciata have shown that only 20%–28% of individuals
of the overwintering generation and 49%–60% of the first genera-
tion entered summer diapause as prepupae, while the rest contin-
ued to develop and produce the next generation (Xue & Kallenborn,
1998). In the fly, Pegomyia bicolor, 6 years of field observations in-
dicated that 41%–70% of individuals that pupated during April 5–7
entered pupal diapause, while the rest continued to emerge and ovi-
posit and produced the second generation (Xue, Zhu, & Shao, 2001). In the cabbage beetle, Colaphellus bowringi, there were always some
individuals (17%–67%) hatched between August 5 and October 5
entering diapause as adults, while the rest mated and produced the
next generation (Xue, Spieth, Li, & Hua, 2002). That part of the pop-
ulation entering dormancy (summer or winter diapause) and the rest
the population whose development continues have been regarded
to constitute a bet‐hedging or risk‐spreading reproductive strat-
egy that avoids the situation in which individuals “put all their eggs
into one basket” (Hopper, 1999; Masaki, 1980; Tauber et al., 1986;
Waldbauer, 1978; Wise, 1980; Xue & Kallenborn, 1993) and sub-
jects them all simultaneously to the possibility of meeting unfavor-
able environmental conditions. Individual insects that follow these
two alternative pathways of diapause and direct development are
typically described as presenting alternative developmental path-
ways (Aalberg Haugen & Gotthard, 2015; Fischer & Fiedler, 2000;
Gotthard & Berger, 2010; Kivelä, Svensson, Tiwe, & Gotthard, 2015;
Kivelä, Välimäki, & Gotthard, 2016; Kivelä, Välimäki, & Mäenpää,
2012). However, there have been a few studies showing that the
expression of life‐history traits may differ between these path-
ways (Aalberg Haugen, Berger, & Gotthard, 2012; Aalberg Haugen
& Gotthard, 2015; Chen, Xia, Xiao, Xiao, & Xue, 2014; Gotthard &
Berger, 2010; Kivelä, Välimäki, & Gotthard, 2013). Understanding
the expression of two alternative developmental pathways may be
crucial for studying life history evolution and developing successful
pest management programs (Nylin, 2001). 12312 |
1 | INTRODUCTION It has been clearly recognized that diapause is an important mech-
anisms for synchronizing seasonal development and activity in sub-
tropical and temperate zone insects. However, diapause has another
important role that is often ignored—it permits the insects to breed
dispersively at different periods, because their chances of survival
are greatly enhanced (Danks, 1987; Masaki, 1980; Tauber, Tauber,
& Masaki, 1986; Xue & Kallenborn, 1993). Portions of many insect
populations are known to enter into diapause while the remaining
insects continue to develop and reproduce. For example, 6 years
of field observations of summer diapause in the zygaenid moth,
Pseudopidorus fasciata have shown that only 20%–28% of individuals
of the overwintering generation and 49%–60% of the first genera-
tion entered summer diapause as prepupae, while the rest contin-
ued to develop and produce the next generation (Xue & Kallenborn,
1998). In the fly, Pegomyia bicolor, 6 years of field observations in-
dicated that 41%–70% of individuals that pupated during April 5–7
entered pupal diapause, while the rest continued to emerge and ovi-
posit and produced the second generation (Xue, Zhu, & Shao, 2001). In the cabbage beetle, Colaphellus bowringi, there were always some
individuals (17%–67%) hatched between August 5 and October 5
entering diapause as adults, while the rest mated and produced the
next generation (Xue, Spieth, Li, & Hua, 2002). That part of the pop-
ulation entering dormancy (summer or winter diapause) and the rest
the population whose development continues have been regarded
to constitute a bet‐hedging or risk‐spreading reproductive strat-
egy that avoids the situation in which individuals “put all their eggs
into one basket” (Hopper, 1999; Masaki, 1980; Tauber et al., 1986;
Waldbauer, 1978; Wise, 1980; Xue & Kallenborn, 1993) and sub-
jects them all simultaneously to the possibility of meeting unfavor-
able environmental conditions. Individual insects that follow these
two alternative pathways of diapause and direct development are
typically described as presenting alternative developmental path-
ways (Aalberg Haugen & Gotthard, 2015; Fischer & Fiedler, 2000;
Gotthard & Berger, 2010; Kivelä, Svensson, Tiwe, & Gotthard, 2015;
Kivelä, Välimäki, & Gotthard, 2016; Kivelä, Välimäki, & Mäenpää,
2012). However, there have been a few studies showing that the
expression of life‐history traits may differ between these path-
ways (Aalberg Haugen, Berger, & Gotthard, 2012; Aalberg Haugen
& Gotthard, 2015; Chen, Xia, Xiao, Xiao, & Xue, 2014; Gotthard &
Berger, 2010; Kivelä, Välimäki, & Gotthard, 2013). 12312 |
1 | INTRODUCTION 12312 TANG et al. TANG et al. Under laboratory conditions, the photoperiodic response curves in
P. melete showed an intermediate response type: that is, short day
lengths (8–11 hr) induced winter diapause; the intermediate day
lengths (12–13 hr) permitted some pupae to develop without dia-
pause, and the long day lengths (14–16 hr) induced summer diapause
(Xiao et al., 2009). These studies also revealed that high tempera-
tures strongly weakened the diapause‐inducing effects of long day
length and significantly reduced the incidence of summer diapause;
whereas winter diapause can be induced under short day‐length at
relatively high temperatures (Xiao et al., 2009; Xue et al., 1997). In
the field, there are two distinct infestation peaks per year, one in
the spring and a second in autumn. According to our field observa-
tions for 9 years (1988, 1989, 1994, 1995, 2003, 2004, 2005, 2006,
and 2007), if the overwintered pupae eclosed into adults between
mid‐March and early April (1988, 1989, 1994, 1995, 2003, 2005,
and 2007), almost all their progenies would have entered summer
diapause and produced one generation. However, if adults emerged
between late February and late March, some progenies produced by
the early emerged adults would have developed without diapauses
(33.33% in 2004; 34.04% in 2006; Xiao et al., 2012), these proge-
nies emerged as adults in late April and produced the second gen-
eration. In autumn, aestivating individuals emerge between the end
of August and early November. Early‐emerging individuals can pro-
duce three generations in autumn under conditions of relatively high
temperatures and intermediate day lengths. However, late‐emerging
individuals produce only one generation because of the relatively
low temperature and short day lengths occurring in late autumn. Thus, there are one to three generations in autumn (Xue, Zhu, &
Wei, 1996). Furthermore, there are always some individuals entering
winter diapause regardless of temperature, as indicated by the fact
that 3.85% of individuals in 2003, 4.65% in 2004, and 6.78% of indi-
viduals in 2005 that hatched in August entered winter diapause even
under high temperatures—from 26.4 to 31.2°C (Xiao et al., 2012). It has been clearly recognized that diapause is an important mech-
anisms for synchronizing seasonal development and activity in sub-
tropical and temperate zone insects. 2.2 | Experimental arrangement The data of the mean daily temperature experienced by larvae
for each generation were collected from the weather station of
Jiangxi Agricultural University. (30 × 30 × 35 cm) for pupation and hibernation and estivation under
natural conditions. Adults from the overwintering or aestivating
pupae were released to an outdoor web‐screened insectary with
cultivated flowering Chinese cabbage, Brassica chinensis for mating
and oviposition in the spring or autumn, respectively. Eggs laid on
leaves were collected in Petri dishes (height 2 cm; diameter 9.0 cm)
lined with moistened filter paper every day and were used to con-
duct the experiments. terminate pupal diapause and observe the adult emergence. The
number of females and males was recorded daily. terminate pupal diapause and observe the adult emergence. The
number of females and males was recorded daily. In the autumn generations, diapausing and nondiapausing
pupae were obtained using the same method as that used for the
spring generations. Nondiapause pupae generally emerged within
7–21 days in the autumn generations. Thus, each pupa that did not
emerge within 25 days was assumed to be in diapause. The diapause
pupae were treated under the same conditions as were the aestivat-
ing pupae to observe the adult emergence. The diapause pupae of
the second autumn generation were maintained under natural con-
ditions until adult eclosion the following spring. 2.4 | Statistical analyses Statistical analyses were conducted using the SPSS 17.0 statistical
software package (IBM, www.ibm.com). Life history traits were ana-
lyzed in relation to temperature, development pathway, and sex with
the general linear model. The nonsignificant three‐way term (tem-
perature‐by‐development pathway‐by‐sex) was dropped from the
final model in the analysis. One‐way analysis of variance (ANOVA)
was used to determine whether there were significant differences
in life history traits in different development pathways at each tem-
perature. One‐way analysis of variance and Duncan's test were used
to compare the differences in life history traits between sexes in
each development pathway and at each temperature. Throughout
the text, all means are given with ±1 SEs. 2.3 | Measurement methods For each diapausing and directly developing individual obtained from
both laboratory and field conditions, we measured the larval and
pupal development time from hatching to pupation and adult eclosion,
pupal and adult weight, growth rate, and proportional weight loss at
metamorphosis. We calculated the pupal weight on the 2nd day after
pupation and adult weight after the release of the meconium by using
an electronic balance (AUY120; Shimadzu). The individual growth rate
of each larva used in the experiments was calculated according to the
methods of Gotthard, Nylin, and Wiklund (1994): Growth rate = ln
(pupal weight)/larval time × 100. This formula gives a relative growth
rate representing the mean weight gain per day. Weight loss between
pupation and adult eclosion was calculated using the following for-
mula: proportion weight loss = 1 − (adult weight/pupal weight). 2.2.1 | Laboratory experiments After hatching, young larvae from the spring generation were reared
in Petri dishes (height 2 cm; diameter 9.0 cm) containing moistened
filter paper and fresh leaves of B. chinensis with four larvae in a Petri
dish. The Petri dishes were randomly divided into four groups and
were placed in four illuminated incubators (LRH‐250‐GS, Guangdong
Medical Appliances Plant) with constant temperatures of 16, 19, 22,
and 25°C. The photoperiod was identical in all treatments (24‐hr L/D
cycle, L:D 12.5:11.5 hr). At least 30 Petri dishes were used for each
temperature treatment. The Petri dishes were checked daily and
supplied with new fresh leaves when needed. After pupation, pupae
were placed individually in a transparent plastic box (3.5 cm in diame-
ter and 6 cm in height) lined with filter paper and the box was covered
with gauze. The pupae were monitored for eclosion to determine the
developmental pathway for each individual. Based on the current ex-
periment, if they did not emerge within 35 days at 16°C, 15 days at
19°C, 12 days at 22°C, and 9 days at 25°C, they were assumed to
be in diapause. Diapause pupae were placed at 8°C for 30 days in
continuous darkness and then transferred to L:D 15:9 hr and 18°C
conditions to terminate the pupal diapause and observe the adult
emergence. The number of females and males was recorded daily. 2.2.2 | Field experiments Newly hatched larvae from the spring generation were transferred
to B. chinensis plants grown in an outdoor web‐screened insec-
tary. When the larvae matured they were placed individually in
a transparent plastic box (3.5 cm in diameter and 6 cm in height)
lined with filter paper and fresh leaves for pupation. After pupa-
tion, the pupae were transferred individually to a clean transpar-
ent plastic box for eclosion. Adults emerging from nondiapause
pupae were released into another outdoor web‐screened insec-
tary to mate and produce the second generation using the same
protocol. Nondiapause pupae generally emerged within 8–13 days
in the spring generations. Thus, each pupa that did not emerge
within 15 days in spring generations was assumed to be in sum-
mer diapause. Similar to the actions during laboratory experiment,
aestivating pupae were placed at 8°C (a low temperature that can
accelerate the development of diapaus and shortened diapause
duration) for 30 days in continuous darkness (Xiao, Wu, Chen, &
Xue, 2013), and then transferred to LD 15:9 hr, 18°C conditions to 2.1 | Experimental insects The cabbage butterflies, P. melete used in the experiments originated
from a wild population in the Tonggu County (28.5°N, 114.4°E; at an
altitude of approximately 240 m above sea level), Jiangxi Province,
PR China. Mature larvae prior to pupation were collected from
crucifers in the vegetable gardens in mid‐November, 2015 and
late April, 2016 and then were transferred to wooden insectaries TANG et al. 12313 TA B LE 2 Results from a linear model analysis of fixed effects
on larval time, pupal weight, growth rate, adult weight, and weight
loss of Pieris melete at different constant temperatures in relation to
temperature, development pathway (develop. path), and sex TA B LE 2 Results from a linear model analysis of fixed effects
on larval time, pupal weight, growth rate, adult weight, and weight
loss of Pieris melete at different constant temperatures in relation to
temperature, development pathway (develop. path), and sex regardless of the favorable day length (Table 1). However, when lar-
vae were reared at relatively high temperatures, some individuals un-
derwent direct development. The percentage of directly developing
pupae reached 44.0% at 19°C, 77.0% at 22°C, and 63.1% at 25°C. The
intermediate day length of 12.5 hr combined with the intermediate
temperature of 22°C promoted direct development most effectively. regardless of the favorable day length (Table 1). However, when lar-
vae were reared at relatively high temperatures, some individuals un-
derwent direct development. The percentage of directly developing
pupae reached 44.0% at 19°C, 77.0% at 22°C, and 63.1% at 25°C. The
intermediate day length of 12.5 hr combined with the intermediate
temperature of 22°C promoted direct development most effectively. p
,
p
p
y (
p p
),
Traits
Fixed effects
df
F
p
Larval
time
Temp
3
2,222.199
<.001
Develop. path. 1
72.072
<.001
Sex
1
0.217
.641
Temp × develop. path. 3
6.245
.02
Temp × sex
3
0.295
.829
Develop. path. × sex
1
0.106
.745
Pupal
weight
Temp
3
59.346
<0.001
Develop. path. 1
2.946
.087
Sex
1
17.740
<.001
Temp × develop. path. 3
0.109
.897
Temp × sex
3
0.343
.795
Develop. path. × sex
1
0.002
.960
Growth
rate
Temp
3
1,028.836
<.001
Develop. path. 1
60.015
<.001
Sex
1
1.095
.296
Temp × develop. path. 3
0.838
.433
Temp × sex
3
0.077
.972
Develop. path. × sex
1
0.064
.800
Adult
weight
Temp
3
41.559
<.001
Develop. path. 1
8.639
.003
Sex
1
3.465
.063
Temp × develop. path. 3
0.231
.794
Temp × sex
3
0.165
.920
Develop. path. × sex
1
0.116
.734
Weight
loss
Temp
3
2.688
.046
Develop. path. 1
3.357
.068
Sex
1
3.837
.051
Temp × develop. path. 2
1.576
.208
Temp × sex
3
1.199
.310
Develop. path. × sex
1
0.683
.409
Note: The significant effects are highlighted in bold. TA B LE 1 Incidence of developmental pathways taken by Pieris
melete pupae at different constant temperatures TA B LE 1 Incidence of developmental pathways taken by Pieris
melete pupae at different constant temperatures Temperature significantly affected weight loss from pupa to adult
(Table 1). The proportional weight losses of diapausing pupae were
similar to those of directly developing individuals at all temperatures
(55%–59%; see Table S1). There were no significant differences in
weight loss between males and females at any temperature (Table S1). T (°C)
N
Developmental pathway
Direct
Diapause
Direct (%)
16
112
2
110
1.8
19
91
40
51
44.0
22
87
67
20
77.0
25
195
123
72
63.1
Note: The photoperiod (24‐hr L:D cycle, L:D 12.5:11.5) was identical in
all treatments. 3.2 | Comparisons of life‐history traits between
diapausing and directly developing individuals at
constant temperatures Temperature, developmental pathway, and their interactions (tem-
perature × developmental pathway) significantly affected larval
development time (Table 2). Larval development time significantly
decreased as rearing temperature increased, with the larval develop-
ment time of directly developing individuals being shorter than that
of diapausing individuals and with significant differences at 19 and
22°C (Figure 1, Table S1, p < .05). Pupal weight was significantly affected by temperature and sex
(Table 2). Pupal weight gradually decreased as rearing temperature
increased from 16 to 25°C (Figure 1), which is consistent with the
general pattern in ectothermic animals (Atkinson, 1994). Males were
slightly larger than females at each temperature, but this difference
was not significant (see Table S1, p > .05). Individuals that developed
directly into adults attained relatively lower pupal weights than did
individuals entering diapause (Figure 1), although significant differ-
ences were not found at each temperature (Table S1, p > .05). The temperature and developmental pathway significantly af-
fected larval growth rate (Table 2). The growth rate increased sig-
nificantly as the rearing temperature increased. Individuals that
developed directly into adults had significantly higher growth rates
than individuals entering diapause (Figure 1, Table S1). Adult weight was significantly affected by temperature and de-
velopmental pathway (Table 1). Adult weight gradually decreased as the rearing temperature
increased (Figure 1). Although Table 1 shows a significant effect
on adult weight induced by developmental pathway, there was no
significant difference in adult weight between diapausing and di-
rectly developing individuals at any temperature, with diapausing
individuals being slightly larger than directly developing individuals (Figure 2, Table S1). Male adults were slightly larger than female
adults (Figure 2, Table S1). 3.1 | Developmental pathway at constant
temperatures When larvae were reared under an intermediate day length of 12.5 hr,
98.2% of the pupae entered diapause at the low temperature of 16°C 12314 TANG et al. TANG et al. 3.3 | Developmental pathways under
field conditions In the spring generations, almost all individuals entered summer dia-
pause (97.1% in the first spring generation, 93.5% in the second spring Note: The photoperiod (24‐hr L:D cycle, L:D 12.5:11.5) was identical in
all treatments. | 12315 | 12315 TANG et al. 12315 | 12315
TANG et al. FI G U R E 1 Comparisons of larval time,
pupal weight, and growth rate between
diapausing and directly developing
individuals of Pieris melete at constant
temperatures of 16, 19, 22, and 25°C. The
symbols of ▫, □, and represent mean
values, ± SEs and ± SDs, respectively. The
values with different lowercase letters are
significantly different between diapausing
and directly developing individuals at a
significant level of 0.05 FI G U R E 1 Comparisons of larval time,
pupal weight, and growth rate between
diapausing and directly developing
individuals of Pieris melete at constant
temperatures of 16, 19, 22, and 25°C. The
symbols of ▫, □, and represent mean
values, ± SEs and ± SDs, respectively. The
values with different lowercase letters are
significantly different between diapausing
and directly developing individuals at a
significant level of 0.05 in directly developing individuals than in diapausing individuals, with
significant differences at 16.8°C for females and at 17.6 and 25.6°C
for males (Figure 3, Table S2, p < .05). generation), only a few individuals underwent direct development
(Table 2). This is because they experienced relatively low mean daily
temperatures and gradually prolonging day lengths. In the autumn gen-
erations, most individuals developed without diapause (90% in the first
autumn generation, 78.5% in the second autumn generation) when they
experienced gradually shortening day lengths (close to the intermediate
day lengths) and relatively high mean daily temperatures (Table 3). Pupal weight was significantly affected by temperature, sex, de-
velopmental pathway, and a significant interaction (developmental
pathway × sex; Table 4). Pupal weight gradually decreased as the
mean daily temperature increased, with diapausing individuals being
slightly larger than directly developing individuals (Table S2). Male
pupae were generally slightly larger than female pupae, with a signif-
icant difference at 20.8°C (Figure 3, Table S2, p < .05). 3.4 | Comparisons of life‐history traits between
diapausing and directly developing individuals under
field conditions In nature, such response
patterns for diapause induction play an important role in regulating
the life cycle of P. melete. The low‐temperature control of diapause
not only ensures almost all larvae that grow in the spring enter sum-
di
th
idi
d
ti
d
i
d
FI G U R E 2 Comparisons of weight loss
from pupae to adults between diapausing
and directly developing individuals of
Pieris melete at constant temperatures
of 16, 19, 22, and 25°C. The symbols of
▫, □, and represent the mean value, ±
SEs and ± SDs, respectively. The values
with different lowercase letters are
significantly different between diapausing
and directly developing individuals at a
significant level of 0.05 12316 |
TANG et al. FI G U R E 2 Comparisons of weight loss
from pupae to adults between diapausing
and directly developing individuals of
Pieris melete at constant temperatures
of 16, 19, 22, and 25°C. The symbols of
▫, □, and represent the mean value, ±
SEs and ± SDs, respectively. The values
with different lowercase letters are
significantly different between diapausing
and directly developing individuals at a
significant level of 0.05 FI G U R E 2 Comparisons of weight loss
from pupae to adults between diapausing
and directly developing individuals of
Pieris melete at constant temperatures
of 16, 19, 22, and 25°C. The symbols of
▫, □, and represent the mean value, ±
SEs and ± SDs, respectively. The values
with different lowercase letters are
significantly different between diapausing
and directly developing individuals at a
significant level of 0.05 significantly different between diapausing
and directly developing individuals at a
significant level of 0.05 Temperature and developmental pathway significantly affected
adult weight (Table 4). Adult weight gradually decreased as the mean
daily temperature increased (Figure 4), with diapausing individuals
being slightly larger than directly developing individuals (Table S2). Male adults were larger than female adults, with a significant differ-
ence at 20.8°C (Figure 4, Table S2, p < .05). the developmental pathway is highly plastic, depending on tempera-
ture, day length, and their interaction (see Tables 1 and 3). Constant
low temperatures of 16°C and the mean daily spring temperatures
of 16.8 and 20.8°C combined with gradually increasing day lengths
resulted in almost all individuals entering pupal diapause (98.2% and
97.1%). 3.4 | Comparisons of life‐history traits between
diapausing and directly developing individuals under
field conditions Higher constant temperatures (19, 22, and 25°C) and mean
daily autumn temperatures (17.6 and 25.6°C) combined with gradu-
ally shortened autumn day lengths induced most individuals to de-
velop without diapause (90% and 78.5%). In nature, such response
patterns for diapause induction play an important role in regulating
the life cycle of P. melete. The low‐temperature control of diapause
not only ensures almost all larvae that grow in the spring enter sum-
mer diapause, thus avoiding reproduction during adverse summer
conditions (e.g., drought and food shortage) but also ensures that
that the species synchronize its development and reproduction with
the growth seasons of the host plants (Xue et al., 1997). In the field,
all cruciferous vegetables are harvested in May and are generally not
cultivated until autumn. The relatively high autumn temperature in-
duction of direct development enables the butterfly to maximize the Proportional weight loss from pupa to adult was significantly af-
fected by temperature (Table 4). However, the proportional weight
loss did not show significant differences between diapausing in-
dividuals and directly developing individuals at any temperature,
although diapausing individuals experienced significantly longer du-
rations of pupae than did directly developing individuals (67–97 vs. 7–13 days). 3.4 | Comparisons of life‐history traits between
diapausing and directly developing individuals under
field conditions Growth rate was significantly affected by temperature and
developmental pathway; developmental pathway and sex had a
significant interaction (Table 4). The growth rate increased sig-
nificantly as the mean daily temperature increased. Moreover,
the growth rate was higher in directly developing individuals than
diapausing individuals, showing significant differences for males at
mean daily temperatures of 17.6, 20.8 and 35.6°C (Figure 3, Table
S2, p < .05). Larval development time was significantly influenced by tempera-
ture and developmental pathway (Table 4). There were significant
interactions (temperature × developmental pathway, tempera-
ture × sex and temperature × developmental pathway × sex). The
larval development time significantly decreased with increasing the
mean daily temperature. The larval development times were shorter 12316 | 12316 |
TANG et a
FI G U R E 2 Comparisons of weight los
from pupae to adults between diapausing
and directly developing individuals of
Pieris melete at constant temperatures
of 16, 19, 22, and 25°C. The symbols of
▫, □, and represent the mean value, ±
SEs and ± SDs, respectively. The values
with different lowercase letters are
significantly different between diapausin
and directly developing individuals at a
significant level of 0.05 TANG et al. 12316 12316 |
TANG et al. Temperature and developmental pathway significantly affected
adult weight (Table 4). Adult weight gradually decreased as the mean
daily temperature increased (Figure 4), with diapausing individuals
being slightly larger than directly developing individuals (Table S2). Male adults were larger than female adults, with a significant differ-
ence at 20.8°C (Figure 4, Table S2, p < .05). Proportional weight loss from pupa to adult was significantly af-
fected by temperature (Table 4). However, the proportional weight
loss did not show significant differences between diapausing in-
dividuals and directly developing individuals at any temperature,
although diapausing individuals experienced significantly longer du-
rations of pupae than did directly developing individuals (67–97 vs. 7 13 d
)
the developmental pathway is highly plastic, depending on tempera-
ture, day length, and their interaction (see Tables 1 and 3). Constant
low temperatures of 16°C and the mean daily spring temperatures
of 16.8 and 20.8°C combined with gradually increasing day lengths
resulted in almost all individuals entering pupal diapause (98.2% and
97.1%). Higher constant temperatures (19, 22, and 25°C) and mean
daily autumn temperatures (17.6 and 25.6°C) combined with gradu-
ally shortened autumn day lengths induced most individuals to de-
velop without diapause (90% and 78.5%). TA B LE 4 Results from a linear model analysis of fixed effects on
larval time, pupal weight, growth rate, adult weight, and weight loss
of Pieris melete under field conditions in relation to temperature,
development pathway (develop. path), and sex allows the butterfly to escape from various unpredictable physical
or biotic factors, such as farming practices (insecticide applications,
thinning of the seedlings and harvesting), interspecific competition
(aphids and the beetle Phaedon brassicae), and autumn drought, thus
avoiding the catastrophic elimination of an entire population. (
)
p
p
y
p p
Traits
Fixed effects
df
F
P
Larval time
Temp
3
985.126
<.001
Sex
1
3.695
.055
Develop. path. 1
49.794
<.001
Temp × sex
3
3.064
.028
Temp × develop. path
3
2.105
.099
Develop. path. × sex
1
2.712
.100
Temp × develop. path. × sex
3
4.123
.007
Pupal weight
Temp
3
15.796
<.001
Sex
1
7.603
.006
Develop. path. 1
5.659
.018
Temp × sex
3
0.053
.984
Temp × develop. path
3
0.249
.862
Develop. path. × sex
1
4.098
.044
Growth rate
Temp
3
827.492
<.001
Sex
1
0.153
.696
Develop. path. 1
37.210
<.001
Temp × sex
3
2.542
.56
Temp × develop. path
3
0.942
.420
Develop. path. × sex
1
6.829
.009
Adult weight
Temp
3
15.255
<.001
Sex
1
2.563
.197
Develop. path. 1
5.414
.02
Temp × sex
3
0.284
.837
Temp × develop. path
3
0.012
.998
Develop. path. × sex
1
2.243
.135
Weight loss
Temp
3
5.951
.001
Sex
1
0.863
.353
Develop. path. 1
1.719
.190
Temp × sex
3
0.844
.470
Temp × develop. path
3
0.576
.631
Develop. path. × sex
1
0.000
.982
Note: The significant effects are highlighted in bold. Given the physiological responses that control the propensity to
enter diapause, the expression of an alternative development path-
way in P. melete may be dependent upon a threshold. Those individu-
als above a certain threshold value may enter diapause; those below
it may avert diapause. Alternatively, alternative developmental path-
ways may entail that conditionally expressed genes, although carried
by all individuals within a population, are expressed and exposed to
selection only a fraction of these individuals at any given time (Van
Dyken & Wade, 2010). Individual insects that follow the two alternative pathways of
diapause and direct development often display substantial phe-
notypic differences in life history traits. Directly developing in-
dividuals generally have shorter development times and higher
growth rates than do diapausing individuals (Aalberg Haugen et
al., 2012; Blanckenhorn & Fairbairn, 1995; Kivelä et al., 2012;
Nylin, 1992; Pöykkö & Hyvärinen, 2012; Wiklund & Friberg, 2011;
Wiklund, Nylin, & Forsberg, 1991). Compared to that of diapausing
individuals, the body size of directly developing individuals var-
ies with species and may be relatively larger (Kivelä et al., 2012;
Wiklund et al., 1991), relatively smaller (Aalberg Haugen et al.,
2012; Mousseau & Roff, 1989; Pöykkö & Hyvärinen, 2012; Teder,
Esperk, Remmel, Sang, & Tammaru, 2010), or equal (Blanckenhorn,
1994; Blanckenhorn & Fairbairn, 1995; see also Välimäki, Kivelä,
Mäenpää, & Tammaru, 2013). In the present study, we found that
compared with the diapause pathway, the direct development
pathway in P. melete is generally associated with shorter larval de-
velopment times, higher larval growth rates and relatively lower
pupal, and adult weights. Under both laboratory and field conditions, pupal and adult
weights for both diapausing and directly developing individuals of
P. melete gradually decreased with increasing temperature, showing
a typical thermal reaction norm for ectotherm body size, denoted as
the temperature‐size rule (TSR; Atkinson, 1994). However, increasing
evidence has shown that the reverse TSR in insects is also common. For example, reversals of the TSR have been found in four species of
mayfly (Atkinson, 1995); four species of British grasshoppers (Willott
& Hassall, 1998); the tropical butterfly, Bicyclus anynana (Fischer, Bot,
& Brakefield, 2004); the small cabbage white, butterfly, Pieris rapae
(Kingsolver, Massie, Ragland, & Smith, 2007); the Asian corn borer,
Ostrinia furnacalis (He, Tang, Huang, Gao, & Xue, 2019; Xiao et al.,
2016); and the rice stem borer, Chilo suppressalis (Fu, He, Zhou, Xiao,
& Xue, 2016; Huang, Xiao, He, & Xue, 2018). As such, why do some
insect species follow the TSR and some exhibit the reverse TSR? We
speculate whether an insect species follows the TSR or not may be
related to its diapause characteristic. Those species with summer dia-
pause may exhibit the TSR, as indicated by the cabbage beetle, C. bow‐
ringi (Tang, He, Chen, Fu, & Xue, 2017) and this butterfly, P. melete
because their reproductive periods occur in the spring and autumn Note: The significant effects are highlighted in bold. use of the available food resources (approximately 3.5 months) for
building up the population. 4 | DISCUSSION The experimental results in P. melete under both laboratory and
field conditions showed similar patterns in that the expression of TA B LE 3 Incidence of developmental pathways taken by Pieris melete pupae at different mean daily temperatures and altered day lengths
in the outdoor screened insectary
Generation
The mean daily temperature (°C) and day
length (hr) experienced by larvae
Date from hatching to
pupation
N
Developmental pathway
Direct
Diapause
Direct (%)
Spring
16.8°C 12.6–13.5 hr
Mar 21–Apr 18
547
16
531
2.9
Spring
20.8°C 13.5–14.4 hr
Apr 22–May 23
307
20
287
6.5
Autumn
25.6°C 13.3–12.1 hr
Sept 3–Sept 23
50
45
5
90
Autumn
17.6°C 12.1–11.3 hr
Oct 16–Nov 15
121
95
26
78.5 opmental pathways taken by Pieris melete pupae at different mean daily temperatures and altered day lengths TA B LE 3 Incidence of developmental pathways taken by Pieris melete pupae at different mean daily temperatures and altered day lengths
in the outdoor screened insectary TA B LE 3 Incidence of developmental pathways taken by Pieris melete pupae at different mean daily tempe
in the outdoor screened insectary 12317 TANG et al. The higher autumn temperature induc-
tion of diapause in some individuals reflects a bet‐hedging tactic that 12318 |
TANG et
FI G U R E 3 Comparisons of larval tim
pupal weight, and growth rate between
diapausing and directly developing
individuals of Pieris melete at different
mean daily temperatures in the field. The symbols of ▫, □, and represent the
mean value, ± SEs and ± SDs, respective
The values with different lowercase
letters are significantly different betwe
diapausing and directly developing
individuals at a significant level of 0.05. The mean daily temperatures of 16.8,
17.6, 20.8, and 25.6°C represent the firs
spring generation, the second autumn
generation, the second spring generatio
and the first autumn generation,
respectively TANG et al. 12318 12318 |
TANG et al. FI G U R E 3 Comparisons of larval time,
pupal weight, and growth rate between
diapausing and directly developing
individuals of Pieris melete at different
mean daily temperatures in the field. The symbols of ▫, □, and represent the
mean value, ± SEs and ± SDs, respectively. The values with different lowercase
letters are significantly different between
diapausing and directly developing
individuals at a significant level of 0.05. The mean daily temperatures of 16.8,
17.6, 20.8, and 25.6°C represent the first
spring generation, the second autumn
generation, the second spring generation,
and the first autumn generation,
respectively FI G U R E 3 Comparisons of larval time,
pupal weight, and growth rate between
diapausing and directly developing
individuals of Pieris melete at different
mean daily temperatures in the field. The symbols of ▫, □, and represent the
mean value, ± SEs and ± SDs, respectively. The values with different lowercase
letters are significantly different between
diapausing and directly developing
individuals at a significant level of 0.05. The mean daily temperatures of 16.8,
17.6, 20.8, and 25.6°C represent the first
spring generation, the second autumn
generation, the second spring generation,
and the first autumn generation,
respectively and because these insects have experienced strong selection for body
size under relatively low environmental temperatures during the pro-
cess of evolution. Those species with winter diapause triggered by
shortening day lengths combined with high autumn temperatures may
exhibit the reverse TSR, as indicated by the Asian corn borer, O. fur‐
nacalis (He et al., 2019; Xiao et al., 2016), and the rice stem borer,
C. suppressalis (Fu et al., 2016; Huang et al., 2018). These two spe-
cies enter winter diapause in response to high autumn temperatures
and experience strong selection for body size under warm conditions. Additional insect species with similar diapause characteristics will be
investigated to confirm this speculation. conditions, despite those diapausing individuals exhibiting much lon-
ger pupal durations than did the directly developing individuals (Tables
S1 and S2). Such a case indicates that the process of diapause did not
affect body weight change during metamorphosis. Furthermore, the
weights of both female and male adults were still slightly higher in dia-
pausing individuals than in the directly developing individuals. Thus,
newly emerged female adults from diapause development should
have relatively high fecundity than those from direct development
because female fecundity is generally positively correlated with adult
body weight when the number of eggs is assessed as lifetime fecundity
under standard conditions or by dissection (Honek, 1993). Therefore,
relatively large body sizes in diapausing individuals are generally con-
sidered to be adaptive because of their greater reserves (Hahn &
Denlinger, 2007) and may ameliorate the negative cost of diapause. To date, few studies have tested the differences in weight loss
between the diapausing and directly developing individuals. In the
cotton bollworm, Helicoverpa armigera, proportional weight losses
were slightly lower in diapausing individuals than in directly develop-
ing individuals at 20 and 22°C, but slightly higher at 25°C (Chen et
al., 2014). In the present study, the proportional weight losses were
similar between the diapausing and directly developing individuals
under both laboratory and field conditions at the same temperature CONFLICT OF INTEREST The authors declare that they have no conflict of interest. The authors declare that they have no conflict of interest. Atkinson, D. (1994). Temperature and organism size‐a biological law for
ectotherms? Advance in Ecological Research, 25, 1–58. Atkinson, D. (1995). Effects of temperature on the size of aquatic ecto-
therms: Exceptions to the general rule. Journal of Thermal Biology, 20,
61–74. https://doi.org/10.1016/0306-4565(94)00028-H ACKNOWLEDGMENTS We thank all in the laboratory for their technical assistance with
the experiment. This research was supported by a grant from the | 12319 TANG et al. 12319 | 12319
TANG et al. National Natural Science Foundation of the People's Republic of
Chi
(31260430)
life‐history traits in a butterfly. Journal of Evolutionary Biology, 25,
1377 1388 https://doi org/10 1111/j 1420-9101 2012 02525 x
FI G U R E 4 Comparisons of weight
loss from pupae to adults between
diapausing and directly developing
individuals of Pieris melete at different
mean daily temperatures in the field. The
symbols of ▫, □, and represent the mean
values, ± SEs and ± SDs, respectively. The values with different lowercase
letters are significantly different between
diapausing and directly developing
individuals at a significant level of 0.05. The mean daily temperatures of 16.8,
17.6, 20.8, and 25.6°C represent the first
spring generation, the second autumn
generation, the second spring generation,
and the first autumn generation,
respectively National Natural Science Foundation of the People's Republic of
China (31260430). life‐history traits in a butterfly. Journal of Evolutionary Biology, 25,
1377–1388. https://doi.org/10.1111/j.1420-9101.2012.02525.x Aalberg Haugen, I. M., & Gotthard, K. (2015). Diapause induction
and relaxed selection on alternative developmental pathways in
a butterfly. Journal of Animal Ecology, 84, 464–472. https://doi. org/10.1111/1365-2656.12291 ORCID Jian‐Jun Tang
https://orcid.org/0000-0003-0756-4135
Fang‐Sen Xue
https://orcid.org/0000-0002-7609-7414
Lan Xiao
https://orcid.org/0000-0003-4665-4440 Fischer, K., & Fiedler, K. (2000). Sex‐related differences in reaction norms
in the butterfly Lycaena tityrus (Lepidoptera: Lycaenidae). Oikos, 90,
372–380. https://doi.org/10.1034/j.1600-0706.2000.900218.x Fu, D. M., He, H. M., Zhou, C., Xiao, H. J., & Xue, F. S. (2016). Life‐his-
tory responses of the rice stem borer Chilo suppressalis to temperature
change: Breaking the temperature–size rule. Journal of Thermal Biology,
61, 115–118. https://doi.org/10.1016/j.jtherbio.2016.09.006 AUTHOR CONTRIBUTIONS FS‐X conceived and designed the research. JJ‐T, HM‐H, and
C‐Z conducted experiments and analyzed the data. L‐X and SH‐
Wu wrote the manuscript. All authors read and approved the
manuscript. Blanckenhorn, W. U. (1994). Fitness consequences of alternative life
histories in water striders, Aquarius remigis (Heteroptera: Gerridae). Oecologia, 97, 354–365. https://doi.org/10.1007/BF00317325 Blanckenhorn, W. U., & Fairbairn, D. J. (1995). Life history adapta-
tion along a latitudinal cline in the water strider Aquarius remigis
(Heteroptera: Gerridae). Journal of Evolutionary Biology, 8, 21–41. Chen, C., Xia, Q. W., Xiao, H. J., Xiao, L., & Xue, F. S. (2014). A comparison
of the life‐history traits between diapause and direct development
individuals in the cotton bollworm, Helicoverpa armigera. Journal of
Insect Science, 14, 19. DATA AVAILABILITY STATEMENT Empirical data have been archived in DataDryad: https://doi. org/10.5061/dryad.s5n7t4d Danks, H. V. (1987). Insect dormancy: An ecological perspective. Ottawa,
ON: Entomological Society of Canada. Fischer, K., Bot, A. N. M., Zwaan, B. J., & Brakefield, P. M. (2004). Genetic
and environmental sources of egg size variation in the butterfly
Bicyclus anynana. Heredity, 92, 163–169. https://doi.org/10.1038/
sj.hdy.6800382 butterfly. Journal of Evolutionary Biology, 23, 1129–1137. https://doi. org/10.1111/j.1420-9101.2010.01994.x Tauber, M. J., Tauber, C. A., & Masaki, S. (1986). Seasonal adaptations of
insects. New York, NY: Oxford University Press. Gotthard, K., Nylin, S., & Wiklund, C. (1994). Adaptive variation in
growth rate: Life history costs and consequences in the speckled
wood butterfly, Pararge aegeria. Oecologia, 99, 281–289. https://doi. org/10.1007/BF00627740 Teder, T., Esperk, T., Remmel, T., Sang, A., & Tammaru, T. (2010). Counterintuitive size patterns in bivoltine moths: Late‐season lar-
vae grow larger despite lower food quality. Oecologia, 162, 117–125. https://doi.org/10.1007/s00442-009-1439-1 Hahn, D. A., & Denlinger, D. L. (2007). Meeting the energetic de-
mands of insect diapause: Nutrient storage and utilization. Journal
of Insect Physiology, 53, 760–773. https://doi.org/10.1016/j.jinsp
hys.2007.03.018 Välimäki, P., Kivelä, S. M., Mäenpää, M. I., & Tammaru, T. (2013). Latitudinal clines in alternative life histories in a geometrid moth. Journal of Evolutionary Biology, 26, 118–129. https://doi.org/10.1111/
jeb.12033 He, H. M., Tang, J. J., Huang, L. L., Gao, Y. L., & Xue, F. S. (2019). Inter‐geo-
graphic hybridization in the corn borer Ostrinia furnacalis reduced the
fitness of hybrids. Journal of Pest Science, 92, 1027–1037. https://doi. org/10.1007/s10340-019-01119-3 Van Dyken, J. D., & Wade, M. J. (2010). The genetic signature of condi-
tional expression. Genetics, 184, 557–570. https://doi.org/10.1534/
genetics.109.110163 Waldbauer, G. P. (1978). Phenological adaptation and the polymodal
emergence patterns of insecte. In H. Dingle (Ed.), Evolution of insect
migration and diapause (pp. 127–144). New York, NY and Heidelberg,
Berlin, Germany: Springer. Honěk, A., & Honek, A. (1993). Intraspecific variation in body size and
fecundity in insects—A general relationship. Oikos, 66, 483–492. https://doi.org/10.2307/3544943 Wiklund, C., & Friberg, M. (2011). Seasonal development and vari-
ation in abundance among four annual flight periods in a but-
terfly: A 20‐year study of the speckled wood (Pararge aegeria). Biological Journal of the Linnean Society, 102, 635–649. https://doi. org/10.1111/j.1095-8312.2010.01581.x Hopper, K. R. (1999). Risk‐spreading and bet‐hedging in insect popula-
tion biology. Annual Review of Entomology, 44, 535–560. https://doi. org/10.1146/annurev.ento.44.1.535 Huang, X. L., Xiao, L., He, H. M., & Xue, F. S. (2018). Effect of rearing
conditions on the correlation between larval development time and
pupal weight of the rice stem borer, Chilo suppressalis. Ecology and
Evolution, 8, 12694–12701. Wiklund, C., Nylin, S., Forsberg, J., & Nylin, S. (1991). Sex‐related varia-
tion in growth rate as a result of selection for large size and protandry
in a bivoltine butterfly, Pieris napi. Oikos, 60, 241–250. https://doi. org/10.2307/3544871 Kingsolver, J. G., Massie, K. R., Ragland, G. J., & Smith, M. H. (2007). Rapid
population
divergence
in
thermal
reaction
norms for an invading species: Breaking the temperature–size
rule. Journal of Evolutionary Biology, 20, 892–900. https://doi. org/10.1111/j.1420-9101.2007.01318.x Willott, J., & Hassall, M. (1998). Life‐history responses of British grasshop-
pers (Orthoptera: Acrididae) to temperature change. Functional Ecology,
12, 232–241. https://doi.org/10.1046/j.1365-2435.1998.00180.x Kivelä, S. M., Svensson, B., Tiwe, A., & Gotthard, K. (2015). Thermal plas-
ticity of growth and development varies adaptively among alterna-
tive deveolopmental pathways. Evolution, 69, 2339–2413. Wise, E. J. (1980). Seasonality distribution and life histories of
Ephemeroptera in a Northumbrian river. Freshwater Biology, 10,
101–111. Kivelä, S. M., Välimäki, P., & Gotthard, K. (2013). Seasonality main-
tains alternative life history phenotypes. Evolution, 67, 3145–3160. https://doi.org/10.1111/evo.12181 Xiao, H. J., Li, F., Wei, X. T., & Xue, F. S. (2008). A comparison of photo-
periodic control of diapause between aestivation and hibernation in
the cabbage butterfly Pieris melete. Journal of Insect Physiology, 54,
755–764. https://doi.org/10.1016/j.jinsphys.2008.01.009 Kivelä, S. M., Välimäki, P., & Gotthard, K. (2016). Evolution of alternative
insect life histories in stochastic seasonal environments. Ecology and
Evolution, 6, 5596–5613. https://doi.org/10.1002/ece3.2310 Xiao, H., Wu, S., Chen, C., & Xue, F. (2013). Optimal low temperature and
chilling period for both summer and winter diapause development in
Pieris melete: Based on a similar mechanism. PLoS ONE, 8(2), e56404. https://doi.org/10.1371/journal.pone.0056404 Kivelä, S. M., Välimäki, P., & Mäenpää, M. I. (2012). Genetic and phe-
notypic variation in juvenile development in relation to tem-
perature and developmental pathway in a geometrid moth. Journal
of
Evolutionary
Biology,
25,
881–891. https://doi. org/10.1111/j.1420-9101.2012.02478.x Xiao, H. J., Wu, S. H., He, H. M., Chen, C., & Xue, F. S. (2012). Role of
natural day‐length and temperature in determination of summer and
winter diapause in Pieris melete (Lepidoptera: Pieridae). Bulletin of
Entomological Research, 102, 267–273. Masaki, S. (1980). Summer diapause. Annual Review of Entomology, 25,
1–25. https://doi.org/10.1146/annurev.en.25.010180.000245 Xiao, H. J., Wu, X. F., Wang, Y., Zhu, X. F., & Xue, F. S. (2009). Diapause
induction and clock mechanism in the cabbage butterfly Pieris me‐
lete Ménétriés. Journal of Insect Physiology, 55, 488–493. https://doi. org/10.1016/j.jinsphys.2008.12.012 Mousseau, T. A., & Roff, D. A. (1989). Adaptation to seasonality in a
cricket: Patterns of phenotypic and genotypic variation in body size
and diapause expression along a cline in season length. Evolution, 43,
1483–1496. https://doi.org/10.1111/j.1558-5646.1989.tb02598.x Xiao, L., He, H. M., Huang, L. REFERENCES Aalberg Haugen, I. M., Berger, D., & Gotthard, K. (2012). The evolution
of alternative developmental pathways: Footprints of selection on Gotthard, K., & Berger, D. (2010). The diapause decision as a cascade
switch for adaptive developmental plasticity in body mass in a 12320 TANG et al. TANG et al. | 12321
How to cite this article: Tang J‐J, He H‐M, Wu S‐H, Zou C,
Xue F‐S, Xiao L. Expression of alternative developmental
pathways in the cabbage butterfly, Pieris melete and their
differences in life history traits. Ecol Evol. 2019;9:12311–
12321. https://doi.org/10.1002/ece3.5731 Chrysomelidae). Journal of Insect Physiology, 48, 279–286. https://doi. org/10.1016/S0022-1910(01)00172-X How to cite this article: Tang J‐J, He H‐M, Wu S‐H, Zou C,
Xue F‐S, Xiao L. Expression of alternative developmental
pathways in the cabbage butterfly, Pieris melete and their
differences in life history traits. Ecol Evol. 2019;9:12311–
12321. https://doi.org/10.1002/ece3.5731 How to cite this article: Tang J‐J, He H‐M, Wu S‐H, Zou C,
Xue F‐S, Xiao L. Expression of alternative developmental
pathways in the cabbage butterfly, Pieris melete and their
differences in life history traits. Ecol Evol. 2019;9:12311–
12321. https://doi.org/10.1002/ece3.5731 How to cite this article: Tang J‐J, He H‐M, Wu S‐H, Zou C,
Xue F‐S, Xiao L. Expression of alternative developmental
pathways in the cabbage butterfly, Pieris melete and their
differences in life history traits. Ecol Evol. 2019;9:12311–
12321. https://doi.org/10.1002/ece3.5731 Xue, F. S., Zhu, X. F., & Shao, Z. Y. (2001). Control of summer and
winter diapause in the leaf‐mining fly Pegomyia bicolor (Diptera:
Antomylidae). Journal of Applied Entomology, 125, 181–187. Xue, F. S., Zhu, X. F., & Wei, H. Y. (1996). Biology of Pieris melete Pieris
melete Ménétriés (in Chinese). Jiangxi Plant Protection, 19, 1–4. L., Geng, T., Fu, S., & Xue, F. S. (2016). Variation of life‐history traits of the Asian corn borer, Ostrinia fur‐
nacalis in relation to temperature and geographical latitude. Ecology
and Evolution, 6, 5129–5143. https://doi.org/10.1002/ece3.2275 Nylin, S. (1992). Seasonal plasticity in life history traits: Growth and
development in Polygonia c‐album (Lepidoptera: Nymphalidae). Biological Journal of Linnean Society, 47, 301–323. https://doi. org/10.1111/j.1095-8312.1992.tb00672.x Xue, F. S., & Kallenborn, H. G. (1993). Dispersive breeding in agricultural
pest insects and its adaptive significance. Journal of Applied Entomology,
116, 170–177. https://doi.org/10.1111/j.1439-0418.1993.tb01185.x Nylin, S. (2001). Life history perspectives on pest insects: What's
the use? Australian Journal of Ecology, 26, 507–517. https://doi. org/10.1046/j.1442-9993.2001.01134.x Xue, F. S., & Kallenborn, H. G. (1998). Control of summer and winter dia-
pause in Pidorus euchromioides (Lepidoptera; Zygaenidae) on Chinese
sweetleaf Symplocs chinensis. Bulletin of Entomological Research, 88,
207–211. Pöykkö, H., & Hyvärinen, M. (2012). To grow fast or to grow big? Time
limited larvae of Eilema depressum speed up their growth and reduce
the number of instars. Entomolgia Experimentalis et Applicata, 142,
145–152. Xue, F. S., Kallenborn, H. G., & Wei, H. Y. (1997). Summer and winter
diapause in pupae of the cabbage butterfly, Pieris melete Menetries. Journal of Insect Physiology, 143, 701–707. Tang, J. J., He, H. M., Chen, C., Fu, S., & Xue, F. S. (2017). Latitudinal
cogradient variation of development time and growth rate and a neg-
ative latitudinal body weight cline in a widely distributed cabbage
beetle. PLoS ONE, 12(7), e0181030. https://doi.org/10.1371/journ
al.pone.0181030 Xue, F. S., Spieth, H. R., Li, A. Q., & Hua, A. (2002). The role of photo-
period and temperature in determination of summer and winter
diapause in the cabbage beetle, Colaphellus bowringi (Coleoptera: TANG et al. 12321 SUPPORTING INFORMATION Additional supporting information may be found online in the
Supporting Information section at the end of the article. Additional supporting information may be found online in the Supporting Information section at the end of the article.
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A Teaching Program in Rural Education
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Australian & international journal of rural education
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ABSTRACT This paper describes an innovative rural education project undertaken at Edith Cowan University
through funding from the Committee for the Advancement of University Teaching (CAUT). The project sought to create and implement an instructional course based on contemporary
learning theories and to enhance learning outcomes in a pre-service teacher education course
dealing with rural education. It sought to do so through the use of telematics in teaching and
learning. The project involved the development of a module of work that enabled students to
experience the technology and to construct their own perceptions of the use of
telecommunications as a delivery medium for rural education. It was planned that the students
would learn about teaching and learning with telematics by themselves being taught with that
technology. The outcomes and initial findings from an implementation of these ideas provided
very positive results. The project has demonstrated a powerful alternative to the conventional
teaching format, one which is both efficient as a delivery medium and effective in the outcomes
that are achieved. A TEACmNG PROGRAM IN RURAL EDUCATION: LEARNING
THROUGH EXPERIENTIAL ACTIVITIES RonOliver
MurrayLake Edith Cowan University INTRODUCTION One of the most consistent themes evident in the literature dealing with rural education is that of
rural disadvantage. Of the matrix of factors leading to that disadvantage, geographical isolation
and the extent to wltich it restricts access, is a major concern. If access is a matter of fairness and
equity, it is fair and equitable that all children, regardless of location, have access to the broadest
range of quality educational experience. Many rural children, however, are denied that access. Traditional educational delivery systems will not suffice. Telecommunication technology offers
great promise and, in some cases, provides the only viable means of providing access to the
educational services required. Furthermore, there is clear evidence that the very best level of
service can be brought to all rural schools regardless of size or geographical location or the
specificity of the requirement. Teacher education institutions have a role to play in this process. They are aware that the
majority of their graduates will be appointed to rural schools or will be transferred to such
schools early in their careers. They are aware also that a significant and increasing number of
rural schools utilise telecommunication technology in their instructional program. Accordingly,
as noted by Tomlinson (1994), their role is essential in ensuring that the promise and potential
of instructional technology is fully realised. The project described in this paper, was designed to develop a curriculum to instruct teacher-
education students more effectively in the use of telecommunications technologies and teaching
and learning in rural settings. In past years the rural education course at Edith Cowan University
has used conventional teaching methods in its program delivery. Students were exposed to the
procedures and practices within rural education settings through such activities as formal
lectures, site visits, observation of classroom activities as well as reading and reviewing relevant
literature. This form of delivery provided the students with a broad view of the nature of
teaching and learning in rural education and with elementary practical classroom skills. The Education in Rural Australia, V 01. 6 (2) ... 1 Copyright Agency J;~lniied (CAL) l'icensed cop~'.fl1rthef.'co~pytng and
Communication pFohibitcd except on payment of fee per <Sop)' or Commuication
And otherwise in ac~6rd:1nce with the licer.<:'e from CAI:.'to ACER.For more
Infnrmation-contact'"@-J\b-tm-({)2t939+--76e(Torinfu@CopjTIghtconr.au- Copyright Agency J;~lniied (CAL) l'icensed cop~'.fl1rthef.'co~pytng and
Communication pFohibitcd except on payment of fee per <Sop)' or Commuication
And otherwise in ac~6rd:1nce with the licer.<:'e from CAI:.'to ACER.For more
Infnrmation-contact'"@-J\b-tm-({)2t939+--76e(Torinfu@CopjTIghtconr.au- knowledge and skills, however, ran the risk of being general and peripheral to actual
applications, a factor that has been found to limit the development of a full understanding of the
technology and its applications (Robinson, 1993; Downes, 1993; Byrnm & Cashman, 1993). knowledge and skills, however, ran the risk of being general and peripheral to actual
applications, a factor that has been found to limit the development of a full understanding of the
technology and its applications (Robinson, 1993; Downes, 1993; Byrnm & Cashman, 1993). Theoretical Framework Theoretical Framework
The design of the curriculum developed iu this project was based on contemporary learning
theories that espoused the value of knowledge construction and contextual learning rather than
knowledge transmission. The relationship between teaching and learning was based very mucb
on the types and levels of activity engendered in the learners. Cognitive psychologists bave
promoted the notion that learners receive knowledge from environmental stimuli and that
learning depends on how that knowledge is used. Piaget (1954 ) argued that information is
coded and learned accordiug to the meaniug ascribed by the learner. Bruner (1960) showed that
developing and establishing relationships between items of knowledge is critical to learning. He
used the term 'meaniugfullearning' to describe that which accompanied the construction of liuks
to existing knowledge. Ausubel (1960) went further to describe the need for iustruction to build
networks and frameworks into which new knowledge could be placed with meaningful links and
connections. The view is also promoted by some educators that learning is enhanced by active environments
in which students have cause to be engaged and reflective in the learning process. Similarly,
there is support the notion that students learn through a process of constructing knowledge. This
constructivist view maintains that knowledge is gained by learners through a process of
knowledge building. When a learner is confronted with new knowledge, the learner's intentions,
previous experiences and metacoguitive strategies are all essential elements in determiuing what
becomes of the knowledge. Education in Rural Australia, Vol. 6 (2) ... 2 Education in Rural Australia, V 01. 6 (2) ... 1 In this process, the learner is regarded not as an empty vessel into
which knowledge is poured, but more as an individual replete with pre-existing knowledge,
aptitudes and motivations (Reeves, 1993). The project sought to create a curriculum that would support a constructivist learning
environment. Students were to become active learners who would process lesson content
through generative' activities.' Wittrock (1974) describes generative processing as deep
processing that emerges from activities that cause students to interpret and assimilate new
information into existing mental structures and to reorganise existing structures in the light of
newly interpreted information. The project further sought to create an environment that facilitated high levels of learner control. Learner control has been a heavily researched dimension of learning environments in recent
years (Steinberg, 1989). In rural settings, both students and teachers are often required to
assume control and take responsibility of their own learning programs. New teachers in rural
schools need to have the skills and confidence to seek information from their own resources. They need to be able to create and support learning environments that use and build on the
students' capacities for self-regulation. These forms of teachiug and learning are quite foreign to
many student-teachers. Through their own schooling and tertiary studies they are likely to have
met only conventional forms of instruction. Traditionally the role of the teacher in such
environments is didactic and transmissive. But in settings where the teacher assumes more a
facilitative and coaching role, students become more active in the learning process. Rather than
attending to a teacher-student dialogue, students can be working in a more autonomous role,
either individually or among themselves. When teachers facilitate learning, the level of student
control is raised. Student control and personal autonomy in their learning was also seen to enhance knowledge
development and enable them to experience, fIrst-hand, the learning environments to which their
own students would be exposed. This, in turn, was seen as a means of developing a realistic set
of expectations and impressions of the instructional settings which they would be required to
develop and create in their future classrooms. Education in Rural Australia, Vol. 6 (2) ... 2 Education in Rural Australia, Vol. 6 (2) ... 2 Perhaps the aspect of the project with the strongest potential for enhanced learning outcomes was
its practical context. TELEMATICS To provide students with a learning environment that involved all the elements of constructive
learning, it was proposed to integrate the content of the teaching and the delivery medium. A
course was proposed that incorporated a medium that had particular application to rural
education, telematics, to teach about rural education. Telematics is the technology that enables
simultaneous interactive commnnication between teacher and students using telecommunications
(Oliver & Reeves, 1994). It is used widely in some Australian states for the delivery of
educational programs to rural schools. The application of this technology is seen to provide a
learning environment that is meaningful and effective (Haywood & Nomtan, 1988; Diem, 1989:
Novak & Knowles, 1991). The full range of issues and subject content relating to rural
education could be treated in a manner that was likely to increase the likelihood of transfer and
generalisibility of the skills and knowledge (Brown, 1985) . Education in Rural Australia, V 01. 6 (2) ... 1 There is significant support in the literature for the benefits of contextual
learning where students are taught and learn in environments that closely match reality. The
earliest type of systematic learning activity probably involved some sort of apprenticeship
whereby a novice worked side by side with a master. Apprenticeships have high concrete and
experiential value. More abstract learning activities, such as classroom lectures, were developed
much later in history. A major criticism of much of the current dominant pedagogical schemes
is that they are too abstract, removed as they are from 'real world' experience (Brown, Collins, &
Dugnid, 1989). An important concern for educators and trainers alike is the degree to which classroom learning
transfers to external situations in which the application of knowledge, skills, and attitudes is
appropriate. The cognitive theories of Newell and Simon (1972), Brown (1985), and others
support the fundamental principle that the way in which knowledge, skills, and attitudes are
initially learned plays an important role in the degree to which these abilities can be used in other
contexts. To put it simply, if knowledge, skills, and anitudes are learned in a context of use, they
will be used in that and similar contexts. Education in Rural Australia, Vol. 6 (2) ... 3 THE TELEMATICS COURSE A curriculum was developed to expose the students to the advantages, difficulties and
disadvantages associated with teaching and learning with telematics this medium. The
curriculum was developed around a series of modules with support materials for independent
student use. It was planned to be implemented in a virtual classroom among groups of students
using telematics in two locations across campuses. The students would receive instruction and
direction through attendance in telematics lessons and would then iudependently complete a
series of prescribed tasks and activities. Through this form of delivery, it was intended that students would learn: Through this form of delivery, it was intended that students would learn: •
how to operate and apply the hardware associated with telecommunications, the
mechanisms and processes by which the telecommunications technology operated, •
how to operate and apply the hardware associated with telecommunications, the
mechanisms and processes by which the telecommunications technology operated, •
the skills reqttired to independently use computers, telecommunications and the
appropriate software, •
the instructional skills and relevant pedagogy associated with teaching and learning
with telecommunications in rural schools, and Education in Rural Australia, Vol. 6 (2) ... 3 •
through the integrated nature of the instruction, develop transferable and
generalisable skills and knowledge applicable in future settings (Hollingsworth,
1989; Prawat, 1992; Rovegno, 1993). COURSE MATERIALS A range of learning materials was developed to form the basis of the independent student
activity. While it was planned that students would attend the telematics sessions to establish a
learning program, the bulk of the learning was to be undertaken independently and
collaboratively in the students' own time. The materials developed were as follows: a course guide, a booklet!letailing the course, the modules and instructional episodes and the
activities and tasks to be completed, a set of readings, relevant materials describing the technology, its application and
implementations, video materials showing telematics teaching and learning, instruction manuals and guides for the telematics equipment and resources, g
q p
ROM with appropriate materials to guide the planuing and creation of telematics lessons, g
q p
a CD-ROM with appropriate materials to guide the planuing and creation of telematics l pp
p
g
p
g
instruction manuals and activities for the Macintosh computer system, p
y
self-paced laboratory activities describing the use of the telematics software, and self-paced laboratory activities describing the use of the telematics software, and
an electronic document on the World Wide Web describing distance and rural education
technologies and their applications. an electronic document on the World Wide Web describing distance and rural education
technologies and their applications. The selection of the materials involved the broadest possible range of instructional technologies
and media to provide students with exposure and experience in use of the many forms of
technology that could support them in their rural education teaching. Education in Rural Australia, Vol. 6 (2) ... 4 OUTCOMES Student responses provided strong support for the claim that the course was both effective and
efficient in achieving its objectives. Of the 23 students who participated in the project, most had
minimal computing' experience. That experience ranged from very limited use of computer-
assisted learning packages to having used a word processor for assignment preparation. The
technology emphasis in this course required students to significantly extend their practical
computing skills and knowledge. Course Strengths: The aspect of the course that most students regarded as its major strength was
its practical and hands-on format. Most students commented on the value they saw being gained
from the practical activities. Other strengths included the collaborative nature of the learning
environment, the capacity to work in groups and the high levels of participation. The students
enjoyed working with the technology and felt that the independent nature of the learning led to
confidence building in the use of the various pieces of hardware and software. It was of interest
to note that many of the attributes of distance learning that often are seen as impediments to
successful teaching and learning, for example, independent learning, were seen by these students
to be a strength of the course. Course Weaknesses: Students noted a number of weaknesses in the way in which the course was
delivered. Those weaknesses were all brought about by the remote learning environment and the
incapacity of the technology to fully replicate face-to-face teaching. In a more traditional course
students would have been told of the weaknesses of teaching with telematics. In this course,
however, they experienced those weaknesses. The students indicated that they would have
preferred to have met the off-site instructor. They felt that this limited the knowledge they could
draw from his experience. It could be argued, however, that the knowledge they drew from
being distant probably significantly outweighed the benefits that which would have been gained
from direct contact. The students further felt that the course itself was of too short a duration
and would have preferred more time to work with the technology and prepare their teaching
sequences. This can be quite easily remedied in future implementations by breaking this
component of the course into non-contiguous blocks. Comparison With Conventional Instruction: All students saw strong comparisons between the
new format and conventional modes of teaching. Students were asked to comment on what
aspects they saw as superior and inferior. COURSE DELIVERY This course, delivered to students in 1995, was based on a series of short telematics lessons
supported by independent learning activities. The telematics lessons were delivered by the
lecturer from a separate campus. Another lecturer acted as a support for the students in much the
same way as the classroom teacher coordinates school-based telematics programs. Students
were expected to complete all the assigned tasks across a five week period leading to the final
planuing and delivery of an actual telematics lesson. Throughout the course, communication with the support lecturer was limited to the telematics
technology and telephone, a restriction that was used to make students fully aware of the
conditions and limitations of learning through such technologies. Records were kept of the
students' progress in the different activities and, three months after the course, they were asked to
complete a questionnaire to gather more specific details of their anitudes to telematics teaching
and learning. The questionnaire sought responses to the following questions: What did students perceive to be the strengths of the course? What were the perceived weaknesses? How did the course compare to conventional teaching formats? How much was learned and retained? What parts of the course were the most effective and provided the best learning opportunities? What did students perceive to be the strengths of the course? What were the perceived weaknesses? How did the course compare to conventional teaching formats? How much was learned and retained? What parts of the course were the most effective and provided the best learning opportunities? What did students perceive to be the strengths of the course? What were the perceived weaknesses? How did the course compare to conventional teaching formats? How much was learned and retained? What parts of the course were the most effective and provided the best learning opportunities? Education in Rural Australia, Vol. 6 (2) ... 4 Education in Rural Australia, Vo!. 6 (2) ... 5 SUMMARY The purpose of this project was to create and implement a learning environment based on
contemporary learning theories to enhance learning outcomes in a pre-service teacher education
course. The module that was created provided a setting where students were able to construct
their own meaning and understanding of issues and outcomes arising from the use of
telecommunications technologies as a delivery medium for distance and rural education. The
outcomes and initial findings from an implementation of these ideas has provided very positive
results. The project has demonstrated a powerful alternative to the conventional teaching format,
one which is both efficient as a delivery medium and effective in the outcomes that are achieved. Implementation is planned for 1996 and will involve a more rigorous examination of learning
outcomes to more fully ascertain strengths and weaknesses of the alternative teaching approach. The further practical implications arising from this project are clear. Pre-service teacher
education institutions are in a position to provide their students with the necessary
understandings and skills in the use of telecommunication technology. This, however, calls for a
concerted effort. Unless telecommunication technology is afforded priority status, its full
potential will not be realised, opportunities will be lost, the present disparity between educational
services available in rural and urban schools will continue to widen and teacher educators will
again have failed to provide those experiences that help to ensure that rural children are provided
with the extended educational access that is their right. OUTCOMES There were many more examples of superiority given. The more frequently mentioned superior elements tended to be those associated with active and
constructive learning. The students recognised and valued the approach that placed importance
on learning through experience. Those aspects listed as inferior tended to relate to restrictions
caused by teaching with telematics and as such were strong and contributory components of the
teaching program. Learning:
The students were very positive in their descriptions of what they learned and
retained. The questionnaire, completed some time after the end of the course, provided some
time for the course content to wane. The majority of students considered that they retained a
strong level of knowledge of the principles and practices covered in the course. Many
considered that they needed more experience with the technology but at the same time knew the
areas where their weaknesses lay and had the means to overcome these in the form of self-paced
instructional materials. Most Effective Components: There was little agreement in student responses about those
components of the course that each judged to be most effective. Some considered the planning
and delivery of their own telematics lesson to be the most useful component while others
considered the class telematics sessions to be the most effective. It was expected that the
students would rate the practical and technology-based activities as those through which most
was learned. Many students rated the reading and video viewing as activities of high educational Education in Rural Australia, Vo!. 6 (2) ... 5 value. It was apparent that among the group there was a range of preferred learning styles and
the availabili,ty of a wide range of activities and learning opportunities provided an environment
that appeared to cater well for all students. value. It was apparent that among the group there was a range of preferred learning styles and
the availabili,ty of a wide range of activities and learning opportunities provided an environment
that appeared to cater well for all students. Education in Rural Australia, Vol. 6 (2) ... 6 REFERENCES Ausubel, D. (1960). The use of advance organisers in the learning and retention of meaningful
verbal material. Journal of Educational Psychology, 51, 267-272. Brown, J. (1985). Process versus product: A perspective on tools for communal and informal
electronic learning. Journal of Educational Computing Research, 1, 179-201. Brown, J., Collins, A., & Duguid, P. (1989). Situated cognition and the culture of learning. Educational Researcher, 18(1),32-41. ( )
Bmner, J. (1960). The Process of Education. Cambridge, Mass: Harvard University Press
B
D
& C
h
C (1993) P
i
h
i i
i
d
i
l Byrum, D., & Cashman, C. (1993). Pre-service teacher training in educational computing:
Problems, perceptions and preparation. Journal of Technology and Teacher Education, 1(3),
259-274. Diem, R. (1989) Preservice teachers and computer ntilisation: A case study. Educational
Technology, 29(12), 34-36. wnes, T. (1993) Student-teachers' experiences in using computers during teaching practice
Journal of Computer Assisted Learning, 9(1), 17-33. wood, G. & Norman, P. (1988) Problems of educational innovation: The primary teacher
response to using the microcomputer. Journal of Computer Assisted Learning, 4(1), 34-43. y
p
y
response to using the microcomputer. Journal of Computer Assisted Learning, 4(1), 34-43. Hollingsworth, S. (1989). Prior beliefs and cognitive change in learning to teach. American
Educational Research Journal, 26(2),160-189. Hollingsworth, S. (1989). Prior beliefs and cognitive change in learning to teach. American
Educational Research Journal, 26(2),160-189. ( )
Newell, A., & Simon, H. (1972). Human problem-solving. Englewood Cliffs, NJ: Prentice-
Hall. Novak, D. & Knowles, J. (1991) Beginning elementary teachers' use of computers in classroom
instruction. Action in Teacher Education, 8(2), 43-51. Oliver, R. & Reeves, T. (1994). Telematics in Rural Education. An investigation of the use of
telematics for the delivery of specialist programs for students in rural schools. Mt Lawley
Western Australia: InTech Research, Edith Cowan University. y
Piaget, J. (1954). The construction of reality in the child. New York: Basic Books. R Prawat, R. (1992). Teachers' beliefs about teaching and learning: A constructivist perspective. American Journal of Education, 100(3), 354-395. Robinson, B. (1993). The English national curriculum and the information technology
curriculum for teacher education. Journal of Technology and Teacher Education, (I), 1,73-
80. Reeves, T. (1993). Interactive learning systems as mind tools. in Viewpoints 2 (Ed. P. Newhouse). Perth: Educational Computing Association ofWA. R
I (1993) C
k
l d
i i i
d
i
d
d
h
i i Rovegno, I. (1993). ABOUT THE AUTHORS Ron Oliver is a Senior Lecturer specialising in multimedia and information technologies at Edith
Cowan University. He has extensive experience in implementing and researching applications
of computer technologies in school curricula and has a particular interest in technologies that
support open-learning and distance education. He leads a number of school-based research
projects involving use of the Internet and telecommunications for instructional purposes. Murray Lake is Director of the Australian Centre for Education and Training at Edith Cowan
University and Senior Lecturer in Education. He has been involved in rural education for more
than 15 years both as a teacher and researcher, has carried out rural education projects for the
State Education Department, Commonwealth Schools Commission and was a member of the
Ministerial Review of Rural Education in Western Australia. Murray's work has involved him
in projects in Mauritius and the Seychelles and, most recently, in a study of small rural schools
in Malaysia. Education in Rural Australia, Vol. 6 (2) ... 6 Education in Rural Australia, Vol. 6 (2) ... 6 REFERENCES Education in Rural Australia, Vol. 6 (2) ... 7 REFERENCES Content-knowledge acquisition during undergraduate teacher training:
Overcoming cultural templates and learning through practice. American Educational
Research Journal, 30(3),611-642. ( )
Steinberg, E. (1989). Cognition and learner control: A literature review, 1977-88. Journal of
Computer-Based Instruction, 16(4), 117-121. Tomlinson, D. (1994). Schooling in Rural Western Australia: Report of the Ministerial Review
of Schooling in Rural Western Australia. Perth: Education Department of Western Australia. Wittrock, M. (1974). Learning as a generative activity. Educational Psychologist, 11, 87-95. Education in Rural Australia, Vol. 6 (2) ... 7 Education in Rural Australia, Vol. 6 (2) ... 7
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Performance Analysis of Students Through Critical Thinking Ability Based on Mathematic Ability
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1. INTRODUCTION In terms of education, it is all aspects of activities that have a
positive impact on all subjects and objects in education . Activities in education are not just the delivery of subject matter
such as providing explanations to students, but there are many
basic things that need to be considered such as guidance and
direction, as well as instructions for each student (Fattah, 2003;
Tilaar, 2012; Alwasilah, 2012; Sauri,2006). Activities like this
are things that can affect aspects of knowledge and motivation
of students in carrying out learning activities. (Sardiman, 2007;
Wardati & Jauhar, 2011; Sukardi & Kusmawati, 2008;
Sumarwiyah, 2009). With the development of an era, of course
education will also continue to develop over time, this can be
exemplified and found in terms of science or technology. Technology that has developed drastically has certainly entered
our lives. This needs to be considered by all education observers
as the development of a technology that has a role in increasing
capabilities in all fields in general. such as the abilities contained in three indicators, namely
intellectual, psychomotor and affective abilities. In developing
these abilities, of course there are many factors that influence
it (Yusuf, 2005; Siswanto, 2016). Therefore educators need to
prepare what activities will be carried out by students and the
need to prepare as early as possible by paying attention to the
many factors that influence it. The statement above is in
accordance with the opinion of Sakerebau (2018) which clearly
explains that many factors influence a person in learning,
where these factors are classified into internal factors, which
come from within a person consisting of psychological, fatigue,
and physical items, while other factors, namely external
factors are those that come from outside the person such as
parents, educators, and the surrounding community. In learning mathematics, which is part of a scientific
discipline, it has a major role in the development of science
and also in the field of technology, this is because
mathematics is said to be one of the sciences that underlie
other sciences (Shadiq, 2014; Sumarmo, 2007; Mandur, 2013;
Jihad, 2008). In studying mathematics, we can learn to
develop meticulous and accurate aspects, we can also improve Learning in terms is known as two-way communication
activities by involving support for each student in order to
achieve learning goals and change behavior in a positive
direction (Mulyadi, 2010; Mulyasa, 2007). Malikussaleh Journal of Mathematics Learning (MJML)
Vol. 4, No. 1, May 2021, pp. 23-27
ISSN 2620-6315 (print), 2620-6323 (online) Malikussaleh Journal of Mathematics Learning (MJML)
Vol. 4, No. 1, May 2021, pp. 23-27
ISSN 2620-6315 (print), 2620-6323 (online) Malikussaleh Journal of Mathematics Learning (MJML)
Vol. 4, No. 1, May 2021, pp. 23-27
ISSN 2620-6315 (print), 2620-6323 (online) DOI: https://doi.org/10.29103/mjml.v4i1.2737 Available online at http://ojs.unimal.ac.id/index.php/mjml Performance Analysis of Students Through Critical Thinking
Ability Based on Mathematic Ability Qurrota A’yun1, Rosita Yanuarti1, Dimas Anditha Cahyo Sujiwo2
1 Department of Informatics Engineering, University of Muhammadiyah Jember, Jember, Indonesia, 68121
2 Department of Mathematics Education, IKIP PGRI Jember, Jember, Indonesia, 68121
*Corresponding author: qurrota.ayun@unmuhjember.ac.id | Phone Number: +6282231308136 Qurrota A’yun1, Rosita Yanuarti1, Dimas Anditha Cahyo Sujiwo2
1 Department of Informatics Engineering, University of Muhammadiyah Jember, Jember, Indonesia, 68121
2 Department of Mathematics Education, IKIP PGRI Jember, Jember, Indonesia, 68121 *Corresponding author: qurrota.ayun@unmuhjember.ac.id | Phone Number: +6282231308136 ARTICLE HISTORY ARTICLE HISTORY The standard of critical thinking in this study, namely: first, interpretation is on a problem can showing/
writing what they know and what is asked about the problem correctly; second, analysis is the activity of
identifying the relationship between statements, questions and concepts in a problem through making
mathematical models and accompanied by the right reasons; third, evaluation is the right strategy in
solving problems and fourth, conclusion is accuracy in drawing conclusions from what is asked. While the
type of research used is descriptive qualitative type. The instruments used were interview guidelines and
test questions. The interview used is a structured interview and the test used in the form of a math
problem test with derived application material consisting of 3 problem descriptions with material that has
been received by students. Student performance levels in this study are at the Apprentice level and the
Novice level. The acquisition of data at the Apprentice level the average value is different, this is because
the acquisition of data on each indicator is different overall. This is because the subject is not
accustomed to or accustomed to working on open questions or also problem stories/problems. Student
performance levels in this study are at the Apprentice level and the Novice level. The acquisition of data
at the Apprentice level the average value is different, this is because the acquisition of data on each
indicator is different overall. This is because the subject is not accustomed to or accustomed to working
on open questions or also problem stories/problems. Received : 11 August 2020
Revised : 11 March 2021
Accepted : 10 April 2021
KEYWORDS Received : 11 August 2020
Revised : 11 March 2021
Accepted : 10 April 2021
KEYWORDS
Critical Thinking Skills;
Level of Performance; Received : 11 August 2020
Revised : 11 March 2021
Accepted : 10 April 2021 This is an open access article under the CC–BY-SA license. 1. INTRODUCTION 1. INTRODUCTION 1. INTRODUCTION In their duties,
educators need to develop the basic abilities of their students, 23 Malikussaleh Journal of Mathematics Learning (MJML) Vol. 4, No. 1, May 2021, pp. 23-27 A’yun, Yanuarti & Sujiwo critical and logical thinking skills, reasoning and can be
positive, creative, responsible, and the ability to work with
peers (Ismaimuza, 2010; Riyanto, 2010; Trianto, 2010; Isjoni,
2009; Dwitagama and Wijaya, 2012; Haryani, 2012; Julita). This is in accordance with Suherman et al (2003: 56) which
states that there are three functions in learning mathematics,
namely
patterns
of
thought,
tools,
and
knowledge. Furthermore, Vincent (Dahlan, 2017) explains that thinking is
any mental activity that can help formulate or solve a problem,
make decisions or fulfill the desire to understand something. Not a few students argue that it is difficult to learn and
understand mathematics subjects because the object of study
studied in mathematics is abstract and moreover learning is
only from educators. Memory limitations are also the cause of
students to memorize mathematical formulas that are
considered meaningful. This kind of thing can have an impact
on mathematics which is still seen as a difficult subject for
students and society in general (Muijs & Reynolds, 2005). The
thinking ability of each individual is certainly not the same, so
each individual needs to practice and develop their abilities in
studying mathematics subjects. This way of learning that is
carried out by students certainly needs a change, namely by
increasing their thinking skills, one of which is critical
thinking. they have with the new knowledge they get while studying the
lessons they follow, and are able to connect mathematical
concepts but are still part of the process; 3) Practitioner,
students have begun to be able to have the correct strategy to
solve problems, reasons and the process of proof have started
to be logical, able to partially communicate ideas, able to
connect old knowledge with new ones, and able to construct
mathematical and scientific concepts but still part of the
process construction; 4) Expert, this level shows that students
have started to be able to have the right strategy to solve
problems, the reasons and the proof process have started to be
logical, able to communicate complete ideas, able to connect
old knowledge with new ones, and able to construct
mathematical and scientific concepts. This research is based
on the level set by Exemplars. 2. METHODS This type of descriptive qualitative research is used in this study
Researchers describe the performance level of Information
Technology students. In other words, it can be said that the
researcher describes the level of performance of this
Information Technology student based on the student's critical
thinking ability in solving math problems given during research
activities. The researcher also described the level of student
performance in critical thinking in solving problems in the form
of problems. The researcher checks and reports the results of
the student's problem solving by matching the results of the
student's answers with the criterion of critical thinking. The data in the study were interview guidelines that would
be applied to students and test questions that would be carried
out by six selected students majoring in Information Technology
class A Muhammadiyah University of Jember which were
categorized as high, medium, and low. Data obtained in the
form of test results and interviews. The test for performance
levels is based on students' critical thinking skills. The research
subjects were Muhammadiyah Jember Information Technology
students. Subject taking was obtained from previous students'
scores to group students with high, medium and low abilities
and continued by selecting two students from each category. From the test activities given, then conducting interviews with
each student as the research subject. Taking two students of
Information Technology class A Muhammadiyah University of
Jember in each of these categories aims to determine whether
students in the same category are at the same level or not. So
that in this study the researcher took as many as 6 subjects
with two high category students, two medium category students,
and two low category students who would be analyzed for their
performance levels based on their critical thinking skills in
solving math problems that had been prepared before the
activity. Dahlan (2017) explained that the four levels
of
performance appraisal for students were in full according to
the NCTM standard. 1. INTRODUCTION So that researchers will observe
student performance levels, namely: Novice, Apprentice,
Practitioner and Expert. To find out the level of students in
this study is to connect each level with the predetermined
standard indicators of thinking. Performance level category
based on NCTM stipulations adopted by Dahlan, (2017). Tabel 2. Performance level category Tabel 2. Performance level category
Score
Performance level
Expert
Practitioner
Apprentice
Novice g
Choy & Cheah (2009) define critical thinking as complex
which requires a high level of cognitive processing information. Furthermore, Ennis (2011) explains that critical thinking is
the ability to think reflective and reasoned which is focused on
what is believed or done. Students can think critically with a
skill through the results of activities to analyze and prove the
truth. According to Fisher (2009), it explains that critical
thinking is a skill in thinking about everything in an
appropriate way in interpreting and evaluating activities such
as observation, interaction with various other sources of
information. Critical thinking carried out by students in the
form of questioning questions, answering logically, finding
information in an efficient time. A person's ability can be
improved with regular practice in solving math problems. The
maximum effort that must be done is to give students
experience knowledge so that students' performance abilities
will increase. To find out this, a method is needed that can
inform learning outcomes, namely the achievement of student
competencies, which is called an assessment. The appropriate
form of assessment is student performance assessment. While
Arifin (2012) performance appraisal is a way of assessing the
level of mastery of students' skills through performance tests
or demonstrations or real work practices. The level of student
performance consists of four levels with reference to the level
set by Exemplars. The four levels are Novice, Apprentice,
Practitioner, and Expert. 3. RESULTS AND DISCUSSION 3. RESULTS AND DISCUSSION In the implementation of this research, the research
instruments that will be used are validated first by the experts
in their fields. There are three validators who will provide an
assessment of the instruments to be used. By carrying out this
validation activity, it is hoped that the level of validity of this
research instrument can be measured so that it can be used
properly. The instruments that will be used are the instrument
test questions and interview instruments. The following are
the values of the three validators. The results of validator 1
indicate that the test questions instrument is in the range of
2.5833333333 or Va = 2.5833333333. These results indicate
that the value of validator 1 for the question instrument is in
the valid criteria. The result of validator 2 shows that the
result of the instrument validation test is 2.6666666667 or Va
= 2.6666666667. While validator 3 shows the results of the
instrument validation test are 2.6666666667 or Va =
2.6666666667. So that the average validation result of the
three validators for the test instrument is 2.638888889. According to the instrument validity criteria, then the test
instrument is valid in the 2.5 < Va < 3 category range. Furthermore, in the interview instrument, the average value of
the three validators was obtained by 2.5833333333. The
details of each validator for the validation of the guideline
instrument are as follows. validator 1 gives a score of 2.5 for
the interview instrument, the value of the validator 2 is 2.75,
and the value of the validator 3 is 2.5. So that the average
obtained in the validation of the interview instrument for the
three validators is 2.5833333333. This value is in the valid
category and falls into the 2.5 < Va < 3 category. research can
be used for research activities. For the two low-category students, one of the students was
not clear or did not understand the problem. This means that
the student is not precise or incomplete in writing what he
knows and the questions asked. This was reinforced during
interviews, students were not yet precise or clear in terms of
describing a problem. One of the other students was able to
say that he understood enough about the problem. 2. METHODS The following is the explanation: 1)
Novice, students have a strategy in solving problems that
contain problems, participants do not provide logical
explanations in mathematical concepts related to the process
of proof, are unable to communicate ideas in their thinking,
are unable to connect old knowledge with new ones so that
little experience, and unable to construct mathematical
concepts; 2) Apprentice, at this level, students can be said to
have been able to have or carry out a correct strategy to solve a
problem, can provide reasons and the process of proof can be
said to be logical even though it is not yet orderly, able to
communicate ideas partially, can associate the knowledge 24 Malikussaleh Journal of Mathematics Learning (MJML) Vol. 4, No. 1, May 2021, pp. 23-27 A’yun, Yanuarti & Sujiwo The test used is in the form of a math problem test with
derivative application material consisting of 3 description
questions with material that has been received by students. Each question will test the criteria or indicators of student
performance assessment based on critical thinking skills. The
purpose of working on these questions is to make sure that the
student can work on the questions given with the same type. The interview activity was carried out after giving the final test
questions. To avoid the same answer, interviews were carried
out alternately for each ability group and carried out
individually. The type of interview used is a structured interview
because the guidelines were prepared from the start. The
analysis was carried out in critical thinking skills, namely the
analysis of the test results obtained from the answer sheet. Student answers are analyzed with an assessment sheet based
on standard critical thinking indicators, which will then be
categorized into performance levels in accordance with the
scoring guidelines for the performance levels that have been
made, scoring on student work results on test questions is
adjusted to indicator achievement. After giving scores on the
students 'work on the test questions, an interview was
conducted which aimed to see whether the students' answers
were consistent between the answers on the test questions and
during the interviews. students are dominant at the apprentice level, through this
research it is hoped that students can hone their critical
thinking skills in solving problems. Critical thinking can be
said as thinking that processes and results by analyzing and
evaluating them. 2. METHODS This certainly shows that students can think
critically with their own skills by analyzing and proving the
truth. The following is the result of the percentage of students'
critical thinking on each predetermined indicator. Tabel 2. The average gain from the performance level
indicator Tabel 2. The average gain from the performance level
indicator
Item
Name
Average
Category
1
BE
2,111111111
Apprentice
2
AL
2,111111111
Apprentice
3
AA
2,851851852
Apprentice
4
AF
2,518518519
Apprentice
5
AX
1,740740741
Novice
6
AU
1,666666667
Novice Based on the table above, it shows that the results of
low-ability critical thinking skills appear to be at the novice
level stage. Medium abilities are at the apprentice level, as well
as high abilities are at the apprentice level. Based on this data,
it shows that students have different ability to think. Students
need to be accustomed to being given problems that require
working on questions that have a creative thinking level. In
research activities, it is at the interpretation stage where
students are asked to understand the questions related to the
problem. This stage requires students to understand the
problem, students have the ability to think in different ways. 3. RESULTS AND DISCUSSION Overall students are in the high category both in
solving problems on the questions and in delivering them in
interview activities. This is because in the data validity activity,
the triangulation of the test and interview method produces
appropriate results, meaning that each student in the high
category is so consistent between the answer sheet and the
delivery that was raised by the student during the interview
activity. With the results of data validity through this
triangulation, it can be said that the results of the data obtained
from this method are "valid". In high category students, both
students are at the Apprentice level, but the average obtained
from the two students is different, this is because the data
acquisition of the two students on each indicator of critical
thinking is different as a whole. Dahlan, A. (2017). Leveling of Student Performance Based
on Critical Thinking Ability of Class VII Students of MTs
Negeri Jember 1 Filial in Solving Mathematical Problems
Related to the Coffee Theme. Jurnal Matematika. Jember :
Universitas Jember. Dwitagama, D andWijaya, K. (2012). Get to know Classroom
Action Research. Jakarta: Indeks. Fattah, N. (2003). Concept of School Based Management and
School Board. Bandung : Pustaka Bani . Fisher, A. (2009). Critical Thinking: An Introduction. Jakarta:
Erlangga. Haryani, Desti. (2012). Shaping Critical Thinking Students
through Mathematics Learning. Proceedings of the
National Seminar on Mathematics and Mathematics
Education, Nov:10. Yogyakarta. Isjoni.(2009).“Cooperative Learning Increases Communication
Intelligence among Students”. Yogyakarta: Pustaka
Pelajar. Ismaimuza, D. (2010). The Effect of Problem Based Learning
with Cognitive Conflict Strategies on Mathematical
Critical Thinking Ability and Attitudes of Junior High
School Students. Jurnal Pendidikan Matematika UNSRI,
(Online), Vol. 4 No.1 Jihad, A. (2008). Mathematics Curriculum Development. Yogyakarta: Multi Pressindo. Julita. (2014). Developing Mathematical Critical Thinking
Skills
through
Concept
Achievement
Learning. Proceedings of the National Seminar on Mathematics
Education for the Postgraduate Program of STKIP
Siliwangi, Nov:27. Bandung. 4. CONCLUSION Mandur, K. (2013). Contribution of Connection Ability,
Percentage Ability, and Mathematical Disposition on
Mathematics Learning Achievement of Private High
School Students in Manggarai Regency. E-Journal PPs
Universitas Pendidikan Ganesha. Vol. 2. Thn. 2013. Halaman: 4. Based on the discussion and analysis results, it can be
concluded that the level of student performance in the critical
thinking ability of Information Technology students shows at
the Apprentice level and the Novice level. Of the six existing
subjects, 2 subjects are at the Novice level. 3. RESULTS AND DISCUSSION Therefore, this student is
expected to be careful in solving all the questions given in the
future. Overall, this medium category student is quite good at
working on questions and interview activities. This is shown in
the triangulation activity of the test and interview method
which shows that each student with the moderate category is
very consistent between the answer sheet and the student's
answer during the interview. The validity of the data through
this triangulation shows the validity of the data results. In the
middle category students indicate that the two students are at
the Apprentice level, but the average obtained from the two
students is different, this is because the data acquisition of the
two students on each indicator of critical thinking is different
as a whole. A.M, Sardiman. (2007). Teaching and Learning Interaction
and Motivation. Jakarta: PT Raja Grafindo Persada. Alwasilah, A,c. (2012). Anyway Engineering Literacy. Bandung:
PT Kiblat Buku Utama. Arifin, Zainal. (2012). Learning Evaluation. Bandung : PT. Remaja Rosdakarya. Choy, S. C., & Cheah, P. K. (2009). Teacher Perception
of Critical Thinking Among Students and Its
Influence on Higher Education. International Journal
of Teaching and Learning in Higher Education,
20(2), 198—206. Retrieved from:
http://www.isetl.org/ijtlhe/pdf/IJTLHE336.pdf. http://www.isetl.org/ijtlhe/pdf/IJTLHE336.pdf. Ennis, R.H. (2011). The Nature of Critical Thinking:An Outline
of Critical Thinking Disposition and Abilities. Last
Revised. Emeritus Proffessor: University of Illinois Students with high abilities at this critical thinking stage, it
can be said that students with high categories already
understand the questions well. Students are also able to write
down the problem questions by writing down what is written on
the questions clearly. Students are also able to plan the problem
solving properly and also in accordance with the answers to
solving the questions. However, in the indicators of writing
another alternative way, students have not been able to write
well. So that in this indicator students get a score of 1. While in
making conclusions about solving the questions, the two
students are very clear and can be said to be good at making
conclusions, the reasons given in the conclusions also reflect
correct problem solving. Then discussing interview activities
with the two students with this high category. The explanation
of the things conveyed in the interview activities by the two
students was very consistent with the answer sheets they
worked on. 3. RESULTS AND DISCUSSION This is
evidenced in the answer sheet, which shows that the student
can write down what is known and what is being asked about
the question. In the interview activity too, the student's
statement can be said to be consistent with the answer sheet. With consistency between student answer sheets in the low
category and what was conveyed during the interview, AU
students are at the novice level because most of them do not
fulfill all critical thinking indicators, while AX students are
also at the novice level, but the average results of the scores
critical thinking indicator is different from AU. AU obtained an
average value of 1.6666666667 in the novice level category
and AX got a score of 1.740740741 which is also at the novice
level. In other words, there is a difference in the results of the
average acquisition of critical thinking indicators for students
with the low category, this is because the data acquisition for
each indicator is different as a whole. Students with moderate ability at this critical thinking
stage, it can be said that they have understood the problem
well, this is known when they can do or write things that are
known, overall there are still some errors and inaccuracies. another thing in the process, students in the medium category
are good enough in presenting a problem that is in the
problem in clear language. In the interview activity with
students in the medium category, as a whole the students
explained what was asked in the interview according to what
they wrote in their respective answer sheets. In terms of
writing down the student's understanding of the questions,
the student can rewrite the answers to what is known and Of the 6 students who were the subject, the level of
performance of each student was obtained by different
indicators of achievement. This student performance level is
based on their critical thinking skills which are classified into
two levels, namely the apprentice level and the novice level. This leveling grouping is based on an analysis of student
answers in solving a problem. In the results of this leveling, 25 Malikussaleh Journal of Mathematics Learning (MJML) Vol. 4, No. 1, May 2021, pp. 23-27 A’yun, Yanuarti & Sujiwo REFERENCES what is asked in the questions. Although in writing a strategy
plan for solving and solving problems, there are still things
that are unclear and inaccurate. 3. RESULTS AND DISCUSSION This subject is a
subject with low ability. While at the Apprentice level there are
four subjects. The four subjects have different abilities, namely
two subjects with moderate ability and the other two subjects
are subjects with high abilities. However, in this category with
the same Apprentice level the average obtained by the four
subjects is different, this is because the data obtained by these
four subjects on each indicator are different as a whole. In this
study, none of the six subjects were at the critical thinking level
category with the Practitioner level and the expert level. This is
because the subject is not accustomed or accustomed to
working on open questions or story questions/problems. Muijs, D., & Reynolds, D. (2005). Effective teaching evidence
and practice. London: SAGE Publications.p.212. Mulyadi. (2010). Diagnosis of Learning Difficulties and
Guidance on Specific Learning Difficulties. Yogyakarta:
Nuha Litera. Mulyasa, E. (2007). Competency Standards and Teacher
Certification. Bandung: Remaja Rosdakarya. Riyanto, Y. (2010). New Paradigm of Learning. Jakarta:
Kencana Prenada Media Group. Sakerebau, J. (2018). Memahami Peran Psikologi Pendidikan
Bagi Pembelajaran. BIA: Jurnal Teologi dan Pendidikan
Kristen Kontekstual 1.1, hal 96-111. 26 Malikussaleh Journal of Mathematics Learning (MJML) Vol. 4, No. 1, May 2021, pp. 23-27 A’yun, Yanuarti & Sujiwo Sauri, S. (2006). Building Communication in the Family. Bandung: PT Genesindo. Shadiq, F. (2014). Mathematics Learning (How to Improve
Students' Thinking Ability). Yogyakarta: Graha Ilmu. Siswanto, & B. Tri. (2016). Factors Influencing Student
Learning Outcomes On Teaching Practical Automotive
High School Schools in Yogyakarta City. Jurnal
pendidikan vokasi. 6 (1): 2476- 9401. Suherman.E, et al. (2003). Strategi Pembelajaran Matematika
Kontemporer (Edisi Revisi). Bandung: JICA-Universitas
Pendidikan Indonesia (UPI). Sukardi, Ketut, D dan Kusmawati, N. (2008). Guidance and
Counseling Process in Schools. Jakarta: PT Rineka
Cipta. Sumarmo, U & Permana Y. (2007). Develop High School
Students'
Reasoning
Ability
and
Mathematical
Connection Through Problem Based Learning. Jurnal
Educationist. Vol. I. No 2. page: 117. Sumarwiyah. (2009). The Effect of the Application of Tutoring
Services on Study Habits and Learning Achievement. Jurnal Sosial and Budaya. Vol:2 No 2. Tilaar, H. A. R. (2012). National Education Kaleidoscope. Jakarta: Gramedia. Trianto. (2010). Designing Innovative-Progressive Learning
Models. Jakarta: Kencana Prenada Media Group. Wardati & Jauhar, M. (2011). Guidance and Counseling
Implementation
in
Schools. Jakarta:
Prestasi
Pustakaraya. Yusuf, S. (2005). Guidance and Counseling Foundation. Bandung: PT. Remaja Rosda Karya. 27
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The role of TDP-43 mislocalization in amyotrophic lateral sclerosis
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Molecular neurodegeneration
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© The Author(s). 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License,
which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give
appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if
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The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the
data made available in this article, unless otherwise stated in a credit line to the data. The role of TDP-43 mislocalization in
amyotrophic lateral sclerosis Terry R. Suk1,2 and Maxime W. C. Rousseaux1,2,3,4* Terry R. Suk1,2 and Maxime W. C. Rousseaux1,2,3,4* Suk and Rousseaux Molecular Neurodegeneration (2020) 15:45
https://doi.org/10.1186/s13024-020-00397-1 Suk and Rousseaux Molecular Neurodegeneration (2020) 15:45
https://doi.org/10.1186/s13024-020-00397-1 Background TDP-43, a central player in amyotrophic lateral sclerosis
Amyotrophic lateral sclerosis (ALS) is a fatal neurode-
generative disease characterized by the selective loss of
motor neurons resulting in mortality within an average
of 2-5 years [1]. Though most cases of ALS are sporadic
(sALS), approximately 10% are familial (fALS) in origin. The identification of these familial cases, now spanning TDP-43 bridges the divide between sporadic and
familial ALS and remains a dominant protein of
interest to understand disease pathogenesis. TDP-43
was identified as a primary component of ubiquiti-
nated and hyper-phosphorylated cytosolic aggregates * Correspondence: max.rousseaux@uottawa.ca
1University of Ottawa Brain and Mind Research Institute, Ottawa, Canada
2Department of Cellular and Molecular Medicine, University of Ottawa,
Ottawa, Canada
Full list of author information is available at the end of the article tawa, Canada
l list of author information is available at the end of the article Abstract Since its discovery as a primary component in cytoplasmic aggregates in post-mortem tissue of patients with
Amyotrophic Lateral Sclerosis (ALS), TAR DNA Binding Protein 43 kDa (TDP-43) has remained a central focus to
understand the disease. TDP-43 links both familial and sporadic forms of ALS as mutations are causative for disease and
cytoplasmic aggregates are a hallmark of nearly all cases, regardless of TDP-43 mutational status. Research has focused
on the formation and consequences of cytosolic protein aggregates as drivers of ALS pathology through both gain-
and loss-of-function mechanisms. Not only does aggregation sequester the normal function of TDP-43, but these
aggregates also actively block normal cellular processes inevitably leading to cellular demise in a short time span. Although there may be some benefit to therapeutically targeting TDP-43 aggregation, this step may be too late in
disease development to have substantial therapeutic benefit. However, TDP-43 pathology appears to be tightly linked
with its mislocalization from the nucleus to the cytoplasm, making it difficult to decouple the consequences of nuclear-
to-cytoplasmic mislocalization from protein aggregation. Studies focusing on the effects of TDP-43 mislocalization have
demonstrated both gain- and loss-of-function consequences including altered splicing regulation, over responsiveness
to cellular stressors, increases in DNA damage, and transcriptome-wide changes. Additionally, mutations in TARDBP
confer a baseline increase in cytoplasmic TDP-43 thus suggesting that small changes in the subcellular localization of
TDP-43 could in fact drive early pathology. In this review, we bring forth the theme of protein mislocalization as a key
mechanism underlying ALS, by highlighting the importance of maintaining subcellular proteostasis along with the
gain- and loss-of-functional consequences when TDP-43 localization is dysregulated. Additional research, focusing on
early events in TDP-43 pathogenesis (i.e. to the protein mislocalization stage) will provide insight into disease
mechanisms, therapeutic targets, and novel biomarkers for ALS. Keywords: ALS, TDP-43, Mislocalization, Pathology, Nucleocytoplasmic shuttling over 20 genes (reviewed by Nguyen et al. [2]) has
highlighted the importance of various cellular processes
in the pathogenesis of ALS [3]. Indeed, some rare
genetic cases – such as the identification of mutations in
TAR DNA Binding Protein 43 kDa (TARDBP, encoding
TDP-43) have provided crucial insight into common
pathogenic themes in ALS [4–7]. * Correspondence: max.rousseaux@uottawa.ca
1University of Ottawa Brain and Mind Research Institute, Ottawa, Canada
2Department of Cellular and Molecular Medicine, University of Ottawa,
Ottawa, Canada
Full list of author information is available at the end of the article Page 2 of 16 Suk and Rousseaux Molecular Neurodegeneration (2020) 15:45 nearly all ALS-causing mutations on TDP-43 cluster within
this domain [4, 6, 7]. observed from post-mortem tissue of patients with
ALS [8, 9]. This pathological phenomena is considered a
hallmark of ALS as it is observed in approximately 97% of
all ALS patients regardless of the mechanisms of disease
onset, with the notable exceptions of familial ALS (fALS)
caused by mutations in Zn/Cu Superoxide Dismutase 1
(SOD1) and Fused in Sarcoma (FUS) [1, 10–15]. Further-
more, since the first report in 2008, over 50 mutations in
TARDBP have been linked to ALS, further supporting
TDP-43 dysfunction as a critical component in ALS [4–6,
16–18]. Therefore, TDP-43 dysfunction provides common
ground in an otherwise convoluted disease, thus gaining
notoriety and attention from researchers aiming to un-
cover the mechanisms causing TDP-43 aggregation. It is
also important to note that mutations in TARDBP can
also cause frontotemporal lobar dementia (FTLD), which
itself shares some clinical parallels with ALS and displays
TDP-43 pathology in ~ 45% of cases [8, 9, 19–21]. Here,
however, we will focus on TDP-43 dysfunction as a central
mechanism connecting multiple pathways in the context
of ALS. observed from post-mortem tissue of patients with
ALS [8, 9]. This pathological phenomena is considered a
hallmark of ALS as it is observed in approximately 97% of
all ALS patients regardless of the mechanisms of disease
onset, with the notable exceptions of familial ALS (fALS)
caused by mutations in Zn/Cu Superoxide Dismutase 1
(SOD1) and Fused in Sarcoma (FUS) [1, 10–15]. Further-
more, since the first report in 2008, over 50 mutations in
TARDBP have been linked to ALS, further supporting
TDP-43 dysfunction as a critical component in ALS [4–6,
16–18]. Therefore, TDP-43 dysfunction provides common
ground in an otherwise convoluted disease, thus gaining
notoriety and attention from researchers aiming to un-
cover the mechanisms causing TDP-43 aggregation. It is
also important to note that mutations in TARDBP can
also cause frontotemporal lobar dementia (FTLD), which
itself shares some clinical parallels with ALS and displays
TDP-43 pathology in ~ 45% of cases [8, 9, 19–21]. Here,
however, we will focus on TDP-43 dysfunction as a central
mechanism connecting multiple pathways in the context
of ALS. In ALS, truncated forms of TDP-43 are found in ALS
aggregates, more predominantly in the cortex but also to
a lesser extent in the spinal cord [55–59]. The N-
terminally
truncated,
C-terminal
fragments
35 kDa
(CTF35) and 25 kDa (CTF25) are the most notable
“species” of TDP-43 [8, 60–62]. Several species of TDP-
43 exist and are produced through translation of alterna-
tively spliced isoforms or through proteolytic cleavage at
the post-translational level (Fig. 1). CTF35 and CTF25
can
be
generated
through
proteolytic
cleavage
via
Caspases 3 and 7 after asparagine-89, and Caspase 4
after asparagine-174, respectively, and caspase activity is
also modulated by the ALS-linked protein Progranulin
(PGRN) [63–69]. Alternative splicing also contributes to
short forms of TDP-43 where a second splice isoform
was identified through cDNA sequencing encoding an
N-Terminally truncated, ~ 32 kDa isoform of TDP-43
[70]. Additionally, CTF35 fragment can also be gener-
ated through non-canonical splicing in exon 2 and
alternative translational initiation at methionine-85 [59]. C-terminally truncated species can also be generated
through proteolytic cleavage. δ-secretase cleaves TDP-43
after asparagine-291 and -306 to generate a ~ 32 kDa
and ~ 35 kDa species, respectively [71]. The calcium-
dependant cysteine proteases, calpains, also play a role
in TDP-43 cleavage generating ~ 35 kDa and ~ 25 kDa
species associated with cell toxicity [72, 73]. As many of
the truncated species of TDP-43 are of similar molecular
weights many studies simply nest them as “CTF35” or
“CTF25” based on molecular weight without investiga-
tion to the exact species observed which may limit the
understanding of TDP-43 species contribution to ALS as
different species display distinctive properties [59, 63, 74,
75]. The exact functions of these truncated species
remain unclear and are generally thought to be toxic,
but have also been proposed to serve a protective role in
the cell to promote TDP-43 clearance [59, 63, 73, 75–80]. It is important to recognize that other species of TDP-43
CTFs have been identified at 15-16 kDa, 22-25 kDa, and
33-37 kDa in ALS/ALS-FTLD, however due to low levels
of reporting their prevalence in disease remains elusive
[56, 74, 75, 81–85]. Main text M1,M3,M5 (Red): Mitochondria Localization Sequences; NLS
(Turquoise): Bipartite Nuclear Localization Sequence; RRM1,RRM2 (Blue): RNA Recognition Motif; NES (Light Purple): Controversial Nuclear Export
Signal; NES (Dark Purple): Nuclear Export Signal; CTD (Grey): C-Terminal Domain; Yellow Box: Alternate Amino Acid Sequence (N-Terminus of
“Isoform 2” and C-Terminus of “Short TDP-43”); Dashed Lines: Cleavage Sites Fig. 1 Structure of TDP-43 including functional domains and identified short-species. M1,M3,M5 (Red): Mitochondria Localization Sequences; NLS
(Turquoise): Bipartite Nuclear Localization Sequence; RRM1,RRM2 (Blue): RNA Recognition Motif; NES (Light Purple): Controversial Nuclear Export
Signal; NES (Dark Purple): Nuclear Export Signal; CTD (Grey): C-Terminal Domain; Yellow Box: Alternate Amino Acid Sequence (N-Terminus of
“Isoform 2” and C-Terminus of “Short TDP-43”); Dashed Lines: Cleavage Sites linked ubiquitin-binding autophagic adaptor Sequesto-
some 1 (SQSTM1, also known as p62) [8, 55–60, 82,
86–89]. in the field as to whether cytoplasmic TDP-43 structures
indeed colocalize as a component of SGs or are mostly dis-
tinct from these bodies [90, 91, 93, 94, 103, 104, 106–109]. Under prolonged stress conditions, phase-separated TDP-
43 transitions from a liquid-like droplet to form gel-like
inclusions inhibiting their ability to dissociate [110–112]. These
gel-like
inclusions
eventually
accumulate
several hallmarks the TDP-43 inclusions seen in ALS
[61, 108, 109, 111]. The exact mechanisms mediating the formation of
TDP-43 aggregates remain elusive. In ALS aggregates,
TDP-43 was found to colocalize with important markers
of stress granules (SGs) [90–95]. SGs are membraneless
organelles that form in the cytoplasm comprised primarily
of ribonuclear proteins and mRNA stalled in translation
(Reviewed by Wolozin & Ivanov [96]). The formation of
SGs occurs through a process called liquid-liquid phase
separation (LLPS) where SG proteins and associated
mRNA will de-mix into a liquid phase distinct from the
cytosol [97, 98]. Two prominent proteins that are indica-
tive of a SG are Ras GTPase-activating protein-binding
protein 1 (G3BP1) and TIA1 cytotoxic granule-associated
RNA binding protein (TIA1, [99–102]). Interestingly,
mutations in the LCD of TIA1 – a domain that plays a
key role in LLPS – cause ALS, further supporting the in-
volvement of the cellular stress response in disease [103]. Clearance of TDP-43 remains an important biological
process tightly coupled with cytotoxicity. The ubiquitin-
proteasome system is disrupted by ALS-linked mutations
in Ubiquilin-2 (UBQLN2), and is important for degrading
full-length TDP-43 in addition to CTF-35 and CTF-25
[113–120]. Main text TDP-43 function, dysfunction, and aggregation
TDP-43 is a highly conserved and essential DNA/RNA
binding protein belonging to the heterogenous ribonucleo-
protein family that preferentially recognizes UG-rich and
TG-rich motifs of RNA and DNA, respectively [22–26]. TDP-43 is ubiquitously expressed in all cell types and is
predominantly localized to the nucleus, but is also present
in the cytoplasm and mitochondria [27–29]. Importantly,
TDP-43 is highly regulated, particularly by autoregulation
through cryptic exon repression within the 3’UTR of
TARDBP mRNA [30–32]. Deletion of TDP-43 results in
embryonically lethality in mice, and its depletion or overex-
pression causes toxicity or cell death in cell and animal
models [33–48]. Structurally, TDP-43 has a bipartite NLS
sequence in the N-terminal domain upstream of the first
RNA recognition motif (RRM), a nuclear export signal
(NES) within the second RRM, and 5 putative mitochondria
localization signals (M1-M5) of which 3 (M1, M3, and M5)
are functionally characterized [14, 24, 28, 29]. The NLS and
NES are important for shuttling TDP-43 between the
nucleus and cytoplasm, however the involvement of the
NES remains controversial as some studies suggest the NES
is non-functional [27, 49–51]. These motifs reside within
the N-terminal portion of TDP-43 forming a globular
tertiary structure [22, 52, 53]. The C-terminal domain
(CTD) – sometimes referred to as the low-complexity
domain (LCD), glycine-rich region, intrinsically disordered
region (IDR), or prion-like domain (PrLD) – remains rela-
tively unstructured and is thought to be critically important
for TDP-43 toxicity in disease [4, 53, 54]. Not only is the
unstructured nature of the CTD aggregation-prone, but There are several features that commonly define aggre-
gates of TDP-43 in ALS. These include the accumulation
of post translational modifications such as ubiquitination,
poly-ubiquitination, and aberrant phosphorylation (some-
times referred to as hyperphosphorylation) of full length
TDP-43; specifically phosphorylation of TDP-43 at serine
409 and 410 (S409/410) is widely used as an indicator of
aggregated TDP-43 [8, 9, 56, 58, 61]. TDP-43 aggregates
in ALS also accumulate full length and lower molecular
weight species of TDP-43 and stain positive for the ALS- Suk and Rousseaux Molecular Neurodegeneration (2020) 15:45 Page 3 of 16 Fig. 1 Structure of TDP-43 including functional domains and identified short-species. Additional avenues of TDP-43 toxicity Studies have suggested that not all aggregates are equal
in their ability to cause toxicity. Similar to other neuro-
degenerative diseases, large protein aggregates such as
amyloid-like structures may not be as toxic as smaller
ones that preceded them such as oligomers [143–147]. However, describing aggregates simply as “large” or
“small” is a gross oversimplification as there are thought
to be multiple species of aggregates based on the proper-
ties of protein misfolding which may mediate altered
toxicity at different stages [53, 147–150]. Although
TDP-43 aggregation is apparent in various modes of
cellular dysfunction, critics argue that TDP-43 aggre-
gates may simply be an artifact of neuronal degeneration
observed at the time of post-mortem analyses [14, 151]. In cell and animal models, TDP-43 aggregation is not ne-
cessarily essential to cause cellular toxicity [14, 152–157]. This would suggest that TDP-43 aggregates may act as a
bystander alongside a cell death pathway or work in parallel
with an alternate mechanism to promote toxicity. Further-
more, TDP-43 aggregates are not exclusive to motor
neurons, they can also be observed in glia and muscle tissue
of ALS patients and are observed to spread in a prion-like
manner throughout the brain [8, 9, 15, 57, 158–162]. Yet in
ALS, motor neurons selectively degenerate suggesting that
the presence of TDP-43 aggregates may not necessarily
drive cell-death. Clearly, TDP-43 aggregation is not the only
feature at play. p
The cellular stress model, particularly oxidative stress
(e.g. via sodium arsenite treatment), to induce SGs and
TDP-43 inclusions is a widely used model to study TDP-
43 mislocalization and aggregation [96, 164]. Yet systemic
stress makes it difficult to differentiate phenotypes associ-
ated with TDP-43 mislocalization and accumulation to
general cellular stress responses. To overcome this limita-
tion, a novel model expressed TDP-43 fused with an
Arabidopsis thaliana-derived Cryptochrome 2 (CRY2)
protein to allow for optogenetic instigation of LLPS [108,
109, 111, 165]. In contrast to prolonged sodium arsenite
treatment, prolonged LLPS through optogenetic stimula-
tion in wild-type conditions results in TDP-43 inclusions
within the nucleus absent of ALS hallmarks including
hyperphosphorylation and SQSTM1 sequestration [108]. However, prolonged induction of LLPS on TDP-43ΔNLS or
mildly stressed cells inducing a mild mislocalization
resulted in cytoplasmic inclusions positive for ALS-like
hallmarks. Main text Inhibiting this mode of clearance in primary
neurons results in a greater accumulation of cytoplasmic
TDP-43 aggregates compared to other cell stressors [113,
121, 122]. Recently a gain-of-function mutation in CYLD
Lysine 63 Deubiquitinase (CYLD) was identified to cause
ALS and FTLD [123]. The authors demonstrated in
mouse primary neurons that this mutation increased deu-
biquitinase activity, decreased autophagy function and
caused TDP-43 mislocalization, along with TDP-43 aggre-
gation in the human brain. Autophagy also plays a role in
clearing aggregated forms of TDP-43 and is linked to ALS
through mutations in autophagy-related proteins SQST
M1, TANK Binding Kinase 1 (TBK1) and Optineurin
(OPTN) [87, 113, 124–128]. Of particular importance, the TDP-43 plays an important role in regulating the
dynamics of SG formation and disassembly where loss of
TDP-43 reduces SG formation [104, 105]. Treatment of
cells with cell stressors used to study the formation of
SGs, such as oxidative stressors (e.g. Sodium Arsenite),
osmotic stressors (e.g. D-Sorbitol) or heat shock, results
in the formation of phase-separated TDP-43 structures
in the cytoplasm. Nevertheless, there remains a debate Suk and Rousseaux Molecular Neurodegeneration (2020) 15:45 Page 4 of 16 Page 4 of 16 cellular phenotypes may be caused by mislocalization or
the mutation itself. Studies have exploited the NLS
sequence on TDP-43 through genetic manipulation to
shed light on the consequences of mislocalization inde-
pendent of mutations or aggregate formation as in the cell
stress models. In cellular models, expression of TDP-
43ΔNLS resulted in depletion of endogenous TDP-43WT
from the nucleus and promoted the formation of insoluble
inclusions in the cytoplasm [29]. In a transgenic mouse
model expressing human TDP-43ΔNLS under a neurofila-
ment heavy chain promoter for brain and spinal cord
expression, mice displayed a rapidly progressive motor
phenotype, loss of body mass, neuromuscular denervation,
and spinal motor neuron loss [155]. These mice also exhib-
ited high levels of phosphorylated TDP-43 aggregates
throughout the brain and spinal cord. Interestingly, the
authors of this study describe progressive endogenous
nuclear TDP-43 depletion followed by aggregate formation
in the brain and to a lesser extent the spinal cord. This
infers that TDP-43 mislocalization can promote nuclear
depletion and is likely upstream of aggregation. Much
of the toxicity, however, was attributed to the high level
of transgene expression in the animal model which can
function to exacerbate the effect of induced TDP-43
mislocalization by inducing cellular stress from TDP-43
overexpression. Main text sequestration of SQTSM1 into TDP-43 aggregates, one of
the aforementioned hallmarks of ALS aggregates, leads to
the inhibition of proteasome function in addition to
autophagy, further promoting the accumulation of toxic,
misfolded proteins in cells [129, 130]. The reduced clearance of aggregates can lead to
another
toxic
gain-of-function
mechanism:
blocking
intracellular transport. Aggregates are observed through-
out the cytoplasm, often in the soma, but are also
observed in the axons and dendrites [131, 132]. Inhibit-
ing axonal transport is a common feature in ALS and
particularly relevant as mutations in genes involved in
cellular transport, namely KIF5A or DCTN1, cause ALS
[133–139]. This may provide some insight into selective
neuron vulnerability in ALS as motor neuron axons are
particularly long and susceptible to changes in trafficking
dynamics [139]. Additionally, TDP-43 plays an important
role in axonal trafficking of mRNA granules, a function
lost when it is mutated or aggregated [131, 132, 140–142]. The contribution of TDP-43 mislocalization to cellular
toxicity in ALS abilities of TDP-43 have been linked to TDP-43 toxicity,
though some studies suggest that RNA binding is a
protective mechanism [111, 184–189]. An important
finding suggests that TDP-43 RNA binding regulates its
solubility and lack of RNA promotes aberrant inclusions
in the cytoplasm [111, 189]. Mislocalization of TDP-43
may inhibit proper RNA trafficking to the cytoplasm
and subsequently promote an environment where TDP-
43 is less soluble. Increasing evidence suggests that nuclear-to-cytoplasmic
mislocalization of TDP-43 induces toxicity through both
loss- and gain-of-function mechanisms. Classic roles for
TDP-43 pertain to mRNA maturation in the nucleus,
specifically acting as a repressor of alternate splicing,
cryptic exon splicing, and alternate polyadenylation [25,
166–173]. Loss of these functions through mislocaliza-
tion or depletion have widespread deleterious effects on
the cell [170, 173]. For example, recently it was discov-
ered that loss-of-TDP-43 decreases microtubule out-
growth specifically in motor neurons through premature
polyadenylation of the Stathmin2 (STMN2) transcript
[167, 174]. TDP-43 is also involved in mRNA transport,
a mechanism that is dysregulated within ALS, as well as
local translational regulation [131, 175]. Disruption of ei-
ther of these mechanisms may effectively trap TDP-43
in the cytoplasm, inhibiting its normal functions. This
hypothesis is substantiated by transcriptomic evidence
showing that diseased neurons and mouse models of
ALS demonstrate increases in alternative splicing events,
cryptic exon inclusion and alternate polyadenylated
sequences [168, 176–178]. Recently, the CTD of TDP-43
was found to mediate its recognition of G-quadruplex
structures on RNA, facilitating subcellular transport to
neurites for local translation and nucleocytoplasmic
trafficking [179, 180]. Interestingly, C9ORF72 hexanu-
cleotide
repeat
expansion
results
in
G-quadruplex
formation, however the relationship between TDP-43
and C9ORF72 in the context of these structures has not
yet been explored [181–183]. Additionally, RNA binding The nuclear functions of TDP-43 are not limited to its
RNA binding functions; TDP-43 also binds DNA at TG-
rich regions to regulate gene expression and exon
skipping [25, 190]. For example, TDP-43 normally binds
to the promoter of Vacuolar Protein Sorting 4B (VPS4B)
to repress its transcription [191]. Loss of function due to
mislocalization results in a loss of VPS4B repression
leading to an increased interaction with the ALS-linked
protein Charged Multivesicular Body Protein 2B (CHMP2B)
thereby disrupting dendritic recycling-endosome trafficking
and reducing ALS-linked ERB-B2 Receptor Tyrosine Kinase
4 (ERBB4) surface expression [191–193]. Additional avenues of TDP-43 toxicity Additionally this model demonstrated in vitro
that there is a relatively short time course between initial
induction of LLPS to aggregate formation (within hours)
and inevitable cell death in less than 6 weeks [108, 111]. This suggests a slippery slope between aggregate forma-
tion and neurodegeneration, thereby inferring that thera-
peutically targeting the aggregation step may be too late to
have substantial impact on disease progression (Fig. 2). Increasingly, the field is focusing on mechanisms outside
of TDP-43 aggregation to identify early drivers of disease. In the presence of ALS-causing mutations, TDP-43 often
demonstrates an altered nucleocytoplasmic distribution
(increased cytosolic, decreased nuclear) in comparison to
its wild-type counterpart [153, 163]. This may suggest that
TDP-43 dysfunction can promote cytoplasmic accumula-
tion. However, it remains difficult to differentiate whether Suk and Rousseaux Molecular Neurodegeneration (2020) 15:45 Page 5 of 16 Fig. 2 TDP-43 (Red) mislocalizes (partially or completely) from the nucleus to the cytoplasm due to genetic and/or environmental factors causing
deleterious effects to the cell. Prolonged mislocalization promotes aggregation. Under physiological conditions the cell can clear small TDP-43
aggregates through proteasomal, endosomal, or autophagic degradation. Prolonged The accumulation of TDP-43 aggregates disrupts
physiological functioning (e.g. sequestration of SQSTM1) thereby exacerbating pathology and promoting neuronal degeneration. Early
interventions normalizing TDP-43 localization hold the potential to prevent cellular demise Fig. 2 TDP-43 (Red) mislocalizes (partially or completely) from the nucleus to the cytoplasm due to genetic and/or environmental factors causing
deleterious effects to the cell. Prolonged mislocalization promotes aggregation. Under physiological conditions the cell can clear small TDP-43
aggregates through proteasomal, endosomal, or autophagic degradation. Prolonged The accumulation of TDP-43 aggregates disrupts
physiological functioning (e.g. sequestration of SQSTM1) thereby exacerbating pathology and promoting neuronal degeneration. Early
interventions normalizing TDP-43 localization hold the potential to prevent cellular demise The contribution of TDP-43 mislocalization to cellular
toxicity in ALS The contribution of TDP-43 mislocalization to cellular
toxicity in ALS These
mechanisms can cover a range of biological aspects
intrinsic to TDP-43 function as well as systemic cellular
function [202]. [
]
As
previously
described,
TDP-43
contains
several
subcellular-regulatory sequences including an NLS, the
controversial
NES,
and
mitochondrial
localization
sequences M1, M3, and M5. ALS-causing mutations how-
ever rarely reside within these motifs (with the exceptions
of A90V in the NLS, and mutations between amino acids
294-300 in M5), and TDP-43 mislocalization exists outside
of TARDBP mutations, suggesting extrinsic factors from
TDP-43 govern its subcellular localization [4, 6, 28, 151,
211–222]. Understanding
the
contribution
of
these
domains to TDP-43 biology remains an important step to
understand disease. To this end, targeted mutagenesis of
TDP-43 NLS sequence suggests that TDP-43 is actively
transported into the nucleus [49]. Furthermore, knock-
down of nuclear import machinery (e.g. Importin-β) impair
TDP-43 nuclear localization, increasing the cytoplasmic
abundance of TDP-43 [223]. Mutagenesis of the NES does
not alter TDP-43 localization suggesting the NES is non-
functional, however manipulation of export machinery (e.g. Exportin 1) yields conflicting results; thus there may be
overlapping
mechanisms
of
TDP-43
export
[49–51]. Nevertheless, nuclear pore trafficking is important to some
extent for normal TDP-43 localization. Perhaps unsurpris-
ingly, in ALS, nuclear pore trafficking is disrupted, espe-
cially in cases of patients bearing mutations in TARDBP or
C9ORF72 [223–228]. Aggregates of TDP-43 sequester
nuclear pore proteins which would likely exacerbate TDP-
43 mislocalization and accumulation into the protein
aggregates [224]. In cases of C9ORF72 repeat expansion,
dipeptide
repeats
(DPRs)
generated
through
repeat-
associated non-AUG (RAN) translation of the expanded
hexanucleotide (CCCCGG) repeat blocks and disrupts the
nuclear pores leading to TDP-43 pathology [229–235]. TDP-43 mislocalization was also shown to exacerbate
RAN translation of C9ORF72 DPRs and could contribute
to nuclear pore defects in conjunction or independently
from DPRs [235]. This study suggests that C9ORF72
neurotoxicity may be mediated by TDP-43, and that TDP-
43 mislocalization independent of C9ORF72 DPRs can dis-
rupt nuclear pore function. Thus, nuclear pore complex
disruption is an important part of TDP-43 pathogenesis,
however, this mechanism may not always precede TDP-43 Although we have focused strictly on nuclear and
cytoplasmic TDP-43, it is important to highlight a role
for TDP-43 at mitochondria. TDP-43 misregulation
through genetic manipulation of the NLS, presence of
an ALS-causing mutation, or overexpression result in an
increased localization to mitochondria [28]. The contribution of TDP-43 mislocalization to cellular
toxicity in ALS Another nuclear
role for TDP-43 is in its response to genomic double
stranded breaks (DSBs) which accumulate in ALS patients
[163, 194–200]. Mislocalization of TDP-43 through an
ALS-causing mutation impair the nuclear localization
of DSB-repair proteins and result in the accumulation
of DNA damage promoting cell death [163, 194, 201,
202]. Loss of nuclear TDP-43 can also affect chromatin
accessibility leading to altered gene expression [203, 204]. Not all consequences of TDP-43 mislocalization are
attributed to nuclear loss-of-function as TDP-43 has
defined roles in the cytoplasm including stress granule Suk and Rousseaux Molecular Neurodegeneration (2020) 15:45 Page 6 of 16 Page 6 of 16 regulation, mRNA stability, translational regulation, local
synaptic RNA regulation, mRNA trafficking, microRNA
regulation, and regulation of autophagy (extensively
reviewed by Birsa et al. [205]). The exact consequences
of increased cytoplasmic TDP-43 on these cellular func-
tions remains largely unknown as most studies focus on
protein aggregation resulting in an effective loss-of-
TDP-43 function. TDP-43 is cleared through both the
ubiquitin-proteasome system and lysosomal degradation
pathways (highlighted above) [206–208]. Interestingly,
TDP-43
mislocalization
through
overexpression
or
pathogenic
mutations
causes
vacuole
fragmentation,
causing cellular disruption in addition to altering its own
clearance [206]. Additionally, mislocalization may prime
cells to respond abnormally in certain circumstances. As
TDP-43 can readily undergo phase separation, the
increase in cytoplasmic density biophysically promotes
LLPS to occur (reviewed by Boeynaems et al. [98]). This
is apparent in models of cellular stress when TDP-43 is
mislocalized as there is a significant increase in the
cellular stress response including rapid formation of
stress granules and TDP-43 granules [109, 111, 165]. Therefore, mislocalization may sensitize the cell to re-
spond disproportionately to a cellular stress than it may
normally be less responsive to. This was recently exem-
plified in a study where induced pluripotent stem cell
(iPSC)-derived motor neurons, but not astrocytes, with
mislocalized TDP-43 showed an increase level of cell
death when seeded with TDP-43 aggregates from patient
tissue [209]. Potential mechanisms driving TDP-43 Mislocalization g
It is apparent that TDP-43 mislocalization on its own is
toxic and can contribute to many of the cellular charac-
teristics observed in ALS. However, the mechanisms
governing TDP-43 localization remain largely elusive. Identifying the mechanisms driving mislocalization will
be crucial to identify key mechanisms that are misregu-
lated early in disease and can be therapeutically targeted
to prevent TDP-43 pathology all together (Fig. 2). Approaches to study TDP-43 Mislocalization to better
understand ALS understand ALS
As with TDP-43 aggregates, interpreting the extent of
TDP-43
mislocalization
in
patient
tissue
remains
challenging as observations are made post-mortem at
the late stage of disease. It may be implied that mislocali-
zation of TDP-43 has occurred where there are cytoplas-
mic TDP-43 aggregates, however the mechanism(s) of
biogenesis of this pathogenic hallmark remain(s) elusive. Future studies should systematically analyze the extent of
TDP-43 mislocalization in addition to aggregation in hu-
man tissue to gain a better understanding of TDP-43
pathogenesis. Relying on key late-stage hallmarks such as
phosphorylation of TDP-43 or SQSTM1 sequestration
may limit the understanding of early pathogenesis and
may lead to the dismissal of models that do not recapitu-
late late-stage pathology. Though studies have not system-
atically analyzed the extent of TDP-43 mislocalization
throughout the central nervous system, data suggest that
TDP-43 mislocalization correlates with aging in the vul-
nerable motor neurons of mouse spinal cord tissue [256]. Further understanding the basic biology and general
extent of TDP-43 mislocalization throughout the central
nervous system will help gain insight into the cell-type
specific vulnerabilities to key stages of TDP-43 pathology. There is a need for developing better models that re-
capitulate important aspects of ALS, including behav-
ioural, pathological, and molecular phenotypes to further
understanding of disease. Although most cases of ALS
display TDP-43 proteinopathy, only some transgenic
mouse models, and fewer endogenous mouse models,
recapitulate TDP-43 pathology and ALS-like phenotypes
(ALS mouse models recently reviewed by De Giorgio
et al. [257]). An interesting exception is in mice bearing
mutations in Senataxin (SETX), a poorly understood
protein thought to act as a DNA/RNA helicase which
cause a rare juvenile-onset form of fALS and sALS
[258–260]. Both mouse models bearing transgenic and
endogenous mutations in SETX recapitulate TDP-43
mislocalization, aggregation, and ALS-like phenotypes
observed in patients [258]. Within TARDBP models,
many models that display TDP-43 proteinopathy rely on
overexpression approaches. With the advent of genome
engineering (e.g. via CRISPR/Cas9) in animals and
iPSCs, models have pushed towards studying endogen-
ous TDP-43, moving away from the heavy reliance on As with TDP-43 aggregates, interpreting the extent of
TDP-43
mislocalization
in
patient
tissue
remains
challenging as observations are made post-mortem at
the late stage of disease. It may be implied that mislocali-
zation of TDP-43 has occurred where there are cytoplas-
mic TDP-43 aggregates, however the mechanism(s) of
biogenesis of this pathogenic hallmark remain(s) elusive. The contribution of TDP-43 mislocalization to cellular
toxicity in ALS Within the
mitochondrion, mutant TDP-43 also preferentially binds
mitochondria-resident
mRNA,
presumably
causing
Complex 1 disassembly through altered expression of its
components [28]. Nevertheless, this finding has been
debated, as studies in cell and animal models of ALS
suggest that mitochondrial energetics and metabolism
are unaltered [210]. The important contribution of
mitochondria in ALS however remains a focus due to
mutations in the mitochondrial protein SOD1 as a
primary genetic cause of fALS [11]. However, it is inter-
esting to consider that fALS caused by mutations in
SOD1 rarely present with TDP-43 pathology [15]. Together, these data suggest that both loss- and gain-
of-TDP-43 function mediated by nuclear-to-cytoplasmic
mislocalization cause systemic cellular dysfunction in
ALS. This recognition calls for a better understanding of
the native subcellular functions of TDP-43 and the con-
sequences of mislocalization independent of aggregation. Suk and Rousseaux Molecular Neurodegeneration (2020) 15:45 Page 7 of 16 Page 7 of 16 from ALS patients’ spinal cord and tissue samples. Clearly,
focusing exclusively on full length TDP-43 is not encom-
passing to understand its contribution to ALS. Further
understanding the biological roles and consequences of
cleaved and alternately spliced forms of TDP-43 will
provide novel insight into ALS pathogenesis and aid our
interpretations of TDP-43 contributions to disease. mislocalization. These studies warrant further investigation
into mechanisms that may hinder TDP-43 translocation
into the nucleus as potential aggravators of disease. p
gg
It is clear that regulation of TDP-43 is crucial for
proper function, yet relatively little is known about how
TDP-43 is regulated. Post translational modifications
play an important role in regulating protein function
(Reviewed by Buratti [236]). Along with phosphorylation
at S409/410, toxic TDP-43 generally displays an over-
abundance of phosphate modifications leading to the
general consensus that phosphorylation of TDP-43 is
toxic [58, 61, 237–245]. However, phosphorylation may
play a protective role and promote normal function
within the cell [246]. For example, phosphorylation of
TDP-43 at T153 and T155 by Mitogen Activated Protein
Kinase Kinase (MEK) regulates TDP-43 localization to
the nucleolus after heat shock, suggesting a normal
maintenance role for phosphorylation in TDP-43 biology
[247]. Roles for other post translational modifications
such as acetylation, poly-ADP ribosylation (PARylation),
oxidation, and ubiquitination have been described sug-
gesting that post translational modifications are likely
important for normal TDP-43 function and may have
unappreciated roles regulating subcellular localization
[112, 236, 248–250]. Approaches to study TDP-43 Mislocalization to better
understand ALS Future studies should systematically analyze the extent of
TDP-43 mislocalization in addition to aggregation in hu-
man tissue to gain a better understanding of TDP-43
pathogenesis. Relying on key late-stage hallmarks such as
phosphorylation of TDP-43 or SQSTM1 sequestration
may limit the understanding of early pathogenesis and
may lead to the dismissal of models that do not recapitu-
late late-stage pathology. Though studies have not system-
atically analyzed the extent of TDP-43 mislocalization
throughout the central nervous system, data suggest that
TDP-43 mislocalization correlates with aging in the vul-
nerable motor neurons of mouse spinal cord tissue [256]. Further understanding the basic biology and general
extent of TDP-43 mislocalization throughout the central
nervous system will help gain insight into the cell-type
specific vulnerabilities to key stages of TDP-43 pathology. [
]
The role of TDP-43 cleavage into CTF35 and CTF25 is
gaining traction as potential contributors of normal and
toxic TDP-43 function. CTF35 for example assembles into
SGs and plays roles in RNA processing, however, CTF25
does not localize to SGs and remains diffuse throughout
the cell [251]. Cytoplasmic localization of CTF35 and
CTF25 may be due to the partial and full loss of the
bipartite NLS upon cleavage, respectively [59, 63, 252]. Additionally, mutations in TDP-43 and CTF35 also in-
crease mitochondrial localization to the mitochondrial
matrix and intermembrane space, respectively [252]. This
study highlights that full length TDP-43, not CTF35, may
cause oxidative stress, in turn increasing TDP-43 cleavage
and promoting mislocalization and aggregation. As these
fragments are observed in TDP-43 aggregates, increased
in disease, and may induce neuronal toxicity, they remain
an interesting mechanism that may provide insight into
TDP-43 biology and ALS [64, 77, 251–253]. Several stud-
ies have identified alternative spliced isoforms of TDP-43,
yet few have been functionally characterized [22, 30, 254]. Recently, a C-terminally truncated alternatively spliced
isoform of TDP-43 (“short TDP-43” or sTDP-43) was
characterized and found to encode a functional NES
within the alternative C-terminus (Fig. 1) resulting in a
more cytoplasmic localization compared to TDP-43 [255]. Interestingly, sTDP-43 was upregulated in response to
increased neuronal activity, induced mislocalization of en-
dogenous TDP-43, and caused neurotoxicity. Additionally,
the sTDP-43 isoform was abundant in TDP-43 aggregates p
y
g
p
gy
There is a need for developing better models that re-
capitulate important aspects of ALS, including behav-
ioural, pathological, and molecular phenotypes to further
understanding of disease. Approaches to study TDP-43 Mislocalization to better
understand ALS For
example, the TDP-43Q331K knock-in mouse model does
not display significant motor phenotype whereas the
TDP-43Q331K transgenic mouse display some, but not
robust, motor deficits [31, 263]. This difference may be
due to synergistic effects of the TDP-43 mutation and
overexpression in the transgenic model. There are sev-
eral iPSC models for ALS (recently reviewed by Hawrot
et al. [264]) however many of them do not recapitulate
key hallmarks of ALS pathology. Neurons derived from
TDP-43A90V patient iPSCs display TDP-43 mislocaliza-
tion (likely due to disruption of the NLS), TDP-43M337V
results in slight cytoplasmic granular staining of TDP-43
in iPSC-derived motor neurons, and mislocalization of
TDP-43 is observed in TDP-43M337V patient iPSC-derived
astrocytes [265–267]. The difficulty in recapitulating
TDP-43 pathology may suggest that there are additional
mechanisms contributing to ALS in conjunction with
TDP-43 mutations, such as changes associated with
human aging or chronic stress on the cell. Attempts to
exacerbate ALS pathology or behaviour deficits in physio-
logically relevant models may help to elucidate more
complex mechanisms driving disease. generally limited to germline mutations and does not
account for potential mosaicism which may arise during
an individual’s lifetime which could lead to ALS [268]. For example, an ALS patient was reported to express
TDP-43 bearing the ALS-causing Q331K mutation spe-
cifically in spinal cord neurons, but not in the occipital
lobe suggesting this ALS-causing mutation is somatic
and thus not likely identified through germline genome
sequencing [163]. Biomarkers serve as a potential diag-
nostic feature in addition to providing insight into dis-
ease progression. Current biomarker candidates such as
Neurofilament Light Chain are increased in ALS patients
and may provide insight into disease progression, but is
non-specific to ALS and only provides foresight by about
12 months before symptoms occur [269–273]. As TDP-
43 mislocalization is a central feature in ALS and
biomarkers based on phenotypes associated with mislo-
calization may provide the specificity and foreshadowing
required for early diagnosis. q
y
g
Integrative “omic” approaches will be important to
identify robust biomarkers capable of diagnosis and pro-
viding early insight into disease progression. Determin-
ing the direct consequences of TDP-43 mislocalization
as they pertain to ALS remains a challenge due to the
incomplete
understanding
of
TDP-43
function
and
general dysfunction associated with disease. Therefore
unbiased, systems-based approaches will be important to
understand TDP-43 biology surrounding mislocalization. Approaches to study TDP-43 Mislocalization to better
understand ALS Bulk RNA sequencing has provided great insight into
transcriptomic changes in ALS mediated by TDP-43. This technology, however, has limited abilities to detect
subtle biologically significant changes that may be cell-
type specific. Incorporating single cell RNA sequencing
or methods of enriching populations of interest (i.e. flow
cytometry, spatial transcriptomics) will help target cell-
type specific changes affected by TDP-43 mislocalization
in animal and cell models that can translate to human
disease [274, 275]. As TDP-43 plays important roles in
regulating alternative splicing, alternate polyadenylation,
and cryptic exon inclusion, deep RNA sequencing will
help identify rare toxic species of RNA that can give
insight into ALS progression or lead to biomarker for
early disease [276, 277]. Interestingly, mislocalization of
FUS was recently identified in iPSCs derived from pa-
tients bearing mutations in Vasolin Containing Protein
(VCP) in addition to spinal cords from sALS patients
[278]. FUS mislocalization was suggested to occur due
to binding of aberrantly retained introns, namely in the
SFPQ gene. The authors further suggest FUS mislocaliza-
tion may be a more common hallmark of ALS than previ-
ously recognized however more evidence is required. Proteomic approaches such as immunoprecipitation-mass
spectrometry or proximity-labeling mass spectrometry
(e.g. APEX Proteomics or BioID) comparing wild-type to Although protein aggregation has gained the most
attention to understand ALS and identify novel thera-
peutic targets, studying the earlier components of TDP-
43 mislocalization may provide an important level of
insight into the disease onset and progression. However,
studying subcellular localization comes with its own
challenges ranging from limitations in technology to
convoluted interpretations. TDP-43 mislocalization is
primarily studied using cellular fractionation methods or
microscopy-based methods. Developing and optimizing
more reliable methods to quantitatively analyze TDP-43
subcellular localization will enhance our understanding
of critical regulators of TDP-43. For example, identifying
nuclear-, mitochondrial-, and cytosol-specific post trans-
lational modifications will allow for the generation of
antibodies facilitating more rapid and quantifiable detec-
tion of mislocalized TDP-43. These would parallel the
antibodies raised against phospho-S409/410 TDP-43
which function as a gold-standard for detection of TDP-
43 aggregates through microscopy [61]. The generation
of reliable tools will help to resolve potential issues with
subjectivity and enhance reproducibility to understand
and characterize the consequences of TDP-43 mislocali-
zation. Although much weight is placed on DNA se-
quencing for modern diagnosis, this technique offers
relatively little diagnostic ability in the cases of complex
diseases such as ALS. Approaches to study TDP-43 Mislocalization to better
understand ALS Although most cases of ALS
display TDP-43 proteinopathy, only some transgenic
mouse models, and fewer endogenous mouse models,
recapitulate TDP-43 pathology and ALS-like phenotypes
(ALS mouse models recently reviewed by De Giorgio
et al. [257]). An interesting exception is in mice bearing
mutations in Senataxin (SETX), a poorly understood
protein thought to act as a DNA/RNA helicase which
cause a rare juvenile-onset form of fALS and sALS
[258–260]. Both mouse models bearing transgenic and
endogenous mutations in SETX recapitulate TDP-43
mislocalization, aggregation, and ALS-like phenotypes
observed in patients [258]. Within TARDBP models,
many models that display TDP-43 proteinopathy rely on
overexpression approaches. With the advent of genome
engineering (e.g. via CRISPR/Cas9) in animals and
iPSCs, models have pushed towards studying endogen-
ous TDP-43, moving away from the heavy reliance on Suk and Rousseaux Molecular Neurodegeneration (2020) 15:45 Page 8 of 16 Page 8 of 16 transgenic and toxic overexpression models. Several
knock-in mouse models expressing mutant TDP-43 dis-
play a range of phenotypes depending on the mutation,
but most behavioural phenotypes are quite subtle and
occur at a very-late stage [254, 257, 261, 262]. For
example, the TDP-43Q331K knock-in mouse model does
not display significant motor phenotype whereas the
TDP-43Q331K transgenic mouse display some, but not
robust, motor deficits [31, 263]. This difference may be
due to synergistic effects of the TDP-43 mutation and
overexpression in the transgenic model. There are sev-
eral iPSC models for ALS (recently reviewed by Hawrot
et al. [264]) however many of them do not recapitulate
key hallmarks of ALS pathology. Neurons derived from
TDP-43A90V patient iPSCs display TDP-43 mislocaliza-
tion (likely due to disruption of the NLS), TDP-43M337V
results in slight cytoplasmic granular staining of TDP-43
in iPSC-derived motor neurons, and mislocalization of
TDP-43 is observed in TDP-43M337V patient iPSC-derived
astrocytes [265–267]. The difficulty in recapitulating
TDP-43 pathology may suggest that there are additional
mechanisms contributing to ALS in conjunction with
TDP-43 mutations, such as changes associated with
human aging or chronic stress on the cell. Attempts to
exacerbate ALS pathology or behaviour deficits in physio-
logically relevant models may help to elucidate more
complex mechanisms driving disease. transgenic and toxic overexpression models. Several
knock-in mouse models expressing mutant TDP-43 dis-
play a range of phenotypes depending on the mutation,
but most behavioural phenotypes are quite subtle and
occur at a very-late stage [254, 257, 261, 262]. Abbreviations
ALS: Amyotrophic Lateral Sclerosis; C9orf72: Chromosome 9 Open Reading
Frame 72; CHMP2B: Charged Multivesicular Body Protein 2B; CNS: Central
Nervous System; CRY2: Cryptochrome 2; CTD: C-Terminal Domain;
CTF25: [TDP-43] C-Terminal Fragment 25 kDa; CTF35: [TDP-43] C-Terminal
Fragment 35 kDa; CYLD: CYLD Lysine 63 Deubiquitinase; DCTN1: Dynactin 1;
DSB: Double Stranded Breaks; ERBB4: RB-B2 Receptor Tyrosine Kinase 4
(ERBB4); fALS: Familial ALS; FTLD: Frontotemporal Lobar Dementia/
Frontotemporal Dementia; FUS: Fused in Sarcoma; G3BP1: Ras-GTPase
Activating Protein-Binding Protein 1; iPSC: Induced Pluripotent Stem Cell;
KIF5A: Kinesin Heavy Chain Isoform A; LCD: Low-Complexity Domain;
LLPS: Liquid-Liquid Phase Separation; M1-M5: [TDP-43] Mitochondrial
Localization Sequence 1-5; MEK: Mitogen Activated Protein Kinase Kinase;
NES: Nuclear Export Signal; NLS: Nuclear Localization Signal;
OPTN: Optineurin; PARylation: Poly-ADP Ribosylation; PGRN: Progranulin;
PrLD: Prion-Like Domain; RAN: Repeat-Associated Non-AUG (translation);
RRM: RNA Recognition Motif; sALS: Sporadic ALSSGStress Granule; SOD1: Zn/ Funding T.R.S. acknowledges the ALS Society of Canada in partnership with the Brain
Canada Foundation through the Brain Canada Research Fund, with the
financial support of Health Canada, in addition to the Éric Poulin Center for
Neuromuscular Disease for financial support through the ALS Trainee Award
Program 2019 and Scholarship in Translational Research awards, respectively. M.W.C.R. acknowledges the Parkinson’s Foundation (PF-JFA-1762), Parkinson’s
Canada (New Investigator Award), the New Frontiers in Research Fund
(NFRFE-2018-00264), Brain Canada-Azrieli Foundation (Early-Career Capacity
Building Grant) and Partners Invested in Parkinson’s Research (PIPR). None of
these funding sources played a role in writing or editing of this manuscript
and the comments in this manuscript solely represent those of the authors. The views expressed herein do not necessarily represent the views of the
Minister of Health or the Government of Canada. Authors’ contributions Authors’ contributions
T.R.S. and M.W.C.R. wrote and edited the manuscript. The author(s) read and
approved the final manuscript. Competing interests The authors declare that they have no competing interests. References 1. Hardiman O, Al-Chalabi A, Chio A, Corr EM, Logroscino G, Robberecht W,
et al. Amyotrophic lateral sclerosis. Nat Rev Dis Prim. Nature Publishing
Group. 2017;3:17071. 1. Hardiman O, Al-Chalabi A, Chio A, Corr EM, Logroscino G, Robberecht W,
et al. Amyotrophic lateral sclerosis. Nat Rev Dis Prim. Nature Publishing
Group. 2017;3:17071. Consent for publication
Not applicable. Consent for publication
Not applicable. Author details
1U
f O Author details
1University of Ottawa Brain and Mind Research Institute, Ottawa, Canada. 2Department of Cellular and Molecular Medicine, University of Ottawa,
Ottawa, Canada. 3Eric Poulin Center for Neuromuscular Diseases, Ottawa,
Canada. 4Ottawa Institute of Systems Biology, Ottawa, Canada. Received: 1 April 2020 Accepted: 7 August 2020 Approaches to study TDP-43 Mislocalization to better
understand ALS Additionally, DNA sequencing is Suk and Rousseaux Molecular Neurodegeneration (2020) 15:45 Page 9 of 16 Page 9 of 16 mislocalized TDP-43 will provide insight into locale-
specific interactors [224, 279, 280]. Additionally, cross
analysis with proteomic data from ALS tissue may provide
insight into potential toxic protein-protein interactions as
a result of TDP-43 mislocalization serving as early
therapeutic targets. New technologies are also focusing on
the subcellular localization of RNA such as APEXseq
[281–283]. Enhancing this technology with datasets that
monitor Protein-RNA binding (e.g. CLIP-seq), could
greatly enhance our understanding of which transcripts
are bound by TDP-43 in various subcellular compart-
ments by comparing nuclear, cytoplasmic, and mitochon-
dria TDP-43-RNA interactions [284]. Integrating these
systems-based approaches will help to uncover novel
markers of TDP-43 mislocalization and elucidate path-
ways leading to cellular demise in ALS. Cu Superoxide Dismutase 1; SFPQ: Splicing Factor Proline-, and Glutamine-
Rich; SQSTM1: Sequestosome-1; sTDP-43: Short (Alternatively-Spliced) TDP-43;
STXN: Senataxin; TARDBP: TAR DNA-Binding Protein 43 kDa (Gene);
TBC1D1: TBC1 Domain Family Member 1; TBK1: TANK Binding Kinase-1; TDP-
43: TAR DNA-Binding Protein 43 kDa (Protein); TIA1: TIA1 Cytotoxic Granule
Associated RNA Binding Protein; UBQLN2: Ubiquilin-2; VCP: Vasolin-
Containing Protein; VPS4B: Vacuolar Protein Sorting 4B; WT: Wild Type Ethics approval and consent to participate
Not applicable. Ethics approval and consent to participate
Not applicable. Conclusions Increasing evidence suggests that TDP-43 aggregation is
not a single driver of pathology in ALS. TDP-43 mislo-
calization plays significant roles in cellular dysfunction
independently and in parallel to aggregation. Increas-
ingly the field has begun to focus on understanding the
regulatory mechanisms of TDP-43 mislocalization. To
this end, as protein mislocalization is likely more readily
reversible than protein aggregation, understanding the
mechanisms regulating TDP-43 subcellular localization
will be critical for therapy development. Specifically, a
better understanding of TDP-43 localization regulators
will surely shed light on novel therapeutics that have the
potential to be more effective earlier in disease, more
generalizable to most ALS cases, and more informative
biomarkers for diagnosis and analysis of progression for
ALS. Lastly, given that TDP-43 pathology can also coexist
with other aggregate-prone proteins, such as C9ORF72
DPRs, Tau, α-Synuclein, and poly-Q expanded Hunting-
tin, insight into the role of TDP-43 mislocalization in its
pathogenic function will serve to better understand path-
ology and modes of degeneration across a spectrum of
neurodegenerative diseases [184, 285–288]. Acknowledgments Acknowledgments
Figures were created with Biorender.com Acknowledgments
Figures were created with Biorender.com Figures were created with Biorender.com Abbreviations
ALS A
t
h White MA, Kim E, Duffy A, Adalbert R, Phillips BU, Peters OM, et al. TDP-43 gains function due to perturbed autoregulation in a Tardbp
knock-in mouse model of ALS-FTD. Nat Neurosci. Nature Publishing
Group. 2018;21:1138. 10. Kiernan MC, Vucic S, Cheah BC, Turner MR, Eisen A, Hardiman O, et al. Amyotrophic lateral sclerosis. Lancet (London, England). Elsevier. 2011;377:942–55. 32. Sugai A, Kato T, Koyama A, Koike Y, Konno T, Ishihara T, et al. Non-
genetically modified models exhibit TARDBP mRNA increase due to
perturbed TDP-43 autoregulation. Neurobiol Dis. Academic Press. 2019;130:
104534. 11. Rosen DR, Siddique T, Patterson D, Figlewicz DA, Sapp P, Hentati A, et al. Mutations in cu/Zn superoxide dismutase gene are associated with familial
amyotrophic lateral sclerosis. Nature. Nat Publ Group. 1993;362:59–62. 12. Kwiatkowski TJ, Bosco DA, LeClerc AL, Tamrazian E, Vanderburg CR, Russ C,
et al. Mutations in the FUS/TLS gene on chromosome 16 cause familial
amyotrophic lateral sclerosis. Science. American Association for the
Advancement of Science. 2009;323:1205–8. 33. Yang C, Wang H, Qiao T, Yang B, Aliaga L, Qiu L, et al. Partial loss of TDP-43
function causes phenotypes of amyotrophic lateral sclerosis. Proc Natl Acad
Sci U S A. National Academy of Sciences. 2014;111:E1121–9. 13. Vance C, Rogelj B, Hortobágyi T, De Vos KJ, Nishimura AL, Sreedharan J,
et al. Mutations in FUS, an RNA processing protein, cause familial
amyotrophic lateral sclerosis type 6. Science. 2009;323:1208–11. 34. Schmid B, Hruscha A, Hogl S, Banzhaf-Strathmann J, Strecker K, Van Der Zee
J, et al. Loss of ALS-associated TDP-43 in zebrafish causes muscle
degeneration, vascular dysfunction, and reduced motor neuron axon
outgrowth. Proc Natl Acad Sci U S A. National Academy of Sciences. 2013;
110:4986–91. 14. Hergesheimer RC, Chami AA, De Assis DR, Vourc’h P, Andres CR, Corcia P,
et al. The debated toxic role of aggregated TDP-43 in amyotrophic lateral
sclerosis: A resolution in sight? Brain. Oxford University Press. 2019;142:
1176–94. 35. Iguchi Y, Katsuno M, Niwa JI, Takagi S, Ishigaki S, Ikenaka K, et al. Loss of
TDP-43 causes age-dependent progressive motor neuron degeneration. Brain. 2013;136:1371–82. 15. Mackenzie IRA, Bigio EH, Ince PG, Geser F, Neumann M, Cairns NJ, et al. Pathological TDP-43 distinguishes sporadic amyotrophic lateral sclerosis
from amyotrophic lateral sclerosis with SOD1 mutations. Ann Neurol. Wiley-
Blackwell. 2007;61:427–34. 36. Wu LS, Cheng WC, Shen CKJ. Abbreviations
ALS A
t
h 2. Nguyen HP, Van Broeckhoven C, van der Zee J. ALS genes in the genomic
era and their implications for FTD. Trends Genet. Elsevier. 2018;34:404–23. 2. Nguyen HP, Van Broeckhoven C, van der Zee J. ALS genes in the genomic
era and their implications for FTD. Trends Genet. Elsevier. 2018;34:404–23. 3. Chia R, Chiò A, Traynor BJ. Novel genes associated with amyotrophic latera
sclerosis: diagnostic and clinical implications. Lancet Neurol. Lancet
Publishing Group. 2018;17:94–102. 3. Chia R, Chiò A, Traynor BJ. Novel genes associated with amyotrophic lateral
sclerosis: diagnostic and clinical implications. Lancet Neurol. Lancet
Publishing Group. 2018;17:94–102. 4. Van Deerlin VM, Leverenz JB, Bekris LM, Bird TD, Yuan W, Elman LB, et al. TARDBP mutations in amyotrophic lateral sclerosis with TDP-43
neuropathology: a genetic and histopathological analysis. Lancet Neurol. NIH Public Access. 2008;7:409–16. 5. Pesiridis GS, Lee VMY, Trojanowski JQ. Mutations in TDP-43 link glycine-rich
domain functions to amyotrophic lateral sclerosis. Hum Mol Genet. 2009;18:
R156–62. 6. Sreedharan J, Blair IP, Tripathi VB, Hu X, Vance C, Rogelj B, et al. TDP-43
mutations in familial and sporadic amyotrophic lateral sclerosis. Science. American Association for the Advancement of Science. 2008;319:1668–72. Page 10 of 16 Page 10 of 16 Page 10 of 16 Suk and Rousseaux Molecular Neurodegeneration (2020) 15:45 7. Kabashi E, Valdmanis PN, Dion P, Spiegelman D, McConkey BJ, Vande VC, et al. TARDBP mutations in individuals with sporadic and familial amyotrophic lateral
sclerosis. Nat Genet. Nature Publishing Group. 2008;40:572–4. 29. Winton MJ, Igaz LM, Wong MM, Kwong LK, Trojanowski JQ, Lee VMY. Disturbance of nuclear and cytoplasmic TAR DNA-binding protein (TDP-43)
induces disease-like redistribution, sequestration, and aggregate formation. J
Biol Chem. American Society for Biochemistry and Molecular Biology. 2008;
283:13302–9. 8. Neumann M, Sampathu DM, Kwong LK, Truax AC, Micsenyi MC, Chou TT,
et al. Ubiquitinated TDP-43 in frontotemporal lobar degeneration and
amyotrophic lateral sclerosis. Science. American Association for the
Advancement of Science. 2006;314:130–3. 30. Avendaño-Vázquez SE, Dhir A, Bembich S, Buratti E, Proudfoot N, Baralle FE. Autoregulation of TDP-43 mRNA levels involves interplay between
transcription, splicing, and alternative polyA site selection. Genes Dev. Cold
Spring Harbor Laboratory Press. 2012;26:1679–84. 9. Arai T, Hasegawa M, Akiyama H, Ikeda K, Nonaka T, Mori H, et al. TDP-43 is a
component of ubiquitin-positive tau-negative inclusions in frontotemporal
lobar degeneration and amyotrophic lateral sclerosis. Biochem Biophys Res
Commun. 2006;351:602–11. 31. Abbreviations
ALS A
t
h Targeted depletion of TDP-43 expression in
the spinal cord motor neurons leads to the development of amyotrophic
lateral sclerosis-like phenotypes in mice. J Biol Chem. American Society for
Biochemistry and Molecular Biology. 2012;287:27335–44. 16. Gitcho MA, Baloh RH, Chakraverty S, Mayo K, Norton JB, Levitch D, et al. TDP-43 A315T mutation in familial motor neuron disease. Ann Neurol. John
Wiley & Sons, Ltd. 2008;63:535–8. 37. Wils H, Kleinberger G, Janssens J, Pereson S, Joris G, Cuijt I, et al. TDP-43
transgenic mice develop spastic paralysis and neuronal inclusions
characteristic of ALS and frontotemporal lobar degeneration. Proc Natl Acad
Sci U S A. National Academy of Sciences. 2010;107:3858–63. 17. Buratti E. Functional significance of TDP-43 mutations in disease. Adv Genet. Academic Press. 2015;91:1–53. 18. Xu ZS. Does a loss of TDP-43 function cause neurodegeneration? Mol
Neurodegener. BioMed Central. 2012;7:27. 38. Herzog JJ, Deshpande M, Shapiro L, Rodal AA, Paradis S. TDP-43
misexpression causes defects in dendritic growth. Sci Rep. Nature
Publishing Group. 2017;7:1–13. 19. Karch CM, Wen N, Fan CC, Yokoyama JS, Kouri N, Ross OA, et al. Selective
genetic overlap between amyotrophic lateral sclerosis and diseases of the
frontotemporal dementia Spectrum. JAMA Neurol. 2018;75(7):860–75. 39. Wegorzewska I, Bell S, Cairns NJ, Miller TM, Baloh RH. TDP-43 mutant
transgenic mice develop features of ALS and frontotemporal lobar
degeneration. Proc Natl Acad Sci U S A. National Academy of Sciences. 2009;106:18809–14. 20. Borroni B, Bonvicini C, Alberici A, Buratti E, Agosti C, Archetti S, et al. Mutation within TARDBP leads to frontotemporal dementia without motor
neuron disease. Hum Mutat. John Wiley & Sons, Ltd. 2009;30:E974–83. 40. Xu Y-FF, Gendron TF, Zhang Y-JJ, Lin W-LL, D’Alton S, Sheng H, et al. Wild-
type human TDP-43 expression causes TDP-43 phosphorylation,
mitochondrial aggregation, motor deficits, and early mortality in transgenic
mice. J Neurosci. Society for Neuroscience. 2010;30:10851–9. 21. Kwong LK, Neumann M, Sampathu DM, Lee VMY, Trojanowski JQ. TDP-43
proteinopathy: The neuropathology underlying major forms of sporadic and
familial frontotemporal lobar degeneration and motor neuron disease. Acta
Neuropathol. Springer. 2007;114:63–70. 41. Fiesel FC, Schurr C, Weber SS, Kahle PJ. TDP-43 knockdown impairs neurite
outgrowth dependent on its target histone deacetylase 6. Mol
Neurodegener. BioMed Central. 2011;6:64. 22. Wang HY, Wang IF, Bose J, Shen CKJ. Structural diversity and functional
implications of the eukaryotic TDP gene family. Genomics. Academic Press
Inc. 2004;83:130–9. 42. Abbreviations
ALS A
t
h Iguchi Y, Katsuno M, Niwa JI, Yamada SI, Sone J, Waza M, et al. TDP-43
depletion induces neuronal cell damage through dysregulation of rho
family GTPases. J Biol Chem. American Society for Biochemistry and
Molecular Biology. 2009;284:22059–66. 23. Dreyfuss G, Matunis MJ, Pinol-Roma S, Burd CG. hnRNP proteins and the
biogenesis of mRNA. Annu Rev Biochem. Annual Reviews. 1993;62:289–321. 24. Buratti E, Baralle FE. Characterization and functional implications of the RNA
binding properties of nuclear factor TDP-43, a novel splicing regulator of
CFTR exon 9. J Biol Chem. American Society for Biochemistry and Molecular
Biology. 2001;276:36337–43. 43. Kabashi E, Lin L, Tradewell ML, Dion PA, Bercier V, Bourgouin P, et al. Gain
and loss of function of ALS-related mutations of TARDBP (TDP-43) cause
motor deficits in vivo. Hum Mol Genet. 2009;19:671–83. 44. Vanden Broeck L, Naval-Sánchez M, Adachi Y, Diaper D, Dourlen P, Chapuis
J, et al. TDP-43 loss-of-function causes neuronal loss due to defective
steroid receptor-mediated gene program switching in Drosophila. Cell Rep. Elsevier. 2013;3:160–72. 25. Buratti E, Brindisi A, Pagani F, Baralle FE. Nuclear factor TDP-43 binds to the
polymorphic TG repeats in CFTR intron 8 and causes skipping of exon 9: a
functional link with disease penetrance [2]. Am J Hum Genet. University of
Chicago Press. 2004;74:1322–5. 45. Diaper DC, Adachi Y, Sutcliffe B, Humphrey DM, Elliott CJH, Stepto A,
et al. Loss and gain of Drosophila TDP-43 impair synaptic efficacy and
motor control leading to age-related neurodegeneration by loss-of-
function phenotypes. Hum Mol Genet. 2013;22:1539–57. 26. Kuo PH, Chiang CH, Wang YT, Doudeva LG, Yuan HS. The crystal structure of
TDP-43 RRM1-DNA complex reveals the specific recognition for UG- and
TG-rich nucleic acids. Nucleic Acids Res. 2014:4712–22 Available from:
https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3985631/. Cited 2020 Jun 9. 46. Kraemer BC, Schuck T, Wheeler JM, Robinson LC, Trojanowski JQ, Lee
VMY, et al. Loss of murine TDP-43 disrupts motor function and plays an
essential role in embryogenesis. Acta Neuropathol. Springer. 2010;119:
409–19. 27. Ayala YM, Zago P, D’Ambrogio A, Xu Y-FFY-F, Petrucelli L, Buratti E, et al. Structural determinants of the cellular localization and shuttling of TDP-43. J
Cell Sci. The Company of Biologists Ltd. 2008;121:3778–85. 28. Wang W, Wang L, Lu J, Siedlak SL, Fujioka H, Liang J, et al. The inhibition of
TDP-43 mitochondrial localization blocks its neuronal toxicity. Nat Med. Nature Publishing Group. 2016;22:869–78. 47. Abbreviations
ALS A
t
h Springer Verlag. 2015;130:49–61. 80. Huang CC, Bose JK, Majumder P, Lee KH, Huang JTJ, Huang JK, et al. Metabolism and mis-metabolism of the neuropathological signature protein
TDP-43. J Cell Sci. Company of Biologists Ltd. 2014;127:3024–38. 60. Arai T, Hasegawa M, Nonoka T, Kametani F, Yamashita M, Hosokawa M,
et al. Phosphorylated and cleaved TDP-43 in ALS, FTLD and other
neurodegenerative disorders and in cellular models of TDP-43
proteinopathy. Neuropathology. 2010;30:170–81. 81. De Marco G, Lomartire A, Mandili G, Lupino E, Buccinnà B, Ramondetti C,
et al. Reduced cellular Ca2+ availability enhances TDP-43 cleavage by
apoptotic caspases. Biochim Biophys Acta. Elsevier. 2014;1843:725–34. 61. Neumann M, Kwong LK, Lee EB, Kremmer E, Flatley A, Xu Y, et al. Phosphorylation of S409/410 of TDP-43 is a consistent feature in all sporadic
and familial forms of TDP-43 proteinopathies. Acta Neuropathol. NIH Public
Access. 2009;117:137–49. 82. Shenoy J, El Mammeri N, Dutour A, Berbon M, Saad A, Lends A, et al. Structural dissection of amyloid aggregates of TDP-43 and its C-terminal
fragments TDP-35 and TDP-16. FEBS J. 2019;287:2449–67. 62. Jeon GS, Shim YM, Lee DY, Kim JS, Kang MJ, Ahn SH, et al. Pathological
modification of TDP-43 in amyotrophic lateral sclerosis with SOD1
mutations. Mol Neurobiol. Springer US. 2018;56:1–15. 83. Osuru HP, Pramoonjago P, Abhyankar MM, Swanson E, Roker LTA, Cathro H,
et al. Immunolocalization of TAR DNA-binding protein of 43 kDa (TDP-43) in
mouse seminiferous epithelium. Mol Reprod Dev. John Wiley and Sons Inc. 2017;84:675–85. 63. Li Q, Yokoshi M, Okada H, Kawahara Y. The cleavage pattern of TDP-
43 determines its rate of clearance and cytotoxicity. Nat Commun. 2015;6:1–12. 84. YAT K, Alemu S, Lamari A, Loew N, Brower CS. The N termini of TAR DNA-
binding protein 43 (TDP43) C-Terminal fragments influence degradation,
aggregation propensity, and morphology. Mol Cell Biol. American Society
for Microbiology. 2018;38:e00243–18. 64. Zhang YJ, Xu YF, Dickey CA, Buratti E, Baralle F, Bailey R, et al. Progranulin
mediates caspase-dependent cleavage of TAR DNA binding protein-43. J
Neurosci. Society for Neuroscience. 2007;27:10530–4. 85. Nonaka T, Kametani F, Arai T, Akiyama H, Hasegawa M. Truncation and
pathogenic mutations facilitate the formation of intracellular aggregates of
TDP-43. Hum Mol Genet. 2009;18:3353–64. 65. Dormann D, Capell A, Carlson AM, Shankaran SS, Rodde R, Neumann M,
et al. Proteolytic processing of TAR DNA binding protein-43 by caspases
produces C-terminal fragments with disease defining properties
independent of progranulin. J Neurochem. Abbreviations
ALS A
t
h Afroz T, Hock EM, Ernst P, Foglieni C, Jambeau M, Gilhespy LAB, et al. Functional and dynamic polymerization of the ALS-linked protein TDP-43
antagonizes its pathologic aggregation. Nat Commun. Nature Publishing
Group. 2017;8:45. 74. Brower CS, Piatkov KI, Varshavsky A. Neurodegeneration-associated protein
fragments as short-lived substrates of the N-end rule pathway. Mol Cell. Elsevier. 2013;50:161–71. 54. Guo L, Kim HJ, Wang H, Monaghan J, Freyermuth F, Sung JC, et al. Nuclear-
import receptors reverse aberrant phase transitions of rna-binding proteins
with prion-like domains. Cell. Cell Press. 2018;173:677–692.e20. 75. Igaz LM, Kwong LK, Chen-Plotkin A, Winton MJ, Unger TL, Xu Y, et al. Expression of TDP-43 C-terminal fragments in vitro recapitulates
pathological features of TDP-43 proteinopathies. J Biol Chem. American
Society for Biochemistry and Molecular Biology. 2009;284:8516–24. 55. Berning BA, Walker AK. The pathobiology of TDP-43 C-terminal fragments in
ALS and FTLD. Front Neurosci. Frontiers Media S.A. 2019;13:335. 76. Suzuki H, Lee K, Matsuoka M. TDP-43-induced death is associated with
altered regulation of BIM and Bcl-xL and attenuated by caspase-mediated
TDP-43 cleavage. J Biol Chem. 2011;286:13171–83. 56. Tsuji H, Arai T, Kametani F, Nonaka T, Yamashita M, Suzukake M, et al. Molecular analysis and biochemical classification of TDP-43 proteinopathy. Brain. Narnia. 2012;135:3380–91. 77. Zhang YJY-J, Xu YFY-F, Cook C, Gendron TF, Roettges P, Link CD, et al. Aberrant cleavage of TDP-43 enhances aggregation and cellular toxicity. Proc Natl Acad Sci. National Academy of Sciences. 2009;106:7607–12. 57. Smethurst P, Sidle KCL, Hardy J. Review: prion-like mechanisms of
transactive response DNA binding protein of 43 kDa (TDP-43) in
amyotrophic lateral sclerosis (ALS). Neuropathol Appl Neurobiol. Blackwell
Publishing Ltd. 2015;41:578–97. 78. Wang X, Fan H, Ying Z, Li B, Wang H, Wang G. Degradation of TDP-43 and
its pathogenic form by autophagy and the ubiquitin-proteasome system. Neurosci Lett. Elsevier. 2010;469:112–6. 58. Hasegawa M, Arai T, Nonaka T, Kametani F, Yoshida M, Hashizume Y, et al. Phosphorylated TDP-43 in frontotemporal lobar degeneration and
amyotrophic lateral sclerosis. Ann Neurol. Wiley-Blackwell. 2008;64:60–70. 79. Walker AK, Tripathy K, Restrepo CR, Ge G, Xu Y, Kwong LK, et al. An
insoluble frontotemporal lobar degeneration-associated TDP-43 C-terminal
fragment causes neurodegeneration and hippocampus pathology in
transgenic mice. Hum Mol Genet. 2015;24:7241–54. 59. Xiao S, Sanelli T, Chiang H, Sun Y, Chakrabartty A, Keith J, et al. Low
molecular weight species of TDP-43 generated by abnormal splicing form
inclusions in amyotrophic lateral sclerosis and result in motor neuron death. Acta Neuropathol. Abbreviations
ALS A
t
h Sephton CF, Good SK, Atkin S, Dewey CM, Mayer P, Herz J, et al. TDP-43 is a
developmentally regulated protein essential for early embryonic Page 11 of 16 Page 11 of 16 Page 11 of 16 Suk and Rousseaux Molecular Neurodegeneration (2020) 15:45 development. J Biol Chem. American Society for Biochemistry and
Molecular Biology. 2010;285:6826–34. 68. Schymick JC, Yang Y, Andersen PM, Vonsattel JP, Greenway M, Momeni P,
et al. Progranulin mutations and amyotrophic lateral sclerosis or
amyotrophic lateral sclerosis-frontotemporal dementia phenotypes. J Neurol
Neurosurg Psychiatry. 2007;78:754–6. 48. Wu LS, Cheng W, Hou SC, Yan YT, Jiang ST, Shen CKJ. TDP-43, a neuro-
pathosignature factor, is essential for early mouse embryogenesis. Genesis. Genesis. 2010;48:56–62. 69. Yin P, Guo X, Yang W, Yan S, Yang S, Zhao T, et al. Caspase-4 mediates
cytoplasmic accumulation of TDP-43 in the primate brains. Acta
Neuropathol. Springer Verlag. 2019;137:919–37. 49. Pinarbasi ES, Caǧatay T, Fung HYJ, Li YC, Chook YM, Thomas PJ. Active
nuclear import and passive nuclear export are the primary determinants of
TDP-43 localization. Sci Rep. Nature Publishing Group. 2018;8:7083. 70. Ota T, Suzuki Y, Nishikawa T, Otsuki T, Sugiyama T, Irie R, et al. Complete
sequencing and characterization of 21,243 full-length human cDNAs. Nat
Genet. Nature Publishing Group. 2004;36:40–5. 50. Archbold HC, Jackson KL, Arora A, Weskamp K, Tank EMH, Li X, et al. TDP43
nuclear export and neurodegeneration in models of amyotrophic lateral
sclerosis and frontotemporal dementia. Sci Rep. Nature Publishing Group. 2018;8:1–18. 71. Herskowitz JH, Gozal YM, Duong DM, Dammer EB, Gearing M, Ye K, et al. Asparaginyl endopeptidase cleaves TDP-43 in brain. Proteomics. 2012;12:
2455–63. 51. Ederle H, Funk C, Abou-Ajram C, Hutten S, Funk EBE, Kehlenbach RH, et al. Nuclear egress of TDP-43 and FUS occurs independently of Exportin-1/
CRM1. Sci Rep. Nature Publishing Group. 2018;8:1–18. 72. Yamashita T, Hideyama T, Hachiga K, Teramoto S, Takano J, Iwata N,
et al. A role for calpain-dependent cleavage of TDP-43 in amyotrophic
lateral sclerosis pathology. Nat Commun. Nature Publishing Group. 2012;3:1–13. 52. Kuo PH, Doudeva LG, Wang YT, Shen CKJ, Yuan HS. Structural insights into
TDP-43 in nucleic-acid binding and domain interactions. Nucleic Acids Res. Oxford University Press. 2009;37:1799–808. 73. Rao MV, Campbell J, Palaniappan A, Kumar A, Nixon RA. Calpastatin inhibits
motor neuron death and increases survival of hSOD1 G93A mice. J
Neurochem. Blackwell Publishing Ltd. 2016;137:253–65. 53. Abbreviations
ALS A
t
h Stress granules and neurodegeneration. Nat Rev
Neurosci. Nature Publishing Group. 2019;20:649–66. 97. Protter DSW, Parker R. Principles and properties of stress granules. Trends
Cell Biol. Elsevier. 2016;26:668–79. 118. Millecamps S, Corcia P, Cazeneuve C, Boillée S, Seilhean D, Danel-Brunaud V,
et al. Mutations in UBQLN2 are rare in French amyotrophic lateral sclerosis. Neurobiol Aging. Elsevier Inc. 2012;33:839.e1–3. 98. Boeynaems S, Alberti S, Fawzi NL, Mittag T, Polymenidou M, Rousseau F,
et al. Protein phase separation: a new phase in cell biology. Trends Cell Biol. Elsevier Ltd. 2018;28:420–35. 119. van Doormaal PTC, van Rheenen W, van Blitterswijk M, Schellevis RD,
Schelhaas HJ, de Visser M, et al. UBQLN2 in familial amyotrophic
lateral sclerosis in the Netherlands. Neurobiol Aging. Elsevier Inc. 2012;33:2233.e7–8. 99. Kedersha NL, Gupta M, Li W, Miller I, Anderson P. RNA-binding proteins TIA-
1 and TIAR link the phosphorylation of eIF-2α to the assembly of
mammalian stress granules. J Cell Biol. The Rockefeller University Press. 1999;147:1431–41. 120. Daoud H, Suhail H, Szuto A, Camu W, Salachas F, Meininger V, et al. UBQLN2 mutations are rare in French and French-Canadian amyotrophic
lateral sclerosis. Neurobiol Aging. Elsevier Inc. 2012;33:2230.e1–5. 100. Kedersha N, Cho MR, Li W, Yacono PW, Chen S, Gilks N, et al. Dynamic
shuttling of TIA-1 accompanies the recruitment of mRNA to mammalian stress
granules. J Cell Biol. The Rockefeller University Press. 2000;151:1257–68. 121. van Eersel J, Ke YD, Gladbach A, Bi M, Götz J, Kril JJ, et al. Cytoplasmic
accumulation and aggregation of TDP-43 upon proteasome inhibition in
cultured neurons. Iijima KM, editor. PLoS One. Public Library of Science. 2011;6:e22850. 101. Tourrière H, Chebli K, Zekri L, Courselaud B, Blanchard JM, Bertrand E, et al. The RasGAP-associated endoribonuclease G3BP assembles stress granules. J
Cell Biol. The Rockefeller University Press. 2003;160:823–31. 122. Ishii T, Kawakami E, Endo K, Misawa H, Watabe K. Formation and spreading
of TDP-43 aggregates in cultured neuronal and glial cells demonstrated by
time-lapse imaging. PLoS One. Public Library of Science. 2017;12:e0179375. 102. Matsuki H, Takahashi M, Higuchi M, Makokha GN, Oie M, Fujii M. Both
G3BP1 and G3BP2 contribute to stress granule formation. Genes Cells. John
Wiley & Sons, Ltd. 2013;18:135–46. 123. Dobson-Stone C, Hallupp M, Shahheydari H, Ragagnin AMG, Chatterton Z,
Carew-Jones F, et al. CYLD is a causative gene for frontotemporal dementia-
amyotrophic lateral sclerosis. Brain. 2020;143:783–99. 103. Mackenzie IR, Nicholson AM, Sarkar M, Messing J, Purice MD, Pottier C, et al. Abbreviations
ALS A
t
h John Wiley & Sons, Ltd. 2009;
110:1082–94. 86. Mizuno Y, Amari M, Takatama M, Aizawa H, Mihara B, Okamoto K. Immunoreactivities of p62, an ubiqutin-binding protein, in the spinal
anterior horn cells of patients with amyotrophic lateral sclerosis. J Neurol
Sci. Elsevier. 2006;249:13–8. 66. Beel S, Herdewyn S, Fazal R, De Decker M, Moisse M, Robberecht W, et al. Progranulin reduces insoluble TDP-43 levels, slows down axonal
degeneration and prolongs survival in mutant TDP-43 mice 11 medical and
health sciences 1109 neurosciences. Mol Neurodegener. BioMed Central
Ltd. 2018;13:55. 87. Fecto F, Yan J, Vemula SP, Liu E, Yang Y, Chen W, et al. SQSTM1 mutations
in familial and sporadic amyotrophic lateral sclerosis. Arch Neurol. American
Medical Association. 2011;68:1440–6. 88. Tanji K, Zhang H-X, Mori F, Kakita A, Takahashi H, Wakabayashi K. p62/
sequestosome 1 binds to TDP-43 in brains with frontotemporal lobar
degeneration with TDP-43 inclusions. J Neurosci Res. John Wiley & Sons,
Ltd. 2012;90:2034–42. 67. Sleegers K, Brouwers N, Maurer-Stroh S, Van Es MA, Van Damme P, Van
Vught PWJ, et al. Progranulin genetic variability contributes to amyotrophic
lateral sclerosis. Neurology. Lippincott Williams and Wilkins. 2008;71:253–9. Page 12 of 16 Page 12 of 16 Page 12 of 16 Suk and Rousseaux Molecular Neurodegeneration (2020) 15:45 89. Nakano T, Nakaso K, Nakashima K, Ohama E. Expression of ubiquitin-binding
protein p62 in ubiquitin-immunoreactive intraneuronal inclusions in
amyotrophic lateral sclerosis with dementia: analysis of five autopsy cases
with broad clinicopathological spectrum. Acta Neuropathol. Springer. 2004;
107:359–64. 109. Gasset-Rosa F, Lu S, Yu H, Chen C, Melamed Z, Guo L, et al. Cytoplasmic
TDP-43 De-mixing Independent of Stress Granules Drives Inhibition of
Nuclear Import, Loss of Nuclear TDP-43, and Cell Death. Neuron. Elsevier. 2019;102:339–357.e7. 110. Babinchak WM, Haider R, Dumm BK, Sarkar P, Surewicz K, Choi JK, et al. The
role of liquid-liquid phase separation in aggregation of the TDP-43 low-
complexity domain. J Biol Chem. 2019;294:6306–17. 90. Colombrita C, Zennaro E, Fallini C, Weber M, Sommacal A, Buratti E, et al. TDP-43 is recruited to stress granules in conditions of oxidative insult. J
Neurochem. John Wiley & Sons, Ltd (10.1111). 2009;111:1051–61. 111. Mann JR, Gleixner AM, Mauna JC, Gomes E, DeChellis-Marks MR, Needham
PG, et al. RNA Binding Antagonizes Neurotoxic Phase Transitions of TDP-43. Neuron. Elsevier. 2019;102:321–338.e8. 91. Liu-Yesucevitz L, Bilgutay A, Zhang YJ, Vanderwyde T, Citro A, Mehta T, et al. Abbreviations
ALS A
t
h Tar DNA binding protein-43 (TDP-43) associates with stress granules:
analysis of cultured cells and pathological brain tissue. PLoS One. 2010;5:
e13250. 112. McGurk L, Gomes E, Guo L, Mojsilovic-Petrovic J, Tran V, Kalb RG, et al. Poly(ADP-ribose) prevents pathological phase separation of TDP-43 by
promoting liquid Demixing and stress granule localization. Mol Cell. 2018;
71:703–717.e9. 92. Volkening K, Leystra-Lantz C, Yang W, Jaffee H, Strong MJ. Tar DNA binding
protein of 43 kDa (TDP-43), 14-3-3 proteins and copper/zinc superoxide
dismutase (SOD1) interact to modulate NFL mRNA stability. Implications for
altered RNA processing in amyotrophic lateral sclerosis (ALS). Brain Res. Elsevier B.V. 2009;1305:168–82. 113. Scotter EL, Vance C, Nishimura AL, Lee Y-BYB, Chen HJH-J, Urwin H, et al. Differential roles of the ubiquitin proteasome system and autophagy in the
clearance of soluble and aggregated TDP-43 species. J Cell Sci. Company of
Biologists. 2014;127:1263–78. 93. Dormann D, Rodde R, Edbauer D, Bentmann E, Fischer I, Hruscha A, et al. ALS-associated fused in sarcoma (FUS) mutations disrupt Transportin-
mediated nuclear import. EMBO J. John Wiley & Sons, Ltd. 2010;29:2841–57. 114. Deng HX, Chen W, Hong ST, Boycott KM, Gorrie GH, Siddique N, et al. Mutations in UBQLN2 cause dominant X-linked juvenile and adult-onset
ALS and ALS/dementia. Nature. Nature Publishing Group. 2011;477:211–5. 94. McGurk L, Lee VM, Trojanowksi JQ, Van Deerlin VM, Lee EB, Bonini NM. Poly-
a binding Protein-1 localization to a subset of TDP-43 inclusions in
amyotrophic lateral sclerosis occurs more frequently in patients harboring
an expansion in C9orf72. J Neuropathol Exp Neurol. Lippincott Williams and
Wilkins. 2014;73:837–45. 115. Picher-Martel V, Renaud L, Bareil C, Julien JP. Neuronal expression of
UBQLN2P497H exacerbates TDP-43 pathology in TDP-43G348C mice
through interaction with ubiquitin. Mol Neurobiol. 2018;56:1–17. 116. Le NTT, Chang L, Kovlyagina I, Georgiou P, Safren N, Braunstein KE, et al. Motor neuron disease, TDP-43 pathology, and memory deficits in mice
expressing ALS-FTD-linked UBQLN2 mutations. Proc Natl Acad Sci U S A. National Academy of Sciences. 2016;113:E7580–9. 95. Bentmann E, Neumann M, Tahirovic S, Rodde R, Dormann D, Haass C. Requirements for stress granule recruitment of fused in sarcoma (FUS) and
TAR DNA-binding protein of 43 kDa (TDP-43). J Biol Chem. American
Society for Biochemistry and Molecular Biology. 2012;287:23079–94. 117. Wu Q, Liu M, Huang C, Liu X, Huang B, Li N, et al. Pathogenic Ubqln2 gains
toxic properties to induce neuron death. Acta Neuropathol. Springer Verlag. 2015;129:417–28. 96. Wolozin B, Ivanov P. Abbreviations
ALS A
t
h Page 13 of 16 Page 13 of 16 Page 13 of 16 Suk and Rousseaux Molecular Neurodegeneration (2020) 15:45 130. Seibenhener ML, Babu JR, Geetha T, Wong HC, Krishna NR, Wooten MW. Sequestosome 1/p62 is a Polyubiquitin chain binding protein involved in
ubiquitin proteasome degradation. Mol Cell Biol. American Society for
Microbiology. 2004;24:8055–68. 151. Geser F, Robinson JL, Malunda JA, Xie SX, Clark CM, Kwong LK, et al. Pathological 43-kDa transactivation response DNA-binding protein in older
adults with and without severe mental illness. Arch Neurol. NIH Public
Access. 2010;67:1238–50. 152. Liu R, Yang G, Nonaka T, Arai T, Jia W, Cynader MS. Reducing TDP-43
aggregation does not prevent its cytotoxicity. Acta Neuropathol Commun. BioMed Central. 2014;2:49. 131. Fallini C, Bassell GJ, Rossoll W. The ALS disease protein TDP-43 is actively
transported in motor neuron axons and regulates axon outgrowth. Hum
Mol Genet. 2012;21:3703–18. 132. Alami NH, Smith RB, Carrasco MA, Williams LA, Winborn CS, Han SSW, et al. Axonal transport of TDP-43 mRNA granules is impaired by ALS-causing
mutations. Neuron. 2014;81:536–43. 153. Barmada SJ, Skibinski G, Korb E, Rao EJ, Wu JY, Finkbeiner S. Cytoplasmic
mislocalization of TDP-43 is toxic to neurons and enhanced by a mutation
associated with familial amyotrophic lateral sclerosis. J Neurosci. 2010;30:
639–49. 133. Nicolas A, Kenna KP, Renton AE, Shaw CE, Traynor BJ, Landers
Correspondence JE, et al. Genome-wide Analyses Identify KIF5A as a Novel
ALS Gene. Neuron. 2018;97:1268–1282.e6. 154. Igaz LM, Kwong LK, Lee EB, Chen-Plotkin A, Swanson E, Unger T, et al. Dysregulation of the ALS-associated gene TDP-43 leads to neuronal death
and degeneration in mice. J Clin Invest. American Society for Clinical
Investigation. 2011;121:726–38. 134. Brenner D, Yilmaz R, Müller K, Grehl T, Petri S, Meyer T, et al. Hot-spot KIF5A
mutations cause familial ALS. Brain. 2018;141:688–97. 135. Puls I, Jonnakuty C, LaMonte BH, Holzbaur ELF, Tokito M, Mann E, et al. Mutant dynactin in motor neuron disease. Nat Genet. Nature Publishing
Group. 2003;33:455–6. 155. Walker AK, Spiller KJ, Ge G, Zheng A, Xu Y, Zhou M, et al. Functional
recovery in new mouse models of ALS/FTLD after clearance of pathological
cytoplasmic TDP-43. Acta Neuropathol. Springer Berlin Heidelberg. 2015;130:
643–60. 136. Münch C, Sedlmeier R, Meyer T, Homberg V, Sperfeld AD, Kurt A, et al. Point
mutations of the p150 subunit of dynactin (DCTN1) gene in ALS. Neurology. 2004;63:724–6. 156. Abbreviations
ALS A
t
h Co-regulation of
mRNA translation by TDP-43 and fragile X syndrome protein FMRP. Acta
Neuropathol. Springer Verlag. 2016;132:721–38. 162. Cykowski MD, Powell SZ, Appel JW, Arumanayagam AS, Rivera AL, Appel SH. Phosphorylated TDP-43 (pTDP-43) aggregates in the axial skeletal muscle of
patients with sporadic and familial amyotrophic lateral sclerosis. Acta
Neuropathol Commun. NLM (Medline). 2018;6:28. 143. Arrasate M, Mitra S, Schweitzer ES, Segal MR, Finkbeiner S. Inclusion body
formation reduces levels of mutant huntingtin and the risk of neuronal
death. Nature. Nature Publishing Group. 2004;431:805–10. 144. Parone PA, Da Cruz S, Han JS, McAlonis-Downes M, Vetto AP, Lee SK, et al. Enhancing mitochondrial calcium buffering capacity reduces aggregation of
misfolded SOD1 and motor neuron cell death without extending survival in
mouse models of inherited amyotrophic lateral sclerosis. J Neurosci. Society
for Neuroscience. 2013;33:4657–71. 163. Guerrero EN, Mitra J, Wang H, Rangaswamy S, Hegde PM, Basu P, et al. Amyotrophic lateral sclerosis (ALS)-associated TDP-43 mutation Q331K
prevents nuclear translocation of XRCC4-DNA ligase 4 complex and is
linked to genome damage-mediated neuronal apoptosis. Hum Mol Genet. 2019;28(5):2459–76. 145. Treusch S, Cyr DM, Lindquist S. Amyloid deposits: Protection against toxic
protein species? Cell Cycle. Taylor and Francis Inc. 2009;8:1668–74. 164. D’Amico E, Factor-Litvak P, Santella RM, Mitsumoto H. Clinical perspective
on oxidative stress in sporadic amyotrophic lateral sclerosis. Free Radic Biol
Med. NIH Public Access. 2013;65:509–27. 146. Kitamura A, Yuno S, Muto H, Kinjo M. Different aggregation states of a
nuclear localization signal-tagged 25-kDa C-terminal fragment of TAR RNA/
DNA-binding protein 43 kDa. Genes Cells. Blackwell Publishing Ltd. 2017;22:
521–34. 165. Asakawa K, Handa H, Kawakami K. Optogenetic modulation of TDP-43
oligomerization accelerates ALS-related pathologies in the spinal motor
neurons. Nat Commun. Nature Research. 2020;11:1–16. 147. French RL, Grese ZR, Aligireddy H, Dhavale DD, Reeb AN, Kedia N, et al. Detection of TAR DNA-binding protein 43 (TDP-43) oligomers as initial
intermediate species during aggregate formation. J Biol Chem. American
Society for Biochemistry and Molecular Biology. 2019;294:6696–709. 166. Modic M, Rot G, Grosch M, Lepko T, Shaposhnikov D, Cacchiarelli D, et al. Cross-regulation between TDP-43 and Paraspeckles promotes pluripotency-
differentiation transition. SSRN Electron J. 2018;74:951–65. 167. Melamed Z, López-Erauskin J, Baughn MW, Zhang O, Drenner K, Sun Y,
et al. Premature polyadenylation-mediated loss of stathmin-2 is a
hallmark of TDP-43-dependent neurodegeneration. Nat Neurosci. 2019;
22:180–90. 148. Fang YS, Tsai KJ, Chang YJ, Kao P, Woods R, Kuo PH, et al. Abbreviations
ALS A
t
h Sasaguri H, Chew J, Xu YF, Gendron TF, Garrett A, Lee CW, et al. The
extreme N-terminus of TDP-43 mediates the cytoplasmic aggregation
of TDP-43 and associated toxicity in vivo. Brain Res. Elsevier BV. 2016;
1647:57–64. 137. Kieran D, Hafezparast M, Bohnert S, Dick JRT, Martin J, Schiavo G, et al. A mutation in dynein rescues axonal transport defects and extends the
life span of ALS mice. J Cell Biol. The Rockefeller University Press. 2005;
169:561–7. 157. Arnold ES, Ling S-C, Huelga SC, Lagier-Tourenne C, Polymenidou M,
Ditsworth D, et al. ALS-linked TDP-43 mutations produce aberrant RNA
splicing and adult-onset motor neuron disease without aggregation or loss
of nuclear TDP-43. Proc Natl Acad Sci U S A. National Academy of Sciences. 2013;110:E736–45. 138. Bilsland LG, Sahai E, Kelly G, Golding M, Greensmith L, Schiavo G. Deficits in
axonal transport precede ALS symptoms in vivo. Proc Natl Acad Sci U S A. National Academy of Sciences. 2010;107:20523–8. 158. Maniecka Z, Polymenidou M. From nucleation to widespread propagation: a
prion-like concept for ALS. Virus Res. Elsevier. 2015;207:94–105. 139. De Vos KJ, Hafezparast M. Neurobiology of axonal transport defects in
motor neuron diseases: Opportunities for translational research? Neurobiol
Dis. Academic Press Inc. 2017;105:283–99. 159. Porta S, Xu Y, Restrepo CR, Kwong LK, Zhang B, Brown HJ, et al. Patient-
derived frontotemporal lobar degeneration brain extracts induce formation
and spreading of TDP-43 pathology in vivo. Nat Commun. Nature
Publishing Group. 2018;9:4220. 140. Sleigh JN, Tosolini AP, Gordon D, Devoy A, Fratta P, Fisher EMC, et al. ALS
mice carrying pathological mutant TDP-43, but not mutant FUS, display
axonal transport defects in vivo. Cell Rep. 2020;31:3655–62. 160. Mori F, Tada M, Kon T, Miki Y, Tanji K, Kurotaki H, et al. Phosphorylated TDP-
43 aggregates in skeletal and cardiac muscle are a marker of myogenic
degeneration in amyotrophic lateral sclerosis and various conditions. Acta
Neuropathol Commun. BioMed Central Ltd. 2019;7:165. 141. Coyne AN, Siddegowda BB, Estes PS, Johannesmeyer J, Kovalik T, Daniel SG,
et al. FUTSCH/MAP1B mRNA is a translational target of TDP-43 and is
neuroprotective in a Drosophila model of amyotrophic lateral sclerosis. J
Neurosci. Society for Neuroscience. 2014;34:15962–74. 161. Vogler TO, Wheeler JR, Nguyen ED, Hughes MP, Britson KA, Lester E, et al. TDP-43 and RNA form amyloid-like myo-granules in regenerating muscle. Nature. Nature Publishing Group. 2018;563:508–13. 142. Majumder P, Chu JF, Chatterjee B, Swamy KBS, Shen CKJ. Abbreviations
ALS A
t
h TIA1 Mutations in Amyotrophic Lateral Sclerosis and Frontotemporal
Dementia Promote Phase Separation and Alter Stress Granule Dynamics. Neuron. Cell Press. 2017;95:808–816.e9. 124. Maruyama H, Morino H, Ito H, Izumi Y, Kato H, Watanabe Y, et al. Mutations
of optineurin in amyotrophic lateral sclerosis. Nature. Nature Publishing
Group. 2010;465:223–6. 104. McDonald KK, Aulas A, Destroismaisons L, Pickles S, Beleac E, Camu W, et al. TAR DNA-binding protein 43 (TDP-43) regulates stress granule dynamics via
differential regulation of G3BP and TIA-1. Hum Mol Genet. Oxford University
Press. 2011;20:1400–10. 125. Freischmidt A, Wieland T, Richter B, Ruf W, Schaeffer V, Müller K, et al. Haploinsufficiency of TBK1 causes familial ALS and fronto-temporal
dementia. Nat Neurosci. Nature Publishing Group. 2015;18:631–6. 105. Khalfallah Y, Kuta R, Grasmuck C, Prat A, Durham HD, Vande Velde C. TDP-43
regulation of stress granule dynamics in neurodegenerative disease-relevant
cell types. Sci Rep. Nature Publishing Group. 2018;8:7551. 126. de Majo M, Topp SD, Smith BN, Nishimura AL, Chen HJ, Gkazi AS, et al. ALS-
associated missense and nonsense TBK1 mutations can both cause loss of
kinase function. Neurobiol Aging. Elsevier Inc. 2018;71:266.e1–266.e10. 106. Dewey CM, Cenik B, Sephton CF, Dries DR, Mayer P, Good SK, et al. TDP-43
is directed to stress granules by sorbitol, a novel physiological osmotic and
oxidative stressor. Mol Cell Biol. American Society for Microbiology. 2011;31:
1098–108. 127. Weinreich M, Shepheard SR, Verber N, Wyles M, Heath PR, Highley JR, et al. Neuropathological characterization of a novel TANK binding kinase (TBK1)
gene loss of function mutation associated with amyotrophic lateral
sclerosis. Neuropathol Appl Neurobiol. 2019;46:279–91. 107. Chen Y, Cohen TJ. Aggregation of the nucleic acid– binding protein TDP-43
occurs via distinct routes that are coordinated with stress granule
formation. J Biol Chem. American Society for Biochemistry and Molecular
Biology Inc. 2019;294:jbc.RA118.006351. 128. Brady OA, Meng P, Zheng Y, Mao Y, Hu F. Regulation of TDP-43
aggregation by phosphorylation andp62/SQSTM1. J Neurochem. 2011;116:
248–59. 129. Gal J, Ström AL, Kilty R, Zhang F, Zhu H. p62 accumulates and enhances
aggregate formation in model systems of familial amyotrophic lateral
sclerosis. J Biol Chem. American Society for Biochemistry and Molecular
Biology. 2007;282:11068–77. 108. Zhang P, Fan B, Yang P, Temirov J, Messing J, Kim HJ, et al. Chronic
optogenetic induction of stress granules is cytotoxic and reveals the
evolution of ALS-FTD pathology. Elife. 2019;8:e39578. Abbreviations
ALS A
t
h Full-length
TDP-43 forms toxic amyloid oligomers that are present in
frontotemporal lobar dementia-TDP patients. Nat Commun. Nature
Publishing Group. 2014;5:1–13. 168. Ling JP, Pletnikova O, Troncoso JC, Wong PC. TDP-43 repression of
nonconserved cryptic exons is compromised in ALS-FTD. Science. American
Association for the Advancement of Science. 2015;349:650–5. 149. Cao Q, Boyer DR, Sawaya MR, Ge P, Eisenberg DS. Cryo-EM structures of
four polymorphic TDP-43 amyloid cores. Nat Struct Mol Biol. Nature
Publishing Group. 2019;26:619–27. 169. Buratti E. Multiple roles of TDP-43 in gene expression, splicing regulation,
and human disease. Front Biosci. 2008;13:867–78. 150. Laferrière F, Maniecka Z, Pérez-Berlanga M, Hruska-Plochan M, Gilhespy L,
Hock E-M, et al. TDP-43 extracted from frontotemporal lobar degeneration
subject brains displays distinct aggregate assemblies and neurotoxic effects
reflecting disease progression rates. Nat Neurosci. Nature Publishing Group. 2019;22:65–77. 170. Tollervey JR, Curk T, Rogelj B, Briese M, Cereda M, Kayikci M, et al. Characterizing the RNA targets and position-dependent splicing regulation
by TDP-43. Nat Neurosci. 2011;14:452–8. Page 14 of 16 Page 14 of 16 Page 14 of 16 Suk and Rousseaux Molecular Neurodegeneration (2020) 15:45 171. Buratti E, Dörk T, Zuccato E, Pagani F, Romano M, Baralle FE. Nuclear factor
TDP-43 and SR proteins promote in vitro and in vivo CFTR exon 9 skipping. EMBO J. 2001;20:1774–84. and alters trophic signaling in neurons. EMBO J. John Wiley & Sons,
Ltd. 2016;35:2350–70. and alters trophic signaling in neurons. EMBO J. John Wiley & Sons,
Ltd. 2016;35:2350–70. 192. Cox LE, Ferraiuolo L, Goodall EF, Heath PR, Higginbottom A, Mortiboys H,
et al. Mutations in CHMP2B in lower motor neuron predominant
amyotrophic lateral sclerosis (ALS). PLoS One. 2010;5:e9872. 172. Rot G, Wang Z, Huppertz I, Modic M, Lenče T, Hallegger M, et al. High-
resolution RNA maps suggest common principles of splicing and
polyadenylation regulation by TDP-43. Cell Rep. Elsevier B.V. 2017;19:
1056–67. amyotrophic lateral sclerosis (ALS). PLoS One. 2010;5:e9872. 193. Takahashi Y, Fukuda Y, Yoshimura J, Toyoda A, Kurppa K, Moritoyo H, et al. Erbb4 mutations that disrupt the neuregulin-erbb4 pathway cause
amyotrophic lateral sclerosis type 19. Am J Hum Genet. Cell Press. 2013;93:
900–5. 173. Polymenidou M, Lagier-Tourenne C, Hutt KR, Huelga SC, Moran J, Liang TY,
et al. Long pre-mRNA depletion and RNA missplicing contribute to
neuronal vulnerability from loss of TDP-43. Nat Neurosci. Nat Publ Group. 2011;14:459–68. 194. Kim BW, Jeong YE, Wong M, Martin LJ. Abbreviations
ALS A
t
h Kawaguchi T, Rollins MG, Moinpour M, Morera AA, Ebmeier CC, Old WM,
et al. Changes to the TDP-43 and FUS Interactomes induced by DNA
damage. J Proteome Res. 2020;19:360–70. 180. Ishiguro A, Kimura N, Watanabe Y, Watanabe S, Ishihama A. TDP-43 binds
and transports G-quadruplex-containing mRNAs into neurites for local
translation. Genes to Cells. Blackwell Publishing Ltd. 2016;21:466–81. 201. Roos WP, Kaina B. DNA damage-induced cell death by apoptosis. Trends
Mol Med. 2006;12:440–50. 202. Wu C, Jin L, Wang I, Wei W, Ho P, Liu Y, et al. HDAC1 dysregulation induces
aberrant cell cycle and DNA damage in progress of TDP-43 proteinopathies. EMBO Mol Med. John Wiley & Sons, Ltd. 2020;12(6):e10622. 181. Zhou B, Liu C, Geng Y, Zhu G. Topology of a G-quadruplex DNA formed by
C9orf72 hexanucleotide repeats associated with ALS and FTD. Sci Rep. Nature Publishing Group. 2015;5:1–7. 203. Tibshirani M, Zhao B, Gentil BJ, Minotti S, Marques C, Keith J, et al. Dysregulation of chromatin remodelling complexes in amyotrophic lateral
sclerosis. Hum Mol Genet. 2017;26:4142–52. 182. Conlon EG, Lu L, Sharma A, Yamazaki T, Tang T, Shneider NA, et al. The
C9ORF72 GGGGCC expansion forms RNA G-quadruplex inclusions and
sequesters hnRNP H to disrupt splicing in ALS brains. Elife. eLife Sciences
Publications Ltd. 2016;5:e17820. 204. Liu EY, Russ J, Cali CP, Phan JM, Amlie-Wolf A, Lee Correspondence EB. Loss
of nuclear TDP-43 is associated with Decondensation of LINE
retrotransposons. Cell Rep. 2019;27:1409–1421.e6. 183. Fay MM, Anderson PJ, Ivanov P. ALS/FTD-associated C9ORF72 repeat RNA
promotes phase transitions in vitro and in cells. Cell Rep. 2017;21:3573–84. 205. Birsa N, Bentham MP, Fratta P. Cytoplasmic functions of TDP-43 and FUS
and their role in ALS. Semin Cell Dev Biol. Academic Press. 2019;99:193–201. 184. Elden AC, Kim HJ, Hart MP, Chen-Plotkin AS, Johnson BS, Fang X, et al. Ataxin-2 intermediate-length polyglutamine expansions are associated with
increased risk for ALS. Nature. Nature Publishing Group. 2010;466:1069–75. 206. Leibiger C, Deisel J, Aufschnaiter A, Ambros S, Tereshchenko M, Verheijen
BM, et al. TDP-43 controls lysosomal pathways thereby determining its own
clearance and cytotoxicity. Hum Mol Genet. 2018;27:1593–607. 185. Flores BN, Li X, Martinez J, Beg AA, Barmada SJ. An Intramolecular Salt
Bridge Linking TDP43’s RNA Recognition Motifs Dictates RNA Binding and
TDP43-Dependent Neurodegeneration. Cell Rep. Cell Press. 2019;27:1133–
1150.e8. 207. Liu G, Coyne AN, Pei F, Vaughan S, Chaung M, Zarnescu DC, et al. Endocytosis regulates TDP-43 toxicity and turnover. Nat Commun. Abbreviations
ALS A
t
h DNA damage accumulates and
responses are engaged in human ALS brain and spinal motor neurons and
DNA repair is activatable in iPSC-derived motor neurons with SOD1
mutations. Acta Neuropathol Commun. BioMed Central Ltd. 2020;8:1–26. 174. Klim JR, Williams LA, Limone F, Guerra San Juan I, Davis-Dusenbery BN,
Mordes DA, et al. ALS-implicated protein TDP-43 sustains levels of STMN2, a
mediator of motor neuron growth and repair. Nat Neurosci. Nature
Publishing Group. 2019;22:167–79. 195. Mitra J, Guerrero EN, Hegde PM, Liachko NF, Wang H, Vasquez V, et al. Motor neuron disease-associated loss of nuclear TDP-43 is linked to DNA
double-strand break repair defects. Proc Natl Acad Sci. National Academy of
Sciences. 2019;116:4696–705. 175. Chu JF, Majumder P, Chatterjee B, Huang SL, Shen CKJ. TDP-43 Regulates
Coupled Dendritic mRNA Transport-Translation Processes in Co-operation
with FMRP and Staufen1. Cell Rep. Elsevier B.V. 2019;29:3118–3133.e6. 196. Shaikh AY, Martin LJ. DNA base-excision repair enzyme apurinic/apyrimidinic
endonuclease/redox factor-1 is increased and competent in the brain and
spinal cord of individuals with amyotrophic lateral sclerosis. NeuroMolecular
Med. Springer Science and Business Media LLC. 2002;2:47–60. 176. Amlie-Wolf A, Ryvkin P, Tong R, Dragomir I, Suh E, Xu Y, et al. Transcriptomic changes due to cytoplasmic TDP-43 expression reveal
dysregulation of histone transcripts and nuclear chromatin. Buratti E, editor. PLoS One. 2015;10:e0141836. 197. Kim SH, Engelhardt JI, Henkel JS, Siklós L, Soós J, Goodman C, et al. Widespread increased expression of the DNA repair enzyme PARP in brain
in ALS. Neurology. 2004;62:319–22. 177. Wu LS, Cheng WC, Chen CY, Wu MC, Wang YC, Tseng YH, et al. Transcriptomopathies of pre- and post-symptomatic frontotemporal
dementia-like mice with TDP-43 depletion in forebrain neurons. Acta
Neuropathol Commun. NLM (Medline). 2019;7:50. 198. Olkowski ZL. Mutant AP endonuclease in patients with amyotrophic lateral
sclerosis. Neuroreport. Lippincott Williams and Wilkins. 1998;9:239–42. 178. Jeong YH, Ling JP, Lin SZ, Donde AN, Braunstein KE, Majounie E, et al. Tdp-
43 cryptic exons are highly variable between cell types. Mol Neurodegener. 2017;12:13. 199. Higelin J, Catanese A, Semelink-Sedlacek LL, Oeztuerk S, Lutz AK, Bausinger
J, et al. NEK1 loss-of-function mutation induces DNA damage accumulation
in ALS patient-derived motoneurons. Stem Cell Res. Elsevier B.V. 2018;30:
150–62. 179. Ishiguro A, Kimura N, Noma T, Shimo-Kon R, Ishihama A, Kon T. Molecular
dissection of ALS-linked TDP-43: involvement of the Gly-rich domain in
interaction with G-quadruplex mRNA. FEBS Lett. 2020. https://doi.org/10. 1002/1873-3468.13800. 200. Abbreviations
ALS A
t
h Ticozzi N, LeClerc AL, van Blitterswijk M, Keagle P, McKenna-Yasek DM, Sapp
PC, et al. Mutational analysis of TARDBP in neurodegenerative diseases. Neurobiol Aging. Elsevier. 2011;32:2096–9. 234. Mori K, Arzberger T, Grässer FA, Gijselinck I, May S, Rentzsch K, et al. Bidirectional transcripts of the expanded C9orf72 hexanucleotide repeat are
translated into aggregating dipeptide repeat proteins. Acta Neuropathol. 2013;126:881–93. 215. Van Blitterswijk M, Van Es MA, Hennekam EAM, Dooijes D, Van Rheenen W,
Medic J, et al. Evidence for an oligogenic basis of amyotrophic lateral
sclerosis. Hum Mol Genet. 2012;21:3776–84. 235. Solomon DA, Stepto A, Au WH, Adachi Y, Diaper DC, Hall R, et al. A
feedback loop between dipeptide-repeat protein, TDP-43 and karyopherin-α
mediates C9orf72-related neurodegeneration. Brain. 2018;141:2908–24. 216. Nozaki I, Arai M, Takahashi K, Hamaguchi T, Yoshikawa H, Muroishi T, et al. Familial ALS with G298S mutation in TARDBP: a comparison of CSF tau
protein levels with those in sporadic ALS. Intern Med. The Japanese Society
of Internal Medicine. 2010;49:1209–12. 236. Buratti E. TDP-43 post-translational modifications in health and disease. Expert Opin Ther Targets. 2018;22(3):279–93. 237. Liachko NF, McMillan PJ, Guthrie CR, Bird TD, Leverenz JB, Kraemer BC. CDC7 inhibition blocks pathological TDP-43 phosphorylation and
neurodegeneration. Ann Neurol. John Wiley & Sons, Ltd. 2013;74:39–52. 217. Winton MJ, Van Deerlin VM, Kwong LK, Yuan W, Wood EMC, Yu CE, et al. A90V TDP-43 variant results in the aberrant localization of TDP-43 in vitro. FEBS Lett. NIH Public Access. 2008s;582:2252–6. 238. Alquezar C, Salado IG, De La Encarnación A, Pérez DI, Moreno F, Gil C, et al. Targeting TDP-43 phosphorylation by casein kinase-1δ inhibitors: a novel
strategy for the treatment of frontotemporal dementia. Mol Neurodegener. 2016;11:36. 218. Conforti FL, Sproviero W, Simone IL, Mazzei R, Valentino P, Ungaro C, et al. TARDBP gene mutations in south Italian patients with amyotrophic lateral
sclerosis. J Neurol Neurosurg Psychiatry. BMJ Publishing Group Ltd. 2011;82:
587–8. 239. Kametani F, Nonaka T, Suzuki T, Arai T, Dohmae N, Akiyama H, et al. Identification of casein kinase-1 phosphorylation sites on TDP-43. Biochem
Biophys Res Commun. Academic Press. 2009;382:405–9. 219. Corrado L, Ratti A, Gellera C, Buratti E, Castellotti B, Carlomagno Y, et al. High frequency of TARDBP gene mutations in italian patients with
amyotrophic lateral sclerosis. Hum Mutat. Wiley-Liss Inc. 2009;30:688–94. 240. Nonaka T, Suzuki G, Tanaka Y, Kametani F, Hirai S, Okado H, et al. Abbreviations
ALS A
t
h Li HY, Yeh PA, Chiu HC, Tang CY, Tu BP. Hyperphosphorylation as a defense
mechanism to reduce TDP-43 aggregation. Ginsberg SD, editor. PLoS One. Public Library of Science. 2011;6:e23075. 226. Renton AE, Majounie E, Waite A, Simón-Sánchez J, Rollinson S, Gibbs JR,
et al. A hexanucleotide repeat expansion in C9ORF72 is the cause of
chromosome 9p21-linked ALS-FTD. Neuron. 2011;72:257–68. 247. Li W, Reeb AN, Lin B, Subramanian P, Fey EE, Knoverek CR, et al. Heat shock-
induced phosphorylation of TAR DNA-binding protein 43 (TDP-43) by
MAPK/ERK kinase regulates TDP-43 function. J Biol Chem. American Society
for Biochemistry and Molecular Biology. 2017;292:5089–100. 227. Majounie E, Renton AE, Mok K, Dopper EGP, Waite A, Rollinson S, et al. Frequency of the C9orf72 hexanucleotide repeat expansion in patients with
amyotrophic lateral sclerosis and frontotemporal dementia: a cross-sectional
study. Lancet Neurol. Lancet Publishing Group. 2012;11:323–30. 248. Ikeda K, Tsuchiya K. Motor neuron disease group accompanied by
inclusions of unidentified protein signaled by ubiquitin. Neuropathology. 2004;24:117–24. 228. Ditsworth D, Maldonado M, McAlonis-Downes M, Sun S, Seelman A,
Drenner K, et al. Mutant TDP-43 within motor neurons drives disease onset
but not progression in amyotrophic lateral sclerosis. Acta Neuropathol. Springer Verlag. 2017;133:907–22. 249. Cohen TJ, Hwang AW, Unger T, Trojanowski JQ, Lee VMY. Redox signalling
directly regulates TDP-43 via cysteine oxidation and disulphide cross-linking. EMBO J. 2012;31:1241–52. 229. Boeynaems S, Bogaert E, Michiels E, Gijselinck I, Sieben A, Jovičić A, et al. Drosophila screen connects nuclear transport genes to DPR pathology in
c9ALS/FTD. Sci Rep. Nature Publishing Group. 2016;6:20877. 250. Cohen TJ, Hwang AW, Restrepo CR, Yuan CX, Trojanowski JQ, Lee VMY. An
acetylation switch controls TDP-43 function and aggregation propensity. Nat Commun. Nature Publishing Group. 2015;6:5845. 230. Freibaum BD, Lu Y, Lopez-Gonzalez R, Kim NC, Almeida S, Lee KH, et al. GGGGCC repeat expansion in C9orf72 compromises nucleocytoplasmic
transport. Nature. Nature Publishing Group. 2015;525:129–33. 251. Nishimoto Y, Ito D, Yagi T, Nihei Y, Tsunodo Y, Suzuki N. Characterization of
alternative isoforms and inclusion body of the TAR DNA-binding protein-43. J Biol Chem. American Society for Biochemistry and Molecular Biology. 2010;285:608–19. 231. Jovičič A, Mertens J, Boeynaems S, Bogaert E, Chai N, Yamada SB, et al. Modifiers of C9orf72 dipeptide repeat toxicity connect nucleocytoplasmic
transport defects to FTD/ALS. Nat Neurosci. Nature Publishing Group. 2015;
18:1226–9. 252. Salvatori I, Ferri A, Scaricamazza S, Giovannelli I, Serrano A, Rossi S, et al. Abbreviations
ALS A
t
h Phosphorylation of TAR DNA-binding protein of 43 kDa (TDP-43) by
truncated casein kinase 1δ triggers mislocalization and accumulation of
TDP-43. J Biol Chem. American Society for Biochemistry and Molecular
Biology. 2016;291:5473–83. 220. Del Bo R, Ghezzi S, Corti S, Pandolfo M, Ranieri M, Santoro D, et al. TARDBP
(TDP-43) sequence analysis in patients with familial and sporadic ALS:
identification of two novel mutations. Eur J Neurol. John Wiley & Sons, Ltd. 2009;16:727–32. 221. Williams KL, Durnall JC, Thoeng AD, Warraich ST, Nicholson GA, Blair IP. A
novel TARDBP mutation in an Australian amyotrophic lateral sclerosis
kindred. J Neurol Neurosurg Psychiatry. BMJ Publishing Group. 2009;80:
1286–8. 241. Krach F, Batra R, Wheeler EC, Vu AQ, Wang R, Hutt K, et al. Transcriptome–
pathology correlation identifies interplay between TDP-43 and the
expression of its kinase CK1E in sporadic ALS. Acta Neuropathol. Springer
Berlin Heidelberg. 2018;136:405–23. 242. Choksi DK, Roy B, Chatterjee S, Yusuff T, Bakhoum MF, Sengupta U, et al. TDP-43 phosphorylation by casein kinase iε promotes oligomerization and
enhances toxicity in vivo. Hum Mol Genet. 2014;23:1025–35. 222. Pamphlett R, Luquin N, McLean C, Jew SK, Adams L. TDP-43
neuropathology is similar in sporadic amyotrophic lateral sclerosis with or
without TDP-43 mutations. Neuropathol Appl Neurobiol. John Wiley & Sons,
Ltd. 2009;35:222–5. 243. Liachko NF, Guthrie CR, Kraemer BC. Phosphorylation promotes
neurotoxicity in a Caenorhabditis elegans model of TDP-43 proteinopathy. J
Neurosci. Society for Neuroscience. 2010;30:16208–19. 223. Aizawa H, Yamashita T, Kato H, Kimura T, Kwak S. Impaired nucleoporins are
present in sporadic amyotrophic lateral sclerosis motor neurons that exhibit
mislocalization of the 43-kDa TAR DNA-binding protein. J Clin Neurol. Korean Neurological Association. 2019;15:62–7. 244. Liachko NF, McMillan PJ, Strovas TJ, Loomis E, Greenup L, Murrell JR, et al. The tau tubulin kinases TTBK1/2 promote accumulation of pathological
TDP-43. PLoS Genet. Public Library of Science. 2014;10:e1004803. 224. Chou CC, Zhang YJY, Umoh ME, Vaughan SW, Lorenzini I, Liu F, et al. TDP-43 pathology disrupts nuclear pore complexes and
nucleocytoplasmic transport in ALS/FTD. Nat Neurosci. Nature
Publishing Group. 2018;21:228–39. 245. Taylor LM, McMillan PJ, Liachko NF, Strovas TJ, Ghetti B, Bird TD,
et al. Pathological phosphorylation of tau and TDP-43 by TTBK1 and
TTBK2 drives neurodegeneration. Mol Neurodegener. BioMed Central
Ltd. 2018;13:7. 225. Zhang K, Donnelly CJ, Haeusler AR, Grima JC, Machamer JB, Steinwald P,
et al. The C9orf72 repeat expansion disrupts nucleocytoplasmic transport. Nature. Nature Publishing Group. 2015;525:56–61. 246. Abbreviations
ALS A
t
h Nature
Publishing Group. 2017;8:2092. 186. Ihara R, Matsukawa K, Nagata Y, Kunugi H, Tsuji S, Chihara T, et al. RNA
binding mediates neurotoxicity in the transgenic Drosophila model of TDP-
43 proteinopathy. Hum Mol Genet. 2013;22:4474–84. 208. Liu G, Byrd A, Warner AN, Pei F, Basha E, Buchanan A, et al. Cdc48/VCP and
Endocytosis Regulate TDP-43 and FUS Toxicity and Turnover. Mol Cell Biol. American Society for Microbiology. 2019;40:e00256–19. 187. Voigt A, Herholz D, Fiesel FC, Kaur K, Müller D, Karsten P, et al. TDP-43-
mediated neuron loss in vivo requires RNA-binding activity. Feany MB,
editor. PLoS One. Public Library of Science. 2010;5:e12247. 209. Smethurst P, Risse E, Tyzack GE, Mitchell JS, Taha DM, Chen YR, et al. Distinct responses of neurons and astrocytes to TDP-43 proteinopathy in
amyotrophic lateral sclerosis. Brain. 2020;143:430–40. 188. Chen H-J, Topp SD, Hui HS, Zacco E, Katarya M, McLoughlin C, et al. RRM
adjacent TARDBP mutations disrupt RNA binding and enhance TDP-43
proteinopathy. Brain. 2019;142:3753–70. 210. Kawamata H, Peixoto P, Konrad C, Palomo G, Bredvik K, Gerges M, et al. Mutant TDP-43 does not impair mitochondrial bioenergetics in vitro and
in vivo. Mol Neurodegener. 2017;12:37. 211. Benajiba L, Le BI, Camuzat A, Lacoste M, Thomas-Anterion C, Couratier P,
et al. TARDBP mutations in motoneuron disease with frontotemporal lobar
degeneration. Ann Neurol. John Wiley and Sons Inc. 2009;65:470–3. 189. Maharana S, Wang J, Papadopoulos DK, Richter D, Pozniakovsky A, Poser I,
et al. RNA buffers the phase separation behavior of prion-like RNA binding
proteins. Science. American Association for the Advancement of Science. 2018;360:918–21. 212. Borghero G, Pugliatti M, Marrosu F, Marrosu MG, Murru MR, Floris G, et al. Genetic architecture of ALS in Sardinia. Neurobiol Aging. Elsevier Inc. 2014;
35:2882.e7–2882.e12. 190. Lalmansingh AS, Urekar CJ, Reddi PP. TDP-43 is a transcriptional
repressor: the testis-specific mouse acrv1 gene is a TDP-43 target
in vivo. J Biol Chem. American Society for Biochemistry and Molecular
Biology. 2011;286:10970–82. 213. Millecamps S, Salachas F, Cazeneuve C, Gordon P, Bricka B, Camuzat A, et al. SOD1, ANG, VAPB, TARDBP, and FUS mutations in familial amyotrophic
lateral sclerosis: genotype-phenotype correlations. J Med Genet. BMJ
Publishing Group Ltd. 2010;47:554–60. 191. Schwenk BM, Hartmann H, Serdaroglu A, Schludi MH, Hornburg D,
Meissner F, et al. TDP-43 loss of function inhibits endosomal trafficking Page 15 of 16 Page 15 of 16 Page 15 of 16 Suk and Rousseaux Molecular Neurodegeneration (2020) 15:45 214. Abbreviations
ALS A
t
h Differential toxicity of TAR DNA-binding protein 43 isoforms depends on
their submitochondrial localization in neuronal cells. J Neurochem. Blackwell
Publishing Ltd. 2018;146:585–97. 232. Shi KY, Mori E, Nizami ZF, Lin Y, Kato M, Xiang S, et al. Toxic PRn poly-
dipeptides encoded by the C9orf72 repeat expansion block nuclear import
and export. Proc Natl Acad Sci U S A. National Academy of Sciences. 2017;
114:E1111–7. 253. Fung G, Shi J, Deng H, Hou J, Wang C, Hong A, et al. Cytoplasmic
translocation, aggregation, and cleavage of TDP-43 by enteroviral proteases
modulate viral pathogenesis. Cell Death Differ. 2015;22:2087–97. 233. Zu T, Liu Y, Bañez-Coronel M, Reid T, Pletnikova O, Lewis J, et al. RAN
proteins and RNA foci from antisense transcripts in C9ORF72 ALS and
frontotemporal dementia. Proc Natl Acad Sci U S A. 2013;110:E4968–77. 254. Fratta P, Sivakumar P, Humphrey J, Lo K, Ricketts T, Oliveira H, et al. Mice
with endogenous TDP-43 mutations exhibit gain of splicing function and
characteristics of amyotrophic lateral sclerosis. EMBO J. 2018;37:e98684. Page 16 of 16 Page 16 of 16 Suk and Rousseaux Molecular Neurodegeneration (2020) 15:45 GRM3 and USP47 in amyotrophic lateral sclerosis. Neuropathol Appl
Neurobiol. Blackwell Publishing Ltd. 2020. https://doi.org/10.1111/nan.12597. GRM3 and USP47 in amyotrophic lateral sclerosis. Neuropathol Appl
Neurobiol. Blackwell Publishing Ltd. 2020. https://doi.org/10.1111/nan.12597. 255. Weskamp K, Tank EM, Miguez R, McBride JP, Gómez NB, White M, et al. Shortened TDP43 isoforms upregulated by neuronal hyperactivity drive
TDP43 pathology in ALS. J Clin Invest. 2020;130:1139–55. 275. Maniatis S, Äijö T, Vickovic S, Braine C, Kang K, Mollbrink A, et al. Spatiotemporal dynamics of molecular pathology in amyotrophic lateral
sclerosis. Science. American Association for the Advancement of Science. 2019;364:89–93. 256. Hideyama T, Teramoto S, Hachiga K, Yamashita T, Kwak S. Co-occurrence of
TDP-43 Mislocalization with reduced activity of an RNA editing enzyme,
ADAR2, in aged mouse motor neurons. Kano MR, editor. PLoS One. Public
Library of Science. 2012;7:e43469. 276. Otake K, Kamiguchi H, Hirozane Y. Identification of biomarkers for
amyotrophic lateral sclerosis by comprehensive analysis of exosomal mRNAs
in human cerebrospinal fluid. BMC Med Genomics. BioMed Central Ltd. 2019;12:7. 257. De Giorgio F, Maduro C, EMC F, Acevedo-Arozena A. Transgenic and
physiological mouse models give insights into different aspects of
amyotrophic lateral sclerosis. Dis Model Mech. Company of Biologists Ltd. 2019;12(1):dmm037424. 277. Zucca S, Gagliardi S, Pandini C, Diamanti L, Bordoni M, Sproviero D, et al. Abbreviations
ALS A
t
h RNA-seq profiling in peripheral blood mononuclear cells of amyotrophic
lateral sclerosis patients and controls. Sci Data. Nature Publishing Groups. 2019;6:1–8. 258. Bennett CL, Dastidar SG, Ling SC, Malik B, Ashe T, Wadhwa M, et al. Senataxin mutations elicit motor neuron degeneration phenotypes and
yield TDP-43 mislocalization in ALS4 mice and human patients. Acta
Neuropathol. Springer Verlag. 2018;136:425–43. 278. Tyzack GE, Luisier R, Taha DM, Neeves J, Modic M, Mitchell JS, et al. Widespread FUS mislocalization is a molecular hallmark of amyotrophic
lateral sclerosis. Brain. 2019;142(9):2572–80. 259. Grunseich C, Patankar A, Amaya J, Watts JA, Li D, Ramirez P, et al. Clinical
and molecular aspects of Senataxin mutations in amyotrophic lateral
sclerosis 4. Ann Neurol. John Wiley and Sons Inc. 2020;87:547–55. 279. Lobingier BT, Hüttenhain R, Eichel K, Miller KB, Ting AY, von Zastrow M,
et al. An approach to spatiotemporally resolve protein interaction networks
in living cells. Cell. 2017;169:350–360.e12. 260. Chen YZ, Bennett CL, Huynh HM, Blair IP, Puls I, Irobi J, et al. DNA/
RNA helicase gene mutations in a form of juvenile amyotrophic
lateral sclerosis (ALS4). Am J Hum Genet. University of Chicago Press. 2004;74:1128–35. 280. Roux KJ, Kim DI, Burke B. BioID: A screen for protein-protein interactions. Curr Protoc Protein Sci. Blackwell Publishing Inc. 2013;2013:19.23.1–19.23.14. 281. Fazal FM, Han S, Parker KR, Kaewsapsak P, Xu J, Boettiger AN, et al. Atlas of
subcellular RNA localization revealed by APEX-Seq. Cell. Elsevier. 2019;178:1–18. 261. Huang SL, Wu LS, Lee M, Chang CW, Cheng WC, Fang YS, et al. A robust
TDP-43 knock-in mouse model of ALS. Acta Neuropathol Commun. BioMed
Central Ltd. 2020;8:3. 282. Padrón A, Iwasaki S, Ingolia NT. Proximity RNA Labeling by APEX-Seq
Reveals the Organization of Translation Initiation Complexes and Repressive
RNA Granules. Mol Cell. Cell Press. 2019;75:875–887.e5. 262. Ebstein SY, Yagudayeva I, Shneider NA. Mutant TDP-43 causes early-stage
dose-dependent motor neuron degeneration in a TARDBP Knockin mouse
model of ALS. Cell Rep. Elsevier. 2019;26:364–373.e4. 283. Markmiller S, Soltanieh S, Server KL, Bennett EJ, Lé E, Yeo Correspondence
GW. Context-Dependent and Disease-Specific Diversity in Protein
Interactions within Stress Granules. Cell. 2018;172:590–598.e13. 263. Mitchell JC, Constable R, So E, Vance C, Scotter E, Glover L, et al. Wild type
human TDP-43 potentiates ALS-linked mutant TDP-43 driven progressive
motor and cortical neuron degeneration with pathological features of ALS. Acta Neuropathol Commun. BioMed Central. 2015;3:36. 284. Ule J, Jensen KB, Ruggiu M, Mele A, Ule A, Darnell RB. Abbreviations
ALS A
t
h CLIP Identifies Nova-
Regulated RNA Networks in the brain. Science. American Association for the
Advancement of Science. 2003;302:1212–5. 264. Hawrot J, Imhof S, Wainger BJ. Modeling cell-autonomous motor neuron
phenotypes in ALS using iPSCs. Neurobiol Dis. Academic Press Inc. 2020;134:
104680. 285. Schwab C, Arai T, Hasegawa M, Yu S, McGeer PL. Colocalization of
transactivation-responsive DNA-binding protein 43 and huntingtin in
inclusions of Huntington disease. J Neuropathol Exp Neurol. Oxford
Academic. 2008;67:1159–65. 265. Bilican B, Serio A, Barmada SJ, Nishimura AL, Sullivan GJ, Carrasco M, et al. Mutant induced pluripotent stem cell lines recapitulate aspects of TDP-43
proteinopathies and reveal cell-specific vulnerability. Proc Natl Acad Sci U S
A. National Academy of Sciences. 2012;109:5803–8. 286. Nakashima-Yasuda H, Uryu K, Robinson J, Xie SX, Hurtig H, Duda JE, et al. Co-morbidity of TDP-43 proteinopathy in Lewy body related diseases. Acta
Neuropathol. 2007;114:221–9. 266. Serio A, Bilican B, Barmada SJ, Ando DM, Zhao C, Siller R, et al. Astrocyte
pathology and the absence of non-cell autonomy in an induced
pluripotent stem cell model of TDP-43 proteinopathy. Proc Natl Acad Sci U
S A. National Academy of Sciences. 2013;110:4697–702. 287. Chornenkyy Y, Fardo DW, Nelson PT. Tau and TDP-43 proteinopathies:
kindred pathologic cascades and genetic pleiotropy. Lab Investig. Nature
Publishing Group. 2019;99:993–1007. 288. Nonaka T, Masuda-Suzukake M, Hosokawa M, Shimozawa A, Hirai S, Okado
H, et al. C9ORF72 dipeptide repeat poly-GA inclusions promote intracellular
aggregation of phosphorylated TDP-43. Hum Mol Genet. 2018;27:2658–70. 288. Nonaka T, Masuda-Suzukake M, Hosokawa M, Shimozawa A, Hirai S, Okado
H, et al. C9ORF72 dipeptide repeat poly-GA inclusions promote intracellular
aggregation of phosphorylated TDP-43. Hum Mol Genet. 2018;27:2658–70. 267. Zhang Z, Almeida S, Lu Y, Nishimura AL, Peng L, Sun D, et al. Downregulation of MicroRNA-9 in iPSC-derived neurons of FTD/ALS
patients with TDP-43 mutations. Pandey U, editor. PLoS One. Public Library
of Science. 2013;8:e76055. Publisher’s Note 268. Frank SA. Somatic evolutionary genomics: mutations during development
cause highly variable genetic mosaicism with risk of cancer and
neurodegeneration. Proc Natl Acad Sci U S A. National Academy of
Sciences. 2010;107:1725–30. Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. 269. Benatar M, Wuu J, Andersen PM, Lombardi V, Malaspina A. Neurofilament
light: a candidate biomarker of presymptomatic amyotrophic lateral
sclerosis and phenoconversion. Ann Neurol. John Wiley and Sons Inc. 2018;
84:130–9. 270. Gisslén M, Price RW, Andreasson U, Norgren N, Nilsson S, Hagberg L, et al. Plasma concentration of the Neurofilament light protein (NFL) is a
biomarker of CNS injury in HIV infection: a cross-sectional study. EBioMedicine. Elsevier B.V. 2016;3:135–40. 271. Li QF, Dong Y, Yang L, Xie JJ, Ma Y, Du YC, et al. Neurofilament light chain
is a promising serum biomarker in spinocerebellar ataxia type 3. Mol
Neurodegener. BioMed Central Ltd. 2019;14:39. 272. Preische O, Schultz SA, Apel A, Kuhle J, Kaeser SA, Barro C, et al. Serum
neurofilament dynamics predicts neurodegeneration and clinical
progression in presymptomatic Alzheimer’s disease. Nat Med. Nature
Publishing Group. 2019;25:277–83. 273. Cai L, Huang J. Neurofilament light chain as a biological marker for multiple
sclerosis: a meta-analysis study. Neuropsychiatr Dis Treat. Dove Medical
Press Ltd. 2018;14:2241–54. 273. Cai L, Huang J. Neurofilament light chain as a biological marker for multiple
sclerosis: a meta-analysis study. Neuropsychiatr Dis Treat. Dove Medical
Press Ltd. 2018;14:2241–54. 274. Gregory JM, McDade K, Livesey MR, Croy I, Marion de Proce S, Aitman T,
et al. Spatial transcriptomics identifies spatially dysregulated expression of 274. Gregory JM, McDade K, Livesey MR, Croy I, Marion de Proce S, Aitman T,
et al. Spatial transcriptomics identifies spatially dysregulated expression of
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Two Kinds of Ferritin Protect Ixodid Ticks from Iron Overload and Consequent Oxidative Stress
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Abstract Ticks are obligate hematophagous parasites that have successfully developed counteractive means against their hosts’
immune and hemostatic mechanisms, but their ability to cope with potentially toxic molecules in the blood remains
unclear. Iron is important in various physiological processes but can be toxic to living cells when in excess. We previously
reported that the hard tick Haemaphysalis longicornis has an intracellular (HlFER1) and a secretory (HlFER2) ferritin, and both
are crucial in successful blood feeding and reproduction. Ferritin gene silencing by RNA interference caused reduced
feeding capacity, low body weight and high mortality after blood meal, decreased fecundity and morphological
abnormalities in the midgut cells. Similar findings were also previously reported after silencing of ferritin genes in another
hard tick, Ixodes ricinus. Here we demonstrated the role of ferritin in protecting the hard ticks from oxidative stress. Evaluation of oxidative stress in Hlfer-silenced ticks was performed after blood feeding or injection of ferric ammonium
citrate (FAC) through detection of the lipid peroxidation product, malondialdehyde (MDA) and protein oxidation product,
protein carbonyl. FAC injection in Hlfer-silenced ticks resulted in high mortality. Higher levels of MDA and protein carbonyl
were detected in Hlfer-silenced ticks compared to Luciferase-injected (control) ticks both after blood feeding and FAC
injection. Ferric iron accumulation demonstrated by increased staining on native HlFER was observed from 72 h after iron
injection in both the whole tick and the midgut. Furthermore, weak iron staining was observed after Hlfer knockdown. Taken together, these results show that tick ferritins are crucial antioxidant molecules that protect the hard tick from iron-
mediated oxidative stress during blood feeding. Citation: Galay RL, Umemiya-Shirafuji R, Bacolod ET, Maeda H, Kusakisako K, et al. (2014) Two Kinds of Ferritin Protect Ixodid Ticks from Iron Overload and
Consequent Oxidative Stress. PLoS ONE 9(3): e90661. doi:10.1371/journal.pone.0090661
Editor: Ben J. Mans, Onderstepoort Veterinary Institute, South Africa Received October 24, 2013; Accepted February 4, 2014; Published March 3, 2014 Received October 24, 2013; Accepted February 4, 2014; Published March 3, 2014 ay et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits
tion, and reproduction in any medium, provided the original author and source are credited. Copyright: 2014 Galay et al. This is an open-access article distributed under the terms of the Creative Commons Attributi
unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Abstract Funding: This study was supported by a joint research grant (25-joint-2) of the National Research Center for Protozoan Diseases, Obihiro University of Agriculture
and Veterinary Medicine, Morinaga Foundation, and grants-in-aid for Scientific Research (B) from the Japan Society for the Promotion of Science (JSPS). RLG and
ETB are supported by the Japanese Government Ministry of Education, Culture, Sports, Science, and Technology Scholarship (Monbukagakusho: MEXT) for
doctoral fellowships. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript. Competing Interests: The authors have declared that no competing interests exist. * E-mail: tetsuya@ms.kagoshima-u.ac.jp Remil Linggatong Galay1,2, Rika Umemiya-Shirafuji3, Eugene T. Bacolod4,5, Hiroki Maeda1,2,
Kodai Kusakisako2, Jiro Koyama6, Naotoshi Tsuji7, Masami Mochizuki1,2, Kozo Fujisaki7,
Tetsuya Tanaka1,2* Remil Linggatong Galay1,2, Rika Umemiya-Shirafuji3, Eugene T. Bacolod4,5, Hiroki Maeda1,2,
Kodai Kusakisako2, Jiro Koyama6, Naotoshi Tsuji7, Masami Mochizuki1,2, Kozo Fujisaki7,
Tetsuya Tanaka1,2* 1 Department of Pathological and Preventive Veterinary Science, The United Graduate School of Veterinary Science, Yamaguchi University, Yoshida, Yamaguchi, Japan,
2 Laboratory of Emerging Infectious Diseases, Joint Faculty of Veterinary Medicine, Kagoshima University, Korimoto, Kagoshima, Japan, 3 National Research Center for
Protozoan Diseases, Obihiro University of Agriculture and Veterinary Medicine, Inada-cho, Obihiro, Hokkaido, Japan, 4 The United Graduate School of Agricultural
Sciences, Kagoshima University, Shimoarata, Kagoshima, Japan, 5 Department of Chemistry, College of Arts and Sciences, University of San Carlos, Cebu City, Philippines,
6 Education and Research Center for Marine Resources and Environment, Faculty of Fisheries, Kagoshima University, Shimoarata, Kagoshima, Japan, 7 National Agricultural
and Food Research Organization, Kannondai, Tsukuba, Ibaraki, Japan Introduction Iron-binding proteins, such as transferrin and ferritin, are
present in most living organisms that function to regulate iron
levels and prevent iron toxicity. Most ferritins consist of 24
subunits folded in a helical bundle, forming an almost spherical
protein shell with a large cavity that can hold up to 4,000 iron
atoms [4]. Mammalian ferritins serve mainly as intracellular iron
storage proteins, while insect ferritins also function in iron
transport [5]. Aside from iron transport and storage functions,
ferritin was also implicated in immune response [6] and oxidative
stress [7]. Iron is an essential element required for various physiological
processes in most living organisms. Iron metabolism involves a
continuous redox cycling between the ferrous (Fe2+) and ferric
(Fe3+) states. Fe2+ is potentially toxic due to its ability to catalyze
the formation of reactive oxygen species (ROS) through Fenton
reaction [1]. High levels of ROS can lead to cellular damage and
death, resulting from damage to biomolecules including lipid
peroxidation, DNA and protein oxidation, which is collectively
known as oxidative stress [2]. Oxidative stress occurs when the
level of ROS overwhelms the antioxidant defense mechanisms,
accompanied by the accumulation of oxidative stress products. These products of oxidative damage to biomolecules can be used
as indicators in evaluating oxidative stress, termed biomarkers [3]. Ticks are important blood-feeding parasites of wild and
domestic animals and humans, primarily because they serve as
vectors of different pathogens. Aside from dealing with the host’s
hemostatic and immune mechanism [8], ticks must also cope with
the potentially toxic molecules in their large blood meal, including
iron. However, many aspects of iron metabolism of ticks remain March 2014 | Volume 9 | Issue 3 | e90661 PLOS ONE | www.plosone.org PLOS ONE | www.plosone.org 1 March 2014 | Volume 9 | Issue 3 | e90661 Tick Ferritins against Oxidative Stress unclear. Heme transport [9,10] and detoxification [11] have
already been investigated. An intracellular and a secretory ferritin
in two species of hard ticks, Ixodes ricinus [12] and Haemaphysalis
longicornis [13] have been reported to be crucial in blood feeding
and reproduction. The other functions of ferritin, particularly its
role in tick survival, have not yet been fully elucidated. Existing
knowledge on the antioxidant defense of ticks, especially during
blood feeding, is limited. without dsRNA injection. Ticks and experimental animals Parthenogenetic (Okayama strain) adult female H. longicornis
ticks were used throughout this study. Ticks have been maintained
by feeding on the ears of Japanese white rabbits (Kyudo,
Kumamoto, Japan) for several generations at the Laboratory of
Emerging Infectious Diseases, Joint Faculty of Veterinary Med-
icine, Kagoshima University, Kagoshima, Japan [14]. Rabbits
were kept in a temperature- and humidity-controlled room, with a
constant supply of water and commercial rabbit pellets. Rabbit
care and use in this study has been approved by the Animal Care
and Use Committee of Kagoshima University (Approval number
VM13007). Protein extraction Blood-fed or FAC-injected whole ticks were homogenized in
phosphate-buffered saline (PBS). Midguts and salivary glands were
also collected and homogenized in Tris-buffered saline (TBS) with
a protease inhibitor (Complete Mini EDTA-free, Roche, Man-
heim, Germany). Hemolymph was collected from the amputated
legs of immobilized ticks. Hemocytes were separated by centrifu-
gation. Protein from whole ticks and organs was extracted as
previously described [15]. Protein samples were kept at 280uC
until use. Introduction To check the survival rate of Hlfer-
silenced ticks after exposure to iron, 100 mM FAC was injected in
the same manner as dsRNA injection. Likewise, sterilized high-
purity water was injected to dsRNA-injected ticks for additional
control. Thirty ticks for each group were used for this experiment. After injection of FAC, ticks were held as mentioned above and
monitored for mortality every 12 h for 11 days. The survival
experiment was repeated three times to confirm the reproducibility
of results. Otherwise, unfed adult ticks not injected with dsRNA
were injected with 50 or 100 mM FAC or sterilized high-purity
water for control to evaluate mRNA and protein expression and
iron staining in response to iron treatment. Here we showed that RNA interference (RNAi)-mediated
silencing of H. longicornis ferritin genes predisposed the ticks to
oxidative stress by detecting the levels of a product of lipid
peroxidation and a product of protein oxidation after blood
feeding or iron injection. Our results show that the two ferritins of
H. longicornis are essential antioxidant molecules that prevent iron-
mediated oxidative stress during blood feeding and are crucial to
its survival. Electrophoresis, Western blot analysis and gel iron
staining To investigate the protein expression, protein samples were
separated in 12% SDS-polyacrylamide gel electrophoresis (PAGE)
and subjected to Western blot analysis as described previously
[13]. Specific mouse anti-ferritin sera [13] or anti-b-tubulin serum
for control [16] were used as primary antibodies. Protein signals
were detected using the ECL Prime Western Blotting Detection
Reagent (GE Healthcare, Little Chalfont, Buckinghamshire, UK)
and images were taken using the FluorChem FC2 Imaging System
(Protein Simple, Santa Clara, CA, USA). Western blotting was
performed at least three times. To accurately determine differ-
ences in the protein expression, band densitometry analysis was
performed using Alpha View Software (Alpha Innotech, Protein
Simple). The band densitometry analysis results shown in this
study represent the mean of three trials of Western blot analysis. injection An indirect immunofluorescent antibody test (IFAT) was
performed as previously described [13]. Briefly, midguts and
salivary glands were dissected from unfed adult ticks then fixed
overnight in 4% paraformaldehyde in PBS with 0.1% glutaralde-
hyde and washed with a sucrose series before being embedded in
Tissue-Tek O.C.T Compound (Sakura Finetek Japan, Tokyo,
Japan). After cutting, tissue sections were air-dried and then
blocked overnight with 5% skim milk in PBS at 4uC. Sections were RNA interference and tick infestation The silencing of Hlfer in unfed adult female ticks was induced by
injection of double-stranded RNA (dsRNA) prepared as previously
described [13]. Briefly, ticks were attached to glass slides and then
injected with 1 mg per 0.5 ml of Hlfer1 or Hlfer2 dsRNA through
the fourth coxae using an IM 300 Microinjector (Narishige,
Tokyo, Japan). Control ticks were injected with the same amount
of firefly Luciferase (Luc) dsRNA. To confirm silencing, total RNA
was extracted from whole ticks 4 days post-injection of dsRNA for
RT-PCR analysis. Ticks injected with dsRNA were held in a
humidity chamber kept in a 25uC incubator for 18 h before
infestation to rabbits or for 4 days before injection with ferric
ammonium citrate (FAC). To stain native HlFER for ferric iron, protein extracts were
separated in 6% native PAGE. Protein concentration was adjusted
after determination of protein concentration using a Micro BCA
Assay kit (Thermo Scientific, Rockford, IL, USA) or based on
control immunoblotting with b-tubulin as described above [16]. The gel was stained in a freshly prepared Prussian blue staining
solution (equal volume of 10% K4[Fe(CN)6] and 10% HCl) at
room temperature for 48 h as previously reported [17]. The high
molecular weight marker (GE Healthcare), which contains ferritin
from equine spleen for the 440 kDa band, as well as the
commercially-prepared
horse holoferritin (Sigma-Aldrich,
St. Louis, MO, USA) were used as positive controls. For rabbit infestation, a total of 50 ticks per dsRNA injected
group were attached in separate ears of rabbits, individually
covered with an ear bag. Attached ticks were allowed to feed until
they naturally dropped off. From the total number of engorged
ticks, 30 ticks from each group were used for the thiobarbituric
acid reactive species (TBARS) assay in the whole ticks. Five pooled
midgut samples, comprising of three ticks each for Hlfer1and
Hlfer2-silenced ticks and two ticks each for Luc-injected group,
were also prepared for the TBARS assay. The remaining ticks
were used for immunoblot detection of oxidative stress biomarkers,
described in the succeeding sections. All ticks were stored in 2
80uC until use. Measurement of total ferrous iron The ferrozine assay for measuring non-heme iron was adapted
to determine the amount of ferrous iron in whole ticks injected
with FAC after Hlfer knockdown [19,20]. Ten whole ticks from
each group were collected 72 h after the injection of FAC and
homogenized in lysis buffer (20 mM Tris, 137 mM NaCl, 1%
Triton X-100, 1% glycerol). Protein concentration was measured
using a Micro BCA Assay Kit (Thermo Scientific). Concentrated
HCl was added and then heated to 95uC. After cooling to room
temperature, the mixture was centrifuged and the supernatant was
obtained, to which 10 mM ferrozine was added. Color develop-
ment was accomplished by the addition of saturated ammonium
acetate. Absorbance was measured at 550 nm and iron concen-
tration was calculated based on a molar extinction coefficient of
the iron-ferrozine complex of 27 900 M21 cm21 and based on
protein concentration. Assessment of oxidative stress Oxidative stress was evaluated by detecting oxidative stress
biomarkers
including
malondialdehyde
(MDA)
and
protein
carbonyl (PC). MDA was demonstrated through immunoblotting
using the Oxiselect Malondialdehyde Immunoblot Kit (Cell
Biolabs, San Diego, CA, USA) following the manufacturer’s
recommendation. Engorged
whole
ticks
were
homogenized
individually, whereas midguts and unfed adult ticks injected
FAC were pooled. Protein was adjusted based on tubulin profile. Bands were viewed using Clarity Western ECL Substrate (Bio-rad
Laboratories, Hercules, CA, USA) and the MDA level relative to
tubulin was calculated after band densitometry analysis. TBARS
assay was also performed to quantify MDA [18]. For the TBARS
assay, tick homogenates were mixed with TBARS reagent (0.37%
(w/v) thiobarbituric acid, 15% (w/v) trichloroacetic acid in
0.25 M HCl) and then placed in boiling water bath for 15 min
and allowed to cool. Absorbance was measured at 532 nm and
MDA content was calculated using the molecular extinction
coefficient for MDA. PC was also demonstrated following the
immunoblot assay using the Oxiselect Protein Carbonyl Immu-
noblot
Kit
(Cell
Biolabs)
according
to
the
manufacturer’s
instruction and analyzed similar to MDA. FAC injection has no effect on transcription but
stimulates protein expression of ferritins p
p
We evaluated whether injection of FAC as exogenous iron
source can affect Hlfer transcript level and HlFER protein
expression. Artificial feeding or in vitro exposure of cells to iron
in different organisms induced up-regulation of ferritin mRNA
[21,22,23,24,25]. Different concentrations of FAC were injected to
the hemocoel of normal unfed adult female ticks or sterilized high-
purity water for the control group. The transcript level in whole
ticks was then checked at 24 h and 72 h after FAC injection,
whereas protein expression was examined from 24 h to 96 h after
FAC injection. RT-PCR analysis showed no difference among the
groups at any time point (Fig. S2). However, increased protein
expression particularly of HlFER1 was observed in both concen-
trations of FAC from 24 h to 96 h post-injection (Fig. 2). Band
densitometry analysis was performed to accurately determine the
differences in protein expressions. We also examined the HlFER
expression in organs at 24 h and 72 h post-injection and we found
that both HlFER1 and HlFER2 levels were higher in the midguts
(Fig. 3A) of FAC injected ticks but not in the salivary glands (Fig. S3). In the hemolymph where only HlFER2 is present, its
expression is also higher after FAC injection compared to the
control (Fig. 3B). These findings suggest that iron injection can
stimulate HlFER expression in unfed ticks. Injection of ferric ammonium citrate (FAC) We previously found that the silencing of either Hlfer1 or Hlfer2
had a negative effect on tick survival after blood feeding [13] and
we concluded that this was caused by iron overload. Thus, to
further investigate the effect of high levels of iron on ticks, different
concentrations of FAC were injected into unfed adult ticks, with or March 2014 | Volume 9 | Issue 3 | e90661 PLOS ONE | www.plosone.org 2 Tick Ferritins against Oxidative Stress incubated with a 1:50 dilution of anti-ferritin sera or normal
mouse serum as a control for the primary antibody and a 1:1,000
dilution of Alexa Fluor 594-conjugated goat anti-mouse IgG
(Invitrogen, Eugene, OR, USA) for the secondary antibody for an
hour each at room temperature. Following washes with PBS,
sections were mounted in Vectashield with DAPI (Vector
Laboratories, Burlingame, CA, USA) and then viewed on a
fluorescence microscope mounted with a DP71 camera (Olympus,
Tokyo, Japan). survival rate was related to iron overload in the absence of ferritin,
here we exposed unfed Hlfer-silenced adult female ticks to iron by
injecting
100 mM
FAC
into
the
hemocoel. Silencing
was
confirmed by RT-PCR analysis (data not shown). After FAC
injection, ticks were kept at 25uC and survival was monitored
every 12 h. No mortality was observed in the control group
injected with Luc dsRNA (Fig. 1). In contrast, both Hlfer1- and
Hlfer2-silenced groups had a continuously decreasing survival rate
(P,0.0001). Eleven days after FAC injection, the Hlfer2 dsRNA-
injected group showed the lowest survival rate. As an additional
negative control, high-purity sterilized water was similarly injected
after RNAi but this did not result in high mortality as in the case of
FAC injection (Fig. S1). This result supports our previous
conclusion that the mortality after blood feeding in Hlfer-silenced
ticks was due to iron toxicity. FAC injection led to ferric iron accumulation in HlFER in
the whole tick and the midgut After observing that FAC can stimulate HlFER expression in
the whole tick and in the midgut, we determined whether there
was a corresponding accumulation of ferric iron on native HlFER. After separating the tick protein in native PAGE, HlFER was
stained using Prussian blue staining to indicate ferric iron. Both the
high molecular weight marker containing ferritin from equine
spleen
as
the
440 kDa
band,
and
the
commercial
horse
holoferritin strongly stained for ferric iron (Fig. 4A). In whole
ticks, increased staining was observed at 72 h and 96 h after
injection of any concentration of FAC (Fig. 4A). Ferric iron
staining also increased in the midgut and hemolymph at 72 h post-
injection of FAC but not in the salivary glands (Fig. 4B) or ovary
(data not shown). In all experiments, only one band was stained
with Prussian blue, with an estimated molecular weight of around
440 kDa. We confirmed that the bands stained for ferric iron were
HlFERs through Western blot analysis after native PAGE (Fig. S4
and 4B). HlFER1 and HlFER2 had almost the same molecular
weight on native PAGE. Statistical analyses For band densitometry analysis, Student’s t-test or the Mann-
Whitney U test was performed, depending on data distribution. For the survival experiment, the Mantel-Cox log-rank test was
performed using GraphPad Prism software. In all statistical
analyses, significant difference between groups is defined by P,
0.05. Hlfer-silenced ticks had low survival rate after FAC
injection High mortality was previously observed in Hlfer-silenced ticks
after blood feeding [13]. To further demonstrate that the low March 2014 | Volume 9 | Issue 3 | e90661 PLOS ONE | www.plosone.org 3 Tick Ferritins against Oxidative Stress Figure 1. Survival rate of Hlfer-silenced ticks after injection of FAC. Unfed adult female ticks were injected with H. longicornis fer1 (Hlfer1), H. longicornis fer2 (Hlfer2) or Luciferase (Luc) dsRNA for the control to induce RNAi. Silencing was confirmed through RT-PCR. After 4 days, 100 mM FAC
was injected, and mortality was monitored. Both Hlfer1- and Hlfer2-dsRNA-injected groups had a lower survival rate compared to Luc. n = 30 ticks per
group. The graph here represents the result of a single independent trial. Bars represent standard error. Significant difference was determined using
the log-rank Mantel-Cox test (P,0.0001, Luc vs. Hlfer1 or Hlfer2). doi:10.1371/journal.pone.0090661.g001 Figure 1. Survival rate of Hlfer-silenced ticks after injection of FAC. Unfed adult female ticks were injected with H. longicornis fer1 (Hlfer1), H. longicornis fer2 (Hlfer2) or Luciferase (Luc) dsRNA for the control to induce RNAi. Silencing was confirmed through RT-PCR. After 4 days, 100 mM FAC
was injected, and mortality was monitored. Both Hlfer1- and Hlfer2-dsRNA-injected groups had a lower survival rate compared to Luc. n = 30 ticks per
group. The graph here represents the result of a single independent trial. Bars represent standard error. Significant difference was determined using
the log-rank Mantel-Cox test (P,0.0001, Luc vs. Hlfer1 or Hlfer2). doi:10.1371/journal.pone.0090661.g001 Figure 2. Protein expression of H. longicornis ferritins in whole, unfed ticks at different hours after injection of different
concentrations of FAC. Sterilized high-purity water was injected into the control group (0 mM). (A) Western blot analysis after incubation with
specific anti-sera against H. longicornis FER1 (HlFER1) or H. longicornis FER2 (HlFER2). Tubulin was used as an internal control. (B) Band densitometry
analysis for HlFER1 and HlFER2. The relative expression was calculated based on tubulin. Significant increase in expression was particularly found in
HlFER1. Data represent the means of three independent trials 6 SE. Statistical significance (*P,0.05) was determined using the Mann-Whitney test. doi:10.1371/journal.pone.0090661.g002 Figure 2. Protein expression of H. longicornis ferritins in whole, unfed ticks at different hours after injection of different
concentrations of FAC. Sterilized high-purity water was injected into the control group (0 mM). (A) Western blot analysis after incubation with
specific anti-sera against H. longicornis FER1 (HlFER1) or H. longicornis FER2 (HlFER2). Hlfer-silenced ticks had low survival rate after FAC
injection Tubulin was used as an internal control. (B) Band densitometry
analysis for HlFER1 and HlFER2. The relative expression was calculated based on tubulin. Significant increase in expression was particularly found in
HlFER1. Data represent the means of three independent trials 6 SE. Statistical significance (*P,0.05) was determined using the Mann-Whitney test. doi:10.1371/journal.pone.0090661.g002 March 2014 | Volume 9 | Issue 3 | e90661 PLOS ONE | www.plosone.org 4 Tick Ferritins against Oxidative Stress Figure 3. Protein expression of H. longicornis ferritins in midguts (A) and hemolymph (B) of unfed ticks injected with different
concentrations of FAC. Midguts and hemolymph were collected at 24 h and 72 h after injection of 50 mM or 100 mM FAC or sterilized high purity
water for the control group (0 mM). Hemocyte was separated from the hemolymph by centrifugation. Western blot analysis was performed using
specific anti-sera against H. longicornis FER1 (HlFER1) or H. longicornis FER2 (HlFER2). Tubulin was used as an internal control. The relative expression
of HlFER1 and HlFER2 was calculated based on tubulin after band densitometry analysis. Significant increase in expression was particularly found in
HlFER1. Data represent the means of three independent trials 6 SE. Statistical significance (*P,0.05) was determined using the Mann-Whitney test. doi:10.1371/journal.pone.0090661.g003
Tick Ferritins against Oxidative Stress Figure 3. Protein expression of H. longicornis ferritins in midguts (A) and hemolymph (B
concentrations of FAC. Midguts and hemolymph were collected at 24 h and 72 h after injection of 5
water for the control group (0 mM). Hemocyte was separated from the hemolymph by centrifugation
specific anti-sera against H. longicornis FER1 (HlFER1) or H. longicornis FER2 (HlFER2). Tubulin was used
of HlFER1 and HlFER2 was calculated based on tubulin after band densitometry analysis. Significant in
HlFER1. Data represent the means of three independent trials 6 SE. Statistical significance (*P,0.05) w
doi:10.1371/journal.pone.0090661.g003 Figure 3 Protein expression of H longicornis ferritins in midguts (A) and hemolymph (B) of unfed ticks injected with Figure 3. Protein expression of H. longicornis ferritins in midguts (A) and hemolymph (B) of unfed ticks injected with different
concentrations of FAC. Midguts and hemolymph were collected at 24 h and 72 h after injection of 50 mM or 100 mM FAC or sterilized high purity
water for the control group (0 mM). Hemocyte was separated from the hemolymph by centrifugation. Western blot analysis was performed using
specific anti-sera against H. longicornis FER1 (HlFER1) or H. Hlfer-silenced ticks had low survival rate after FAC
injection longicornis FER2 (HlFER2). Tubulin was used as an internal control. The relative expression
of HlFER1 and HlFER2 was calculated based on tubulin after band densitometry analysis. Significant increase in expression was particularly found in
HlFER1. Data represent the means of three independent trials 6 SE. Statistical significance (*P,0.05) was determined using the Mann-Whitney test. doi:10.1371/journal.pone.0090661.g003 FAC injected into the hemocoel stimulated HlFER
expression of digestive cells in the midgut and salivary glands were collected from normal unfed adult female
ticks 72 h after injection of FAC or sterile high-purity water. Increased fluorescence was observed in digestive cells 72 h after
injection of 50 mM and 100 mM FAC (Fig. 5). For HlFER1,
extensive fluorescence was observed throughout the midgut, from
the basal lamina up to the inner digestive cells lining the lumen. For HlFER2, much of the fluorescence was observed along the
basal lamina. In contrast, very weak fluorescence for both HlFERs
was observed in the salivary glands (Fig. S5). It is interesting that injection of FAC to the hemocoel stimulated
HlFER expression in the midgut, as shown by Western blot
analysis, and that the midgut can also store the iron from the
hemolymph, as demonstrated by ferric iron staining on native
PAGE. We wanted to know the extent of the effect of FAC on
HlFER expression of digestive cells, therefore we performed IFAT. The salivary gland was also examined for comparison. Midguts March 2014 | Volume 9 | Issue 3 | e90661 PLOS ONE | www.plosone.org 5 Tick Ferritins against Oxidative Stress Figure 4. Staining of HlFER for ferric iron on native PAGE gel after FAC injection. Ticks were injected with 50 or 100 mM FAC or sterilized
high-purity water (0 mM) for the control group. Whole ticks were collected from 24 h to 96 h and total protein was extracted (A). Each lane of native
PAGE gel was loaded with 20 mg of total protein and then the gel was stained with an equal volume of 10% K4[Fe(CN)6] and 10% HCl for up to 48 h. A
single band stained for ferric iron. The high molecular weight marker (M), which contains ferritin from equine spleen, also stained for ferric iron, as
well as the horse holoferritin (HF), used as positive control. Midguts, salivary glands, and the hemolymph (B) were also collected from ticks 72 h after
injection of FAC or sterilized high-purity water. Each lane was loaded with 10 mg of protein. Western blot analysis using specific anti-HlFER sera was
also performed to confirm that the band stained for ferric iron is HlFER. Arrows indicate approximately 440 kDa, which is the theoretical molecular
weight of native ferritin. doi:10.1371/journal.pone.0090661.g004 Fi
S
i i
f HlFER f
f
i i
i
PAGE
l
f
FAC i j
i
Ti k Figure 4. Hlfer1-silenced ticks did not accumulate ferric iron after
blood feeding or injection of FAC Iron is stored in ferritin as ferric iron. We hypothesized that
ferric iron accumulation should be reduced in the Hlfer-silenced
ticks after blood feeding or FAC injection. To evaluate this
hypothesis, staining of ferric iron after native PAGE was
performed. Protein concentration was adjusted based on the
tubulin level. In whole ticks and midguts after blood feeding, as
well as in whole ticks injected with FAC, Hlfer1-silenced ticks
weakly stained for ferric iron (Fig. 9A). Interestingly, the Hlfer2-
silenced group still showed strong staining. Immunodetection using specific antibodies against MDA (Fig. 6)
and PC (Fig. 7) showed that Hlfer-silenced ticks have significantly
higher (P,0.05) levels of these oxidative stress biomarkers than the
control group after blood feeding or FAC injection. Band
densitometry analysis was performed to calculate the relative
MDA or PC content of the samples based on tubulin. Hlfer1-
silenced ticks showed the highest levels of MDA and PC, including
engorged whole ticks and midguts and unfed ticks injected with
FAC. Hlfer-silenced ticks had higher levels of oxidative stress
biomarkers after blood feeding or FAC injection Hlfer-silenced ticks had higher levels of oxidative stress
biomarkers after blood feeding or FAC injection damage [3]. The results showed that lipid peroxidation was higher
in both Hlfer-silenced groups as compared to the Luc-injected
control group, either in whole ticks or in midguts (Fig. 8). The
highest level of MDA was observed in Hlfer1- and Hlfer2-silenced
groups in whole ticks and midguts, respectively. Iron is known to catalyze the formation of ROS in living cells,
thus promoting oxidative stress. We previously found that Hlfer-
silenced ticks had abnormal midgut morphology and high
mortality after blood feeding and we hypothesized that this was
caused by oxidative stress. Thus, we evaluated the oxidative status
of Hlfer-silenced ticks after blood feeding or exposure to exogenous
iron through demonstration of known oxidative stress biomarkers. We detected malondialdehyde (MDA), a known product of lipid
peroxidation [3], and protein carbonyl (PC) resulting from the
oxidation of proteins [26]. FAC injected into the hemocoel stimulated HlFER
expression of digestive cells in the midgut Staining of HlFER for ferric iron on native PAGE gel after FAC injection. Ticks were injected with 50 or 100 mM FAC or sterilized
high-purity water (0 mM) for the control group. Whole ticks were collected from 24 h to 96 h and total protein was extracted (A). Each lane of native
PAGE gel was loaded with 20 mg of total protein and then the gel was stained with an equal volume of 10% K4[Fe(CN)6] and 10% HCl for up to 48 h. A
single band stained for ferric iron. The high molecular weight marker (M), which contains ferritin from equine spleen, also stained for ferric iron, as
well as the horse holoferritin (HF), used as positive control. Midguts, salivary glands, and the hemolymph (B) were also collected from ticks 72 h after
injection of FAC or sterilized high-purity water. Each lane was loaded with 10 mg of protein. Western blot analysis using specific anti-HlFER sera was
also performed to confirm that the band stained for ferric iron is HlFER. Arrows indicate approximately 440 kDa, which is the theoretical molecular
weight of native ferritin. doi:10 1371/journal pone 0090661 g004 doi:10.1371/journal.pone.0090661.g004 Higher level of ferrous iron was detected in Hlfer2-
silenced ticks injected with FAC In performing the ferrozine
assay, the addition of ascorbic acid was omitted to avoid the
reduction of ferric to ferrous iron. The ferrozine assay showed that
Hlfer1-silenced ticks had only a slightly higher ferrous iron level,
while Hlfer2-silenced ticks had a significantly higher (P,0.05)
ferrous iron level 72 h after FAC injection than the control group
(Fig. 9B). HlFER2 being abundant in the hemolymph, this result
suggests
that
knockdown
of
Hlfer2
may
have
caused
the
accumulation of ferrous iron in the hemolymph of ticks. more rapid increase in mortality and a lower survival rate at the
end of the observation period compared to both Hlfer1-silenced
and Luc-injected control groups. The injection of FAC introduced
high levels of free iron in the hemocoel. Only the secretory
HlFER2 is present in the tick’s hemolymph. After the knockdown
of Hlfer2, excessive ferrous iron, as we have demonstrated through
the ferrozine assay, could have caused oxidative damage in the
ticks that eventually lead to mortality. Conversely, the absence of
HlFER1 after its knockdown could have led to high levels of
intracellular ferrous iron. To confirm that the mortality after FAC injection in Hlfer-
silenced ticks is related to ferritin function, we performed
additional experiments after injecting FAC into normal unfed
adult ticks, including RT-PCR, Western blotting and IFAT. In
contrast to reports of ferritin up-regulation on mosquitoes
following artificial feeding and in vitro exposure of cells to iron
[21,22,23], and after injection of iron in Macrobrachium rosenbergii
[24] and Bombus ignitus [25], the transcript level of either Hlfer did
not change in response to iron injection. Meanwhile, Western blot
analyses showed an increasing protein level in whole ticks,
particularly of HlFER1, in a time-dependent manner after FAC
injection. In agreement with our previous conclusion, these results
demonstrated the translational regulation of HlFER1 through the
binding of the iron-responsive element (IRE) to the iron-regulatory
protein (IRP) [28]. Higher level of ferrous iron was detected in Hlfer2-
silenced ticks injected with FAC We also hypothesized that in the absence of HlFER, ferrous
iron cannot be stored as ferric iron and should accumulate. Thus,
the ferrozine assay for measuring non-heme iron was performed to
determine the amount of ferrous iron in whole ticks injected with The level of MDA in Hlfer-silenced ticks after blood feeding was
further evaluated using the TBARS assay, the most common
technique employed in studying lipid peroxidation and oxidative March 2014 | Volume 9 | Issue 3 | e90661 PLOS ONE | www.plosone.org 6 Tick Ferritins against Oxidative Stress Figure 5. An indirect immunofluorescent antibody test (IFAT) in the midgut after injection of FAC. Different concentrations of FAC or
sterilized high-purity water (0 mM) were injected to unfed adult ticks and midguts were collected after 72 h. To visualize the extent of the stimulation
of HlFER expression caused by FAC injection, frozen sections of the midgut were incubated with specific mouse anti-HlFER1 or anti-HlFER2 sera. Mouse normal serum was used as a negative control. Anti-mouse IgG conjugated with Alexa 594 was used as secondary antibody and nuclei were
visualized using DAPI. Arrowheads point to areas with increased fluorescence. (Bars = 20 mm). doi:10.1371/journal.pone.0090661.g005 Figure 5. An indirect immunofluorescent antibody test (IFAT) in the midgut after injection of FAC. Different concentrations of FAC or
sterilized high-purity water (0 mM) were injected to unfed adult ticks and midguts were collected after 72 h. To visualize the extent of the stimulation
of HlFER expression caused by FAC injection, frozen sections of the midgut were incubated with specific mouse anti-HlFER1 or anti-HlFER2 sera. Mouse normal serum was used as a negative control. Anti-mouse IgG conjugated with Alexa 594 was used as secondary antibody and nuclei were
visualized using DAPI. Arrowheads point to areas with increased fluorescence. (Bars = 20 mm). doi:10.1371/journal.pone.0090661.g005 FAC after Hlfer knockdown [19,20]. In performing the ferrozine
assay, the addition of ascorbic acid was omitted to avoid the
reduction of ferric to ferrous iron. The ferrozine assay showed that
Hlfer1-silenced ticks had only a slightly higher ferrous iron level,
while Hlfer2-silenced ticks had a significantly higher (P,0.05)
ferrous iron level 72 h after FAC injection than the control group
(Fig. 9B). HlFER2 being abundant in the hemolymph, this result
suggests
that
knockdown
of
Hlfer2
may
have
caused
the
accumulation of ferrous iron in the hemolymph of ticks. FAC after Hlfer knockdown [19,20]. Discussion Ticks are known for their ability to ingest large amounts of
blood from their host, reaching more than a hundred times their
unfed body weight. The numerous bioactive molecules in their
saliva allow them to evade the host’s immune and hemostatic
mechanisms, which is important for successful attachment and
feeding [27]. However, they also must cope with potentially toxic
molecules in the host blood, including iron. Ferritin is an iron-
storage protein involved in iron homeostasis in most living
organisms. The physiological importance of ferritin in blood
feeding and reproduction of the hard ticks I. ricinus [12] and H. longicornis [13] has been demonstrated through RNAi; however,
the specific role of tick ferritins has not been demonstrated. In this
study, we showed that H. longicornis ferritins act as antioxidant
molecules that minimize oxidative stress. Interestingly, Western blot analysis of different organs showed
that FAC injection stimulated the expression of both HlFER1 and
HlFER2 in the midgut but not in the salivary glands or ovary. IFAT also showed the extensive fluorescence of digestive cells for
HlFER1 after FAC injection, extending from the basal lamina to
the cells close to the lumen, whereas HlFER2 was strong
particularly along the basal lamina in the midgut. In contrast,
no fluorescence was found in the salivary glands. These results
suggest that the iron in the hemolymph may cross the basal lamina
of the midgut for storage in HlFER1 of digestive cells. In Aside from the effects of Hlfer silencing on blood feeding and
reproduction, we also previously reported that Hlfer-silenced ticks
had high mortality after blood feeding. We showed here that this
mortality is related to the iron-storage function of ferritin. For the
first time, we exposed the ticks to exogenous iron by injecting FAC
into the hemocoel. The silencing of Hlfer alone (data not shown) or
with injection of water in unfed adult female ticks did not result in
any mortality; however, mortality increased with each day after
FAC injection. The group injected with Hlfer2 dsRNA showed a March 2014 | Volume 9 | Issue 3 | e90661 March 2014 | Volume 9 | Issue 3 | e90661 PLOS ONE | www.plosone.org 7 Tick Ferritins against Oxidative Stress Figure 6. Detection of malondialdehyde (MDA) from Hlfer-silenced ticks after blood feeding or injection of FAC. Discussion Total protein was
extracted from whole ticks (A) and midguts (B) after blood feeding and whole ticks 72 h after injection of 100 mM FAC (C). Western blot analysis was
performed and the membrane was incubated with a specific anti-MDA antibody. Tubulin was used as internal control. The relative content of MDA
(clearest band) to tubulin was calculated after band densitometry analysis. Both Hlfer1- and Hlfer2-silenced ticks had significantly higher MDA
compared to the control (Luc) group. Data represent the means of three independent trials 6 SE. *P,0.05, significantly different vs. Luc, Student’s t-
test. doi:10.1371/journal.pone.0090661.g006 Figure 6. Detection of malondialdehyde (MDA) from Hlfer-silenced ticks after blood feeding or injection of FAC. Total protein was
extracted from whole ticks (A) and midguts (B) after blood feeding and whole ticks 72 h after injection of 100 mM FAC (C). Western blot analysis was
performed and the membrane was incubated with a specific anti-MDA antibody. Tubulin was used as internal control. The relative content of MDA
(clearest band) to tubulin was calculated after band densitometry analysis. Both Hlfer1- and Hlfer2-silenced ticks had significantly higher MDA
compared to the control (Luc) group. Data represent the means of three independent trials 6 SE. *P,0.05, significantly different vs. Luc, Student’s t-
test. Figure 6. Detection of malondialdehyde (MDA) from Hlfer-silenced ticks after blood feeding or injection of FAC. Total protein was
extracted from whole ticks (A) and midguts (B) after blood feeding and whole ticks 72 h after injection of 100 mM FAC (C). Western blot analysis was
performed and the membrane was incubated with a specific anti-MDA antibody. Tubulin was used as internal control. The relative content of MDA
(clearest band) to tubulin was calculated after band densitometry analysis. Both Hlfer1- and Hlfer2-silenced ticks had significantly higher MDA
compared to the control (Luc) group. Data represent the means of three independent trials 6 SE. *P,0.05, significantly different vs. Luc, Student’s t-
test. d i 10 1371/j
l
0090661 006 doi:10.1371/journal.pone.0090661.g006 doi:10.1371/journal.pone.0090661.g006 mammals, circulating iron bound to transferrin can enter the
basolateral membrane of enterocytes through transferrin receptor
1 [1]. However in the ticks, the function of transferrin in iron
metabolism remains to be elucidated. Discussion Meanwhile, the increased
fluorescence of HlFER2 along the basal lamina of the midgut after
FAC injection may imply that iron in the hemolymph stimulated
its expression with subsequent secretion, since the HlFER2 level in
the hemolymph also increased after FAC injection. In mosquitoes,
iron treatment resulted in an increase in the secretion of ferritin
[22]. Here, since a high level of iron was present in the
hemolymph, HlFER2 could have been secreted to sequester iron. Moreover, we previously concluded that HlFER2 is secreted from
the midgut to remove iron and distribute it to other organs of the
tick, in agreement with the model of iron metabolism in ticks
proposed by Hajdusek et al. [12]. Presently, the other components
of iron metabolism in ticks, as well as the regulatory signals in iron
distribution, remain to be elucidated. Iron traffic during blood
feeding in ticks must be systemically regulated, involving complex
signal pathways. Whereas a series of signal pathways are known to
be involved in iron traffic aside from the iron-binding proteins in mammals [29] and several proteins have already been identified in
arthropods such as Drosophila melanogaster [30] and Anopheles gambiae
[31], to function in iron absorption, these aspects require further
investigations in the ticks. mammals, circulating iron bound to transferrin can enter the
basolateral membrane of enterocytes through transferrin receptor
1 [1]. However in the ticks, the function of transferrin in iron
metabolism remains to be elucidated. Meanwhile, the increased
fluorescence of HlFER2 along the basal lamina of the midgut after
FAC injection may imply that iron in the hemolymph stimulated
its expression with subsequent secretion, since the HlFER2 level in
the hemolymph also increased after FAC injection. In mosquitoes,
iron treatment resulted in an increase in the secretion of ferritin
[22]. Here, since a high level of iron was present in the
hemolymph, HlFER2 could have been secreted to sequester iron. Moreover, we previously concluded that HlFER2 is secreted from
the midgut to remove iron and distribute it to other organs of the
tick, in agreement with the model of iron metabolism in ticks
proposed by Hajdusek et al. [12]. Presently, the other components
of iron metabolism in ticks, as well as the regulatory signals in iron
distribution, remain to be elucidated. Iron traffic during blood
feeding in ticks must be systemically regulated, involving complex
signal pathways. Discussion Whereas a series of signal pathways are known to
be involved in iron traffic aside from the iron-binding proteins in The Prussian blue staining for ferric iron in native HlFER after
native PAGE was useful in the assessment of ferric iron
accumulation. We found increased staining after FAC injection,
which may reflect the increased HlFER level and iron uptake of
HlFER molecules at these time points. The increased ferric iron
accumulation, together with the increased levels of both HlFERs
in the midgut we mentioned earlier, supports our previous
conclusion that the midgut is the primary organ for iron
metabolism, most likely being the first organ exposed to large
amounts of iron during blood feeding. Interestingly, ferric iron
staining was weakened after Hlfer1-silencing but not after the
silencing of Hlfer2. We previously found that HlFER1 was still
expressed after Hlfer2 silencing, particularly in the midgut [13]. Thus, the present result on ferric iron staining in Hlfer2-silenced
ticks implicates HlFER1. March 2014 | Volume 9 | Issue 3 | e90661 PLOS ONE | www.plosone.org PLOS ONE | www.plosone.org 8 Tick Ferritins against Oxidative Stress Figure 7. Detection of protein carbonyl groups (PC) from Hlfer-silenced ticks after blood feeding or injection of FAC. Total protein was
extracted from whole ticks (A) and midguts (B) after blood feeding and whole ticks 72 h after injection of 100 mM FAC (C). After the transfer of
proteins to a membrane through Western blot, the membrane was incubated first with dinitrophenylhydrazine (DNPH) for pre-derivitazation of the
carbonyl group, before incubation with a specific anti-DNP antibody. Tubulin was used as internal control. The relative content of PC (strongest band)
to tubulin was calculated after band densitometry analysis. Both Hlfer1- and Hlfer2-silenced ticks had significantly higher PC levels compared to the
control (Luc) group. Data represent the means of three independent trials 6 SE. *P,0.05, significantly different vs. Luc, Student’s t-test. doi:10.1371/journal.pone.0090661.g007 Figure 7. Detection of protein carbonyl groups (PC) from Hlfer-silenced ticks after blood feeding or injection of FAC. Total protein was
extracted from whole ticks (A) and midguts (B) after blood feeding and whole ticks 72 h after injection of 100 mM FAC (C). After the transfer of
proteins to a membrane through Western blot, the membrane was incubated first with dinitrophenylhydrazine (DNPH) for pre-derivitazation of the
carbonyl group, before incubation with a specific anti-DNP antibody. Tubulin was used as internal control. Tick Ferritins against Oxidative Stress Tick Ferritins against Oxidative Stress Figure 8. Thiobarbituric acid reactive species (TBARS) assay for
Hlfer-silenced ticks after blood feeding. Whole bodies or midguts
of ticks injected with Hlfer1, Hlfer2, or Luc dsRNA were collected after
dropping from the host. Individual whole ticks or pooled midguts were
weighed before being homogenized. After ultrasonication, the super-
natants were obtained and boiled with TBARS reagent. Upon cooling
and centrifugation, the absorbance of the supernatants was measured
at OD532. The relative amount of MDA was calculated based on the
sample weight and expressed as nmol/g. Both Hlfer1- and Hlfer2-
silenced ticks had higher MDA levels in both whole ticks or midguts
than the control (Luc) ticks. Values are means of 30 samples for each
group 6 SE. *P,0.05, significantly different vs. control, Student’s t-test. doi:10.1371/journal.pone.0090661.g008 transition metals including iron, ROS, products of lipid peroxi-
dation including MDA, and glycoxidation. Protein carbonyls
cannot be repaired and accumulation may lead to cell death [26]. Our present results also show that the midguts from Hlfer1-silenced
ticks had the highest level of either oxidative stress biomarker,
which corresponds to our previous observation of more severe
abnormalities in the digestive cells of Hlfer1-silenced ticks. Moreover, we also previously reported a decrease in hematin
production after Hlfer1 silencing, indicative of impaired digestive
activity. Oxidative stress can also alter physiological processes
including heme detoxification in the midgut [37]. Figure 8. Thiobarbituric acid reactive species (TBARS) assay for
Hlfer-silenced ticks after blood feeding. Whole bodies or midguts
of ticks injected with Hlfer1, Hlfer2, or Luc dsRNA were collected after
dropping from the host. Individual whole ticks or pooled midguts were
weighed before being homogenized. After ultrasonication, the super-
natants were obtained and boiled with TBARS reagent. Upon cooling
and centrifugation, the absorbance of the supernatants was measured
at OD532. The relative amount of MDA was calculated based on the
sample weight and expressed as nmol/g. Both Hlfer1- and Hlfer2-
silenced ticks had higher MDA levels in both whole ticks or midguts
than the control (Luc) ticks. Values are means of 30 samples for each
group 6 SE. *P,0.05, significantly different vs. control, Student’s t-test. doi:10.1371/journal.pone.0090661.g008 Several antioxidant enzymes that counteract reactive oxygen
species, such as superoxide dismutase, glutathione S-transferase
and thioredoxin, have been identified in hard ticks [38,39]. These
enzymes prevent oxidative stress by keeping the level of free
radicals to a minimum. Tick Ferritins against Oxidative Stress In the hard tick Dermacentor variabilis, these
antioxidant enzymes were found in the midgut at day 6 of blood
feeding, corresponding to the rapid feeding stage [38]. In this
study, we demonstrated that, by sequestering ferrous iron and
keeping it in the oxidized ferric form, ferritin is also an important
antioxidant molecule in the hard tick because it prevents oxidative
stress. In summary, the silencing of two ferritin genes in the hard tick
H. longicornis resulted to increased levels of oxidative stress
biomarkers after a blood meal or injection of iron. Our results
provide evidence for the first time that two kinds of ferritin act as
antioxidant molecules in a hard tick that prevent oxidative stress
during blood feeding, thus ensuring tick survival. This paper
provides a clearer explanation on the crucial importance of ferritin
in the ticks that we reported in our previous paper on H. longicornis
[13], and also the other work in another hard tick, I. ricinus [12]. Moreover, our iron-injection experiment, which to our knowledge
is employed for the first time in ticks, demonstrated that iron in the
hemocoel can stimulate HlFER expression of the midgut and that carbonyl. Lipid peroxidation leads to alterations of biological
membranes and gives rise to several products that are known to
induce diverse biological effects [35]. MDA, which is one of the
most known and most studied products of lipid peroxidation, is
highly toxic and can interact with DNA and proteins and thus can
impair physiological functions [36]. Aside from the direct injury
caused by reactive oxygen species, products of lipid peroxidation
including MDA can promote further injury. Protein carbonylation
is another hallmark of oxidative stress resulting from irreversible
oxidative modification of proteins that can be induced by carbonyl. Lipid peroxidation leads to alterations of biological
membranes and gives rise to several products that are known to
induce diverse biological effects [35]. MDA, which is one of the
most known and most studied products of lipid peroxidation, is
highly toxic and can interact with DNA and proteins and thus can
impair physiological functions [36]. Aside from the direct injury
caused by reactive oxygen species, products of lipid peroxidation
including MDA can promote further injury. Protein carbonylation
is another hallmark of oxidative stress resulting from irreversible
oxidative modification of proteins that can be induced by Figure 9. Evaluation of iron accumulation in Hlfer-silenced ticks. Discussion The relative content of PC (strongest band)
to tubulin was calculated after band densitometry analysis. Both Hlfer1- and Hlfer2-silenced ticks had significantly higher PC levels compared to the
control (Luc) group. Data represent the means of three independent trials 6 SE. *P,0.05, significantly different vs. Luc, Student’s t-test. doi:10.1371/journal.pone.0090661.g007 Iron is known to promote the formation of reactive oxygen
species that can result in damage to macromolecules, including
DNA, proteins and lipids—the condition collectively termed
oxidative stress [2]. Iron was particularly reported to induce lipid
peroxidation [32,33] and oxidation of several amino acid residues
in proteins [26]. Thus, the function of ferritin as a repository for
excess iron is crucial to preventing oxidative damage. Here we
showed that the knockdown of either Hlfer resulted in oxidative
stress in ticks exposed to high levels of iron, either from blood meal
or FAC injection. Similar to our previous study, Hlfer-silenced ticks
infested on rabbits failed to engorge, weighing less than half of the
Luc-injected ticks’ engorged body weight, meaning they ingested a
lower amount of blood. Oxidative stress was confirmed by the
detection of malondialdehyde and protein carbonyl, which are
products of lipid peroxidation and protein oxidation, respectively,
and observation of higher levels in Hlfer1- and Hlfer2-silenced ticks than in Luc-injected ticks after blood feeding or injection of FAC. The TBARS assay was also employed to assess lipid peroxidation
after blood feeding and similarly, it showed that Hlfer-silenced ticks
had a higher degree of lipid peroxidation compared to the control. We also attempted to perform TBARS assay on unfed Hlfer-
silenced ticks injected with FAC but due to the low sensitivity of
this test [34], we were unable to detect the presence of MDA on
the samples. Taken together, these results imply that without
HlFER1 or HlFER2, free iron predisposed the ticks to oxidative
stress that led to death. We previously
found abnormalities
in the digestive cell
morphology in Hlfer-silenced ticks during blood feeding, including
altered shape, disrupted microvilli and cell membrane and
vacuolated cytoplasm [13]. We hypothesized that these abnor-
malities resulted from oxidative damage. Here we show that the
midgut of Hlfer-silenced ticks had high levels of MDA and protein March 2014 | Volume 9 | Issue 3 | e90661 March 2014 | Volume 9 | Issue 3 | e90661 PLOS ONE | www.plosone.org 9 Tick Ferritins against Oxidative Stress Ferric iron accumulation was evaluated by staining HlFER on native PAGE
(A). Total protein was extracted from whole bodies and midguts after blood feeding and whole bodies 72 h after FAC injection. The amount of
protein was adjusted based on the tubulin profile after Western blotting. Weak staining was observed in Hlfer1-silenced ticks. Ferrozine assay for
ferrous iron 72 h after injection of 100 mM FAC to unfed Hlfer-silenced ticks. (B). Ten ticks from each group were homogenized and total protein
concentration was measured. Ferrous iron was extracted with concentrated HCl and then detected using ferrozine. Absorbance was measured at
OD550. Relative ferrous iron content was calculated based on protein concentration. Hlfer2-silenced ticks had significantly higher ferrous iron content
than the control (Luc) group. *P,0.05, significantly different vs. Luc, Student’s t-test. doi:10.1371/journal.pone.0090661.g009 Figure 9. Evaluation of iron accumulation in Hlfer-silenced ticks. Ferric iron accumulation was evaluated by staining HlFER on native PAGE
(A). Total protein was extracted from whole bodies and midguts after blood feeding and whole bodies 72 h after FAC injection. The amount of
protein was adjusted based on the tubulin profile after Western blotting. Weak staining was observed in Hlfer1-silenced ticks. Ferrozine assay for
ferrous iron 72 h after injection of 100 mM FAC to unfed Hlfer-silenced ticks. (B). Ten ticks from each group were homogenized and total protein
concentration was measured. Ferrous iron was extracted with concentrated HCl and then detected using ferrozine. Absorbance was measured at
OD550. Relative ferrous iron content was calculated based on protein concentration. Hlfer2-silenced ticks had significantly higher ferrous iron content
than the control (Luc) group. *P,0.05, significantly different vs. Luc, Student’s t-test. doi:10.1371/journal.pone.0090661.g009 March 2014 | Volume 9 | Issue 3 | e90661 PLOS ONE | www.plosone.org 10 Tick Ferritins against Oxidative Stress primary antibodies against H. longicornis FER1 (HlFER1) or H. longicornis FER2 (HlFER2). Tubulin was used as an internal
control. No significant difference was observed among groups. (TIF) iron molecules can be apparently transported from the hemo-
lymph to digestive cells. However, further experiments are needed
to elucidate this aspect of iron transport mechanism in ticks. Moreover, the iron-sequestration function of ferritin is implicated
in immune response in many organisms [6]; thus, we are interested
in the possible role of HlFERs in the tick immunity. References 1. Wang J, Pantopoulos K (2011) Regulation of cellular iron metabolism. Biochem J
434: 365–281. 14. Fujisaki K (1978) Development of acquired resistance and precipitating antibody
in rabbits experimentally infested with females of Haemaphysalis longicornis
(Ixodoidea: Ixodidae). Natl Inst Anim Health Q 18: 27–38. 2. Valko M, Rhodes CJ, Moncol J, Izakovic M, Mazur M (2006) Free radicals,
metals and antioxidants in oxidative-stress induced cancer. Chem Biol Interact
160: 1–40. Q
15. Aung KM, Boldbaatar D, Liao M, Umemiya-Shirafuji R, Nakao S, et al. (2011)
Identification and characterization of class B scavenger receptor CD36 from the
hard tick, Haemaphysalis longicornis. Parasitol Res 108: 273–285. 3. Niki E (2013) Biomarkers of lipid peroxidation in clinical material. Biochim
Biophys Acta. 16. Umemiya-Shirafuji R, Tanaka T, Boldbaatar D, Tanaka T, Fujisaki K (2012)
Akt is an essential player in regulating cell/organ growth at the adult stage in the
hard tick Haemaphysalis longicornis. Insect Biochem Mol Biol 42: 164–173. 4. Arosio P, Ingrassia R, Cavadini P (2009) Ferritins: A family of molecules for iron
storage, antioxidation and more. Biochim Biophys Acta 1790: 589–599. p y
g
17. Tang X, Zhou B (2013) Ferritin is the key to dietary iron absor
iron detoxification in Drosophila melanogaster. FASEB J 27: 1–11. 17. Tang X, Zhou B (2013) Ferritin is the key to dietary iron absorp 5. Pham DQD, Winzerling JJ (2010) Insect ferritins: typical or atypical. Biochim
Biophys Acta 1800: 824–833. iron detoxification in Drosophila melanogaster. FASEB J 27: 1–11 18. Chauhan A, Chauhan V, Brown WT, Cohen I (2004) Oxidative stress in autism:
Increased lipid peroxidation and reduced serum levels of ceruloplasmin and
transferrin - the antioxidant proteins. Life Sciences 75. 6. Ong ST, Ho JZS, Ho B, Ding JL (2006) Iron-witholding strategy in innate
immunity. Immunobiology 211: 295–314. 7. Orino K, Lehman L, Tsuji Y, Ayaki H, Torti SV, et al. (2001) Ferritin and the
response to oxidative stress. Biochem J 357: 241–247. 19. Missirlis F, Holmberg S, Georgieva T, Dunkov BC, Rouault TA, et al. (2006)
Characterization of mitochondrial ferritin in Drosophila. Proc Natl Acad Sci U S A
103: 5893–5898. 8. Mans BJ, Neitz AWH (2004) Adaptations of ticks to a blood-feeding
environment: evolution from a functional perspective. Insect Biochem Mol Biol
34: 1–17. 20. Lang M, Braun CL, Kanost MR, Gorman MJ (2012) Multicopper oxidase-1 is a
ferroxidase essential for iron homeostasis in Drosophila melanogaster. Supporting Information Figure S1
Survival rate of Hlfer-silenced ticks after
injection of sterilized high-purity water. Four days after
injection of Hlfer1, Hlfer2, or Luciferase dsRNA, sterilized high-
purity was injected, and mortality was monitored. Low mortality
was observed from all the three groups. n = 25 ticks per group. Bars represent standard error. Figure S1
Survival rate of Hlfer-silenced ticks after
injection of sterilized high-purity water. Four days after
injection of Hlfer1, Hlfer2, or Luciferase dsRNA, sterilized high-
purity was injected, and mortality was monitored. Low mortality
was observed from all the three groups. n = 25 ticks per group. Bars represent standard error. (TIF) Figure S5
An IFAT examination of salivary glands 72 h
after
injection
of
different
concentrations
of
FAC
compared to control group injected with sterilized
high-purity water. Frozen sections of the salivary glands were
incubated with specific mouse anti-HlFER1 or anti-HlFER2 sera. Normal mouse serum was used as negative control. Anti-mouse
IgG conjugated with Alexa 594 was used as secondary antibody
and nuclei were visualized using DAPI. No fluorescence was
observed among groups. (Bars = 20 mm). (TIF) Figure S2
Transcription profile of H. longicornis adult
ticks injected with FAC. Unfed adult ticks were injected with
50 mM or 100 mM FAC. Sterilized high-purity water was injected
into the control group (0 mM). Total RNA was extracted from
whole ticks at 24 h and 72 h after injection and RT-PCR analysis
was performed using specific primers for Hlfer1 and Hlfer2. cDNA
was adjusted based on control amplification for Hlactin. No
significant difference was observed among groups. (TIF) Figure S2
Transcription profile of H. longicornis adult
ticks injected with FAC. Unfed adult ticks were injected with
50 mM or 100 mM FAC. Sterilized high-purity water was injected
into the control group (0 mM). Total RNA was extracted from
whole ticks at 24 h and 72 h after injection and RT-PCR analysis
was performed using specific primers for Hlfer1 and Hlfer2. cDNA
was adjusted based on control amplification for Hlactin. No
significant difference was observed among groups. (TIF) Figure S3
Protein expression of H. longicornis ferritins
in salivary glands of unfed ticks injected with different
concentrations of FAC. Salivary glands were collected from
ticks at 24 h and 72 h after injection of 50 mM or 100 mM FAC. Sterilized high-purity water was injected into the control group
(0 mM). Western blot analysis was performed using specific Author Contributions Conceived and designed the experiments: RLG TT. Performed the
experiments: RLG ETB. Analyzed the data: RLG RUS ETB HM KK JK
NT MM KF TT. Contributed reagents/materials/analysis tools: RUS
ETB JK. Wrote the paper: RLG. Conceived and designed the experiments: RLG TT. Performed the
experiments: RLG ETB. Analyzed the data: RLG RUS ETB HM KK JK
NT MM KF TT. Contributed reagents/materials/analysis tools: RUS
ETB JK. Wrote the paper: RLG. Tick Ferritins against Oxidative Stress Together with
our previous results, our present study shows that ferritin is an
important protective antigen of ticks that can be utilized to design
a control strategy. Figure S4
Coomassie blue staining and Western blot
analysis after native PAGE. To further confirm that the bands
stained for ferric iron from tick protein samples were HlFER, we
performed Coomassie blue staining and Western blot analysis
using specific anti-HlFER sera. (A) Coomassie blue staining
showed all the bands of high molecular weight marker (M), the
commercially prepared horse holoferritin (HF) and the tick protein
(T). The weak band of approximately 440 kDa in the tick protein
sample was presumed to be ferritin. Western blot analyses for
HlFER1
(B)
and
HlFER2
(C)
showed
a
single
band
of
approximately 440 kDa. Arrow indicates the 440 kDa band in
the high molecular marker while arrowheads point to tick ferritin. (TIF) References Proc Natl
Acad Sci U S A 109: 13337–13342. 9. Maya-Monteiro CM, Daffre S, Logullo C, Lara FA, Alves EW, et al. (2000)
HeLp, a heme lipoprotein from the hemolymph of the cattle tick, Boophilus
microplus. J Biol Chem 275: 36584–36589. 21. Dunkov BC, Georgieva T, Yoshiga T, Hall M, Law JH (2002) Aedes aegypti
ferritin heavy chain homologue: feeding of iron or blood influences message
levels, lengths and subunit abundance. J Insect Sci 2: 7. 10. Lara FA, Lins U, Bechara GH, Oliveira PL (2005) Tracing heme in a living cell:
hemoglobin degradation and heme traffic in digest cells of the cattle tick Boophilus
microplus. J Exp Biol 208: 3093–3101. 22. Geiser DL, Zhang D, Winzerling JJ (2006) Secreted ferritin: Mosquito defense
against iron overload? Insect Biochem Mol Biol 36: 177–187. 11. Lara FA, Lins U, Paiva-Silva G, Almeida IC, Braga CM, et al. (2003) A new
intracellular pathway of haem detoxification in the midgut of the cattle tick
Boophilus microplus: aggregation inside a specialized organelle, the hemosome. J Exp Biol 206: 1707–1715. 23. Pham DQD, Winzerling JJ, Dodson MS, Law JH (1999) Transcriptional control
is relevant in the modulation of mosquito ferritin synthesis by iron. Eur J Biochem
266: 236–240. 24. Qiu GF, Zheng L, Liu P (2008) Transcriptional regulation of ferritin mRNA
levels by iron in the freshwater giant prawn, Macrobrachium rosenbergii. Comp
Biochem Physiol B 150: 320–325. 12. Hajdusek O, Sojka D, Kopacek P, Buresova V, Franta Z, et al. (2009)
Knockdown of proteins involved in iron metabolism limits tick reproduction and
development. Proc Natl Acad Sci U S A 106: 1033–1038. development. Proc Natl Acad Sci U S A 106: 1033–1038. 25. Wang D, Kim BY, Lee KS, Yoon HJ, Cui Z, et al. (2009) Molecular
characterization of iron binding proteins, transferrin and ferritin heavy chain
subunit, from the bumblebee Bombus ignitus. Comp Biochem Physiol B 2009: 20–
27. 13. Galay RL, Aung KM, Umemiya-Shirafuji R, Maeda H, Matsuo T, et al. (2013)
Multiple ferritins are vital to successful blood feeding and reproduction of the
hard tick Haemaphysalis longicornis. J Exp Biol 216: 1905–1915. March 2014 | Volume 9 | Issue 3 | e90661 March 2014 | Volume 9 | Issue 3 | e90661 PLOS ONE | www.plosone.org 11 Tick Ferritins against Oxidative Stress Tick Ferritins against Oxidative Stress Tick Ferritins against Oxidative Stress 26. Fedorova M, Bollineni RC, Hoffman R (2013) Protein carbonylation as a major
hallmark of oxidative damage: Update of analytical strategies. Mass Spectrom
Rev. 34. Grotto D, Santa Maria L, Valetini J, Paniz C, Schmitt G, et al. (2009)
Importance of the lipid peroxidation biomarkers and methodological aspects for
malondialdehyde quantification. Quim Nova 32: 169–174. 27. Francischetti IMB, Sa-Nunes A, Mans BJ, Santos IM, Ribeiro JMC (2010) The
role of saliva in tick feeding. Front Biosci 14: 2051–2088. 35. Niki E (2009) Lipid peroxidation: physiological levels and dual biological effects. Free Radic Biol Med 47: 469–484. g
28. Anderson CP, Shen M, Eisenstein RS, Leibold EA (2012) Mammalian iron
metabolism and its control by iron regulatory proteins. Biochim Biophys Acta
1823: 1468–1483. 36. Del Rio D, Stewart AJ, Pellegrini N (2005) A review of recent studies on
malondialdehyde as toxic molecule and biological marker of oxidative stress. Nutr Metab Cardiovasc Dis 15: 316–328. 29. Gkouvatsos K, Papanikolaou G, Pantopoulos K (2012) Regulation of iron
transport and the role of transferrin. Biochim Biophys Acta 1820: 188–202. 37. Citelli M, Lara FA, Vaz IdJ, Oliveira PL (2007) Oxidative stress impairs heme
detoxification in the midgut of the cattle tick, Rhipicephalus (Boophilus) microplus. Mol Biochem Parasitol 151: 81–88. 30. Mandilaras K, Pathmanathan T, Missirlis F (2013) Iron absorption in Drosophila
melanogaster. Nutrients 5: 1622–1647. 38. Anderson JM, Sonenshine DE, Valenzuela JG (2008) Exploring the mialome of
ticks: an annotated catalogue of midgut transcripts from the hard tick,
Dermacentor variabilis (Acari: Ixodidae). BMC Genomics 9: 552. 31. Winzerling J, Pham DQD (2006) Iron metabolism in insect disease vectors:
Mining the Anopheles gambiae translated protein database. Insect Biochem Mol
Biol 36: 310–321. 39. Ibrahim MA, Mohamed MM, Ghazy AM, Masoud HMM (2013) Superoxide
dismutases from larvae of the camel tick Hyalomma dromedarii. Comp Biochem
Physiol B 164: 221–228. 32. Braughler JM, Duncan LA, Chase RL (1986) The involvement of iron in lipid
peroxidation. J Biol Chem 261: 10282–10289. 32. Braughler JM, Duncan LA, Chase RL (1986) T 33. Fuhrman B, Oiknine J, Aviram M (1994) Iron induces lipid peroxidation in
cultured macrophages, increases their ability to oxidatively modify LDL, and
affects their secretory properties. Atherosclerosis 111: 65–78. March 2014 | Volume 9 | Issue 3 | e90661 PLOS ONE | www.plosone.org PLOS ONE | www.plosone.org 12
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Scavenging effect of pasipay (<i>passiflora incarnate</i> L.) on singlet oxygen generation and fatty acid photooxygenation
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Food science & nutrition
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Received: 23 March 2018 | Revised: 3 June 2018 | Accepted: 13 June 2018 Received: 23 March 2018 | Revised: 3 June 2018 | Accepted: 13 June 2018 Received: 23 March 2018 | Revised: 3 June 2018 | Accepted: 13 June 2018
DOI: 10.1002/fsn3.731 DOI: 10.1002/fsn3.731 K E Y W O R D S
antioxidant, fatty acid, Pasipay incarnate L, reactive oxygen species, singlet oxygen antioxidant, fatty acid, Pasipay incarnate L, reactive oxygen species, singlet oxygen © 2018 The Authors. Food Science & Nutrition published by Wiley Periodicals, Inc. This is an open access article under the terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in any medium,
provided the original work is properly cited. 1670 | www.foodscience-nutrition.com the terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in any medium,
y cited Abstract Correspondence
Mahdi Hajimohammadi, Faculty of
Chemistry, Kharazmi University, G. C,
Mofateh, Tehran, 14911-15719, Iran. Email: hajimohammadi@khu.ac.ir
Funding information
Kharazmi University Scavenging effect of pasipay (passiflora incarnate L.) on singlet
oxygen generation and fatty acid photooxygenation Mahdi Hajimohammadi
| Parisa Nosrati Mahdi Hajimohammadi
| Parisa Nosrati Faculty of Chemistry, Kharazmi University,
Tehran, Iran Abstract
Anthracene as a chemical probe is usually used to trap the singlet oxygen and then
detection and quantification can be based on absorbance. In this study, oxidation of
anthracene declared that rate of singlet oxygen quenching in the presence of pasipay
(passiflora incarnate L.) as a natural antioxidant, 1,4 Diazabicyclo [2.2.2] octane (DABCO)
as a well-known singlet oxygen scavenger and highly effective synthetic antioxidants
in food industry such as Butylated hydroxytoluene (BHT), Butylated hydroxyanisole
(BHA), tert-Butylhydroquinone (TBHQ) decreased in the order of DABCO >pasi-
pay > TBHQ > BHT > BHA. On the other hand, lipid photooxidation is the undesirable
chemical process in which singlet oxygen result in the peroxidation of fatty acids. The
results of this study also showed that oleic acid oxidation with singlet oxygen in the
presence of pasipay (contains 0.4576 mg flavonoid compounds) diminished about 11%
which shows pasipay has an effective role to inhibit lipid peroxidation. inhabitants rely on traditional medicine for their primary health
care needs and most of this therapy involves the use of plant ex-
tracts or their active phenolic components (Bruneton, 1995) which
have an efficient antioxidant capacity. Pasipay is the largest and
most important genus of the family Pasipayceae, comprising about
500 species, distributed mostly in warm temperate and tropical
regions (Dhawan, Dhawan, & Sharma, 2004) Previous studies have
described the presence of flavonoids as the major constituents of
pasipay (Dhawan, Dhawan, & Sharma, 2004). There are few stud-
ies on the efficacy of natural antioxidant as O2 (1Δg) quenchers
and their roles in the prevention of lipid oxidation (Niki, 2015;
Terao, Minami, & Bando, 2010) because scavenging of DPPH free
radical is the basis of a common antioxidant assay and most often
an overall antioxidant effect was measured. However, singlet oxy-
gen has not radical nature. (Ruiz-González et al., 2017) This project
was designed to characterize the antioxidant potential of passiflora
incarnate L. as a natural antioxidant in compare with well-known
singlet oxygen scavenger such as DABCO and the highly effective
antioxidants such as BHA, BHT, and TBHQ. flavonoid) separately, were added to anthracene (4 × 10−4 M) and
MB (1 × 10−4 M). Continuous irradiation of samples was carried out
using solar simulator light (288 power LED lamps, 1 W, 2.3 V (59660
LUX)) for 5 min at room temperature under 1 atm of bubbling of air
in the solution at room temperature. Determination of products was
recorded on a Shimadzu 2100 spectrophotometer at 375 nm. 2.1 | Material In all analyses, three replicates were applied and analysis of the re-
sults was achieved using SAS software, version 3.9 and then average
the results were compared using Duncan test. Also, with Excel soft-
ware diagrams were drawn. Hydroalcoholic extract of passiflora incarnate L. was obtained from
Iran darouk Co. Anthracene, oleic acid, acetonitrile, methylene blue
(MB), DABCO, BHT, BHA, TBHQ were purchased from Fluka and
Merck and used without further purification. Tetraphenyl porphyrin
(H2TPP), ZnTPP, and MgTPP were synthesized according to the lit-
eratures (Lindsey & Wagner, 1989). 2.2.2 | Sample preparation for photooxygenation of
fatty acid with singlet oxygen 0.0016 mmol antioxidant 7 ml acetonitrile, (DABCO, BHT, BHA,
TBHQ and pasipay (contains 0.4576 mg flavonoid) separately,
were added to oleic acid (4.6 × 10−3 M) and H2TPP (1 × 10−3 M). Continuous irradiation of samples was carried out using solar sim-
ulator light (288 power LED lamps, 1 W, 2.3 V (59660 LUX)) for
120 min at room temperature under 1 atm of bubbling of air in the
solution. Determination of products and were analyzed on a Bruker
AMX 300 MHz spectrometer using TMS as internal standard and
iodometric titration method. Peroxide value (PV) (meq O2/kg) of
the samples was determined according to the literature (Barthel &
Grosch, 1974). 1 | INTRODUCTION and induces the synthesis of matrix metalloproteinases (Kligman,
1989). The use of antioxidants to protect human skin from the
harmful effects of UV radiation is a topic that has attracted grow-
ing interest in recent years within the world of photoprotection
research (Martinez et al., 2017). DABCO recognized as a very effi-
cient quencher of singlet oxygen in the organic media (Lengfelder,
Cadenas, & Sies, 1983) and synthetic antioxidants such as TBHQ,
BHA, and BHT have been found to have a strong singlet oxygen
quenching ability (Lee & Jung, 2010). Recent research has focused
on isolation and characterization of effective natural antioxidants
(Fang et al., 2017; Nimse & Pal, 2015). Natural antioxidants act
(a) as reducing agents, (b) as free radical scavengers, and (c) as
quenchers of the formation of singlet oxygen. They can be used in
the food industry and there is evidence that they may exert their
antioxidant effects within the human body (Hamid, Aiyelaagbe,
Usman, Ameen, & Lawal, 2010; Koski et al., 2002). People receive
antioxidant supplements directly from fresh fruits and vegetables. The World Health Organization estimated that <80% of the earth’s 1 Oxygen molecule in its ground state has two unpaired electrons
and when oxygen molecule has excess energy, these unpaired elec-
trons in the external orbital can be pair and generate singlet oxy-
gen (Min & Boff, 2002). One of the physical methods for producing
singlet oxygen is photosensitization reaction. Great photosensitiz-
ers have received attention, due in part to their direct relevance
to many biological systems. Electrophilic tendency of singlet ox-
ygen causes lipids, amino acids, nucleic acids, and electron rich
molecular can be its target (Korytowski, Schmitt, & Girotti, 2010). Singlet oxygen can be easily produced in food systems under light
illumination, especially in the presence of photosensitizers such
as riboflavin and chlorophylls (Greer, 2006). Lipids also can be a
target of singlet oxygen due to the electrophilic inherent, this re-
active species attacked to unsaturated fatty acid and produce lipid
hydroperoxides as primary products (Girotti, 1998). On the other
hand UV radiation causes DNA damage and protein oxidation Food Sci Nutr. 2018;6:1670–1675. HAJIMOHAMMADI and NOSRATI 1671 3.3 | Effect of pasipay on fatty acid
photooxgenation Singlet oxygen generation (Type II) and its reaction with the
substrates is the foremost mechanism that occurs in our cir-
cumstances, since conversions of oleic acid obey the order
of H2TPP > ZnTPPCl > MgTPPCl (Table 1 entry 3, 4, and 5). Paramagnetic metals are claimed to quench singlet oxygen by en-
ergy transfer mechanism from oxygen to the low-lying d orbital
electron levels and have very short triplet lifetimes (Table 1, entry
4) (Bonnett & Martınez, 2001) also diamagnetic metals quench sin-
glet oxygen by a charge transfer mechanism (Bonnett & Martınez,
2001) (Table 1, entry 5). In addition, in the presence of DABCO,
which is a well-known singlet oxygen scavenger (Lengfelder et al.,
1983) (Table 1, entry 6) photooxidation of oleic acid was inhibited. According to the literature, singlet oxygen lifetime in dimethyl sulf-
oxide (DMSO) solvent is 19 μs, in acetonitrile (CH3CN) solvent is
65 μs, and in ethanol solvent is 38 μs which was corresponded with
the results in Table 1 (entry 3,7, and 8) (Bressan & Morvillo, 1989;
Chen et al., 2001; Toffoli, Gomes, Junior, & Courrol, 2008). Table 1
entry 3, 7, and 8 indicates that conversion of oleic acid in acetonitrile
as solvent is higher than ethanol and DMSO that correlated with sin-
glet oxygen lifetimes in this solvents. For investigation of the type I
mechanism, we performed our reaction in the presence superoxide The photosensitized production of singlet oxygen has signifi-
cance in the areas of the photooxidation of organic compounds
(Hajimohammadi, Schwarzinger, & Knör, 2012) and food chem-
istry [1, 2, 4]. Photooxygenation of oleic acid as a one of the
targets of singlet oxygen was investigated to evaluate the an-
tioxidant effect of pasipay. Figure 5 shows the conversion of
oleic acid to the peroxide products in an oxygenated solution
of acetonitrile and H2TPP photosensenisitizer under visible light
in the presence of pasipay, well-known singlet oxygen (DABCO)
and highly effective antioxidants such as BHT, BHA and TBHQ. After 120 min irradiation, the rate of oleic acid oxidation by 1O2
as a very reactive ROS reduced 11.6% in the presence of pasipay
(contains 0.4576 mg flavonoid compounds) that shows pasipay
can be used as an effective additive to fatty acids for the pres-
ervation of them. TA B LE 1 PV of oleic acid oxidation with singlet oxygen in
different conditiona anion radical (O2
•–). In the presence of O2
•–, the rates of oxidation
reaction significantly decreased (Table 1 entry 9). TA B LE 1 PV of oleic acid oxidation with singlet oxygen in
different conditiona B LE 1 PV of oleic acid oxidation with singlet oxygen Entry
Condition
PV
1
Oleic acid + CH3CN + light + air
Trace
2
Oleic acid + CH3CN + air + H2TPP
Trace
3
Oleic acid + CH3CN + air + H2TPP + ight
101.67
4
Oleic acid + CH3CN + light + air + ZnTPP
79.33
5
Oleic acid + CH3CN + light + air + MgTPP
70.39
6
Oleic acid + CH3CN + H2TPP + light + DABC
O
Trace
7
Oleic acid + H2TPP + light + air + DMSO
27.93
8b
Oleic acid + H2TPP + light + air + Ethanol
89.38
9
Oleic acid + O−
2
Trace
a4.6⨯10−3 mol oleic acid, 5 ml solvent, 1 ml (0.001 M) sensitizer, air
(1 atm) and 288 power LED lamps, 1 W, 2.3 V (59660 LUX). bO−
2 was pre-
pared by dissolving K2O in dried DMSO. 3.2 | Effect of pasipay on Anthracene
photooxygenation Spectrophotometry is a more convenient option for detection
of excited oxygen molecules. A chemical probe is usually used
to trap the singlet oxygen and then detection and quantification
can be based on absorbance. A very characteristic reaction of
singlet oxygen is the [4 + 2] cycloaddition to conjugated cyclic
dienes and polycyclic aromatic hydrocarbons such as anthracene
(Aubry, Pierlot, Rigaudy, & Schmidt, 2003). Anthracene traps re-
versibly singlet oxygen. Singlet oxygen generation by MB is evi-
denced by chemical trapping of 1O2 with anthracene. The UV–Vis
spectra of anthracene as the function of time irradiation by using
of MB as a photosensitizer are displayed in Figure 4a. A reduc-
tion of the emission intensity absorption band of anthracene
(λmax = 375 nm) was observed with the increase in irradiation
time. This response is a consequence of the anthracene-9,10-
endoperoxide formation (see Figure 4). During the reaction,
the addition of well-known singlet oxygen scavenger such as
DABCO and highly effective synthetic antioxidants in food in-
dustry in foods such as BHT, BHA, TBHQ, and pasipay inhibited
the oxidation of anthracene in the order of DABCO > pasi-
pay > TBHQ > BHT > BHA (Figure 4a,b). Moreover, the oxidation
reaction did not occur under dark conditions. This confirms that
the anthracene oxidation occurs by singlet oxygen under visible
irradiation. These results show pasipay act as a very effective
deterrent on singlet oxygen generation. a4.6⨯10−3 mol oleic acid, 5 ml solvent, 1 ml (0.001 M) sensitizer, air
(1 atm) and 288 power LED lamps, 1 W, 2.3 V (59660 LUX). bO−
2 was pre-
pared by dissolving K2O in dried DMSO. which has worked few studies on it (Terao, Minami, & Bando, 2010). Photooxygenation of oleic acid with H2TPP as a photosensitizers
was investigated as a typical standard sample to evaluate singlet
oxygen production (Figure 1). It is important to note that 1H NMR spectroscopy and iodo-
metric method revealed oxidation of oleic acid to peroxide product
stopped in the absence of photosensitizers (Figure 2 and Table 1
entry 1) or when the irradiation was interrupted (Table 1 entry 2). Accordingly, the presence of a H2TPP, light and O2 are essential
for the conversion oleic acid to corresponding products (Table 1
entry 3). According to the literature, there are two major pathways for
photooxygenation reactions in the presence of nonmetal photosen-
sitizers, Type I and Type II (Figure 3a) (Laing, 1989). 2.2.1 | Sample preparation for anthracene oxidation
with singlet oxygen In this work, the oxidative alterations of oleic acid as a result of oxi-
dation with singlet oxygen were analyzed in the presence and ab-
sence of pasipay as a source of natural phenolic compounds. Our
target was fatty acid oxidation with singlet oxygen as a noble species In a typical experiment, 15 ml acetonitrile, 0.002 mmol antioxi-
dant (DABCO, BHT, BHA, TBHQ, and pasipay (contains 0.5731 mg FI G U R E 1 Oleic acid
photooxygenation in the presence and
absence of Pasipay (a). Structure of
different applied photosensitizers (b) FI G U R E 1 Oleic acid
photooxygenation in the presence and
absence of Pasipay (a). Structure of
different applied photosensitizers (b) HAJIMOHAMMADI and NOSRATI 1672 3.3 | Effect of pasipay on fatty acid
photooxgenation Also, the rate of oleic acid preservation in the
presence of these types of antioxidants decreased in the order of
TBHQ > DABCO > BHT > BHA > pasipay. Herbal and natural source of flavonoid and polyphenol com-
pounds have been reported to act as scavengers of various HAJIMOHAMMADI and NOSRATI 1673 oxidizing species (Dulf, Vodnar, & Socaciu, 2016). On the other
hand according to the literature flavonoid compounds trap sin-
glet oxygen and produce FLA-O2 compound (Majer, Neugart,
Krumbein, Schreiner, & Hideg, 2014) (Figure 3b). Pasipay because
of its flavonoid compounds can use as a highly efficient singlet
oxygen scavenger. FI G U R E 2 1H NMR spectra of oleic acid (3.1 × 10−3 mol) after photooxidation in the absence (a) and in the presence (b) of H2TPP
(0.001M) FI G U R E 2
1H NMR spectra of oleic acid (3.1 × 10−3 mol) after photooxidation in the absence (a) and in the presence (b) of H2TPP FI G U R E 2 1H NMR spectra of oleic acid (3.1 × 10−3 mol) after photooxidation in the absence (a) and in the presence (b) of H2TPP
(0.001M) oxidizing species (Dulf, Vodnar, & Socaciu, 2016). On the other
hand according to the literature flavonoid compounds trap sin-
glet oxygen and produce FLA-O2 compound (Majer, Neugart,
Krumbein, Schreiner, & Hideg, 2014) (Figure 3b). Pasipay because
of its flavonoid compounds can use as a highly efficient singlet
oxygen scavenger. FI G U R E 2 1H NMR spectra of oleic acid (3.1 × 10−3 mol) after photooxidation in the absence (a) and in the presence (b) of H2TPP
(0.001M) FI G U R E 2 1H NMR spectra of oleic acid (3.1 × 10−3 mol) after photooxidation in the absence (a) and in the presence (b) of H2TPP
(0.001M) oxidizing species (Dulf, Vodnar, & Socaciu, 2016). On the other
hand according to the literature flavonoid compounds trap sin-
glet oxygen and produce FLA-O2 compound (Majer, Neugart, oxidizing species (Dulf, Vodnar, & Socaciu, 2016). On the other
hand according to the literature flavonoid compounds trap sin-
glet oxygen and produce FLA-O2 compound (Majer, Neugart, oxidizing species (Dulf, Vodnar, & Socaciu, 2016). On the other
hand according to the literature flavonoid compounds trap sin-
glet oxygen and produce FLA-O2 compound (Majer, Neugart, Krumbein, Schreiner, & Hideg, 2014) (Figure 3b). 3.3 | Effect of pasipay on fatty acid
photooxgenation Pasipay because
of its flavonoid compounds can use as a highly efficient singlet
oxygen scavenger. 1674 |
HAJIMOHAMMADI and NOSRAT
FI G U R E 3 The mechanisms for producing reactive oxygen species in the presence of photosensitizers (a) The mechanism of flavonoids
(FLA) barricade of Pasipay against singlet oxygen (b) HAJIMOHAMMADI and NOSRATI 1674 FI G U R E 3 The mechanisms for producing reactive oxygen species in the presence of photosensitizers (a) The mechanism of flavonoids
(FLA) barricade of Pasipay against singlet oxygen (b) FI G U R E 3 The mechanisms for producing reactive oxygen species in the presence of photosensitizers (a) The mechanism of flavonoids
(FLA) barricade of Pasipay against singlet oxygen (b) FI G U R E 4 UV–visible spectra of anthracene photooxygenation
with singlet oxygen in the presence of different kind of singlet
oxygen scavengers (λmax = 375 nm) after 5 min using solar
simulator light (288 power LED lamps, 1 W, 2.3 V (59660 LUX))
under 1 atm of bubbling of air in the acetonitryl (a) The scavenging
capacity of different kind of singlet oxygen scavengers after 5 min
using solar simulator light (288 power LED lamps, 1 W, 2.3 V (59660
LUX)) under 1 atm of bubbling of air in the acetonitrile oxygen was comprehensively assessed by anthracene oxida
assay and evaluation of fatty acid oxidation. It was showed pasi
has an effective role in restricting of singlet oxygen generation
limitation of fatty acid photooxidation. ACKNOWLEDGMENT
We gratefully acknowledge support from the Khara
University. CONFLICTS OF INTEREST
The authors declare that they have no conflict of interest. The authors declare that they have no conflict of interest. The authors declare that they have no conflict of interest. 4 | CONCLUSION This article does not contain any studies with human participants or
animals performed by any of the authors. Due to the increase of diseases such as cancer, Alzheimer’s disease,
skin disorders, etc. with ROS especially singlet oxygen and light,
finding efficient antioxidant is very important. In this study, antioxi-
dant capacity for pasipay and synthetic polyphenolics against singlet 3.3 | Effect of pasipay on fatty acid
photooxgenation ETHICAL STATEMENT
FI G U R E 4 UV–visible spectra of anthracene photooxygenation
with singlet oxygen in the presence of different kind of singlet
oxygen scavengers (λmax = 375 nm) after 5 min using solar
simulator light (288 power LED lamps, 1 W, 2.3 V (59660 LUX))
under 1 atm of bubbling of air in the acetonitryl (a) The scavenging
capacity of different kind of singlet oxygen scavengers after 5 min
using solar simulator light (288 power LED lamps, 1 W, 2.3 V (59660
LUX)) under 1 atm of bubbling of air in the acetonitrile
FI G U R E 5 Diagram of oleic acid preservation in the presence
of pasipay and well-known fatty acid antioxidants (BHA, BHT an
TBHQ) and chemical singlet oxygen scavenger (DABCO) FI G U R E 5 Diagram of oleic acid preservation in the presence
of pasipay and well-known fatty acid antioxidants (BHA, BHT and
TBHQ) and chemical singlet oxygen scavenger (DABCO) FI G U R E 5 Diagram of oleic acid preservation in the presence
of pasipay and well-known fatty acid antioxidants (BHA, BHT and
TBHQ) and chemical singlet oxygen scavenger (DABCO) oxygen was comprehensively assessed by anthracene oxidation
assay and evaluation of fatty acid oxidation. It was showed pasipay
has an effective role in restricting of singlet oxygen generation and
limitation of fatty acid photooxidation. ACKNOWLEDGMENT We gratefully acknowledge support from the Kharazmi
University. UV–visible spectra of anthracene photooxygenation FI G U R E 4 UV–visible spectra of anthracene photooxygenation
with singlet oxygen in the presence of different kind of singlet
oxygen scavengers (λmax = 375 nm) after 5 min using solar
simulator light (288 power LED lamps, 1 W, 2.3 V (59660 LUX))
under 1 atm of bubbling of air in the acetonitryl (a) The scavenging
capacity of different kind of singlet oxygen scavengers after 5 min
using solar simulator light (288 power LED lamps, 1 W, 2.3 V (59660
LUX)) under 1 atm of bubbling of air in the acetonitrile p
p
yg
with singlet oxygen in the presence of different kind of singlet
oxygen scavengers (λmax = 375 nm) after 5 min using solar
simulator light (288 power LED lamps, 1 W, 2.3 V (59660 LUX))
under 1 atm of bubbling of air in the acetonitryl (a) The scavenging
capacity of different kind of singlet oxygen scavengers after 5 min
using solar simulator light (288 power LED lamps, 1 W, 2.3 V (59660
LUX)) under 1 atm of bubbling of air in the acetonitrile CONFLICTS OF INTEREST The authors declare that they have no conflict of interest. REFERENCES Research and Technology, 214, 294–298. https://doi.org/10.1007/
s00217-001-0479-5 Research and Technology, 214, 294–298. https://doi.org/10.1007/
s00217-001-0479-5 Aubry, J. M., Pierlot, C., Rigaudy, J., & Schmidt, R. (2003). Reversible
binding of oxygen to aromatic compounds. Accounts of chemical re-
search, 36, 668–675. https://doi.org/10.1021/ar010086g Laing, M. (1989). The three forms of molecular oxygen. Journal of Chemical
Education, 66, 453. https://doi.org/10.1021/ed066p453 Lee, J. H., & Jung, M. Y. (2010). Direct spectroscopic observation of sin-
glet oxygen quenching and kinetic studies of physical and chemical
singlet oxygen quenching rate constants of synthetic antioxidants
(BHA, BHT, and TBHQ) in methanol. Journal of food science, 75,
https://doi.org/10.1111/j.1750-3841.2010.01669.x Barthel, G., & Grosch, W. (1974). Peroxide value determination compari-
son of some methods. Journal of the American Oil Chemists Society, 51,
540–544. https://doi.org/10.1007/BF02636025 Bonnett, R., & Martınez, G. (2001). Photobleaching of sensitisers used
in photodynamic therapy. Tetrahedron, 57, 9513–9547. https://doi. org/10.1016/S0040-4020(01)00952-8 Lengfelder, E., Cadenas, E., & Sies, H. (1983). Effect of DABCO (1,
4-diazabicyclo [2, 2, 2]-octane) on singlet oxygen monomol (1270 nm)
and dimol (634 and 703 nm) emission. FEBS letters, 164, 366–370. https://doi.org/10.1016/0014-5793(83)80318-4 Bressan, M., & Morvillo, A. (1989). Alkene epoxidation by ruthenium (II)
phosphine complexes A kinetic investigation. Inorganic Chemistry, 28,
950–953. https://doi.org/10.1021/ic00304a028 Lindsey, J. S., & Wagner, R. W. (1989). Investigation of the synthe-
sis of ortho-substituted tetraphenylporphyrins. Journal of Organic
Chemistry, 54, 828–836. https://doi.org/10.1021/jo00265a021 Bruneton, J. (1995). Pharmacognosy, phytochemistry, medicinal plants. Paris: Lavoisier publishing. Chen, Y., Xu, S., Li, L., Zhang, M., Shen, J., & Shen, T. (2001). Active
oxygen generation and photo-oxygenation involving temporfin
(m-THPC). Dyes and pigments, 51, 63–69. https://doi.org/10.1016/
S0143-7208(01)00071-7 Majer, P., Neugart, S., Krumbein, A., Schreiner, M., & Hideg, É. (2014). Singlet oxygen scavenging by leaf flavonoids contributes to sun-
light acclimation in Tilia platyphyllos. Environmental and Experimental
Botany, 100, 1–9. https://doi.org/10.1016/j.envexpbot.2013.12.001 Dhawan, K., Dhawan, S., & Sharma, A. (2004). Passiflora: A review update. Journal of ethnopharmacology, 94, 1–23. https://doi.org/10.1016/j. jep.2004.02.023 Martinez, R. M., Pinho-Ribeiro, F. A., Steffen, V. S., Caviglione, C. V., Fattori,
V., Bussmann, A. J. C., … Baracat, M. M. (2017). Trans-Chalcone, a
Flavonoid Precursor, Inhibits UV-Induced Skin Inflammation and
Oxidative Stress in Mice by Targeting NADPH Oxidase and Cytokine
Production. Photochemical & Photobiological Sciences, 16, 1162–1173. https://doi.org/10.1039/c6 pp00442c Dulf, F. V., Vodnar, D. C., & Socaciu, C. (2016). Effects of solid-state
fermentation with two filamentous fungi on the total phenolic con-
tents, flavonoids, antioxidant activities and lipid fractions of plum
fruit (Prunus domestica L.) by-products. ORCID Mahdi Hajimohammadi
http://orcid.org/0000-0002-5979-0196 Mahdi Hajimohammadi
http://orcid.org/0000-0002-5979-0196 HAJIMOHAMMADI and NOSRATI 1675 REFERENCES Food chemistry, 209, 27–36. https://doi.org/10.1016/j.foodchem.2016.04.016 Min, D. B., & Boff, J. M. (2002). Chemistry and reaction of singlet oxygen
in foods. Comprehensive Reviews in Food Science and Food Safety, 1,
58–72. https://doi.org/10.1111/j.1541-4337.2002.tb00007.x Fang, T., Wu, X., Cao, W., Jia, G., Zhao, H., Chen, X., … Liu, G. (2017). Effects of dietary fiber on the antioxidant capacity, immune status,
and antioxidant-relative signaling molecular gene expression in rat
organs. Royal Science Chemistry Advances, 7(7), 19611–19620. https://
doi.org/10.1039/C7RA02464A Niki, E. (2015). Lipid oxidation in the skin. Free radical research, 49, 827–
834. https://doi.org/10.3109/10715762.2014.976213 Nimse, S. B., & Pal, D. (2015). Free radicals, natural antioxidants, and their
reaction mechanisms. Royal Science Chemistry Advances, 5, 27986–
28006. https://doi.org/10.1039/C4RA13315C Girotti, A. W. (1998). Lipid hydroperoxide generation, turnover, and effec-
tor action in biological systems. Journal of lipid research, 39, 1529–1542. Ruiz-González, R., Bresolí-Obach, R., Gulías, Ò., Agut, M., Savoie, H.,
Boyle, R. W., … Giuntini, F. (2017). NanoSOSG: A nanostructured
fluorescent probe for the detection of intracellular singlet oxygen. Angewandte Chemie International Edition, 56, 2885–2888. https://doi. org/10.1002/anie.201609050 Greer, A. (2006). Christopher Foote’s discovery of the role of singlet ox-
ygen [1O2 (1Δg)] in photosensitized oxidation reactions. Accounts of
chemical research, 39, 797–804. https://doi.org/10.1021/ar050191g Hajimohammadi, M., Schwarzinger, C., & Knör, G. (2012). Controlled
multistep oxidation of alcohols and aldehydes to carboxylic acids
using air, sunlight and a robust metalloporphyrin sensitizer with a
pH-switchable photoreactivity. Royal Science Chemistry Advances, 2,
3257–3260. https://doi.org/10.1039/C2RA01076C Terao, J., Minami, Y., & Bando, N. (2010). Singlet molecular oxygen-
quenching activity of carotenoids: Relevance to protection of the
skin from photoaging. Journal of Clinical Biochemistry and Nutrition,
48, 57–62. https://doi.org/10.1002/anie.201609050 Hamid, A. A., Aiyelaagbe, O. O., Usman, L. A., Ameen, O. M., & Lawal, A. (2010). Antioxidants: its medicinal and pharmacological applications. African Journal of pure and applied Chemistry, 4, 142–151. Toffoli, D. J., Gomes, L., Junior, N. D. V., & Courrol, L. C. (2008). Enhancement on the hypocrellin B singlet oxygen gener-
ation quantum yield in the presence of rare earth ions. AIP Conference Proceedings, 992, 1207–1212. https://doi. org/10.1063/1.2926819 Kligman, L. H. (1989). Prevention and repair of photoaging: Sunscreens
and retinoids. Cutis, 43, 458–465. Korytowski, W., Schmitt, J. C., & Girotti, A. W. (2010). Surprising Inability
of Singlet Oxygen-generated 6-Hydroperoxycholesterol to Induce
Damaging Free Radical Lipid Peroxidation in Cell Membranes. Photochemistry
and
photobiology,
86,
747–751. https://doi. org/10.1111/j.1751-1097.2010.00722.x How to cite this article: Hajimohammadi M, Nosrati P. How to cite this article: Hajimohammadi M, Nosrati P.
Scavenging effect of pasipay (passiflora incarnate L.) on singlet
oxygen generation and fatty acid photooxygenation. Food Sci
Nutr. 2018;6:1670–1675. https://doi.org/10.1002/fsn3.731 REFERENCES Scavenging effect of pasipay (passiflora incarnate L.) on singlet
oxygen generation and fatty acid photooxygenation. Food Sci
Nutr. 2018;6:1670–1675. https://doi.org/10.1002/fsn3.731 Koski, A., Psomiadou, E., Tsimidou, M., Hopia, A., Kefalas, P., Wähälä,
K., & Heinonen, M. (2002). Oxidative stability and minor constitu-
ents of virgin olive oil and cold-pressed rapeseed oil. European Food
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English
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Effects of throat sizing and gasification agents in a biomass downdraft gasifier: towards CO<sub>2</sub>-free syngas production
|
RSC advances
| 2,023
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cc-by
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1.
Introduction and also time consuming. Consequently, researchers are using
modelling to simulate and predict gasiers behaviour. Different
modelling tools are used in the gasication process varying
from equilibrium12,13 to kinetic,11,14–17 and Computational Fluid
Dynamics (CFD).10,18–20 1. The gradual use of fossil fuels for energy production is esca-
lating the negative impacts on the environment and climate
change due to CO2 production.1–3 The increased rate of deple-
tion of fossil fuels and the worlds' increased energy demands
are all leading to the focus on renewable energy sources. Biomass is a renewable and sustainable resource for energy and
has CO2 neutrality. Energy recovery from biomass could be done
through combustion, pyrolysis, and gasication.4–6 One of the
most promising ways for energy production from biomass is
gasication. It is estimated that 10% of energy production
around the world is met from biomass.7,8 y
(
)
Equilibrium12,13,21,22 and kineti15–17,23,24 models are widely
used in pyrolysis and gasication of biomass. However, there
are some limitations which restrict the applicability of both the
kinetic and equilibrium models. For example, gasier design is
a complex process affecting the production of syngas and tar
content. Kinetic models can only address chemical reactions
and rates which do not depend on the gasier geometry. A
robust modelling tool should also consider multiphase uid
dynamics, heat and mass transfer, and chemical transport. The
solid and gas phase reactions and their interactions cannot be
covered through kinetic models.9,25 To address all these factors,
CFD modelling techniques are strongly recommended.9,18 Designing
a
gasier
requires
complicated
steps
and
considers different aspects e.g., required thermal power, as well
as biomass type, size, moisture, and ash content. As a result, it
requires a time consuming experiment or a detailed numerical
modelling which proves its ability in the gasication process
simulation and design.9,11 Although experiments are effective
and reliable in designing a gasier, it is a costly, sometime risky CFD models are widely used in the process of gasication
inuenced with different chemical kinetics, and rates of reac-
tions. The approaches of variations are based on the gasier
geometry, design, feedstock, operating parameters, and gasi-
fying agent. RSC Advances 1
Introduction
Cite this: RSC Adv., 2023, 13, 10221
Received 2nd March 2023
Accepted 22nd March 2023
DOI: 10.1039/d3ra01408h
rsc.li/rsc-advances
PAPER
Article. Published on 04 April 2023. Downloaded on 10/24/2024 5:42:11 AM. his article is licensed under a Creative Commons Attribution 3.0 Unported Licence. View Article Online
View Journal | View Issue Open Access Article. Published on 04 April 2023. Downloaded on 10/24/2024 5:42:11 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Effects of throat sizing and gasification agents in
a biomass downdraft gasifier: towards CO2-free
syngas production Cite this: RSC Adv., 2023, 13, 10221 Ahmed M. Salem
*ac and Manosh C. Paulb The gasification process in a downdraft biomass gasifier is investigated using Computational Fluid Dynamics
(CFD). The aim is to develop a novel approach to reduce CO2 emissions from producer syngas while
increasing the higher heating value (HHV). To this end, the effects of varying the throat diameter of the
gasifier and gasifying media (air and oxygen) on the performance of gasification are investigated. The
results reveal that as the throat ratio decreases for oxy-gasification, more CO, H2, and CH4 are
produced, thus resulting in a HHV of 12.1 MJ Nm−3. For the same working conditions (ER, MC, and
feedstock), the suggested design/optimum throat ratio of 0.14 is found to reduce CO2 by ∼55%
compared to any other higher throat ratios, while simultaneously increasing HHV by ∼20% for both air
and oxy-gasification cases. Additionally, the suggested throat ratio increases the gasification efficiency,
carbon conversion and producer gas yield by 19%, 33%, and 22% respectively. Therefore, it shows
a significant potential for CO2-free syngas production in the gasification process, demonstrating
a promising technique that does not require any solvents, catalysts, absorbers, or additional CO2
removal. Lower throat ratios further favour the higher yield of syngas, HHV, gasification and conversion
efficiencies, with better gasifier performance. Received 2nd March 2023
Accepted 22nd March 2023
DOI: 10.1039/d3ra01408h
rsc.li/rsc-advances bSystems, Power & Energy Research Division, James Watt School of Engineering,
University of Glasgow, Glasgow, G12 8QQ, UK. E-mail: Manosh.Paul@glasgow.ac.uk
cMechanical Power Department, Faculty of Engineering, Tanta University, Tanta,
31521, Egypt. E-mail: Ahmed_salem@f-eng.tanta.edu.eg aSchool of Engineering and Physical Sciences, Heriot-Watt University, Edinburgh EH14
4AS, UK aSchool of Engineering and Physical Sciences, Heriot-Watt University, Edinburgh EH14
4AS, UK
bSystems, Power & Energy Research Division, James Watt School of Engineering,
University of Glasgow, Glasgow, G12 8QQ, UK. E-mail: Manosh.Paul@glasgow.ac.uk
cMechanical Power Department, Faculty of Engineering, Tanta University, Tanta,
31521, Egypt. E-mail: Ahmed_salem@f-eng.tanta.edu.eg Open Access Article. Published on 04 April 2023. Downloaded on 10/24/2024 5:42:11 AM.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Open Access Article. Published on 04 April 2023. Downloaded on 10/24/2024 5:42:11 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. The model built by Kumar and Paul,10 for a downdra
biomass gasier used ANSYS Fluent soware, and simulated
a 2D, 20 kW downdragasier. The four main gasication
zones were included in the model by the Euler–Lagrangian
discrete phase approach. The model was validated against the
experimental data and kinetic model of ref. 31. Additionally,
different feedstocks were used with different air equivalence
ratio (ER) to study the model sensitivity on the gasication
process. Although the model showed stable and reliable results,
it could not perform better under ERs below 0.35. Furthermore,
the model was converted to a 3D model using rubber wood as
a feedstock.18 The 3D model found a good agreement with the
previous experimental data at same working conditions. On the other hand, an experimental study was carried out by
Montuori et al.42 They studied the effect of the throat diameter
sizing on gasier performance, and the whole gasication plant
stability was coupled with an internal combustion engine. The
xed bed gasier performance was examined in conjunction
with syngas production and electricity generation. Air was used
as a gasifying medium with two throat diameters 7 and 10 cm. They reported that 10 cm throat diameter is the most conve-
nient for syngas production (31% increment), with the plant
electricity generation reaching 40%. While Gunarathne et al.43
experimentally examined the effect of changing three throat
diameters (125 mm, 150 mm and 175 mm) on downdra
gasier output. Gasier performance was reported by studying
the specic syngas production, conversion efficiency, and
heating value. They concluded that changing throat diameter
has no signicant effect on the producer gas composition. The
highest rate of gas production was observed at a throat diameter
of 175 mm, with ER being 0.425. Although previous studies
included the effect of throat ratio and nozzle's diameter/height
e.g. ref. 44, 41 and 45, the effect of changing gasifying medium
and throat ratio on gasier performance and CO2 emissions has
yet to be investigated. Additionally, all studies used air as
gasifying medium, and the main effect was on enrich hydrogen
production. Furthermore, throat ratios below 0.25 was not
examined in any of the mentioned studies. More details about CFD modelling within different gasiers
could be found in ref. 32, 33, 34, 35 and 36. 1.
Introduction Using the appropriate modelling techniques, CFD
models are expected to reduce the time to design a gasier and
predict gasication output of each experiment based on
a specic feedstock and working parameters.26 As a result, CFD
models are emerging as an effective method in the gasication
process simulation for different gasier types.26–28 RSC Adv., 2023, 13, 10221–10238 | 10221 © 2023 The Author(s). Published by the Royal Society of Chemistry Paper
View Article Online Paper
View Article Online View Article Online © 2023 The Author(s). Published by the Royal Society of Chemistry RSC Advances Furthermore, one of the key parameters during the design of
a gasier is the throat diameter. It has a great effect on the
producer gas composition, gasier power, and tar formation, as
shown in the kinetic model study of.31 Some CFD studies
focused on the effect of throat angle,37,38 while others studied
the effects of number and angle of nozzles e.g. (ref. 39 and 40). However, few numerical and experimental studies mentioned
the throat diameter effect on the gasication process. Pra-
sertcharoensuk et al.41 numerically studied the optimization
process of a 20 cm throat of a downdragasier using ANSYS
CFD. Producer gas composition and temperature distribution
were examined for different throat diameters. The modelling
results were validated against experimental results and found to
have a good agreement. Maximum value of H2 was found to be
31.2 vol%, and H2/Co ratio was found to be 1.25 at a throat
diameter of 0.4. They used the throat to gasier diameter ratio
varying from 0.25 to 0.5. However, the effect of reducing the
throat/gasier diameter below 0.25 was not examined. L. Yu et al.29 introduced a numerical model for coal gasi-
cation inside a uidized bed gasier. They combined Arrhenius
rate reactions for coal gasication with a kinetic theory of
granular ow (KTGF). Aer the validation of model against
experimental data, it was then used to study the effect of
changing gasier height on the syngas composition, velocity,
and temperature along the gasier bed. Whereas a detailed
model was built by Fletcher et al.30 using CFX4 package, for the
gasication of biomass in an entrained ow gasier. They used
Lagrangian approach in modelling the particles entering the
gasier, followed by volatiles release and gasication. The
concentrations of gas species are obtained by solving the
transport equations and heterogeneous reactions. Producer gas
composition with gasication temperature was presented at the
gasier outlet and found in a good agreement with experi-
mental results. RSC Advances
View Article Online Paper production of CO2 during the gasication process as possible
and this research addresses it. combustion zone. The nozzles (D = 1.6 cm each) are specied at
xed height (7.8 cm) above the throat diameter based on the
previous recommendations described in ref. 31. The feedstock
is fed from top while producer gas is derived from bottom as
showed in the gure. All the gasier dimensions are illustrated
in the gure based on the kinetic model predictions.31 The
model assumes all the char is consumed during the reduction/
gasication – the same assumption was made in the kinetic
model.31 In addition, the model is considering the following
assumptions:
Steady-state simulations. Uniform spherical particle size. Tar and other higher hydrocarbons are neglected in the
Table 2
Oxidation zone reactions
Reactions
A (1/s)
E (kJ mol−1)
Ref. 2C + O2 / 2CO
1.47 × 105
112.99
58
2H2 + O2 / 2H2O
2.2 × 109
109
59
CO + 0.5O2 / CO2
1.0 × 1010
126
59
CH4 + 2O2 / CO2 + 2H2O
4.4 × 1011
126
60
Table 3
Reduction zone reactions
Reactions
A (1/s)
E
(kJ mol−1)
Ref. C + CO2 / 2CO
8.268
188.2
58
0.5C + H2 / 0.5CH4
8.8894 × 10−6
67.16
58
C + H2O / CO + H2
42.5
142
58
CO + H2O / CO2 + H2
2.35 × 1010
288
61
CH4 + H2O / CO + 3H2
3 × 108
125
59
CO2 + H2 / CO + H2O
1.785 × 1012
326
61
Table 1
Feedstocks data used in validation and testing the model18,57
Ultimate analysis db%
Proximate analysis db%
C
H
O
N
S
Vol. FC
Ash
MC
Wood chips
54
6.0
40
0
0
70.0
20.0
0.338
7.36
Rubber wood
50.6
6.5
42
0.2
0.7
81.1
19.1
0.7
18.5 Table 1
Feedstocks data used in validation and testing the model18,57 To the best of authors' knowledge, previous studies, as per
the literature review presented above, do not adequately cover
throat sizing and its relationship with gasication processes
when combining with different gasifying mediums. Addition-
ally, the impact of varying agents, particularly oxy and oxy–air,
on the producer gas quality, yield, carbon conversion, and
gasication efficiency, and the subsequent heating value is not
fully explored. RSC Advances
View Article Online Furthermore, one of the major goals of this
paper, which addresses a crucial knowledge gap in the eld, is
to investigate the effect of modifying throat ratio and gasifying
agent on minimising carbon dioxide emissions while simulta-
neously boosting hydrogen yield. Open Access Article. Published on 04 April 2023. Downloaded on 10/24/2024 5:42:11 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Table 2
Oxidation zone reactions 2.
CFD model description All the gasier dimensions are illustrated
in the gure based on the kinetic model predictions.31 The
model assumes all the char is consumed during the reduction/
gasication – the same assumption was made in the kinetic
model.31 In addition, the model is considering the following
assumptions: Fig. 1
2D schematic of the proposed gasifier design. Steady-state simulations. Steady-state simulations. Uniform spherical particle size. Tar and other higher hydrocarbons are neglected in the
current model, for their complex formation and reaction rates. All reactions take place under atmospheric pressure. Turbulence intensity and hydraulic diameter where speci-
ed for all inlets/exits for uniform distribution of ow inside the
gasier. Two equations k-epsilon model is specied for turbulence. Open Access Article. Published on 04 April 2023. Downloaded on 10/24/2024 5:42:11 AM.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. However, most of
the previous works do not include oxy-gasication effect in CFD
modelling, and its effect on the gasier design and output. Hence, the main goal of the current research is to put more
focus on the effect of air and oxy-gasication towards improving
the yield of hydrogen enrich bio-syngas and how the gasica-
tion agent alternation further inuences the key design
parameter of a downdragasier i.e., the throat ratio (e.g.,
throat/gasier diameter). Consequently, their combined effects
on the overall gasier performance will be further examined
and explained. Couto et al.35 presented a 2D numerical model based on CFD
framework along with experiments to study the effect of using
oxygen enriched air on the process of biomass gasication. Eulerian–Eulerian approach was used in exchanging mass,
energy, and momentum. The model was validated against their
experimental data and found a good agreement. The inuence
of oxygen on steam to biomass ratio, syngas composition, and
temperature along gasier was examined. They found that N2
and H2 concentrations decrease as a function of oxygen content,
while CO2 concentrations were found to increase. They used
KTGF, DPM, and k-epsilon turbulent model in the simulation
process. However, they did not argue over the use of pure oxygen
on gasication performance and producer gas quality. Addi-
tionally, the study does not include any effect of gasier design
and geometry, as well as the corresponding impacts of using
different oxidizers. y
A gasication process produces gases (CO, CO2, CH4, H2, N2,
H2O), tar, and solid residues. The amount of CO2 produced
depends on the gasier type, feedstock, working conditions,
and gasifying medium. Depending on the gasifying medium,
the CO2 mol% of producer gas from steam, air, oxygen, and CO2
gasication produce (12–30)%, (15–38)%, (10–48)%, and (5–
15)% respectively.46–48 The US dep. Of Energy reported in 2018
that 64 commercial plants for CO2 removal/capture is associ-
ated with syngas production plants. The most widely used
technologies for removal are absorption-based (∼60%), fol-
lowed by cryogenics (18%), adsorbers (10%), and other tech-
nologies.49 However, such technologies are still developing and
cost intensive. Hence, it is better to focus on eliminating the © 2023 The Author(s). Published by the Royal Society of Chemistry 10222 | RSC Adv., 2023, 13, 10221–10238 RSC Advances
View Article Online 2.
CFD model description Table 3
Reduction zone reactions Table 3
Reduction zone reactions
Reactions
A (1/s)
E
(kJ mol−1)
Ref. C + CO2 / 2CO
8.268
188.2
58
0.5C + H2 / 0.5CH4
8.8894 × 10−6
67.16
58
C + H2O / CO + H2
42.5
142
58
CO + H2O / CO2 + H2
2.35 × 1010
288
61
CH4 + H2O / CO + 3H2
3 × 108
125
59
CO2 + H2 / CO + H2O
1.785 × 1012
326
61 The gasier design is based on the kinetic model developed by
the current authors31 in which a 20 kW downdrabiomass
gasier is modelled. The integrated model considers three
zones
–
drying
and
pyrolysis,
combustion,
followed
by
gasication/reduction as illustrated in Fig. 1. Each zone is
controlled by a set of detailed kinetic rate reactions used in
ANSYS 19.0 (Tables 2 and 3). Further details for the gasier
schematic diagram in Fig. 1, and its dimensions are fully
covered in ref. 9 and 31, and for brevity they are not repeated
here. A zoomed in section from the top right-hand side of the
gasier is also presented in Fig. 1 to illustrate the structural
mesh distribution created inside the gasier. Air or oxygen is
injected through the two nozzles at the gasier sides within the combustion zone. The nozzles (D = 1.6 cm each) are specied at
xed height (7.8 cm) above the throat diameter based on the
previous recommendations described in ref. 31. The feedstock
is fed from top while producer gas is derived from bottom as
showed in the gure. All the gasier dimensions are illustrated
in the gure based on the kinetic model predictions.31 The
model assumes all the char is consumed during the reduction/
gasication – the same assumption was made in the kinetic
model.31 In addition, the model is considering the following
assumptions: combustion zone. The nozzles (D = 1.6 cm each) are specied at
xed height (7.8 cm) above the throat diameter based on the
previous recommendations described in ref. 31. The feedstock
is fed from top while producer gas is derived from bottom as
showed in the gure. RSC Advances Paper Volatiles / x1CO + x2CO2 + x3CH4 + x4H2
(8) (8) a continuous phase of uid in which an interaction between the
particles takes place considering the mass and heat transfer
equations. The conservation equations of mass, momentum,
energy, and species transport are numerically solved under the
turbulent ow steady-state condition with a set of nite rate
kinetic reactions. These equations are presented as follows:50,51 Volatiles / x1CO + x2CO2 + x3CH4 + x4H2 Volatiles / x1CO + x2CO2 + x3CH4 + x4H2 The volatiles are composed of gases (CO, CO2, H2, and CH4)
and other HC components. The process of pyrolysis and
biomass
devolatilization
starts
aer
the
drying
process. Depending on its composition, biomass is decomposed into
volatiles, char, tar, and ash. The model carries out an elemental
mass balance for the volatiles to estimate its products. However, Mass conservation: Mass conservation: V$(r~v) = Sm
(1) V$(r~v) = Sm
(1) (1) V$(r~v) = Sm the CO concentrations are rst calculated using the model
proposed by56 which calculates the mass fraction of every
species based on the pyrolysis temperature. Momentum conservation: Momentum conservation: Eqn (8) describes the volatiles break-up based on the model
proposed by.56 The model is further implemented inside the
ANSYS directory to describe the species release during the
pyrolysis process (eqn (7), and (8)) based on the ultimate anal-
ysis of the feedstock. V$(r~v~v) = −V (s ̿) + r~g + F⃑ (2) Energy conservation: Energy conservation: V$
v!ðrE þ pÞ
¼ V$
leffVT
X
hjJj þ
seff
!$~v
þ Sh
(3) 2.5.
Convergence criteria (6) The set of models and solution methods, and residuals control
used are all concluded in Table 4. where i refers to different species in the simulation, Sct is the
turbulent Schmidt number and is represented by the ratio of
turbulent viscosity to eddy diffusivity, and Ri is the net rate of
the production of different species (i) by the chemical reactions. Two phase equations are solved numerically by an implicit
nite volume method in ANSYS. A pressure–velocity coupling
algorithm is used which solves the combined momentum and
pressure-based equations.51 A spatial discretization for pressure
is solved by PREssure STaggering Option (PRESTO) method
which gives better accuracy and conversion for volume of uids 2.4.
Char and gas phase reactions v
vxi
ðr3uiÞ ¼
v
vxj
m þ m
sk
þ ve
vxj
þ C13
3
k ðGk þ G33GbÞ
C23r 32
k þ S3 Tables 2 and 3 describe the different reactions used in the
current model based on the recommendations of ref. 13 and 20,
where A is the pre-exponential factor (1/s), and E is the activa-
tion energy in (kJ mol−1). The reactions represent the kinetic
rate reaction data which take place in the oxidation and
reduction zones. All the reactions are implemented inside the
ANSYS code, including the volatiles decomposition reactions
illustrated earlier. (5) where the parameters C13 = 1.44, C23 = 1.92, Sk = Se = 1, and Ym
= 0.09. Sm is the mass added to the phase (kg), hj is the enthalpy
of species (j), s̿ the stress tensor (pa), leffis the effective
conductivity, and 3 is the turbulent dissipation rate (m2 s−3). The species transport equation:52 The species transport equation:52 V$ðr~vYiÞ ¼ V$
rDi;m þ mt
Sct
VYi
þ Ri
(6) The turbulence k-epsilon RNG model is represented by The turbulence k-epsilon RNG model is represented by Two feedstocks are used in the current model for validation and
studying the effect of varying the throat diameter on the gasier
performance and species behaviour. v
vxi
ðr k uiÞ ¼
v
vxj
m þ m
sk
þ vk
vxj
þ Gk þ Gb r3 Ym þ Sk
(4)
v
vxi
ðr3uiÞ ¼
v
vxj
m þ m
sk
þ ve
vxj
þ C13
3
k ðGk þ G33GbÞ
C23r 32
k þ S3
(5) v
vxi
ðr k uiÞ ¼
v
vxj
m þ m
sk
þ vk
vxj
þ Gk þ Gb r3 Ym þ Sk
(4) (4) (4) Biomass / volatiles + moisture + tar + char + ash 2.1.
Governing equations Species transport model is used along with the discrete ordi-
nates (DO) radiation and k-epsilon turbulence models. Air and
biomass are fed at 600 K, and 300 K respectively. The feedstock
particles are modelled using a Lagrangian approach – discrete
phase model (DPM). DPM considers the particles trajectories as Fig. 1
2D schematic of the proposed gasifier design. RSC Adv., 2023, 13, 10221–10238 | 10223 © 2023 The Author(s). Published by the Royal Society of Chemistry © 2023 The Author(s). Published by the Royal Society of Chemistry Paper
View Article Online View Article Online 3.1.
Mesh independency test The mesh independency test is carried out using ve different
mesh sizes with cell numbers of 225 267, 201 593, 161 554, 74
360, and 57 456 respectively. The mole fraction of producer gas
composition and its heating value are illustrated in Fig. 2, where
air is used as a gasifying agent for wood chips gasication at ER
of 0.3, and at a throat diameter of 8.8 cm. The results of producer gas composition (mol%) and heating
value (MJ Nm−3) for wood gasication showed slight variations
in all the grid sizes used. The heating value of producer gas
exhibits similar results with variances of less than 0.5%,
demonstrating the consistency of the results throughout the
ve mesh sizes used. The mesh sizes higher than 74 360 cell
numbers, show no variations in gas composition and heating 3.
Results and discussions Besides the mesh independency test, which proves the model's
stability, validation against experimental results57 is performed. The validation is carried out with the same feedstock (wood
chips), ER (0.35), gasifying agent (air), and gasier design
(Tables 1 and 6). Additionally, rubber wood gasication is used
as second feedstock and the results are compared with experi-
mental data,15 and kinetic model results.31 Besides the mesh independency test, which proves the model's
stability, validation against experimental results57 is performed. Following the mesh resolution study, the model is validated
using data from a downdragasier with the same design and
working conditions. The effect of the throat/gasier ratio on the
producer gas heating value will be discussed, as well as process
optimization. The results will be divided into two main cate-
gories; air gasication followed by oxy-gasication effects. The validation is carried out with the same feedstock (wood
chips), ER (0.35), gasifying agent (air), and gasier design
(Tables 1 and 6). Additionally, rubber wood gasication is used
as second feedstock and the results are compared with experi-
mental data,15 and kinetic model results.31 The set of results illustrated by Fig. 3 shows the dry gas
composition at the gasier outlet for (A) wood chips, and (B)
rubber wood gasication. The results are validated under the
same working conditions (i.e., MC 7.36%, ER 0.35, and gasier
design) for wood pellets. On the other hand, rubber wood
gasication simulations are run under (MC 18.5%, and ER
0.326). The HHV variations for wood pellets and rubber wood
are (<3%, and <7%) respectively, while other gas species are
showing smaller variations. The model's ability to replicate the
process of gasication in downdragasiers is demonstrated
by a satisfactory agreement between the current model, kinetic
model, and the experimental data. Access Article. Published on 04 April 2023. Downloaded on 10/24/2024 5:42:11 AM.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. value, implying stability of the results predicted. However, the
higher grid size is a time intensive process and that requires
higher computational cost. As a result, the mesh size of 74 360 is
selected for the rest of the simulations carried out in this study. (VOF), and multi-phase modelling. Upwind scheme is used for
solving the energy, momentum, and gas species discretization. Other boundary conditions are specied in Table 5. 2.2.
Devolatilization and biomass decomposition Default drying model within the ANSYS directory51 is the Lee
model53 which predicts the moisture evaporation and drying
model for mixtures. It is applicable and shows good stability for
the VOF multi-phase, and Euler–Lagrangian models. Conse-
quently, it will be used in the current simulation. Table 4
Solution methods followed in the CFD modelling Euler–Lagrangian
Turbulence: k-epsilon 2 equations
Species transport for nite rate/Eddy
transport kinetic model
Radiation: discrete ordinates
Intensity and hydraulic diameter specication
Pressure–velocity coupling, coupled
Pressure discretization scheme, PRESTO
Momentum and energy; 2nd order
upwind discretization scheme
10−3 for all variables, for energy and
radiation 10−6 Phases
Models
included The process of gasication is composed of four main steps. Drying, followed by pyrolysis and volatiles break-up, combus-
tion, and gasication/reduction. The heat released during the
combustion process drives the biomass drying and decompo-
sition in the pyrolysis zone. Aer drying, the biomass rst
decomposes into volatiles and char, followed by further
decomposition to form char and volatiles as illustrated by eqn
(7) and (8).54,55 (7) 10224 | RSC Adv., 2023, 13, 10221–10238 © 2023 The Author(s). Published by the Royal Society of Chemistry Paper Table 5
Boundary conditions used in the model
Inlet
Mass ow inlets for air nozzles and biomass feed
Always supposed as normal to boundary
Outlet
Two exits for syngas zero-gauge pressure
Back ow temperature was assumed 1000 K
Walls
Stationary walls
Turbulence
For assuring fully developed ows for
air and biomass feeding, the turbulence
is identied by the intensity and hydraulic diameter Table 5
Boundary conditions used in the model
Inlet
Mass ow inlets for air nozzles and biomass feed
Always supposed as normal to boundary
Outlet
Two exits for syngas zero-gauge pressure
Back ow temperature was assumed 1000 K
Walls
Stationary walls
Turbulence
For assuring fully developed ows for
air and biomass feeding, the turbulence
is identied by the intensity and hydraulic diameter Table 6
Gasifier design for current model and experimental data for
validation Table 5
Boundary conditions used in the model Table 6
Gasifier design for current model and experimental data for
validation
Gasier design
Current model
Experiment57
Height, cm
90
91.7
External diameter, cm
21.8
21.9
Throat diameter, cm
8.8
8.8
Throat/gasier D ratio, r
0.4
0.4 3.3.
Air gasication The effect of changing the throat ratio when using air as
a gasication medium is investigated. The production of Fig. 2
Producer gas composition at different cell numbers. © 2023 The Author(s) Published by the Royal Society of Chemistry
RSC Adv 2023 13 10221–10238 | 10225 Fig. 2
Producer gas composition at different cell numbers. © 2023 The Author(s). Published by the Royal Society of Chemistry © 2023 The Author(s). Published by the Royal Society of Chemistry RSC Adv., 2023, 13, 10221–10238 | 10225 Paper
View Article Online Paper
View Article Online RSC Advances Fig. 3
Current model validation for (A) wood pellets,57 and (B) rubber wood.15
Article. Published on 04 April 2023. Downloaded on 10/24/2024 5:42:11 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Open Access Article. Published on 04 April 2023. Downloaded on 10/24/2024 5:42:11 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Fig. 3
Current model validation for (A) wood pellets,57 and (B) rubber wood.15 a good agreement with55,62,63 as well as the results derived from
the kinetic model.31 syngas, its heating value, velocity, and temperature distribu-
tions, as well as the composition of H2, CO, and CO2 at the
producer is further illustrated. Decreasing the throat diameter results in a gradual increase
in the temperature inside the gasier. This is clearly because of
more throttling at the end of combustion zone which results in
a longer residence time and higher turbulence (Fig. 4b), which
in turn increasing the temperature. The volume of combustion
zone has changed slightly because of the throttling effect. However, the model considers xed owrate of biomass and
gasifying medium, which ensures the same owrate inside the
gasier in all cases of changing throat size. As a result, when
throat diameter is decreased, this led to an increase in turbu-
lence, and residence time, and consequently, favours the
oxidation reactions. Higher residence time and turbulence also
encourage the combustion reactions (exothermic), leading to an
increase in temperature and consumption of H2 which will be
explored in more detail in the next sections. Also, as discussed
that decreasing throat ratio leads to more turbulence inside the
gasier and within the combustion zone, which causes higher
temperatures and velocity (Fig. 4b). Maximum velocity within
the range of 1–1.2 m s−1 is achieved around the exit nozzles and
at the throat area. 3.3.1. © 2023 The Author(s). Published by the Royal Society of Chemistry 3.3.
Air gasication Throat diameter effect on air gasication process. Gasier throat diameter is expected to affect the reactions and
residence time inside the gasier. As a result, it needs a careful
consideration when designing a gasier. A new dimensionless
parameter, so called a throat ratio r is generated to simplify the
procedure, where r is the ratio between the throat diameter and
the gasier diameter (also known as the re box/pyrolysis
diameter). Four different values for r will be used in the
current study (0.4, 0.28, 0.23, and 0.14) to evaluate the effect of
throat on the gasier performance and syngas production. 3.3.2. Temperature and velocity distributions. Fig. 4 illus-
trates the effect of changing throat ratio on the distribution of
temperature (a), velocity (b), and turbulent kinetic energy (c)
along the gasier. Rubber wood is used with an ER of 0.3 and air
as the gasifying medium. The default throat diameter based on
the kinetic model31 predictions is 6.2 cm, and the gasier
diameter is 21.8 cm. Maximum temperatures around the
nozzles (ignition temperature) are ∼2300 K, while at the
centreline/centre zone of the gasier ∼1650 K at the smallest
throat ratio of 0.14 examined. For the design case, the
maximum temperature along centreline is ∼1300 K which is in The set of results illustrated in Fig. 4c depicts the turbulence
kinetic energy associated with air gasication at different throat © 2023 The Author(s). Published by the Royal Society of Chemistry 10226 | RSC Adv., 2023, 13, 10221–10238 RSC Advances
View Article Online RSC Advances
View Article Online Paper an turbulent kinetic energy per unit mass
mass starts at the pyrolysis then decrease
of static temperature (a), velocity (b), and turbulent kinetic energy (c) along gasifier for air gasificatio Open Access Article. Published on 04 April 2023. Downloaded on 10/24/2024 5:42:11 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Fig. 4
Contours of static temperature (a), velocity (b), and turbulent kinetic energy (c) along gasifier for air gasification at different throat
diameters rs of static temperature (a), velocity (b), and turbulent kinetic energy (c) along gasifier for air gasification Fig. 4
Contours of static temperature (a), velocity (b), and turbulent kinetic energy (c) along gasifier for air gasification at different throat
diameters. ratios. The mean turbulent kinetic energy per unit mass
generated during the gasication process shows higher values
for the smallest throat diameters. 3.3.
Air gasication More turbulence per unit mass starts at the pyrolysis then decrease along the gasier
height. As shown previously in Fig. 4c, higher velocities are
formed
around
the
air
nozzles
and
the
syngas
exits. © 2023 The Author(s). Published by the Royal Society of Chemistry RSC Adv., 2023, 13, 10221–10238 | 10227 Paper
View Article Online View Article Online View Article Online Paper
rticle Online RSC Advances Paper Additionally, for smaller throat ratios, higher turbulence and
velocity are found. This is because of the higher residence time
due to throttling and more ability for reactions to place. On the
other hand, throttling generates higher velocities, and hence,
higher turbulence. reactions take place between the gasier heights of 40–60 cm. These reactions are exothermic, generating heat for the whole
gasication process consisting of drying, pyrolysis decomposi-
tion, and gasication reactions. As a result, the combustion
zone inside the gasier has higher temperatures (Fig. 4). Higher
reaction rates are found for CO, followed by H2, and CH4
respectively. This is because of increased activity of CO and H2,
and thus larger amounts are produced during pyrolysis
compared to CH4. reactions take place between the gasier heights of 40–60 cm. These reactions are exothermic, generating heat for the whole
gasication process consisting of drying, pyrolysis decomposi-
tion, and gasication reactions. As a result, the combustion
zone inside the gasier has higher temperatures (Fig. 4). Higher
reaction rates are found for CO, followed by H2, and CH4
respectively. This is because of increased activity of CO and H2,
and thus larger amounts are produced during pyrolysis
compared to CH4. 3.3.3. Producer gas composition and heating value. As
illustrated in Fig. 5, the volatile break-up process starts slightly
below the top of the gasier, i.e., the pyrolysis zone. While at
a height of 45 cm of the gasier, all the volatiles tend to be fully
decomposed and converted to other compounds in the
combustion and gasication zones. The volatiles are converted
into tar, char, and gases. The combustion rate of different gases
is taking place at the combustion zone where it meets the
oxidant (air) as illustrated clearly in the gure. The reaction
rates in (kmol m−3 s−1) for CO, H2, and CH4 combustion for
wood gasication at ER 0.3 is discussed. The combustion The results shown in Fig. 6 depict the volumetric gas
composition of the producer gas at different throat ratios. 10228 | RSC Adv., 2023, 13, 10221–10238 3.3.
Air gasication The
throat ratio is set to r = 0.28 by default; however, increasing the
throat does not signicantly affect the producer syngas
composition or heating value. In contrast, decreasing the throat
diameter leads to an increase in the producer gas heating value. This is because a smaller throat diameter induces more Fig. 5
Volatiles decomposition and combustion reactions rate along gasifier. Fig. 6
Producer gas compositions at different throat ratios (r) for air gasification. 10228 | RSC Adv., 2023, 13, 10221–10238
© 2023 The Author(s). Published by the Royal Society of Chemistry
Open Access Article. Published on 04 April 2023. Downloaded on
This article is licensed under a Creative Commons A Open Access Article. Published on 04 April 2023. Downloaded
This article is licensed under a Creative Commons Fig. 5
Volatiles decomposition and combustion reactions rate along gasifier. Fig. 6
Producer gas compositions at different throat ratios (r) for air gasification. Fig. 6
Producer gas compositions at different throat ratios (r) for air gasification. Fig. 6
Producer gas compositions at different throat ratios (r) for air gasification. 10228 | RSC Adv., 2023, 13, 10221–10238 10228 | RSC Adv., 2023, 13, 10221–10238 © 2023 The Author(s). Published by the Royal Society of Chemistry © 2023 The Author(s). Published by the Royal Society of Chemistry RSC Advances
View Article Online RSC Advances
View Article Online Paper throttling in the combustion area and increases residence time,
which encourages heterogeneous combustion reactions (Fig. 5). This
subsequently
led
to
enhanced
gasication
process,
resulting in an increase in CO, CH4. The boudouard, metha-
nation and other reduction zone reactions are more likely to
occur due to the rising temperature, resulting to consumption
of CO2, and consequently, an increase in CO, and CH4, as shown
in Fig. 6. Furthermore, the nitrogen concentration drops
slightly, while the heating value tends to increase while reducing the throat ratio, again due to increase in the syngas
composition. Optimum throat diameter is observed with high-
est values of CO, CH4, and H2, and low CO2 concentrations (i.e.,
the r = 0.14). As previously illustrated in Fig. 4, the smaller
throat ratios lead to high residence time, and turbulence inside
the gasier. Consequently, more consumption for hydrogen as
seen in Fig. 6. However, the decrease in H2 is ∼13% when using
r = 0.14. © 2023 The Author(s). Published by the Royal Society of Chemistry RSC Advances Paper (0.28). As a result, optimum throat diameters (r = 0.14) produce
heating values ∼15% higher than other cases. (0.28). As a result, optimum throat diameters (r = 0.14) produce
heating values ∼15% higher than other cases. achieves higher temperatures because of the absence of
nitrogen. As a result, fuel consumption is reduced, and higher
ame temperature is achieved. On the other hand, the velocity distribution inside the
gasier with oxy-gasication reaches a maximum of 0.4 m s−1,
compared to 1.2 m s−1 with air gasication. As discussed earlier,
for the same ER, a lower amount of oxygen is required to gasify
the same amount of biomass. As a result, with the same throat
diameter, smaller ow rates are achieved, resulting in lower
velocities inside the gasier. 3.3.
Air gasication On the other hand, there is increase in CO production
by ∼43% when using r = 0.14 rather than default throat ratio of CO2, and consequently, an increase in CO, and CH4, as shown
in Fig. 6. Furthermore, the nitrogen concentration drops
slightly, while the heating value tends to increase while
seen in Fig. 6. However, the decrease in H2 is ∼13%
r = 0.14. On the other hand, there is increase in CO
by ∼43% when using r = 0.14 rather than default
Fig. 7
Contours of static temperature (top) and velocity along gasifier, (K) for oxygen at different throat diameters. © 2023 The Author(s). Published by the Royal Society of Chemistry
RSC Adv., 2023, 13, 10221–1
Open Access Article. Published on 04 April 2023. Downloaded on 10/24/2024 5:42:11 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Open Access Article. Published on 04 April 2023. Downloaded on 10/24/2024 5:42:11 A
This article is licensed under a Creative Commons Attribution 3.0 Unporte Fig. 7
Contours of static temperature (top) and velocity along gasifier, (K) for oxygen at different throat diameters. Contours of static temperature (top) and velocity along gasifier, (K) for oxygen at different throat diameters. RSC Adv., 2023, 13, 10221–10238 | 10229 © 2023 The Author(s). Published by the Royal Society of Chemistry View Article Online View Article Online RSC Advances © 2023 The Author(s). Published by the Royal Society of Chemistry 3.4.
Oxy-gasication 3.4.1. Temperature
and
velocity
distributions. Fig. 7
depicts the temperature and velocity distribution along the
gasier when oxygen is used instead of air as the gasifying
medium. Rubber wood is used at ER of 0.3, and an MC of 18.5%. All simulations are run under the same conditions for easier
comparisons and optimum results. The temperature reached
their highest level at 2400–3700 K near the oxygen injection
points (nozzles). Temperature inside the gasier rises while the
throat diameter decreases, as expected, and already discussed
with air gasication. It also exhibits temperature variations
along the gasier centreline from (1300–1700) K, and around
1050 K at the gasier exit, which is consistent with experimental
data in ref. 35. Furthermore, as previously discussed with air
gasication, reducing throat leads to higher residence time,
turbulence, and oxidation inside the gasier, resulting in
a temperature increase. Compared to air, oxy-gasication 3.4.2. Producer gas composition. Fig. 8a illustrates the
volumetric concentration of syngas species on a dry basis at the
gasier exit. In the absence of nitrogen, higher concentrations
of syngas species are found, and hence resulting in a higher
heating value for the producer gas. At the same working
conditions of biomass, ER, and MC, the heating value is ex-
pected to be two times higher than that of air-gasication,
which is in strong agreement with the results derived from
previous research.64–66 Reduction in the throat ratio leads to an increase in the
producer gas heating value. This is because of throttling, Fig. 8
Producer gas volumetric composition (a: dry, and b: wet basis) at different throat ratios for oxy-gasification. Producer gas volumetric composition (a: dry, and b: wet basis) at different throat ratios for oxy-gasification. Fig. 8
Producer gas volumetric composition (a: dry, and b: wet basis) at different throat ratios for oxy-gasification. 10230 | RSC Adv., 2023, 13, 10221–10238 © 2023 The Author(s). Published by the Royal Society of Chemistry © 2023 The Author(s). Published by the Royal Society of Chemistry RSC Advances
View Article Online RSC Advances
View Article Online Paper causing turbulence and higher temperature and residence time
inside the gasier, further leading to an increase in the gasi-
cation reaction rates with higher CO and lower CO2 concen-
trations. Higher concentrations of CO are due to increased rates
of Boudouard reaction which consumes CO2 as noticed in the
results. 3.4.
Oxy-gasication Slight differences in heating value were found while
changing the throat ratio. The ndings are matching with the
same results from air gasication. Optimum throat ratio of (r =
0.14) leads to the higher production of CO, leading to increase
the values of HHV to the maximum of 12.1 MJ Nm−3. effects are found during air and oxy-gasication. Additionally,
the continuous consumption of H2, CH4 is also leading to H2O
formation as illustrated by Fig. 8b referring to the above-
mentioned discussions and also as seen from the reactions at
(Tables 2 and 3). © 2023 The Author(s). Published by the Royal Society of Chemistry 3.5.
Towards CO2 free gasication Published by the Royal Society of Chemistry RSC Adv., 2023, 13, 10221–10238 | 10231 View Article Online RSC Advances Paper increase in CO leads to a higher increase in the heating value of
the produced gas. This is due to the fact that the ratio of CO
increase is higher than H2 reduction, since it relies on CO2
consumption as previously shown in Fig. 9. the heating value of producer gas. For a throat ratio of 0.14, the
heating value was found to increase by ∼(6–14%) than default
throat ratio. Hence, throat sizing seems to be a very promising
option for eliminating CO2 emissions within the process gasi-
cation. Although the study was aiming to produce CO2-free
syngas, the massive reduction in the produced values (i.e.,
∼52% reduction) without the further use of solvents, catalysts,
or another means of CO2 capture is encouraging and offers
a major improvement in the gasication process. Fig. 10 illustrates the producer gas composition at different
ER for the air, and oxy gasication at the same working condi-
tions. Rubber wood is used as feedstock at ER of 0.2, 0.25, 0.3,
and 0.35, for the same throat ratio (0.14). One of main aims of
the current study is reducing/eliminating the production of N2,
and CO2. As shown in the gure, air gasication produces
higher amounts of N2 (40–45) mol% because of its higher
nitrogen content. On the other hand, oxy-gasication shows
zero content of N2. This is clearly because it does not have any
content of N2. Throat ratio change has no effect on N2
production because it only changes with the amount of air
injected (i.e., the equivalence ratio) as seen in Fig. 6. While reducing the throat ratio, the results in both the cases
(air and oxygen) follow the same behaviour of increasing CO,
and a decrease of H2. An increase of CO production was found
to be up to 43% for both air and oxy-gasication, while for the
same throat decrease, the H2 values are found to drop by (15–
19%). As previously discussed, one of the main aims of the
current study is the decrease of CO2. As a result, an increase in
CO was found, because of the continuous use of CO2 in the
boudouard
and
the
methanation
reactions. 3.5.
Towards CO2 free gasication Sensitivity analysis is carried out to further study the effects of
changing ER on both the syngas production (HHV) and CO2
emissions. Air and oxygen are used as gasifying medium while
rubber wood is the feedstock. A xed (the smallest) throat ratio
(r = 0.14) is used because it proves to give higher heating values
with lower CO2 production e.g., see Fig. 6 and 8. On the other hand, reversed steam reforming (CO2 + H2 CO
+ H2O) which has the highest activation energy, and pre-
exponential factor (Table 3) leads to more consumption of
H2 due to the higher temperatures (for lower throat ratios). As
a result, lower H2 concentrations are found with low throat
ratios. On the other hand, although higher temperature
favours higher formation of CH4 through methanation and
reforming reactions, CH4 concentration drops because of
lower throat ratios (Fig. 6 and 8). This is further inuenced by
the higher reaction rates of reversed steam reforming and
methane reforming reactions resulted in more CO with
consumption of CH4. Additionally, this favours the formation
of CO2. However, in the presence of char and higher temper-
atures, CO is formed through the boudouard reaction. Same Fig. 9 illustrates the effect of throat sizing on the H2, CO, CO2
produced during the gasication process, and the correspond-
ing heating value, where the default value of throat ratio r =
0.28. For air, and oxy-gasication, throat ratio of (r = 0.14) leads
to (∼52%) reduction in CO2 production. The reduction in CO2
amount is because of the previous discussions showing that
small throat leads higher temperatures, higher residence time,
and hence encourage the heterogenous reactions to take place
(Fig. 4, 5, and 7). As a result, the methanation, and boudouard
reactions are taking place and consuming more CO2. Thus,
higher CO production is also achieved resulting in increasing Fig. 9
Effect of throat sizing on CO2, HHV, H2, and CO for air, and oxy-gasification. Fig. 9
Effect of throat sizing on CO2, HHV, H2, and CO for air, and oxy-gasification. Fig. 9
Effect of throat sizing on CO2, HHV, H2, and CO for air, and oxy-gasification. © 2023 The Author(s). Published by the Royal Society of Chemistry © 2023 The Author(s). 3.5.
Towards CO2 free gasication The aforementioned factors
are all affecting the yield of produced gas as illustrated by Fig. 11. Air has higher yield than oxy-gasication – although same ER –
nitrogen content in the air tends to feed higher amounts of air
than oxygen as a feeding medium for the same working condi-
tions. As a result, this tends to increase the gasication efficiency
for the same feedstock (eqn (11)). Lower throat ratios tend to produce higher velocities,
temperatures, and heating values for produced gas as previously
illustrated. As a result, this effect leads to higher velocities near
the exit of the gasier, and volume owrate for the producer gas,
and correspondingly higher yield. On the other hand, lower
throat ratios are found to produce higher syngas composition,
which in turn favours higher heating values resulting in higher
gasication efficiencies. As previously suggested in Fig. 6 and 8,
and in the current gure, the optimum throat ratio is r = 0.14. At r = 0.14, the gasication efficiency increased that the base
design case (r = 0.28) by 32, 37% for oxy, and air gasication
respectively. While the producer gas yield is found to increase at
the optimum throat ratio than the base case by 22, 19% for oxy,
and air gasication respectively. Air and oxy-gasication
producer gas yield are ranging between (1.9–2.4), and (0.88–
1.1) Nm3 kg−1 of biomass respectively. Additionally, the gasi-
cation efficiency ranges between (54–79)%, and (45–68)% for air
and oxy-gasication respectively. The results meet fair agree-
ment with literature data of ref. 68, 69, and 70. The research also aims to increase the amounts of H2 and
CH4 which in turn increase the heating value as shown in the
gure. Lower heating values with lower syngas composition is
noted for air compared to oxygen gasication. This is because of
the N2 dilution in air gasication (∼50%). On the other hand,
oxygen tends to increase the production of CO, H2, and CH4 as
shown in the gure. The smallest throat ratio, with lower ER of
0.2, leads to the highest amounts produced from CO, H2, and
CH4 which increase the heating value to the maximum 12.7 MJ
Nm−3. As discussed earlier, decreasing the throat ratio, leads to
higher residence time, higher temperature, better mixing, and
turbulence. All the previous mentioned factors lead to higher
production of CO, H2, and CH4 which further increases the
heating value. 3.5.
Towards CO2 free gasication Also,
H2
is
consumed because of higher residence time and in the presence
of CO2 to be further converted into CO (CO2 + H2 / CO + H2O). Consequently, this affects the concentration of other species
leading to decrease of H2. Although H2 is decreasing, the While varying the throat ratio, the amounts of CO2 produc-
tion show similar amounts for both air and oxygen. However, it
shows small amounts of CO2 during air gasication (CO2 ∼5.7–
6 mol%). This is mainly due to the throttling which tends to
increase the residence time inside the gasier, temperature Fig. 10
Effect of changing ER on syngas production for (a) air, and (b) oxy-gasification. This article is licensed under a Fig. 10
Effect of changing ER on syngas production for (a) air, and (b) oxy-gasification. Fig. 10
Effect of changing ER on syngas production for (a) air, and (b) oxy-gasification. 10232 | RSC Adv., 2023, 13, 10221–10238 © 2023 The Author(s). Published by the Royal Society of Chemistry © 2023 The Author(s). Published by the Royal Society of Chemistry RSC Advances Paper (Fig. 7) and gives the opportunity to boudouard reaction to take
place, and more CO2 consumption. the corresponding heating value for air and oxy-gasication. However, a full understanding of the process should include
the yield of produced gas and the gasication efficiency for full
understanding of the whole process. Gasication efficiency is
calculated as follows:38 the corresponding heating value for air and oxy-gasication. However, a full understanding of the process should include
the yield of produced gas and the gasication efficiency for full
understanding of the whole process. Gasication efficiency is
calculated as follows:38 p
p
Fig. 10b also shows the same effect of CO2 reduction while
reducing the ER and using smaller throat ratio. However,
oxygen tends to produce more CO2 than air gasication for the
same working parameters (ER, Feedstock, and throat ratio). Nitrogen free gasifying mediums (oxygen) tends to produce
higher concentrations of other components. As a result, higher
CO2 production than air gasication. Additionally, slight
changes in all gas composition and the corresponding heating
value were reported in this case (r = 0.14), irrespective to the
change of ER. For the same ER, the change of r from 0.28 to 0.14
results in increase in CO and HHV by 41% and 8% respectively,
while reducing CO2 and H2 concentrations by 53% and 16%
respectively. 3.5.
Towards CO2 free gasication This in general tends to increase HHV, though H2
concentration is decreasing. As a result, the throat change has
an effect on increasing syngas heating value and reducing CO2
emissions. Lower ER tends to produce more CO, H2, CH4,
resulting in higher HHV. However, particular to note for the
lower throat ratio of 0.14 that ER effect is found to be small
(Fig. 10b). This is because of the throttling effect which
consumes higher amounts of CO2, H2, and CH4 resulting in
higher production of CO as previously illustrated in Fig. 6 and 8. Nevertheless, this effect was not clear in air gasication because
of the nitrogen dilution in the gasifying medium. However, in
oxy-gasication, since the optimal condition was achieved at r =
0.14, the maximum production of CO with lowest amounts of
CO2 was achieved (regardless of ER change). Moreover, lower
throat ratio is associated with higher combustion and gasi-
cation temperatures, and reaction rates (Fig. 7) even at lower
ER, which favours the CO formation and results in HHV
increase as ER increases from 0.2 to 0.35 and results in decrease
of CO,H2, and HHV by 3.5%, 7.5%, and 7.3% respectively. Simultaneously, this results in CO2 reduction by 11%. hth ¼ GpQg
Qb
;
(9) (9) where Qg is the syngas LHV in (MJ Nm−3), Gp is the produced
gas yield in Nm3 kg−1, and Qb is the biomass LHV in MJ kg−1
and estimated as following.68 Qb = 0.339 C + 1.029 H + 0.109 S −0.112 O −0.025 W
(10)
Qg = 0.126 CO + 0.108 H2 + 0.358 CH4
(11) (11) where C, H, O, S are the elemental composition of the feedstock,
and W is the moisture content. While CO, H2, and CH4 are the
volume fraction of different species in the producer gas. The results illustrated by Fig. 11 depict the effect of changing
throat ratio on the producer gas yield, and the gasication effi-
ciency for rubber wood at xed ER = 0.3, and MC 18.5%. Under
a certain ER, the model uses xed owrate of biomass and
gasifying medium no matter the throat ratio changes, resulting in
the same owrate for all cases. However, the throat ratio changes
lead to a change in temperature, velocity, and different gas
species concentrations, and the corresponding heating value of
the produced gas (Fig. 4, 6, 7, and 8). 3.5.
Towards CO2 free gasication Furthermore, the highest heating value in the
current work is obviously higher than previous works using oxy-
gasication e.g. ref. 67 (10.1 MJ Nm−3), ref. 41 (10.12 MJ Nm−3)
and ref. 61 (11 MJ Nm−3). This is because of the effect of throat
ratio on the gasication process. 3.7.
Carbon conversion The throat diameter change has a great impact on the producer
gas quality (Fig. 6, 8, and 10) including gas composition, and Carbon is the main component during the process gasication. As a result, the carbon conversion from the biomass to the © 2023 The Author(s). Published by the Royal Society of Chemistry RSC Adv., 2023, 13, 10221–10238 | 10233 RSC Advances Fig. 11
Producer gas yield (a), and gasification efficiency (b) for air and oxy-gasification. n Access Article. Published on 04 April 2023. Downloaded on 10/24/2024 5:42:11 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. ucer gas yield (a), and gasification efficiency (b) for air and oxy-gasification. Open Access Article. Published on 04 April 2023. Downloaded on 10/24/2024 5:42:11 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Fig. 11
Producer gas yield (a), and gasification efficiency (b) for air and oxy-gasification. product gas is represented by carbon conversion efficiency hcc. Carbon conversion efficiency is the proportion of converted
carbon into gases (in producer gas) to the total amount of
carbon in the feedstock and is estimated from ref. 71 and 72 as
following. this tends to increase the conversion of carbon during air
gasication. Lower throat ratios are associated with higher amount of
carbon fraction in producer gas (Fig. 6 and 8) and higher yield of
syngas, resulting in higher carbon conversion than higher
throat ratios. The carbon conversion during air and oxy-
gasication is ranging between (71–98), and (55–82)% respec-
tively. For the optimum throat ratio, carbon conversion is
higher than the design/base case by 28.8, and 33% for air, and
oxy-gasication respectively. This nds a strong agreement with
previous works of ref. 71, 72, 73. hcc ¼ 12 ðCO þ CO2 þ CH4Þ Gp
22:4 C
100
(12) (12) where CO, CO2, CH4 are the volume concentrations of different
species in the producer gas, C is the carbon concentration in the
feedstock, and Gp is the yield of producer gas. Fig. 12 represents the carbon conversion efficiency during
rubber wood gasication. Air and oxygen are used as gasifying
mediums under the same working conditions of ER = 0.3, and
MC = 18.5%. Fixed working parameters are used for easier
comparison between air and oxy-gasication, and during throat
ratio change. Air yields higher conversion efficiencies than
oxygen under all cases. © 2023 The Author(s). Published by the Royal Society of Chemistry Nomenclature
Upper case letters A
Pre-exponential factor, (units vary)
D
Diameter (m)
Di,m Mass diffusion coefficient for species i in the mixture
DT,i
Thermal diffusion coefficient for species i
Dt
Turbulent diffusivity
E
Energy, (kJ mol−1)
Fi
External body forces, (N)
Gb
Turbulence kinetic energy due to buoyancy
Gk
Turbulence kinetic energy due to the mean velocity
gradients
H
Enthalpy, (kJ mol−1)
I
Unit tensor
Ji
Diffusion ux of species i
K
Kinetic constant, (s−1)
M
Molecular mass, (kg mol−1)
P
Pressure, (Pa)
R
Net rate of formation, (mol m−3 s−1)
Re
Reynolds number
Ri
Net rate of production of species i by chemical reaction
Sk
Source terms for the kinetic energy
St
Mass added to the continuous phase from the dispersed
phase
S3
Source terms for rate of dissipation
Sct
Schmidt number for turbulent ow
T
Temperature, (K)
TR
Temperature of radiation (K)
V
Volume (m3)
Yi
Mass fraction of species i
YM
Contribution of the uctuating dilatation in compressible
turbulence to the overall dissipation rate Open Access Article. Published on 04 April 2023. Downloaded on 10/24/2024 5:4
This article is licensed under a Creative Commons Attribution 3.0 U Fig. 12
Carbon conversion efficiency for air and oxy-gasification. sizing is applicable in any downdraor updrasystem and
independent on gasier size/capacity. downdrabiomass gasier (small industrial scale). However,
the results derived from the model are applicable in both small
and large industrial scales. The dry gas composition results are
based on specic working conditions (ER, MC, feedstock)
regardless of gasier scale (Fig. 6 and 8). Additionally, the
results represented in (Fig. 11, and 12) for gasier performance
are independent of the gasier capacity since gas yield (Nm3 per
kg of biomass), and the efficiencies in %. As a result, the nd-
ings represented by the current research could be applied in
different scales of gasiers and for multiple applications. © 2023 The Author(s). Published by the Royal Society of Chemistry 3.7.
Carbon conversion Although carbon fraction in producer
gas (CO + CO2 + CH4) is higher during oxy-gasication, but the
yield of producer gas during air gasication is more than double
oxy-gasication during same conditions (Fig. 11). As a result, The unit cost of natural gas was reported to be around 1–3
US$ per GJ.74,75 On the other hand, for the syngas produced by
oxy-gasication, the unit cost is estimated to be 2.0 US$ per GJ. However, this requires a detailed economic study to evaluate the
exact cost of the syngas based on feedstock, gasifying agent,
technology, and maintenance. As a result, lower throat ratios
are effective in reducing CO2 emissions, boosting gasier
performance, increasing syngas yield, HHV, gasication effi-
ciency, and achieves higher carbon conversion during the
process gasication. The gasier model is based on a 20 kW © 2023 The Author(s). Published by the Royal Society of Chemistry 10234 | RSC Adv., 2023, 13, 10221–10238 RSC Advances
View Article Online Paper Fig. 12
Carbon conversion efficiency for air and oxy-gasification. Fi
12
C
b
i
ffii
f
i
d
ifi
ti Open Access Article. Published on 04 April 2023. Downloaded on 10/24/2024 5:42:11 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. 4.
Conclusions A CFD model was developed to investigate the effects of varying
gasifying mediums and throat ratios on the gasication process
performance. Producer gas composition, heating value, CO2,
N2, temperature, and velocity distributions were presented and
discussed. The model is validated through mesh independency
test, and then against results derived from experiment for the
same
gasier
type,
dimensions,
feedstock,
and
working
conditions. The results revealed higher heating value for oxy-gasication
than air gasication. Additionally, 4 throat ratios were exam-
ined in the current study (0.14, 0.23, 0.28, and 0.4) and lower
throat ratios tend to increase the producer gas heating value,
and temperature along the gasier. Lower throat ratios are also
preferred when it comes to reducing CO2 amounts for air
gasication. Furthermore, the lowest throat ratio resulted in
a CO2 reduction of more than 55% and a 20% increase in HHV,
as compared to the default cases used in previous designs. Furthermore, lowest throat ratio yields higher production of
producer gas, gasication, and carbon conversion efficiency by
22, 37, and 33% respectively. As a result, the current study gives
promising outcomes in reducing CO2 and N2 emissions in the
gasication process without the need of using any lters,
removal, or catalysts. Additionally, the change in design/throat Schmidt number for turbulent ow Contribution of the uctuating dilatation in compressible
turbulence to the overall dissipation rate © 2023 The Author(s). Published by the Royal Society of Chemistry RSC Adv., 2023, 13, 10221–10238 | 10235 View Article Online View Article Online Lower case letters
gi
Gravitational body forces
h
Convective heat transfer coefficient (W m−2 K)
hfg
Latent heat (J kg−1)
mp
Mass of the particle (kg)
xi
Number of mole species
Greek letters
r
Density
P
Summation
D
Change in state
si,j
Stress tensor
m
Molecular viscosity
sk
Turbulent Prandtl numbers for k
s3
Turbulent Prandtl numbers for 3
mt
Turbulent viscosity
rp
Density of the particle
3p
Particle emissivity
s
Stefan Boltzmann constant,
5:67 108
kg
s3K4
List of acronyms
VOF
Volume of uid
MC
Moisture content, (%)
A/F
Air to fuel ratio
ER
Equivalence ratio
HHV
Higher heating value (MJ Nm−3)
Nm3
Normal cubic meter
CFD
Computational Fluid Dynamics
DPM
Discrete phase model
PRESTO
PREssure Staggering Option
RANS
Reynolds Averaged Navier–Stokes
RSC Advances
Open Access Article. Published on 04 April 2023. Downloaded on 10/24/2024 5:42:11 AM. Conflicts of interest 14 A. M. Salem and M. C. Paul, Syngas Production and
Combined Heat and Power from Scottish Agricultural
Waste Gasication – A Computational Study, Sustainability,
2022, 14(7), 3745. There are no conicts to declare. 4.
Conclusions This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Paper 4 A. M. Sepe, J. Li and M. C. Paul, Assessing biomass steam
gasication technologies using a multi-purpose model,
Energy Convers. Manage., 2016, 126, 216–226. 5 J. Li, M. C. Paul and K. M. Czajka, Studies of ignition
behaviour of biomass particles in a down-re reactor for
improving co-ring performance, Energy Fuels, 2016, 30(7),
5870–5877. 6 J. Li, M. C. Paul, P. L. Younger, I. Watson, M. Hossain and
S. Welch, Prediction of high-temperature rapid combustion
behaviour of woody biomass particles, Fuel, 2016, 165,
205–2014. 7 S. Safarian, R. Unnp´orsson and C. Richter, A review of
biomass
gasication
modelling,
Renewable
Sustainable
Energy Rev., 2019, 110, 378–391. 8 X. Chen, S. Song, H. Li and G. Gözaydın, Expanding the
Boundary of Biorenery: Organonitrogen Chemicals from
Biomass, Acc. Chem. Res., 2021, 54(7), 1711–1722. 9 A. M. Salem, I. N. Zaini, M. C. Paul and W. Yang, The
evolution and formation of tar species in a downdra
gasier: Numerical modelling and experimental validation,
Biomass Bioenergy, 2019, 130, 105377. 10 U. Kumar and M. C. Paul, CFD modelling of biomass
gasication with a volatile break-up approach, Chem. Eng. Sci., 2019, 195, 413–422. 11 A. M. Salem, U. Kumar, A. N. Izaharuddin, H. Dhami,
T. Sutardi, and M. C. Paul, Advanced numerical methods
for the assessment of integrated gasication and CHP
generation technologies, in Coal and Biomass Gasication,
Energy, Environment, and Sustainability, Springer, 2018, pp. 307–330. 12 R. Budhathoki, Three zone modeling of Downdrabiomass
Gasication: Equilibrium and nite Kinetic Approach, Msc
Thesis, University of Jyv¨askyl¨a, 2003. 13 Z. A. Zainal, R. Ali, C. H. Lean and K. N. Seetharamu,
Prediction of performance of a downdragasier using
equilibrium modeling for different biomass materials,
Energy Convers. Manage., 2001, 42(12), 1499–1515. References 15 P. N. Sheth and B. V. Babu, Modeling and simulation of
reduction zone of downdrabiomass gasier: Effect of
char reactivity factor, Energy Convers. Manage., 2006, 47,
2602–2611. 1 S. Safarian, S. Sattari, R. Unnthorsson and Z. Hamidzadeh,
Prioritization
of
bioethanol
production
systems
from
agricultural and waste agricultural biomass using multi-
criteria decision making, Biophys. Econ. Resour. Qual., 2019,
4, 4. 1 S. Safarian, S. Sattari, R. Unnthorsson and Z. Hamidzadeh,
Prioritization
of
bioethanol
production
systems
from
agricultural and waste agricultural biomass using multi-
criteria decision making, Biophys. Econ. Resour. Qual., 2019,
4, 4. 16 N. Bianco, M. C. Paul, G. B. E. Brownbridge, D. Nurkowski,
A. M. Salem, U. Kumar, A. N. Bhave and M. Kra,
Automated
advanced
calibration
and
optimization
of
thermochemical models applied to biomass gasication
and pyrolysis, Energy Fuels, 2018, 32(10), 10144–10153. 2 C. Mondelli, G. Gözaydın, N. Yan and J. P´erez-Ram´ırez,
Biomass valorisation over metal-based solid catalysts from
nanoparticles to single atoms, Chem. Soc. Rev., 2020, 49,
3764–3782. 17 A. K. Sharma, Modeling and simulation of a downdra
biomass gasier 1. Model development and validation,
Energy Convers. Manage., 2011, 52, 1386–1396. 3 M. Mehrpooya, M. Khalili and M. M. Sharifzadeh, Model
development
and
energy
and
exergy
analysis
of
the
biomass
gasication
process
(Based
on
the
various
biomass sources), Renewable Sustainable Energy Rev., 2018,
91, 869–887. 18 U. Kumar
and
M. C. Paul,
Sensitivity
analysis
of
homogeneous reactions for thermochemical conversion of
biomass in a downdragasier, Renewable Energy, 2020,
151, 332–341. 10236 | RSC Adv., 2023, 13, 10221–10238 © 2023 The Author(s). Published by the Royal Society of Chemistry RSC Advances
View Article Online RSC Advances
View Article Online Paper Paper 19 A. M. Salem
and
M. C. Paul,
CFD
modelling
of
spatiotemporal
evolution
of
detailed
tar
species
in
a downdragasier, Biomass Bioenergy, 2023, 168, 106656. 36 E. Monteiro, et al., Experimental and modeling studies of
Portuguese peach stone gasication on an autothermal
bubbling uidized bed pilot plant, Energy, 2018, 142, 862–
877. 20 R. Gupta, P. Jain and S. Vyas, CFD Modeling and Simulation
of 10KWE Biomass DowndraGasier, Int. J. Curr. Eng. Technol., 2017, 7(4), 1446–1452. 37 S. Sivakumar, K. Pitchandi and E. Natarajan, Modelling and
simulation of down drawood gasier, J. Appl. Sci., 2008,
8(2), 271–279. 21 M. Formica, S. Frigo and R. Gabbrielli, Development of
a new steady state zero-dimensional simulation model for
woody biomass gasication in a full scale plant, Energy
Convers. ccess Article. Published on 04 April 2023. Downloaded on 10/24/2024 5:42:11 AM.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. 38 D. Dzulfansyah,
L. O. Nelwan
and
D. Wulandani,
Computational
uid
dynamic
analysis
for
desiging
downdra-rice hush gasier, J. Keteknikan Pertanian, 2014,
2, 133–140. 22 N. Deng, A. Zhang, Q. Zhang, G. He, W. Cui, G. Chen, et al.,
Simulation analysis and ternary diagram of municipal solid
waste pyrolysis and gasication based on the equilibrium
model, Bioresour. Technol., 2017, 235, 371–379. 39 R. Kumar, N. Baba, S. Kumar and V. Vishnu, CFD simulation
of down drabiomass gasier, Int. J. Appl. Eng., 2016, 3(1),
58–64. 40 S. Zhao, Y. Su, W. Wu, Y. Zhange, Y. Wang and Y. Luo,
Numerical simulation of partial combustion for biomass
tar
elimination
in
two-stage
gasier,
J. Sustainable
Bioenergy Syst., 2013, 3, 86–92. 23 S. Hameed, N. Ramzan, Z.-u Rahman, M. Zafar and S. Riaz,
Kinetic modeling of reduction zone in biomass gasication,
Energy Convers. Manage., 2014, 78, 367–373. 24 P. C. Roy, A. Datta and N. Chakraborty, Modelling of
a downdrabiomass gasier with nite rate kinetics in
the reduction zone, Int. J. Energy Res., 2009, 33, 833–851. 41 P. Prasertcharoensuk, D. A. Hernandez, S. J. Bull and
A. Phan, Optimisation of a throat downdragasier for
hydrogen production, Biomass Bioenergy, 2018, 116, 216–226. 25 T. K. Patra and P. N. Sheth, Biomass gasication models for
downdragasier: A state-of-the-art review, Renewable
Sustainable Energy Rev., 2015, 50, 583–593. 42 L. Montuori, C. Salgado and M. Ortega, Impact of the throat
sizing on the operating parameters in an experimental xed
bed gasier: Analysis, evaluation and testing, Renewable
Energy, 2015, 83, 615–625. 26 A. Ramos,
E. Monteiro
and
A. Rouboa,
Numerical
approaches and comprehensive models for gasication
process: A review, Renewable Sustainable Energy Rev., 2019,
110, 188–206. 43 D. Gunarathne, S. S. Jatunarachchi, N. S. Senanayake and
B. Wei, The Effect of Throat Diameter on the Performance
a DowndraBiomass Gasier, Int. J. Energy Eng., 2013,
3(3), 171–175. 27 R. I. Singh, A. Brink and M. Hupa, CFD modeling to study
uidized bed combustion and gasication, Appl. Therm. Eng., 2013, 52(2), 585–614. 44 A. N. Azlan, et al., Three Dimensional CFD Simulation of Air-
Blown Gasication in a DowndraReactor: Effect of Throat
Diameter and Air Inlet Position, Fuel Mixture Form. Combust. Process, 2021, 3(1), 1–8. 28 A. Ramos, et al., Co-gasication and recent developments on
waste-to-energy conversion: a review, Renewable Sustainable
Energy Rev., 2018, 81, 380–398. 29 L. Yu, J. Lu, X. Zhang and S. References Manage., 2016, 120, 358–369. ccess Article. Published on 04 April 2023. Downloaded on 10/24/2024 5:42:11 AM.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Published by the Royal Society of Chemistry RSC Adv., 2023, 13, 10221–10238 | 10237 View Article Online View Article Online RSC Advances Paper Paper Paper critical review on reactors, catalysts, catalytic mechanisms
and mathematical models, Renewable Sustainable Energy
Rev., 2019, 116, 109426. 52 N. Ngamsidhiphongsa, P. Ponpesh, A. Shotipruk and
A. Arpornwichanop, Analysis of the Imbert downdra
gasier using a species-transport CFD model including tar-
cracking reactions, Energy Convers. Manage., 2020, 213,
112808. 65 R. C. Saxena, D. Seal, S. Kumar and H. B. Goyal, Thermo-
chemical routes for hydrogen rich gas from biomass:
a review, Renewable Sustainable Energy Rev., 2008, 12,
1909–1927. 53 W. H. Lee, A Pressure Iteration Scheme for Two-Phase
Modeling,
Technical
Report
LA-UR
79-975,
Los
Alamos
Scientic Laboratory, Los Alamos, New Mexico, 1979. Access Article. Published on 04 April 2023. Downloaded on 10/24/2024 5:42:11 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. 66 Y. Kalincia, A. Hepbasli and I. Dincer, Biomass-based
hydrogen
production:
A
review
and
analysis,
Int. J. Hydrogen Energy, 2009, 34, 8799–8817. 54 C. A. Koufopanosi, G. Maschio and A. Lucchesit, Kinetic
Modelling
of
the
Pyrolysis
of
Biomass
and
Biomass
Components, Can. J. Chem. Eng., 1989, 67, 75–84. 67 L. Hongtao, C. Feng, P. Xia, Y. Kai and L. Shuqin, Method of
oxygen-enriched two-stage underground coal gasication,
Min. Sci. Technol., 2011, 21, 191–196. 55 T. H. Jayah, L. Aye, R. J. Fuller and D. F. Stewart, Computer
simulation of a downdrawood gasier for tea drying,
Biomass Bioenergy, 2003, 25, 459–469. Open Access Article. Published on 04 April 2023. Downloaded on 10/24/2024 5:42
This article is licensed under a Creative Commons Attribution 3.0 Unp 68 C. Gai and Y. Dong, Experimental study on non-woody
biomass
gasication
in
a
downdra
gasier,
Int. J. Hydrogen Energy, 2012, 37(6), 4935–4944. 56 A. Dufour,
E. Masson,
P. Girods,
Y. Rogaume
and
A. Zoulalian,
Synthesis
gas
production
by
biomass
pyrolysis:
Effect
of
reactor
temperature
on
product
distribution, Int. J. Hydrogen Energy, 2009, 43, 1726–1734. 69 A. Anukam, S. Mamphweli, P. Reddy, E. Meyer and O. Okoh,
Pre-processing of sugarcane bagasse for gasication in
a downdrabiomass gasier system: A comprehensive
review, Renewable Sustainable Energy Rev., 2016, 36, 775–801. 57 M. A. Chawdhury and K. Mahkamov, Development of
a
Small
Downdra
Biomass
Gasier
for
Developing
Countries, J. Sci. Res., 2011, 3(1), 51–64. 70 M. ccess Article. Published on 04 April 2023. Downloaded on 10/24/2024 5:42:11 AM.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Zhang, Numerical simulation of
the bubbling uidized bed coal gasication by the kinetic
theory of granular ow (KTGF), Fuel, 2007, 86, 722–734. 45 M. Simone, F. Barontini, C. Nicolella and L. Tognotti,
Gasication
of
pelletized
biomass
in
a
pilot
scale
downdragasier, Bioresour. Technol., 2012, 116, 403–412. 30 D. F. Fletcher, B. S. Haynes, F. C. Christo and S. D. Joseph, A
CFD based combustion model of an entrained ow biomass
gasier, Appl. Math. Models, 2000, 24, 165–182. 46 Z. Zhang and S. Pang, Experimental investigation of tar
formation and producer gas composition in biomass
steam gasication in a 100 kW dual uidised bed gasier,
Renewable Energy, 2019, 132, 416–424. 31 A. M. Salem and M. C. Paul, An integrated kinetic model for
downdragasier based on a novel approach that optimises
the reduction zone of gasier, Biomass Bioenergy, 2018, 109,
172–181. 47 T. Hanaoka, S. Hiasa and Y. Edashige, Syngas production by
CO2/O2
gasication
of
aquatic
biomass,
Fuel
Process. Technol., 2013, 116, 9–15. 48 H. Wibowo, et al., Recent developments of deep eutectic
solvent
as
absorbent
for
CO2
removal
from
syngas
produced from gasication: Current status, challenges,
and further research, J. Environ. Chem. Eng., August 2021,
9(4), 105439. 32 M. Vascellari, et al., From laboratory-scale experiments to
industrial-scale CFD simulations of entrained ow coal
gasication, Fuel, 2015, 152, 58–73. 33 B. Dou and Y. Song, A CFD approach on simulation of
hydrogen production from steam reforming of glycerol in
a uidized bed reactor, Int. J. Hydrogen Energy, 2010,
35(19), 10271–10284. 49 K. Rahimi, S. Riahi, M. Abbasi and Z. Fakhroueian,
Modication of multi-walled carbon nanotubes by 1,3-
diaminopropane to increase CO2 adsorption capacity, J. Environ. Manage., 2019, 242, 81–89. 34 A. Klimanek, et al., Towards a hybrid Eulerian-Lagrangian
CFD modeling of coal gasication in a circulating uidized
bed reactor, Fuel, 2015, 152, 131–137. 50 P. C. Murugan and S. J. Sekhar, Species–Transport CFD
model for the gasication of rice husk (Oryza Sativa) using
downdragasier, Comput Electron Agric., 2017, 139, 33–40. 35 N. Couto, et al., Using an Eulerian-granular 2-D multiphase
CFD model to simulate oxygen air enriched gasication of
agroindustrial residues, Renewable Energy, 2015, 77, 174–
181. 51 ANSYS 15 Fluent Theory Guide, Canonsburg, PA 15317, 2013. © 2023 The Author(s). © 2023 The Author(s). Published by the Royal Society of Chemistry ccess Article. Published on 04 April 2023. Downloaded on 10/24/2024 5:42:11 AM.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Asadullah, Barriers of commercial power generation
using
biomass
gasication
gas:
a
review,
Renewable
Sustainable Energy Rev., 2014, 29, 201–215. 58 J. Xie, W. Zhong, B. Jin, Y. Shao and H. Liu, Simulation on
gasication of forestry residues in uidized beds by
Eulerian Lagrangian approach, Bioresour. Technol., 2010,
121, 36–46. 71 Z. Wang, et al., Gasication of biomass with oxygen-enriched
air in a pilot scale two-stage gasier, Fuel, 2015, 150, 386–
393. 59 B. L. Gomez-Barea, Modeling of biomass gasication in
uidized bed, Prog. Energy Combust. Sci., 2010, 36, 444–509. 72 F. Guo, Y. Dong, L. Dong and C. Guo, Effect of design and
operating
parameters
on
the
gasication
process
of
biomass in a downdraxed bed: An experimental study,
Int. J. Hydrogen Energy, 2014, 39(11), 5625–5633. 60 J. Tomeczek, Z. Jastrzçab and B. Grado´n, Lateral diffusion of
solids in a uidized bed with submerged vertical tubes,
Powder Technol., 1992, 72(1), 17–22. 73 F. M. Guangul, S. A. Sulaiman and A. Ramli, Gasier
selection, design and gasication of oil palm fronds with
preheated and unheated gasifying air, Bioresour. Technol.,
2012, 126, 224–232. 61 P. Nakod, Modeling and validation of oxy-red and air-red
entrained ow gasiers, Int. J. Chem. Phys. Sci., 2013, 2(6),
2074–2091. 62 M. Barrio and M. Fossum, Operational characteristics of
a small-scale stratied downdragasier, in Technologies
and Combustion for a Clean Environment Sixth International
Conference, 2001. 74 T. Blumberg, G. Tsatsaronis and T. Morosuk, On the
economics of methanol production from natural gas, Fuel,
2019, 256, 115824. 63 T. H. Jayah, L. Aye, R. J. Fuller and D. F. Stewart, Computer
simulation of a downdrawood gasier for tea drying,
Biomass Bioenergy, 2003, 25, 459–469. 75 T. Nakyai and D. Saebea, Exergoeconomic comparison of
syngas production from biomass, coal, and natural gas for
dimethyl
ether
synthesis
in
single-step
and
two-step
processes, J. Cleaner Prod., 2019, 241, 118334. 64 J. Ren, J. Cao, X. Zhao, F. Yang and X. Wei, Recent advances
in syngas production from biomass catalytic gasication: A 10238 | RSC Adv., 2023, 13, 10221–10238 © 2023 The Author(s). Published by the Royal Society of Chemistry
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English
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Joint retrieval of surface reflectance and aerosol properties with continuous variation of the state variables in the solution space – Part 1: theoretical concept
|
Atmospheric measurement techniques
| 2,018
|
cc-by
| 11,919
|
Joint retrieval of surface reflectance and aerosol properties with
continuous variation of the state variables in the solution space –
Part 1: theoretical concept Yves Govaerts and Marta Luffarelli
Rayference, 1030 Brussels, Belgium Correspondence: Yves Govaerts (yves.govaerts@rayference.eu)
Received: 29 January 2017 – Discussion started: 7 March 2017
Revised: 26 November 2018 – Accepted: 30 November 2018 – Published: 14 December 2018 Correspondence: Yves Govaerts (yves.govaerts@rayference.eu) Received: 29 January 2017 – Discussion started: 7 March 2017
Revised: 26 November 2018 – Accepted: 30 November 2018 – Published: 14 December 2018 Received: 29 January 2017 – Discussion started: 7 March 2017
Revised: 26 November 2018 – Accepted: 30 November 2018 – Published: 14 December 2018 to solve a radiative system composed of at least two sets of
layers, where the upper layers include aerosols and the bot-
tom ones represent the soil–vegetation strata. The problem
can be further complicated by the intrinsic anisotropic radia-
tive behaviour of natural surfaces due to the mutual shadow-
ing of the scattering elements, which is also affected by the
amount of incident radiation (Govaerts et al., 2010b, 2016). In most cases, an increase in aerosol concentration is respon-
sible for an increase in the fraction of diffuse sky radiation
which, in turn, smooths the effects of surface reflectance
anisotropy. Though multispectral information is critical for
the retrieval of aerosol properties, the spectral dimension
alone does not allow full characterisation of the underlying
surface reflectance, which often offers a significant contribu-
tion to the total signal observed at the satellite level. In this
regard, the additional information contained in multispectral
and multi-angular observations has proven essential to char-
acterising aerosol properties over land surfaces. Abstract. This paper presents a new algorithm for the joint
retrieval of surface reflectance and aerosol properties with
continuous variations of the state variables in the solution
space. This algorithm, named CISAR (Combined Inversion
of Surface and AeRosol), relies on a simple atmospheric ver-
tical structure composed of two layers and an underlying sur-
face. Surface anisotropic reflectance effects are taken into ac-
count and radiatively coupled with atmospheric scattering. For this purpose, a fast radiative transfer model has been ex-
plicitly developed, which includes acceleration techniques to
solve the radiative transfer equation and to calculate the Ja-
cobians. The inversion is performed within an optimal esti-
mation framework including prior information on the state
variable magnitude and regularisation constraints on their
spectral and temporal variability. Joint retrieval of surface reflectance and aerosol properties with
continuous variation of the state variables in the solution space –
Part 1: theoretical concept In each processed wave-
length, the algorithm retrieves the parameters of the surface
reflectance model, the aerosol total column optical thickness
and single-scattering properties. The CISAR algorithm func-
tioning is illustrated with a series of simple experiments. Pinty et al. (2000a) pioneered the development of a re-
trieval method dedicated to the joint retrieval of surface re-
flectance and aerosol properties based on the inversion of
a physically based radiative model. This method has been
subsequently improved to permit the processing of any geo-
stationary satellites accounting for their actual radiometric
performance (Govaerts and Lattanzio, 2007). This new ver-
satile version of Pinty’s algorithm has permitted the gener-
ation of a global surface albedo product from archived data
acquired by operational geostationary satellites around the
globe (Govaerts et al., 2008). These data included obser-
vations acquired by an old generation of radiometers with
only one broad solar channel on board the European Me-
teosat First Generation satellite, the US Geosynchronous Op- Atmos. Meas. Tech., 11, 6589–6603, 2018
https://doi.org/10.5194/amt-11-6589-2018
© Author(s) 2018. This work is distributed under
the Creative Commons Attribution 3.0 License. Atmos. Meas. Tech., 11, 6589–6603, 2018
https://doi.org/10.5194/amt-11-6589-2018
© Author(s) 2018. This work is distributed under
the Creative Commons Attribution 3.0 License. 1
Introduction Radiative coupling between atmospheric scattering and sur-
face reflectance processes prevents the use of linear relation-
ships for the retrieval of aerosol properties over land surfaces. The discrimination between the contribution of the signal re-
flected by the surface and that scattered by aerosols repre-
sents one of the major issues when retrieving aerosol prop-
erties using space-borne passive optical observations over
land surfaces. Conceptually, this problem can be modelled 2
Lessons learned from previous approaches Even considering a large number of
aerosol models, LUT-based approaches underperform com-
pared to methods with multivariate continuity in the solution
space (Kokhanovsky et al., 2010). The GSA algorithm has been further improved for the pro-
cessing of SEVIRI data on board MSG for the retrieval of
the total column AOT from observations acquired in three
solar bands centred at 0.6, 0.8 and 1.6 µm (Govaerts et al.,
2010b; Wagner et al., 2010). The method developed by these
authors relies on an OE approach wherein surface reflectance
and daily aerosol load are simultaneously retrieved. The in-
version is performed independently for each aerosol model
and the one with the smallest cost function is selected. A
physically based radiative transfer model accounting for non-
Lambertian surface reflectance and its radiative coupling
with atmospheric scattering is inverted against daily accumu-
lated SEVIRI observations. However, this land daily aerosol
(LDA) algorithm suffers from two major limitations: (i) the
use of predefined aerosol models, and (ii) the algorithm de-
livers only one mean aerosol value per day when applied to
MSG SEVIRI data (Govaerts et al., 2010a). This latter issue
has been addressed by Luffarelli et al. (2016), who retrieve
an aerosol optical thickness value for each SEVIRI obser-
vation. The former issue prevents a continuous variation of
the state variables characterising the aerosol single-scattering
properties as required to find the minimum of the cost func-
tion. A consistent implementation of such an approach is
not straightforward since aerosol models are defined as prior
knowledge of the observed medium but uncertainties cannot A new joint surface reflectance–aerosol properties re-
trieval approach is presented here that overcomes the limi-
tations resulting from precomputed RTE solutions stored in
LUTs. The advantages of a continuous variation of the aerosol
properties in the solution space against a LUT-based ap-
proach is discussed in Sect. 3. The proposed method ex-
presses the single-scattering albedo and phase function val-
ues as a linear mixture of basic aerosol models. The forward
radiative transfer model that includes the Jacobians, i.e. the
partial derivative, is described in Sect. 4. With the excep-
tion of gaseous transmittance, this model no longer relies
on LUTs, and the RTE is explicitly solved. The inversion
method is described in Sect. 5. Finally, the ability to express
aerosol single-scattering properties as a linear combination
is in illustrated Sect. 2
Lessons learned from previous approaches Pinty et al. (2000a) proposed an algorithm for the joint
retrieval of surface reflectance and aerosol properties to
demonstrate the possibility of generating essential climate
variables (ECVs) from data acquired by operational weather
geostationary satellites. Due to limited operational compu-
tational resources available at that time in the EUMETSAT
ground segment, where the data were processed, the devel-
opment of this algorithm was subject to strong constraints. The RTE solutions were precomputed and stored in LUTs
with a very coarse resolution, limiting the maximum aerosol
optical thickness (AOT) to 1, which represented a severe lim-
itation over the Sahara region where AOT values can eas-
ily exceed such a limit. Furthermore, the radiative coupling
between aerosol scattering and gaseous absorption was not
taken into account. This algorithm, referred to as geostation-
ary surface albedo (GSA), has been subsequently modified
by Govaerts and Lattanzio (2007) to include an estimation
of the retrieval uncertainty. This updated version has permit-
ted the generation of a global aerosol product derived from
observations acquired by operational weather geostationary
satellites (Govaerts et al., 2008). Since then, it has been rou-
tinely applied in the framework of the SCOPE-CM initiative
to generate a climate data record (CDR) of surface albedo
(Lattanzio et al., 2013). The strengths and weaknesses of the algorithm proposed
by Govaerts et al. (2010b) are discussed in Sect. 2. In their
approach, the solutions of the radiative transfer equation
(RTE) are pre-calculated and stored in look-up tables (LUTs)
for a limited number of state variable values. Aerosol prop-
erties are limited to six different models dominated either by
fine or coarse particles. Two major drawbacks result from
the use of predefined aerosol models stored in precomputed
LUTs. Firstly, only a limited region of the solution space is
sampled as a result of the reduced range of variability for
state variables stored in the LUTs. For instance, in order to
reduce the size of the LUTs, Pinty et al. (2000b) limit the
maximum aerosol optical thickness to 1. Secondly, the use
of predefined aerosol models constitutes a major drawback
since the solution space is not continuously sampled. Dubovik et al. (2011) and Diner et al. (2012), among
others, demonstrated the advantages of a retrieval approach
based on continuous variations of the aerosol properties as
opposed to a LUT-based approach relying on a set of pre-
defined aerosol models. Y. Govaerts and M. Luffarelli: Combined Inversion of Surface and AeRosol satellite data are addressed in Luffarelli and Govaerts (2018)
(hereafter referred to as Part 2). erational Environmental Satellite (GOES) and the Japanese
Geostationary Meteorological Satellite (GMS). It is now rou-
tinely applied in the framework of the Sustained and COor-
dinated Processing of Environmental satellite data for Cli-
mate Monitoring (SCOPE-CM) initiative for the generation
of essential climate variables (Lattanzio et al., 2013). An im-
proved version of this algorithm has been proposed by Go-
vaerts et al. (2010b) to take advantage of the multispectral
capabilities of Meteosat Second Generation Spinning En-
hanced Visible and Infrared Imager (MSG SEVIRI) operated
by EUMETSAT and includes an optimal estimation (OE) in-
version scheme using a minimisation approach based on the
Marquardt–Levenberg method (Marquardt, 1963). Published by Copernicus Publications on behalf of the European Geosciences Union. Published by Copernicus Publications on behalf of the European Geosciences Union. 6590 Atmos. Meas. Tech., 11, 6589–6603, 2018 3
Continuous variation of aerosol properties in the
solution space be easily assigned to this decision. Consequently, the esti-
mated retrieval uncertainty is inconsistent as it does not ac-
count for the use of prior information and its associated un-
certainties. Aerosol single-scattering properties include the single-
scattering albedo ω0 and the phase function 8 in RTE. Gov-
aerts et al. (2010b) explained the benefits of representing pre-
defined aerosol models in a two-dimensional solution space
composed of these aerosol single-scattering properties. For
the sake of clarity, they limited the phase function in that 2-
D space to the first term of the Legendre coefficients, i.e. the
asymmetry parameter g. However, one should keep in mind
that the reasoning applied in this section should be applied to
the entire phase function 8. These aerosol single-scattering
properties are themselves determined by aerosol microphys-
ical properties, such as the particle size distribution, shape
and their complex index of refraction. The objective of re-
trievals that assume aerosol models is to provide a reasonable
sampling of the {g,ω0} space. Omitting areas of that space
may produce biased retrievals, as discussed in Govaerts et al. (2010b). The inversion process proposed by in this paper re-
lies on a set of six models which have been defined from
AErosol RObotic NETwork (AERONET) data aggregation
(Dubovik et al., 2006). That choice of models was intended
to provide a sampling of solution space representative of real-
world conditions. The inversion is repeated for each aerosol
class and the result with the best fit is reported, rather than
having continuously varying aerosol properties, as would be
preferable. Diner et al. (2012) demonstrated the advantages of a re-
trieval method based on continuous variations of aerosol
single-scattering properties in the solution space as opposed
to a LUT-based approach derived for a limited number of
predefined aerosol models. Dubovik et al. (2011) proposed
an original method for the retrieval of aerosol microphys-
ical properties, which also does not necessitate the use of
predefined aerosol models. This method retrieved more than
100 state variables, therefore requiring a considerable num-
ber of observations, such as those provided by multi-angular
and -polarisation radiometers like Polarisation et Anisotropie
des Réflectances Au SOmmet de l’Atmosphère (PARASOL)
(Serene and Corcoral, 2006) or the future Multi-viewing
Multi-channel Multi-polarization Imaging (3MI) instrument
on board EUMETSAT’s Polar System Second Generation
(Manolis et al., 2013). 2
Lessons learned from previous approaches 6 with simulated data representing var-
ious scenarios, including small and large particles. Practical
aspects of the application of the CISAR algorithm for the
retrieval of both surface and aerosol properties from actual www.atmos-meas-tech.net/11/6589/2018/ Atmos. Meas. Tech., 11, 6589–6603, 2018 Y. Govaerts and M. Luffarelli: Combined Inversion of Surface and AeRosol 6591 Figure 1. Aerosol dual-mode models based on Govaerts et al. (2010b) in the {g,ω0} space derived from the aggregation of aerosol
single-scattering properties retrieved from AERONET observations
(Dubovik et al., 2006). Classes 1 to 3 are dominated by the fine
mode and 4 to 6 by the coarse one. Figure 2. Example of sensitivity of aerosol single-scattering prop-
erties to particle median radius (green arrows) and imaginary part of
the refractive index (red arrows) at 0.44 and 0.87 µm for fine-mode,
F (rmf = 0.1 µm), and coarse mode, C (rmc = 2.0 µm). The length
of the arrows reflects the magnitude of the change. Figure 2. Example of sensitivity of aerosol single-scattering prop-
erties to particle median radius (green arrows) and imaginary part of
the refractive index (red arrows) at 0.44 and 0.87 µm for fine-mode,
F (rmf = 0.1 µm), and coarse mode, C (rmc = 2.0 µm). The length
of the arrows reflects the magnitude of the change. Aerosol dual-mode models based on Govaerts et a Figure 1. Aerosol dual-mode models based on Govaerts et al. (2010b) in the {g,ω0} space derived from the aggregation of aerosol
single-scattering properties retrieved from AERONET observations
(Dubovik et al., 2006). Classes 1 to 3 are dominated by the fine
mode and 4 to 6 by the coarse one. www.atmos-meas-tech.net/11/6589/2018/ Atmos. Meas. Tech., 11, 6589–6603, 2018 Y. Govaerts and M. Luffarelli: Combined Inversion of Surface and AeRos The isolines show the probability that the aerosol single-
scattering properties derived from AERONET observations with the
method of Dubovik et al. (2006) fall within the delineated spaces. scattering albedo and phase function values derived from
AERONET observations acquired in a specific region of in-
terest for a given period (Dubovik et al., 2006). The red iso-
line in Fig. 3 delineates the area [g,ω0] of the solution space
where 99.7 % of the aerosol single-scattering properties de-
rived by Dubovik et al. (2006) from AERONET observations
are located. The green and blue lines respectively show the
95 % and 68 % probability regions. These values have been
derived using all available level 2 AERONET observations
since 1993. Finally, the model proposed by Schuster et al. (2005) can be used to determine the spectral variations of the
single-scattering properties outside the spectral bands mea-
sured by AERONET. This work relies on simulated data and
the aerosol vertices have been positioned to sample the solu-
tion space in a realistic way. When processing actual satellite
data over a specific region or period, it is advised to cal-
culate the isolines corresponding to that region of interest
from AERONET observations and to adjust the position of
the aerosol vertices accordingly as performed in Part 2. scattering albedo and phase function values derived from
AERONET observations acquired in a specific region of in-
terest for a given period (Dubovik et al., 2006). The red iso-
line in Fig. 3 delineates the area [g,ω0] of the solution space
where 99.7 % of the aerosol single-scattering properties de-
rived by Dubovik et al. (2006) from AERONET observations
are located. The green and blue lines respectively show the
95 % and 68 % probability regions. These values have been
derived using all available level 2 AERONET observations
since 1993. Finally, the model proposed by Schuster et al. (2005) can be used to determine the spectral variations of the
single-scattering properties outside the spectral bands mea-
sured by AERONET. This work relies on simulated data and
the aerosol vertices have been positioned to sample the solu-
tion space in a realistic way. When processing actual satellite
data over a specific region or period, it is advised to cal-
culate the isolines corresponding to that region of interest
from AERONET observations and to adjust the position of
the aerosol vertices accordingly as performed in Part 2. Y. Govaerts and M. Luffarelli: Combined Inversion of Surface and AeRos 6592 gions in the {g,ω0} space according to the dominant parti-
cle size distribution, i.e. fine or coarse. Within that space,
an aerosol model is defined by the spectral behaviour of the
{g(λ),ω0(λ)} pairs, where λ indicates the wavelength. The
proposed fine-mode models vary mostly as a function of ω0,
which is largely determined by the imaginary part of the re-
fractive index ni. Conversely, aerosol models dominated by
coarse particles show little dependency on g and are there-
fore organised parallel to the ordinate axis. The main param-
eter discriminating these latter models is the median radius
rm, which essentially determines the asymmetry parameter
value at a given wavelength. To illustrate the dependence of g and ω0 on the median
radius rm (http://eodg.atm.ox.ac.uk/user/grainger/research/
aerosols.pdf, last access: (9 December 2018) and imaginary
part of the refractive index ni, fine- and coarse-mono-mode
aerosol models were generated with rm = 0.15 and 2.0 µm
respectively. The other microphysical values have been fixed
to σr = 0.5 µm, nr = 1.42 and ni = 0.008, where σr is the ra-
dius standard deviation and nr the real part of the refractive
index. These values were selected to ease the explanation of
the organisation of the aerosol models in Fig. 1. Black dots
in Fig. 2 show the corresponding location of {g,ω0} at 0.44
and 0.87 µm. The magnitude of the red arrows illustrate the
sensitivity to a ni change of ±0.0025 and the green ones to
a rm change of ±25 %. For the fine mono-mode (F), changes
in ni essentially translate in displacement along the ω0 axis,
while changes in rm result in changes almost parallel to the
g axis. There is also a clear relationship between the particle
size and g for that mode. A change in the particle size results
in a change in g, while ω0 remains relatively unchanged. The
situation is quite different for the coarse mono-mode, where
changes in both ni and rm induce displacement parallel to the
ω0 axis with limited impact on g values. Figure 3. Example of a region (light-blue area) in the {g,ω0} solu-
tion space at 0.44 µm defined by four aerosol vertices: single fine-
mode non-absorbing (FN), single fine-mode absorbing (FA), coarse
mode with small radius (CS) and coarse mode with large radius
(CL). 3
Continuous variation of aerosol properties in the
solution space Instruments delivering such a large
number of observations are rather scarce, as most of the cur-
rent passive optical sensors do not offer instantaneous multi-
angular observation capabilities nor information on polariza-
tion. The primary objective of this paper is to address the
limitations resulting from conventional approaches based on
LUTs and/or a limited number of predefined aerosol models
by proposing a method that can be applied to observations
acquired by single or multi-view instruments. A visual inspection of Fig. 1 based on Govaerts et al. (2010b) reveals that aerosol models occupy different re- www.atmos-meas-tech.net/11/6589/2018/ Atmos. Meas. Tech., 11, 6589–6603, 2018 M. Luffarelli: Combined Inversion of Surface and AeRosol
Figure 3. Example of a region (light-blue area) in the {g,ω0} solu-
tion space at 0.44 µm defined by four aerosol vertices: single fine-
mode non-absorbing (FN), single fine-mode absorbing (FA), coarse
mode with small radius (CS) and coarse mode with large radius
(CL). The isolines show the probability that the aerosol single-
scattering properties derived from AERONET observations with the
method of Dubovik et al. (2006) fall within the delineated spaces. Y. Govaerts and M. Luffarelli: Combined Inversion of Surface and AeRosol 4.1
Overview ym(x,b;m) = TLg(b;m)I ↑
s (x,b;m) + I ↑
m(x,b;m)
E↓
0 (m)µ0
,
(1)
where The forward model, named FASTRE, simulates the TOA
bidirectional reflectance factor (BRF) ym(x,b;m) as a func-
tion of the independent parameters m defining the observa-
tion conditions and a series of state variables x describing
the state of the atmosphere and underlying surface. Model
parameters b represent variables such as total column water
vapour that influence the value of ym(x,b;m) but cannot be
retrieved from the processed space-based observations due to
the lack of information. The independent parameters m in-
clude the illumination and viewing geometries (0,v) and
the wavelength dependence. The RTE is solved with the ma-
trix operator method (Fischer and Grassl, 1984) optimised by
Liu and Ruprecht (1996) for a limited number of quadrature
points. (1) where where – I ↑
s (x,b;m) is the upward radiance field at level Za due
to the single scattering, – I ↑
m(x,b;m) is the upward radiance field at level Za due
to the multiple scattering, – TLg(b;m) denotes the total transmission factor in the
Lg layer, – E↓
0 (m) denotes the solar irradiance at level Zs corrected
for the Sun–Earth distance variations. The model simulates observations acquired within spec-
tral bandseλ characterised by their spectral response. Gaseous
transmittances in these bands are precomputed and stored
in LUTs. The model computes the contributions from sin-
gle and multiple scattering separately, the latter being solved
in Fourier space. In order to reduce the computation time, the
forward model relies on the same atmospheric vertical struc-
ture as in Govaerts et al. (2010b), i.e. a three-level system
containing two layers (Fig. 4). The lowest level, Z0, repre-
sents the surface. The lower layer, La, ranging from levels
Z0 to Za, contains the aerosol particles. Molecular scattering
and absorption also take place in that layer, which is radia-
tively coupled with the surface for both single and the mul-
tiple scattering. The upper layer, Lg, ranging from Za to Zs,
is only subject to molecular absorption. The single-scattering contribution is written The single-scattering contribution is written I ↑
s (x,b;m) =
E↓
0 (m)µ0
π
exp
−τ La
µ0
rs(xs,b;m)exp
−τ La
µv
,
(2) (2) where τ La is the total optical thickness of layer La. µ0 and
µv are the cosine of the illumination and viewing zenith an-
gles respectively. Y. Govaerts and M. Luffarelli: Combined Inversion of Surface and AeRos The actual extent of solutions in the {g,ω0} space for a
given spectral band can be outlined by a series of vertices de-
fined by aerosol single-scattering properties (Fig. 3). Follow-
ing Fig. 2, these vertices are defined by absorbing and non-
absorbing fine mono-mode models with small radii of about
0.1 µm, labelled respectively FA and FN, and by two coarse
mono-modes with different radii, i.e. large (1 µm) and small
(0.3 µm), labelled respectively CL and CS. In Sect. 4, we will
see how any pair of single-scattering albedo and phase func-
tion values can be expressed as a linear combination of the
vertex properties. The position of these vertices is critical as they should
encompass the most likely aerosol single-scattering prop-
erties that could be observed at a given time and location. Different approaches could be used to define the position
of these vertices. The positions can be derived from the
analysis of typical aerosol single-scattering properties avail-
able in databases such as the Optical Properties of Aerosols
and Clouds (OPAC) (Hess et al., 1998). Alternatively, it is
also possible to follow a similar approach to the one pro-
posed in Govaerts et al. (2010b), who analysed the single- www.atmos-meas-tech.net/11/6589/2018/ Atmos. Meas. Tech., 11, 6589–6603, 2018 Y. Govaerts and M. Luffarelli: Combined Inversion of Sur
Figure 4. Atmospheric vertical structure of the FASTRE model. The surface is at level Z0 and radiatively coupled with the lower
layer La extending from level Z0 to Za. This layer includes scatter-
ing and absorption processes. The upper layer, Lg, runs from level
Za to Zs and only accounts for gas absorption processes. 6593 Y. Govaerts and M. Luffarelli: Combined Inversion of Surface and AeRosol model characterised by four parameters, xs = {ρ0,k,2,ρc},
that are all wavelength dependent (Rahman et al., 1993). The
ρ0 parameter, included in the [0,1] interval, controls the mean
amplitude of the BRF and strongly varies with wavelengths. The k parameter is the modified Minnaert’s contribution that
determines the bowl or bell shape of the BRF and typically
varies between 0 and 2. The asymmetry parameter 2 of the
Henyey–Greenstein phase function varies between −1 and 1. The ρc parameter controls the amplitude of the hotspot due to
the “porosity” of the medium. This parameter varies between
−1 and 1. 4
Forward radiative transfer model The FASTRE model expresses the TOA BRF in a given
spectral band eλ as a sum of the single I ↑
s and multiple I ↑
m
scattering contributions as in Y. Govaerts and M. Luffarelli: Combined Inversion of Surface and AeRos For the simulations over the ocean, the Cox–Munk
model (Cox and Munk, 1954) is used as implemented in Ver-
mote et al. (1997). Figure 4. Atmospheric vertical structure of the FASTRE model. The surface is at level Z0 and radiatively coupled with the lower
layer La extending from level Z0 to Za. This layer includes scatter-
ing and absorption processes. The upper layer, Lg, runs from level
Za to Zs and only accounts for gas absorption processes. Figure 4. Atmospheric vertical structure of the FASTRE model. The surface is at level Z0 and radiatively coupled with the lower
layer La extending from level Z0 to Za. This layer includes scatter-
ing and absorption processes. The upper layer, Lg, runs from level
Za to Zs and only accounts for gas absorption processes. Aerosol single-scattering properties in the layer La are
represented by an external mixture of a series of predefined
aerosol vertices as explained in Sect. 4.2. The Lg layer only
contains absorbing gas not included in the scattering layer,
such as high-altitude ozone, the part of the total column wa-
ter vapour not included in layer La and a few well-mixed
gases. www.atmos-meas-tech.net/11/6589/2018/ 4.4
FASTRE model accuracy τa(eλ) =
X
v
τv(eλ). (3) τa(eλ) =
X
v
τv(eλ). (3) The simple atmospheric vertical structure composed of two
layers is the principal assumption of the FASTRE model. In
order to evaluate the accuracy of FASTRE, a similar proce-
dure to that in Govaerts et al. (2010b) has been applied. The
outcome of FASTRE has been evaluated against a more elab-
orated 1-D radiative transfer model (RTM) (Govaerts, 2006)
for sun and viewing angles varying from 0 to 70◦, for var-
ious types of aerosols, surface reflectance and total column
water vapour values. This reference RTM represents the ver-
tical structure of the atmosphere with 50 layers. The mean
relative bias and relative root mean square error (RMSE) be-
tween the reference model and FASTRE have been estimated
in the main spectral bands used for aerosol retrievals. The rel-
ative RMSE, Rr, is estimated as The phase function 8v(eλ,g) is characterised by a limited
number Nκ of Legendre coefficients equal to 2Nθ −1. The
decision to use this number results from a trade-off between
accuracy and computational time. When Nκ is too small, the
last Legendre moment is often not equal to zero and the delta-
M approximation is applied (Wiscombe, 1977). In this case,
the αd coefficient of the delta-M approximation is equal to
8v(Nκ). The Legendre coefficients κj become cj = κj −αd
1 −αd
,
(4) (4) and the truncated phase function is denoted by 8′
v. The cor-
rected optical thickness τ ′
v(eλ) and single-scattering albedo
ω′
0,v(eλ) of the corresponding aerosol model become Rr =
v
u
u
t 1
N
X
N
ym(x,b;m) −yr(x,b;r)
yr(x,b;r)
2
,
(10) (10) τ ′
v(eλ) = (1 −ω0,vαd)τv(eλ)
(5) τ ′
v(eλ) = (1 −ω0,vαd)τv(eλ)
(5)
and τ ′
v(eλ) = (1 −ω0,vαd)τv(eλ)
(5)
and
′
(eλ)
1 −αd
(eλ)
(6) (5) and and where yr(x,b;m) is the TOA BRF calculated with the ref-
erence model. In this paper, the FASTRE model solves the
RTE using 16 quadrature points Nθ, which provides a good
compromise between speed and accuracy. Results are shown
in Table 1. The relative RMSE between FASTRE and the
reference model is typically in the range of 1 %–3 %. An-
other comparison of FASTRE has been made against actual
Project for On-Board Autonomy-Vegetation (PROBA-V) ob-
servations (Luffarelli et al., 2017). These comparisons show
an RMSE in the range [0.024–0.038]. 4.2
Scattering layer La properties The layer La contains a set of mono-mode aerosol mod-
els v characterised by their single-scattering properties,
i.e. the single-scattering albedo ω0,v(eλ) and phase function
8v(eλ,g) where g represents the scattering angle. The dif-
ferent vertices are combined into this layer according to their
respective optical thickness τv(eλ) with the total aerosol opti-
cal thickness τa(eλ) of the layer being equal to Spectral bands (µm)
0.44
0.55
0.67
0.87
Relative bias (%)
−1.1
−0.3
0.0
+0.3
Relative RMSE (%)
2.8
1.8
1.3
1.2 Y. Govaerts and M. Luffarelli: Combined Inversion of Surface and AeRosol Y. Govaerts and M. Luffarelli: Combined Inversion of Surface and AeRosol Y. Govaerts and M. Luffarelli: Combined Inversion of Surface and AeRosol Table 1. Relative bias and root mean square error in percentage
between FASTRE and the reference RTM in various spectral bands. 5.1
Overview 8′(eλ,g) =
P
c8′
v(eλ,g)τ ′
v(eλ)
τ ′a(eλ)
. (9) (9) Surface reflectance characterisation requires multi-angular
observations ye3, the acquisition of which can take between
several minutes, as is the case for the Multi-angle Imaging
SpectroRadiometer (MISR) instrument, and several days, as
is the case for the Ocean and Land Colour Instrument (OLCI)
on board Sentinel-3 or the Moderate Resolution Imaging
Spectroradiometer (MODIS). In the former case, data are of-
ten assumed to be acquired almost instantaneously, i.e. with
the atmospheric properties remaining unchanged during the
acquisition time. Such a situation considerably reduces the
calculation time required to solve the RTE, as the multiple 5
Inversion process and the layer average phase function and the layer average phase function 4.4
FASTRE model accuracy ω′
0,v(eλ) =
1 −αd
1 −ω0,vαd
ω0,v(eλ). (6) (6) The layer total optical thickness, τLa, is the sum of the
gaseous, τg, the aerosol, τ ′
a and the Rayleigh, τr, optical depth τLa(eλ) = τg(eλ) + τ ′
a(eλ) + τr(eλ),
(7) (7) with τ ′
a(eλ) = P
vτ ′
v(eλ). The single-scattering albedo of the
scattering layer is equal to with τ ′
a(eλ) = P
vτ ′
v(eλ). The single-scattering albedo of the
scattering layer is equal to ω′
0(eλ) =
P
cω′
0,v(eλ)τ ′
v(eλ)
τ ′a(eλ)
(8) (8) 4.1
Overview ↑ The
multiple-scattering
contribution,
I ↑
m(x,b;m),
is
solved in the Fourier space for all illumination and viewing
directions of the quadrature directions Nθ for 2Nθ −1 az-
imuthal directions. The contribution I ↑
m(x,b;m) in the direc-
tion (0,v) is interpolated from the surrounding quadra-
ture directions. Finally, the Jacobian kxi = ∂ym(xi,b;m)
∂xi
of
ym(x,b;m) for parameter xi are calculated as finite differ-
ences. The surface reflectance rs(xs,b;m) over land is repre-
sented by the so-called RPV (Rahman–Pinty–Verstraete) www.atmos-meas-tech.net/11/6589/2018/ Atmos. Meas. Tech., 11, 6589–6603, 2018 6594 5.2
Cost function The fundamental principle of OE is to maximise the proba-
bility P = P (x|ye3,xb,b) with respect to the values of the
state vector x, conditional to the value of the measurements
and any prior information. The conditional probability takes
on the quadratic form (Rodgers, 2000): τeλl,v
τeλl+1,v
=
eeλl
eeλl+1
,
(15) (15) P (x) ∝exp
h
−
ym(x,b;m) −ye3
T S−1
y
ym(x,b;m) −ye3
i
+
exp
h
−
x −xb
T S−1
x
x −xb
i
+
exp
h
−xT HT
a S−1
a Hax
i
+
exp
h
−xT HT
l S−1
l
Hlx
i
,
(11) where eeλl is the extinction coefficient in bandeλl. where eeλl is the extinction coefficient in bandeλl. λl
Maximising the probability function in Eq. (11) is equiva-
lent to minimising the negative logarithm J(x) = Jy(x) + Jx(x) + Ja(x) + Jl(x),
(16) (16) with (11) Jy(x) =
ym(x,b,) −ye3
S−1
y
ym(x,b,) −ye3
T
(17)
Jx(x) =
x −xb
S−1
x
x −xb
T
(18)
Ja(x) = xT HT
a S−1
a Hax
(19)
Jl(x) = xT HT
l S−1
l
Hlx. (20) where the first two terms represent weighted deviations from
measurements and the prior state parameters respectively, the
third represents the AOT temporal smoothness constraints
and the fourth represents the AOT spectral constraint, with
respective uncertainty matrices Sa and Sl. The algorithm pro-
posed by Dubovik et al. (2011) implements similar temporal
and spectral smoothness constraints. The two matrices Ha
and Hl, representing respectively the temporal and spectral
constraints, can be written as block diagonal matrices: where the first two terms represent weighted deviations from
measurements and the prior state parameters respectively, the
third represents the AOT temporal smoothness constraints
and the fourth represents the AOT spectral constraint, with
respective uncertainty matrices Sa and Sl. The algorithm pro-
posed by Dubovik et al. (2011) implements similar temporal
and spectral smoothness constraints. The two matrices Ha
and Hl, representing respectively the temporal and spectral
constraints, can be written as block diagonal matrices: (20) Notice that the cost function J is minimised with respect to
the state variable x, so that the derivative of J is independent
of the model parameters b. Y. Govaerts and M. Luffarelli: Combined Inversion of Surface and AeRosol where the four blocks Hρ0, Hk, Hθ and Hρc express the spec-
tral constraints between the surface parameters. Their values
are set to zero when these constraints are not active. The sub-
matrix Hτ
a can also be written using blocks Hτ
a;eλ,v along the
diagonal. For a given spectral band eλ and aerosol vertex v,
the block Hτ
a;eλ,v is defined as follows: scattering term I ↑
m(x,b;m) needs to be estimated only once
per spectral band. In the latter case, atmospheric properties
cannot be assumed to be invariant and the multiple scattering
contribution needs to be solved for each observation. When
geostationary observations are processed, the accumulation
period is often reduced to 1 day, and the assumption that the
atmosphere does not change can be converted into an equiva-
lent radiometric uncertainty (Govaerts et al., 2010b). Strictly
speaking, it should be assumed that atmospheric properties
have changed when the accumulation time exceeds several
minutes (Luffarelli et al., 2016). Hτ
a;eλ,v τeλ,v =
1
−1
0
... ... 0
1
−1
0
... ... ... ... ... ... ... ... ... 1
−1
... ... ... ... 0
τeλ,v,1
τeλ,v,2
... τeλ,v,Nt−1
τeλ,v,1,Nt
. (13) The retrieved state variables in each spectral band eλ are
composed of the xs parameters characterising the state of the
surface and the set of aerosol optical thicknesses τv for the
aerosol vertices that are mixed in layer La. Prior informa-
tion consists of the expected values xb of the state variables
x characterising the surface and the atmosphere on one side,
and regularisation of the spectral and/or temporal variability
of τv on the other side. Uncertainty matrices Sx are assigned
to this prior information. Finally, uncertainties in the mea-
surements Sy are assumed to be normally distributed with
zero mean. The inversion process of the FASTRE model will
be herein referred to as the Combined Inversion of Surface
and AeRosol (CISAR) algorithm. (13) In the same way, the submatrix Hτ
l can be written using
blocks Hτ
l;v,t. For a given aerosol vertex v and time t, the
block Hτ
l;v,t is defined as follows: Hτ
l;v,t τ v,t =
0
0
0
... 0
−ϵ2
ϵ1
1
0
... 0
0
−ϵ3
ϵ2
1
... 0
... ... ... ... 0
... ... ... Y. Govaerts and M. Luffarelli: Combined Inversion of Surface and AeRosol −
ϵNλ
ϵNλ−1
1
τ1,v,t
τ2,v,t
τ3,v,t
... τNeλ,v,t
, (14) where the ϵl represents the uncertainties associated with the
AOT spectral constraints of the individual vertex v, bound-
ing the solution space. The spectral variations of τv between
bandeλl andeλl+1 are assumed to vary, as 4.3
Gaseous layer properties It is assumed that only molecular absorption takes place in
layer Lg. The height of level Za is used to partition the total
column water vapour and ozone concentration in each layer
assuming a US76 standard atmosphere vertical profile. This
height is not retrieved and is therefore a model parameter of
FASTRE, which should be derived from some climatological
values. TLg denotes the total transmission of that layer. www.atmos-meas-tech.net/11/6589/2018/ Atmos. Meas. Tech., 11, 6589–6603, 2018 6595 www.atmos-meas-tech.net/11/6589/2018/ 6.2
Results (23) 5.4
Acceleration methods The minimisation of Eq. (16) relies on an iterative approach
with ym(x,b;m) and the associated Jacobians Kx being es-
timated at each iteration. In order to reduce the calculation
time dedicated to the estimation of ym(x,b;m) and Kx, a se-
ries of methods have been implemented. All quantities that
do not explicitly depend on the state variables, such as the
observation conditions m, model parameters b, quadrature
point weights, etc. are computed only once prior to the opti-
misation. When solving the RTE, the estimation of the multiple scat-
tering term is by far the most time-consuming step. Hence,
during the iterative optimisation process, when the change
1τa(eλ) between iteration j and j + 1 is small, the multiple
scattering contribution at iteration j + 1 is estimated with Values used for the RPV parameters in the four selected
bands are indicated in Table 5. They correspond to typical
BRF values that would be observed over a vegetated surface
with a leaf area index value of 3 and a bright underlying soil. I ↑
m(τa(j + 1,eλ),b;m) = I ↑
m(τa(j,eλ),b;m)
+ ∂I ↑
m(τa(j,eλ),b;m)
∂τa
1τa(eλ). (23) 6.1
Experimental set-up A simple experimental set-up based on simulated data has
been defined to illustrate the performance of the CISAR al-
gorithm as a function of the chosen solution space. More
specifically, the capability of CISAR to continuously sample
the {g,ω0} solution space is examined in detail. For the sake
of simplicity, a noise-free multi-angular observation vector,
ye3, where expresses the illumination and viewing ge-
ometries, is assumed to be acquired instantaneously in the
principal plane and in the spectral bands listed in Table 1. A
radiometric uncertainty of 3 % is assumed to compose Sy. In
this ideal configuration, the solar zenith angle (SZA) is set
to 30◦. In these experiments, to concentrate on the retrieval
of aerosol properties, the surface parameters prior values are
set to the true values used in the simulation (Table 5) with an
ascribed uncertainty of 0.03. The first guess values are ran-
domly chosen within this uncertainty interval. Part 2 explains
how prior information on the surface parameters can be de-
rived. No prior information is assumed for the aerosol optical
thickness; i.e. the prior uncertainty is set to very large values. Only regularisation of the spectral variations of τa is applied. 5.3
Retrieval uncertainty estimation The retrieval uncertainty is based on the OE theory, assuming
linear behaviour of ym(x,b;m) in the vicinity of the solution
ˆx. Under this condition, the retrieval uncertainty σˆx is deter-
mined by the shape of J(x) at ˆx σ 2
ˆx =
∂2Js(x)
∂x2
−1
=
KT
x S−1
y Kx + S−1
x
+ HT
a S−1
a Ha + HT
l S−1
l
Hl
−1
,
(21) (21) where Kx is the Jacobian matrix of ym(x,b;m) calculated
in ˆx. Combining Eqs. (21) and (8), the uncertainty in the re-
trieval of ω0 in bandeλ is written σ 2
ˆω0(eλ) =
X
v
ω0,v(eλ) −ω0(eλ)
τa(eλ)
2
σ 2
ˆτv(eλ). (22) (22) The CISAR algorithm performance evaluation is based
on a series of experiments corresponding to different selec-
tions of aerosol properties, both for the forward simulation of
the observations and their inversion. Three different aerosol
models are used in the forward simulations: F0, which only
contains fine-mode; F1, which contains a dual-mode particle
size distribution dominated by small particles; and F2, com-
posed of a dual-mode distribution dominated by the coarse
particles. Table 2 contains the values of the size distribution
and refractive indices of these aerosol models. Values for the
four vertices (FA, FN, CL and CS) enclosing the solution
space as illustrated in Fig. 3 are given in Table 3. When the
observations simulated with aerosol types F0, F1 or F2 are
inverted, the list of vertices actually used depends on the type
of experiment as indicated in Table 4. For all these scenarios,
an AOT of 0.4 at 0.55 µm is assumed. A similar equation can be derived for the estimation of σ 2
g . Y. Govaerts and M. Luffarelli: Combined Inversion of Surface and AeRosol Y. Govaerts and M. Luffarelli: Combined Inversion of Surface and AeRosol 6
Algorithm performance evaluation the variance should decrease. Accordingly, the magnitude
of the elements of the covariance matrix should decrease as
1/√ny. Thus, repeating similar observations results in some
enhancements of retrieval accuracy, which is proportional to
the ratio ny/nx. Hence, the cost function which is actually
minimised is Js(x) = Jy(x)+ny/nx(Jx(x)+Ja(x)+Jl(x)). 5.2
Cost function The need for angular sampling
to document the surface anisotropy leads to an unbalanced
dimension of nx and ny with ny > nx, where ny and nx rep-
resent the number of observations and state variables respec-
tively. According to Dubovik et al. (2006), these additional
observations should improve the retrieval as, from a statisti-
cal point of view, repeating similar observations implies that H =
Hρ0
0
0
0
0
0
Hk
0
0
0
0
0
Hθ
0
0
0
0
0
Hρc
0
0
0
0
0
Hτ
,
(12) (12) Atmos. Meas. Tech., 11, 6589–6603, 2018 6596 Y. Govaerts and M. Luffarelli: Combined Inversion of Surface and AeRosol The last column indicates the name of the aerosol
model used to simulate the observations. the F0 aerosol model. The retrieved AOT is also in very good
agreement with the true values as can be seen on the right
panel. The retrieval error ϵτ is defined as the difference be-
tween the retrieved and the true AOT values. Results are sum-
marised in Table 6. This first experiment demonstrates that it
is possible to retrieve the properties of the aerosol model F0
as a linear combination of the vertices FA and FN when only
the absorption varies, the particle median radius being con-
stant. Experiment
Active vertices
Forward type
FA
FN
CS
CL
F00
×
×
F0
F10
×
×
F1
F11
×
×
×
F1
F12
×
×
×
F1
F13
×
×
×
×
F1
F21
×
×
×
F2
F22
×
×
×
F2
F23
×
×
×
×
F2 A comparison between the true and retrieved values in Ta-
ble 5 shows that the surface parameters are very accurately
retrieved. As stated in Sect. 6.1, prior information on the
magnitude of the RPV parameter is assumed to be unbiased
with an uncertainty of 0.03. The corresponding posterior un-
certainties exhibit a significant decrease for the ρ0 parame-
ter at all wavelengths. Similar behaviour is not observed for
the other parameters. As explained in Wagner et al. (2010),
the k and 2 parameters, controlling the surface reflectance
anisotropy, are strongly correlated with the amount of atmo-
spheric scattering. Consequently, the retrieved uncertainties
decrease with increasing wavelengths, i.e. as a function of
the actual AOT. Despite the observations taking place in the
principal plane, the posterior uncertainty on the hot spot pa-
rameter remains equal to the prior one as a result of atmo-
spheric scattering. This fact is attributed to the relatively high
value of the true AOT, and the consequent amount of scatter-
ing attenuating the hot spot. Results for the surface parameter as for the FN and FA vertices used for the inversion. Hence,
the retrieval is limited to the imaginary part of the index of
refraction, the real part being set to 1.4. With a retrieval con-
figuration restricted to the use of only two vertices, the so-
lution space for each wavelength is limited to a straight line
between the two vertices. Results are shown in Fig. Y. Govaerts and M. Luffarelli: Combined Inversion of Surface and AeRosol 6597 Table 2. List of aerosol properties used for the simulations. The parameters rmf and rmc are the median fine- and coarse-mode radii expressed
in µm. Their respective standard deviations are σrmf and σrmc. The parameters nr and ni are the real and imaginary part of the refractive index
in the indicated bands. Nf and Nc are the fine- and coarse-mode particle concentration in number of particles per cm3. Table 2. List of aerosol properties used for the simulations. The parameters rmf and rmc are the median fine- and coarse-mode radii expressed
in µm. Their respective standard deviations are σrmf and σrmc. The parameters nr and ni are the real and imaginary part of the refractive index
in the indicated bands. Nf and Nc are the fine- and coarse-mode particle concentration in number of particles per cm3. Centre band in µm
0.44
0.55
0.67
0.87
Type
rmf
rmc
ni
nr
nr
nr
Nf
Nc
F0
0.08
–
1.396
1.393
1.391
1.388
–
–
F1
0.10
0.93
1.419
1.427
1.436
1.442
9.587
0.002
F2
0.08
0.77
1.498
1.520
1.544
1.542
8.975
0.024
σrmf
σrmc
ni
ni
ni
ni
F0
0.45
–
0.012
0.012
0.012
0.012
–
–
F1
0.43
0.62
0.006
0.005
0.005
0.005
F2
0.50
0.62
0.005
0.005
0.004
0.004 Table 3. Microphysical parameter values for the four vertices (FA, FN, CS and CL) in the selected spectral bands. Radius are given in µm. Table 3. Microphysical parameter values for the four vertices (FA, FN, CS and CL) in the selected spectral b ter values for the four vertices (FA, FN, CS and CL) in the selected spectral bands. Radius are given in µm. Table 3. Microphysical parameter values for the four vertices (FA, FN, CS and CL) in the selected spectral bands. Radius are given in µm
Centre band in µm
0.44
0.55
0.67
0.87
0.44
0.55
0.67
0.87
Type
rm
σrm
nr
nr
nr
nr
ni
ni
ni
ni
FN
0.08
0.45
1.3958
1.3932
1.3909
1.3879
0.0006
0.0006
0.0006
0.0006
FA
0.08
0.45
1.3958
1.3932
1.3909
1.3879
0.0207
0.0207
0.0207
0.0205
CS
0.30
0.55
1.4889
1.4878
1.4845
1.4763
0.0029
0.0029
0.0029
0.0029
CL
1.00
0.55
1.4889
1.4878
1.4845
1.4763
0.0029
0.0029
0.0029
0.0029 Table 4. List of experiments: the names are provided in the first
column. The active vertices in each experiment are indicated with
the × symbol. 6.2.1
Experiment F00 This approximation is not used in two successive iterations
to avoid inaccurate results, and the single-scattering contri-
bution is always explicitly estimated. This approximation is not used in two successive iterations
to avoid inaccurate results, and the single-scattering contri-
bution is always explicitly estimated. The purpose of the first experiment (F00) is to demonstrate
that the CISAR algorithm can accurately retrieve aerosol
properties in a simple situation, showing therefore that the in-
version process works correctly. The F0 aerosol model used
to simulate the observations is only composed of fine par-
ticles with a median radius of 0.08 µm, i.e. the same value Atmos. Meas. Tech., 11, 6589–6603, 2018 www.atmos-meas-tech.net/11/6589/2018/ Atmos. Meas. Tech., 11, 6589–6603, 2018 Y. Govaerts and M. Luffarelli: Combined Inversion of Surface and AeRosol Luffarelli: Combined Inversion of Surface and AeRosol 6598 Table 5. Values of the true and retrieved surface RPV parameters for experiment F00. Wavelengths are given in µm. Values of the true and retrieved surface RPV parameters for experiment F00. Wavelengths are given in µm. Table 5. Values of the true and retrieved surface RPV parameters for experiment F00. Wavelengths are given in µm. Table 6. Retrieved AOT error and uncertainties for the six experiments. The error ϵτ is calculated as the difference between the retrieved and
the true values, δτ is the relative error in percent and στ is the retrieval uncertainty estimated with Eq. (21). Wavelengths are given in µm. Band
0.44
0.55
0.67
0.87
Experiment
ϵτ
δτ
στ
ϵτ
δτ
στ
ϵτ
δτ
στ
ϵτ
δτ
στ
Units
–
(%)
–
–
(%)
–
–
(%)
–
–
(%)
–
F00
0.001
−0.1
0.203
−0.002
0.6
0.133
−0.000
0.0
0.095
−0.004
3.3
0.079
F10
0.062
−11.0
0.199
0.042
−10.5
0.130
0.022
−7.8
0.094
0.026
−15.6
0.078
F11
0.005
−0.9
0.239
−0.021
5.3
0.164
−0.037
13.2
0.125
−0.047
27.8
0.095
F12
0.041
−7.3
0.228
0.013
−3.3
0.152
−0.004
1.5
0.113
−0.015
8.6
0.089
F13
−0.001
0.1
0.295
−0.028
6.9
0.199
−0.041
14.5
0.145
−0.051
30.5
0.103
F21
0.018
−3.9
0.252
0.037
−9.2
0.172
0.042
−11.9
0.129
0.071
−22.9
0.096
F22
−0.018
3.9
0.236
−0.007
1.8
0.158
−0.004
1.1
0.116
0.008
−2.6
0.090
F23
−0.041
8.8
0.296
−0.031
7.8
0.200
−0.027
7.5
0.145
−0.018
6.0
0.103 retrieval exhibits very similar behaviour for the other experi-
ments and will not be shown. is particularly large at 0.87 µm, but rather underestimated at
0.44 µm. The improvement in the AOT retrieval accuracy is
noticeable in the 0.44 and 0.55 µm bands where the magni-
tude of ϵr is reduced from 0.062 to 0.005 and from 0.042
to −0.021 respectively (Table 6). At larger wavelengths, the
benefit of adding the CS vertex is less noticeable though the
magnitude of ϵr remains below 0.05. Finally, the retrieval un-
certainty slightly increases from 0.199 up to 0.239 for the
0.44 µm band because of the use of additional state variables
τv associated with the inclusion of an additional vertex. Sim-
ilar behaviour is observed in the other bands. 6.2.2
Experiment F10 Let us now examine the case in which both rm and ni differ
from those of the vertices used for the inversion. The aerosol
type F1 is used for the forward simulation with rmf = 0.1 µm
for the predominant fine mode and rmc = 0.93 µm for the
coarse mode. The same aerosol vertices as in experiments
F00 are used for the inversion. The results in Fig. 6 show that ω0 is reasonably well re-
trieved unlike the g parameter, which is systematically under-
estimated. At any given wavelengths, it is not possible to re-
trieve g values outside the bounds defined by the FA and FN
vertices. Consequently, the retrieved AOT values are under-
estimated by about 10 % (Table 6). This example illustrates
the retrieval failure when the actual solution lays outside the
{g,ω0} space defined by the active vertices. For experiment F12, the CS vertex is substituted by vertex
CL which has a median radius of 1.0 µm. The use of this ver-
tex instead of CS considerably improves the retrieval of g and
of ω0 at large wavelengths (Fig. 8). As can be seen in Fig. 2,
the sensitivity of aerosol single-scattering properties to parti-
cle median radius and imaginary part of the refractive index
depends on the wavelength. Hence, a similar performance of
the algorithm at all wavelengths should not be expected. The
errors ϵτ in this experiment F12 are further reduced com-
pared to experiment F11 with the exception of the 0.44 µm
band. The CISAR algorithm retrieves total AODs consistent
with the truth. Y. Govaerts and M. Luffarelli: Combined Inversion of Surface and AeRosol 5 for the atmosphere and Table 5
for the surface. The asymmetry factor g and single-scattering
albedo ω0 are almost exactly retrieved. There is practically
no uncertainty in the retrieval of g because of the constraints
imposed by the fact that the particle radius is the same as for www.atmos-meas-tech.net/11/6589/2018/ Atmos. Meas. Tech., 11, 6589–6603, 2018 6598
Y. Govaerts and M. Luffarelli: Combined Inversion of Surface and AeRosol
Table 5. Values of the true and retrieved surface RPV parameters for experiment F00. Wavelengths are given in µm. True
Retrieved
Band
ρ0
k
2
ρc
ρ0
k
2
ρc
0.44
0.025
0.666
−0.150
0.125
0.025 ± 0.006
0.666 ± 0.030
−0.150 ± 0.030
0.125 ± 0.030
0.55
0.047
0.657
−0.114
0.023
0.047 ± 0.004
0.657 ± 0.029
−0.116 ± 0.028
0.023 ± 0.030
0.67
0.056
0.710
−0.096
0.025
0.056 ± 0.004
0.711 ± 0.028
−0.096 ± 0.026
0.025 ± 0.030
0.87
0.238
0.706
−0.019
0.030
0.238 ± 0.011
0.705 ± 0.025
−0.020 ± 0.017
0.029 ± 0.030
Table 6. Retrieved AOT error and uncertainties for the six experiments. The error ϵτ is calculated as the difference between the retrieved and
the true values, δτ is the relative error in percent and στ is the retrieval uncertainty estimated with Eq. (21). Wavelengths are given in µm. Band
0.44
0.55
0.67
0.87
Experiment
ϵτ
δτ
στ
ϵτ
δτ
στ
ϵτ
δτ
στ
ϵτ
δτ
στ
Units
–
(%)
–
–
(%)
–
–
(%)
–
–
(%)
–
F00
0.001
−0.1
0.203
−0.002
0.6
0.133
−0.000
0.0
0.095
−0.004
3.3
0.079
F10
0.062
−11.0
0.199
0.042
−10.5
0.130
0.022
−7.8
0.094
0.026
−15.6
0.078
F11
0.005
−0.9
0.239
−0.021
5.3
0.164
−0.037
13.2
0.125
−0.047
27.8
0.095
F12
0.041
−7.3
0.228
0.013
−3.3
0.152
−0.004
1.5
0.113
−0.015
8.6
0.089
F13
−0.001
0.1
0.295
−0.028
6.9
0.199
−0.041
14.5
0.145
−0.051
30.5
0.103
F21
0.018
−3.9
0.252
0.037
−9.2
0.172
0.042
−11.9
0.129
0.071
−22.9
0.096
F22
−0.018
3.9
0.236
−0.007
1.8
0.158
−0.004
1.1
0.116
0.008
−2.6
0.090
F23
−0.041
8.8
0.296
−0.031
7.8
0.200
−0.027
7.5
0.145
−0.018
6.0
0.103
retrieval exhibits very similar behaviour for the other experi-
ments and will not be shown
is particularly large at 0.87 µm, but rather underestimated at
0 44 µm The improvement in the AOT retrieval accuracy is Y. Govaerts and M. Luffarelli: Combined Inversion of Surface and AeRosol Y. Govaerts and M. 6.2.3
Experiments F11–F13 In order to improve the retrieval of the F1 aerosol model
properties, the additional aerosol CS vertex with rm = 0.3 µm
has been added for the inversion process. Results of exper-
iment F11 are displayed in Fig. 7. Retrieved g values are
no longer underestimated. The single-scattering albedo is
slightly underestimated. It should be noted that the estimated
uncertainty associated with g increases with wavelength and Finally, in experiment F13 the inversion was performed
using all four vertices (Fig. 9). This additional “degree of
freedom” translates into an increase of the estimated uncer-
tainty σˆτ as a result of the large number of possible way to
combine these four vertices to retrieve the properties of the www.atmos-meas-tech.net/11/6589/2018/ www.atmos-meas-tech.net/11/6589/2018/ Atmos. Meas. Tech., 11, 6589–6603, 2018 Y. Govaerts and M. Luffarelli: Combined Inversion of Surface and AeRosol 6599 Y. Govaerts and M. Luffarelli: Combined Inversion of Surface and AeRosol
6599
Figure 5. (a) Results of experiment F00 in the {g,ω0} space. The aerosol vertices used for the inversion are FN (blue) and FA (green). The
forward aerosol properties are shown in black and the retrieved ones in red. Vertical and horizontal red bars indicate the uncertainty of the
retrieved values. (b) Retrieved AOT (red circles). The retrieval uncertainty is shown with the vertical red lines. True values are indicated with
black crosses. True and retrieved values are slightly staggered to ease the reading. Figure 5. (a) Results of experiment F00 in the {g,ω0} space. The aerosol vertices used for the inversion are FN (blue) and FA (green). The
forward aerosol properties are shown in black and the retrieved ones in red. Vertical and horizontal red bars indicate the uncertainty of the
retrieved values. (b) Retrieved AOT (red circles). The retrieval uncertainty is shown with the vertical red lines. True values are indicated with
black crosses. True and retrieved values are slightly staggered to ease the reading. Figure 6. Same as Fig. 5 but for experiment F10. Figure 6. Same as Fig. 5 but for experiment F10. F23 (Fig. 11) and FN, FA, CS and CL for experiment F22
(Fig. 11). Essentially the same conclusions hold as for the
retrieval of aerosol model F1. The retrieval of the F2 model
properties expressed as a linear combination of the FN, FA
and CL vertices provides the best solution, with both g and
ω0 being retrieved at all wavelengths. aerosol model F1. 6.2.3
Experiments F11–F13 In other words, using these two coarse
mode vertices does not improve the characterisation of F1. The actual benefit of adding this fourth vertex, i.e. expand-
ing the solution space, is therefore not straightforward, and
it should be noted that increasing the number of vertices im-
pacts the computational time. This series of experiments has
shown that, of the four considered, the use of the FN, FA and
CL vertices provides the best combination for the retrieval
of aerosol model F1. With this combination, the FN and FA
vertices allow for control of the amount of radiation absorbed
by the aerosols, while the effects of the particle size are con-
trolled by the CL vertex. 7
Discussion and conclusion This paper describes the CISAR algorithm designed for the
joint retrieval of surface reflectance and aerosol properties. Previous attempts to perform a joint retrieval have been re-
viewed, discussing their advantages and weaknesses. The
limitations due to a combined used of discrete and continu-
ous state variables in retrieval methods based on OE as in Go-
vaerts et al. (2010b) are discussed in Sect. 2. The new method
presented in this paper specifically addresses these limita-
tions, allowing continuous variations of the aerosol single-
scattering properties in the solution space without the aerosol
microphysical properties explicitly appearing as state vari-
ables. Atmos. Meas. Tech., 11, 6589–6603, 2018 6.2.4
Experiments F21–F23 The retrieval of aerosol model F2, a dual-mode particle size
distribution dominated by coarse particles, is now exam-
ined. This model is composed of a fine mode with radius
rmf = 0.08 µm and a coarse mode with radius rmc = 0.77 µm. As for the retrieval of the F1 aerosol model, three combina-
tions of vertices have been explored, i.e. FN, FA and CS for
experiment F21 (Fig. 10), FN, FA and CL for experiment www.atmos-meas-tech.net/11/6589/2018/ Atmos. Meas. Tech., 11, 6589–6603, 2018 6600
Y. Govaerts and M. Luffarelli: Combined Inversion
Figure 7. Same as Fig. 5 but for experiment F11. Y. Govaerts and M. Luffarelli: Combined Inversion of Surface and AeRosol Y. Govaerts and M. Luffarelli: Combined Inversion of Surface and AeRosol 6600
Y. Govaerts and M. Luffarelli: Combined Inversion of Surface and AeRosol
Figure 7. Same as Fig. 5 but for experiment F11. Figure 8. Same as Fig. 5 but for experiment F12. 6600 Figure 7. Same as Fig. 5 but for experiment F11. Figure 7. Same as Fig. 5 but for experiment F11. Figure 8. Same as Fig. 5 but for experiment F12. Figure 9. Same as Fig. 5 but for experiment F13. Atmos. Meas. Tech., 11, 6589–6603, 2018
www.atmos-meas-tech.net/11/6 Figure 7. Same as Fig. 5 but for experiment F11. Figure 7. Same as Fig. 5 but for experiment F11. Figure 8. Same as Fig. 5 but for experiment F12. Figure 8. Same as Fig. 5 but for experiment F12. Figure 8. Same as Fig. 5 but for experiment F12. Figure 9. Same as Fig. 5 but for experiment F13. Atmos. Meas. Tech., 11, 6589–6603, 2018
www.atmos-meas-tech.net/11/6589/2018/ Figure 8. Same as Fig. 5 but for experiment F12. Figure 9. Same as Fig. 5 but for experiment F13. Figure 9. Same as Fig. 5 but for experiment F13. Figure 9. Same as Fig. 5 but for experiment F13. Figure 9. Same as Fig. 5 but for experiment F13. Atmos. Meas. Tech., 11, 6589–6603, 2018 www.atmos-meas-tech.net/11/6589/2018/ Atmos. Meas. Tech., 11, 6589–6603, 2018 erts and M. Luffarelli: Combined Inversion of Surface and AeRosol Y. Govaerts and M. Luffarelli: Combined Inversion of Surface and AeRosol 6601 Figure 10. Same as Fig. 5 but for experiment F21. Figure 11. Same as Fig. 5 but for experiment F22. Figure 10. Same as Fig. 5 but for experiment F21. Figure 10. Same as Fig. 5 but for experiment F21. Figure 11. Same as Fig. 5 but for experiment F22. Figure 12. Same as Fig. 5 but for experiment F23. www.atmos-meas-tech.net/11/6589/2018/
Atmos. Meas. Tech. Figure 10. Same as Fig. 5 but for experiment F21. Figure 10. Same as Fig. 5 but for experiment F21. Figure 11. Same as Fig. 5 but for experiment F22. Figure 12. Same as Fig. 5 but for experiment F23. www.atmos-meas-tech.net/11/6589/2018/
Atmos. Meas. Tech., 11, 6589–6603, 2018 Figure 11. Same as Fig. 5 but for experiment F22. Figure 11. Same as Fig. 5 but for experiment F22. Figure 12. Same as Fig. 5 but for experiment F23. www.atmos-meas-tech.net/11/6589/2018/
Atmos. Meas. Tech., 11, 6589–6603, 2018 Figure 12. Same as Fig. 5 but for experiment F23. Figure 12. Same as Fig. 5 but for experiment F23. Atmos. Meas. Tech., 11, 6589–6603, 2018 Atmos. Meas. Tech., 11, 6589–6603, 2018 Y. Govaerts and M. Luffarelli: Combined Inversion of Surface and AeRosol place far from the principal plane, where most of the angular
variations occur. Part 2 addresses the performance of CISAR
when applied to actual satellite data. A fast-forward radiative transfer model has been designed
which solves the radiative transfer equation without relying
on precomputed look-up tables. This model considers two at-
mospheric layers. The upper layer only hosts molecular ab-
sorption. The lower layer accounts for both absorption and
scattering processes due to aerosols and molecules and is ra-
diatively coupled with the surface represented with the RPV
BRF model. Single-scattering aerosol properties in this layer
are expressed as a linear combination of the properties of ver-
tices enclosing part of the solution space. Data availability. Results presented in Sect. 6 are available from
the authors upon request. Supplement. It includes the plots of case F22, adding a 3 %
Gaussian noise to the simulated TOA BRF for AOT = 0.05
(Fig. S1), AOT = 0.2 (Fig. S2), AOT = 0.4 (Fig. S3) and AOT = 0.8
(Fig. S4). Figure S5 shows the merged results in the {g,ω0}
space of experiments F11, F12 and F13. Figure S6 shows the
merged results in the {g,ω0} space of experiments F21, F22 and
F23. The supplement related to this article is available online
at: https://doi.org/10.5194/amt-11-6589-2018-supplement. A series of different experiments has been devised to anal-
yse the behaviour of the CISAR algorithm and its capability
to retrieve aerosol single-scattering properties as well as the
optical thickness. This discussion focuses on the retrieval of
aerosol models dominated by the fine mode or coarse mode. These two models have pretty different spectral behaviour in
the {g,ω0} space and yet the CISAR algorithm is capable of
retrieving the corresponding single-scattering properties in
both cases with estimated uncertainties of about 15 %. Author contributions. YG developed the FASTRE model, con-
ceived the experimental set-up and wrote the paper. ML contributed
to the development of the inversion method. These experiments illustrate the possibility of using
Eqs. (8) and (9) for the continuous retrieval of the aerosol
single-scattering albedo and phase function. These equations
assume linear behaviour of ω0 and g in the solution space. Such assumptions have proven to be valid for the case ad-
dressed in experiment F00. This assumption is not exactly
true for the retrieval aerosol models of a fine- and a coarse-
particle size modes. Y. Govaerts and M. Luffarelli: Combined Inversion of Surface and AeRosol However, the retrieved aerosol single-
scattering properties are derived much more accurately than
with a method based on a limited number of predefined
aerosol models as in Govaerts et al. (2010b), where the
single-scattering properties of only predefined models are re-
trieved. It thus represents a major improvement with respect
to these types of retrieval approaches without requiring the
use of a large number of state variables as in the method pro-
posed by Dubovik et al. (2011), where aerosol microphysical
properties are explicitly included in the set of retrieved state
variables. Competing interests. The authors declare that they have no conflict
of interest. Acknowledgements. The authors would like to thank the reviewers
for their fruitful suggestions. Edited by: Andrew Sayer
Reviewed by: three anonymous referees www.atmos-meas-tech.net/11/6589/2018/ www.atmos-meas-tech.net/11/6589/2018/ 6602 Atmos. Meas. Tech., 11, 6589–6603, 2018 Y. Govaerts and M. Luffarelli: Combined Inversion of Surface and AeRosol 6603 Luffarelli, M., Govaerts, Y., and Damman, A.: Assessing hourly
aerosol properties retrieval from MSG/SEVIRI observations in
the framework of aeroosl-cci2, in: Living Planet Symposium
2016, 9–13 May, Prague, Czech Republic, 2016. Fischer, J. and Grassl, H.: Radiative transfer in an atmosphere-
ocean system: an azimuthally dependent matrix-operator ap-
proach, Appl. Optics, 23, 1032–1039, 1984. Govaerts,
Y. and
Lattanzio,
A.:
Retrieval
Error
Esti-
mation
of
Surface
Albedo
Derived
from
Geostation-
ary
Large
Band
Satellite
Observations:
Application
to
Meteosat-2 and -7 Data, J. Geophys. Res., 112, D05102,
https://doi.org/10.1029/2006JD007313, 2007. Luffarelli, M., Govaerts, Y., Goossens, C., Wolters, E., and Swin-
nen, E.: Joint retrieval of surface reflectance and aerosol prop-
erties from PROBA-V observations, part I: algorithm perfor-
mance evaluation, in: Proceedings of MultiTemp 2017, 27–29
June, Bruges, Belgium, 2017. Govaerts, Y., Luffarelli, M., and Damman, A.: Effects of Sky Ra-
diation on Surface Reflectance: Implications on The Derivation
of LER from BRF for the Processing of Sentinel-4 Observations,
in: Living Planet Symposium 2016, 9–13 May, Prague, Czech
Republic, 2016. Manolis, I., Grabarnik, S., Caron, J., Bézy, J.-L., Loiselet, M., Betto,
M., Barré, H., Mason, G., and Meynart, R.: The MetOp second
generation 3MI instrument, Proc. SPIE Remote Sens., 88890J,
https://doi.org/10.1117/12.2028662, 2013. Govaerts, Y. M.: RTMOM V0B.10 User’s Manual, 2006. Marquardt, D.: An Algorithm for Least-Squares Estimation of Non-
linear Parameters, SIAM J. Appl. Math., 11, 431–441, 1963. Govaerts, Y. M., Lattanzio, A., Taberner, M., and Pinty, B.:
Generating global surface albedo products from multiple geo-
stationary satellites, Remote Sens. Environ., 112, 2804–2816,
https://doi.org/10.1016/j.rse.2008.01.012, 2008. Pinty, B., Roveda, F., Verstraete, M. M., Gobron, N., Govaerts, Y.,
Martonchik, J. V., Diner, D. J., and Kahn, R. A.: Surface albedo
retrieval from Meteosat: Part 1: Theory, J. Geophys. Res., 105,
18099–18112, 2000a. Govaerts, Y. M., Wagner, S., and Dubovik, O.: Enhanced retrieval of
loading and detailed micro-physics of atmospheric aerosol from
MTG/FCI observations, in: EUMETSAT Meteorological User
Conference, 20–24 September, Córdoba, Spain, 2010a. Pinty, B., Roveda, F., Verstraete, M. M., Gobron, N., Govaerts, Y.,
Martonchik, J. V., Diner, D. J., and Kahn, R. A.: Surface albedo
retrieval from Meteosat: Part 2: Applications, J. Geophys. Res.,
105, 18113–18134, 2000b. Govaerts, Y. M., Wagner, S., Lattanzio, A., and Watts, P.: Joint
retrieval of surface reflectance and aerosol optical depth from
MSG/SEVIRI observations with an optimal estimation approach:
1. Theory, J. Geophys. Res., 115, 10.1029/2009JD011779,
https://doi.org/10.1029/2009JD011779, 2010b. Rahman, H., Pinty, B., and Verstraete, M. Y. Govaerts and M. Luffarelli: Combined Inversion of Surface and AeRosol M.: Coupled surface-
atmosphere reflectance (CSAR) model, 2. Semiempirical surface
model usable with NOAA Advanced Very High Resolution Ra-
diometer Data, J. Geophys. Res., 98, 20791–20801, 1993. Hess, M., Koepke, P., and Schult, I.: Optical properties of aerosols
and clouds: The software package OPAC, B. Am. Meteorol. Soc.,
79, 831–844, 1998. Rodgers, C. D.: Inverse methods for atmospheric sounding, Series
on Atmospheric Oceanic and Planetary Physics, World Scien-
tific, Oxford, 2000. Kokhanovsky, A. A., Deuzé, J. L., Diner, D. J., Dubovik, O., Ducos,
F., Emde, C., Garay, M. J., Grainger, R. G., Heckel, A., Herman,
M., Katsev, I. L., Keller, J., Levy, R., North, P. R. J., Prikhach,
A. S., Rozanov, V. V., Sayer, A. M., Ota, Y., Tanré, D., Thomas,
G. E., and Zege, E. P.: The inter-comparison of major satellite
aerosol retrieval algorithms using simulated intensity and polar-
ization characteristics of reflected light, Atmos. Meas. Tech., 3,
909–932, https://doi.org/10.5194/amt-3-909-2010, 2010. Schuster, G. L., Dubovik, O., Holben, B. N., and Clothiaux, E. E.:
Inferring black carbon content and specific absorption from
Aerosol Robotic Network (AERONET) aerosol retrievals, J. Geophys. Res., 110, 1017–1017, 2005. Rozanov, V. V., Sayer, A. M., Ota, Y., Tanré, D., Thom Serene, F. and Corcoral, N.: PARASOL and CALIPSO: Experi-
ence Feedback on Operations of Micro and Small Satellites,
in: SpaceOps 2006 Conference, 21 June, American Institute
of Aeronautics and Astronautics, https://doi.org/10.2514/6.2006-
5919, 2006. Lattanzio, A., Schulz, J., Matthews, J., Okuyama, A., Theodore, B.,
Bates, J. J., Knapp, K. R., Kosaka, Y., and Schüller, L.: Land Sur-
face Albedo from Geostationary Satelites: A Multiagency Col-
laboration within SCOPE-CM, B. Am. Meteorol. Soc., 94, 205–
214, https://doi.org/10.1175/BAMS-D-11-00230.1, 2013. Vermote, E. F., Tanré, D., Deuzé, J. L., Herman, M., and Morcrette,
J. J.: Second simulation of the satellite signal in the solar spec-
trum, 6S: An overview, IEEE T. Geosci. Remote, 35, 675–686,
1997. Liu, Q. and Ruprecht, E.: Radiative transfer model: matrix operator
method, Appl. Optics, 35, 4229–4237, 1996. Wagner, S. C., Govaerts, Y. M., and Lattanzio, A.: Joint retrieval of
surface reflectance and aerosol optical depth from MSG/SEVIRI
observations with an optimal estimation approach: 2. Imple-
mentation and evaluation, J. Geophys. Res., 115, D02204,
https://doi.org/10.1029/2009JD011780, 2010. Luffarelli, M. and Govaerts, Y.: Joint retrieval of surface reflectance
and aerosol properties with continuous variation of the state
variables in the solution space: Part 2: Application to geosta-
tionary and polar orbiting satellite observations, Atmos. Meas. Tech. References Cox, C. and Munk, W.: Measurement of the Roughness of the Sea
Surface from Photographs of the Sun’s Glitter, J. Opt. Soc. Am.,
44, 838–850, https://doi.org/10.1364/JOSA.44.000838, 1954. The choice of vertices outlining the {g,ω0} solution space
is critical. In these experiments, the best retrieval is ob-
tained using three vertices, i.e. one vertex composed of small
weakly absorbing particles (FN), one vertex composed of
small absorbing particles (FA) and one vertex composed of
large particles (CL). The use of a fourth vertex (CS) does not
improve the retrieval and increases the estimated retrieval un-
certainty. Diner, D. J., Hodos, R. A., Davis, A. B., Garay, M. J., Mar-
tonchik, J. V., Sanghavi, S. V., von Allmen, P., Kokhanovsky,
A. A., and Zhai, P.: An optimization approach for aerosol re-
trievals using simulated MISR radiances, Atmos. Res., 116, 1–
14, https://doi.org/10.1016/j.atmosres.2011.05.020, 2012. Dubovik, O., Sinyuk, A., Lapyonok, T., Holben, B. N., Mishchenko,
M., Yang, P., Eck, T. F., Volten, H., Munoz, O., Veihelmann, B.,
van der Zande, W. J., Leon, J. F., Sorokin, M., and Slutsker, I.:
Application of spheroid models to account for aerosol particle
nonsphericity in remote sensing of desert dust, J. Geophys. Res.-
Atmos., 111, 11208–11208, 2006. This set of experiments represents ideal conditions, i.e. noise-free observations in the principal plane with no bias
on the surface prior. This choice is motivated by the need
to keep the result interpretation simple to illustrate how the
new retrieval concept developed in this paper works. These
experiments show the possibility of retrieving aerosol single-
scattering properties within the solution space provided it is
correctly bounded by the vertices. It is clear that adding noise
to the observations will degrade the quality of the retrieval. Similar conclusions can hold if the observations are taking Dubovik, O., Herman, M., Holdak, A., Lapyonok, T., Tanré,
D., Deuzé, J. L., Ducos, F., Sinyuk, A., and Lopatin, A.:
Statistically optimized inversion algorithm for enhanced re-
trieval of aerosol properties from spectral multi-angle polari-
metric satellite observations, Atmos. Meas. Tech., 4, 975–1018,
https://doi.org/10.5194/amt-4-975-2011, 2011. Atmos. Meas. Tech., 11, 6589–6603, 2018 www.atmos-meas-tech.net/11/6589/2018/ Y. Govaerts and M. Luffarelli: Combined Inversion of Surface and AeRosol Discuss., https://doi.org/10.5194/amt-2018-265, in review,
2018. Wiscombe, W. J.: The Delta-M Method: Rapid Yet Accurate Radia-
tive Flux Calculations for Strongly Asymmetric Phase Functions,
J. Atmos. Sci., 34, 1408–1422, 1977. Atmos. Meas. Tech., 11, 6589–6603, 2018 www.atmos-meas-tech.net/11/6589/2018/
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